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Performance of Computer-Aided Diagnosis in Ultrasonography for Detection of Breast Lesions Less and More Than 2 cm: Prospective Comparative Study (Preprint)
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JMIR MEDICAL INFORMATICS
Yongping et al
Original Paper
Performance of Computer-Aided Diagnosis in Ultrasonography
for Detection of Breast Lesions Less and More Than 2 cm:
Prospective Comparative Study
Liang Yongping*, MD; Ping Zhou, MD; Zhang Juan*, MD; Zhao Yongfeng, MD; Wengang Liu, MD; Yifan Shi, MD
The Third Xiangya Hospital, Central South University, Changsha, Hunan, China
*
these authors contributed equally
Corresponding Author:
Ping Zhou, MD
The Third Xiangya Hospital
Central South University
138 Tongzipo Road, Hexiyuelu District
Changsha, Hunan, 410013
China
Phone: 86 13974809881
Fax: 86 88618403
Email: zhouping1000@hotmail.com
Abstract
Background: Computer-aided diagnosis (CAD) is used as an aid tool by radiologists on breast lesion diagnosis in ultrasonography.
Previous studies demonstrated that CAD can improve the diagnosis performance of radiologists. However, the optimal use of
CAD on breast lesions according to size (below or above 2 cm) has not been assessed.
Objective: The aim of this study was to compare the performance of different radiologists using CAD to detect breast tumors
less and more than 2 cm in size.
Methods: We prospectively enrolled 261 consecutive patients (mean age 43 years; age range 17-70 years), including 398 lesions
(148 lesions>2 cm, 79 malignant and 69 benign; 250 lesions≤2 cm, 71 malignant and 179 benign) with breast mass as the prominent
symptom. One novice radiologist with 1 year of ultrasonography experience and one experienced radiologist with 5 years of
ultrasonography experience were each assigned to read the ultrasonography images without CAD, and then again at a second
reading while applying the CAD S-Detect. We then compared the diagnostic performance of the readers in the two readings
(without and combined with CAD) with breast imaging. The McNemar test for paired data was used for statistical analysis.
Results: For the novice reader, the area under the receiver operating characteristic curve (AUC) improved from 0.74 (95% CI
0.67-0.82) from the without-CAD mode to 0.88 (95% CI 0.83-0.93; P<.001) at the combined-CAD mode in lesions≤2 cm. For
the experienced reader, the AUC improved from 0.84 (95% CI 0.77-0.90) to 0.90 (95% CI 0.86-0.94; P=.002). In lesions>2 cm,
the AUC moderately decreased from 0.81 to 0.80 (novice reader) and from 0.90 to 0.82 (experienced reader). The sensitivity of
the novice and experienced reader in lesions≤2 cm improved from 61.97% and 73.23% at the without-CAD mode to 90.14% and
97.18% (both P<.001) at the combined-CAD mode, respectively.
Conclusions: S-Detect is a feasible diagnostic tool that can improve the sensitivity for both novice and experienced readers,
while also improving the negative predictive value and AUC for lesions≤2 cm, demonstrating important application value in the
clinical diagnosis of breast cancer.
Trial Registration: Chinese Clinical Trial Registry ChiCTR1800019649; http://www.chictr.org.cn/showprojen.aspx?proj=33094
(JMIR Med Inform 2020;8(3):e16334) doi: 10.2196/16334
KEYWORDS
ultrasonography; breast neoplasm; breast imaging reporting and data system (BI-RADS); breast neoplasms diagnosis; cancer
screening; computer diagnostic aid
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Introduction
Breast cancer is one of the most common cancers in women,
and the second leading cause of cancer-related mortality
worldwide [1,2]. Early diagnosis of breast cancer can increase
the treatment options and survival rate of patients [3], in which
breast ultrasound plays an important role in detecting breast
cancer. Operator experience-dependence remains the main
limitation in ultrasound-based diagnosis [4,5]. S-detect is a
recently developed computer-assisted diagnosis (CAD) system
for breast cancer, which is based on the Breast Imaging
Reporting and Data System (BI-RADS) lexicon and
classification [6]. Many studies have reported that S-detect has
potential to become a novel diagnostic tool for radiologists
[7-10]. However, no study has evaluated the diagnosis
performance of CAD in breast lesions with respect to size (less
and more than 2 cm). Therefore, the purpose of this study was
to compare the performance of detecting breast cancer using
CAD between radiologists with different levels of experience
for lesions greater and less than 2 cm in size.
Methods
Patient Selection
We prospectively enrolled 261 patients who presented with a
total of 398 lesions from November 2018 to May 2019. All
patients underwent ultrasound before surgery. The mean age of
the examined patients was 43.11 (SD 12.55) years (range 17-70
years). The diameter of lesions ranged from 0.26 to 9.50 cm,
with a mean diameter of 1.92 (SD 1.26) cm. All 398 lesions
were examined after surgery to confirm their pathological type.
This prospective study was approved by the Institutional Review
Board of Third Xiangya Hospital. Informed consent was
obtained from all patients.
The inclusion criteria were follows: patients aged 17-70 years
with breast tumor requiring surgery. The exclusion criteria were
a history of neoadjuvant chemotherapy or endocrine therapy
before surgery, lesions punctured by core-needle biopsy or
Mammotome System, breast equipped with a prosthesis, lesions
unclear as displayed by ultrasound, and patients unwilling to
take part in the study.
Ultrasound Image Acquisition
All images were obtained with an RS80A ultrasound system
(Samsung Medison Co Ltd, Seoul, Korea) with a 5-13–MHz
bandwidth linear transducer. All ultrasound examinations were
performed by an independent radiologist with 3 years of
experience. Typical images of the tumor in longitudinal and
transverse planes were stored in the ultrasound system.
Computer-Assisted Diagnostic System
Our CAD system (S-Detect) extracts features using an
integration of artificial neural network classifiers internally
installed in the ultrasound equipment (RS80A). The sensitivity
of the instrument can be adjusted, with greater sensitivity
yielding a higher potential rate of false-positive findings. We
chose the default setting. To test the reproducibility of CAD
marks with the same image, we randomly selected 20 of 398
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Yongping et al
(5.0%) examinations, which were sent through the CAD system
three times, and the results showed that the markings were
consistent in all images.
In S-Detect, the cursor on the center of the lesion was identified,
and a region of interest was drawn along the border of the mass
automatically by the ultrasound system. The ultrasound features
of the lesion were analyzed according to the BI-RADS lexicon,
and the final assessment classifications were automatically
performed by the ultrasound system. If the borderline was
considered inaccurate in any area of the tumor, it was manually
edited to achieve the optimum fitness. In the S-Detect system,
the final assessment classification was divided into “possibly
benign” or “possibly malignant.”
Diagnostic Criteria
According to the fifth version of BI-RADS, the radiologists
classified the lesion from BI-RADS category 3 to BI-RADS
category 5. BI-RADS category 4 was further subdivided into
category 4A, 4B, and 4C. Category 3 is considered probably
benign (<2% likelihood of malignancy) and categories 4A, 4B,
4C range from low to high suspicion (2-10%, 10-50%, 50-95%
likelihood of malignancy, respectively). Category 5 indicates
a high malignancy rate (>95% likelihood of malignancy). The
malignant signs in breast ultrasound imaging included irregular
shape, antiparallel orientation, noncircumscribed margin,
microcalcification, acoustic halo, posterior shadowing, and
abnormalities of the surrounding tissue. No definitive malignant
sign is assigned to category 3; one, two, and three malignant
signs are assigned to category 4A, 4B, and 4C, respectively;
and more than four malignant signs is assigned to category 5.
Accordingly, category 3 and 4A lesions were regarded as benign,
and category 4B, 4C, and 5 lesions were regarded as malignant
[11,12].
For assessments of the combination of ultrasound and the CAD
system, we took longitudinal and transverse planes of the tumor
for CAD. If one plane indicated “possibly malignant,” it was
considered a positive outcome, and the BI-RADS category
diagnosis was increased by one level (ie, 3 to 4A, 4A to 4B, 4B
to 4C, 4C to 5). If both planes indicated “possibly benign,” it
was considered a negative outcome, and the BI-RADS category
diagnosis was decreased by one level (ie, 5 to 4C, 4C to 4B, 4B
to 4A, 4A to 3) [13].
Readers, Reading Modes, and Training
Two readers were involved in the study: a novice reader with
1 year of ultrasound experience and an experienced reader with
5 years of ultrasound experience. Both readers were trained on
the reading procedures with 20 ultrasound images that were not
part of the study set, 10 of which were read in without-CAD
mode. The other 10 images were assessed in combined-CAD
mode, in which the readers first read the ultrasound images
without CAD and then combined the indications of CAD marks
to make the final decision.
Both readers reviewed every examination at each reading mode
independently and were blinded to any information about the
patients, including age, manifestation of symptoms, and previous
radiology reports. The readers were asked to read for at least 2
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hours a day to simulate the typical process of batch reading in
such examinations.
Statistical Analysis
Statistical evaluation was performed using SPSS software (SPSS
for Windows 19.0, SPSS Inc, Chicago, IL, USA). Taking the
pathology results as the gold standard, we analyzed the
diagnostic sensitivity, specificity, and area under the receiving
operating characteristic curve values (AUCs) in without-CAD
mode and combined-CAD mode [14]. The combined-CAD
mode and without-CAD mode diagnostic parameters were
compared using the McNemar test (sensitivity, specificity,
positive predictive value [PPV], negative predictive value
[NPV], accuracy) for match-paired data. We used the Hanley
and McNeil method to analyze the differences between pairs
of AUCs. For all statistical tests, P<.05 was considered to
indicate statistical significance.
Results
Basic Characteristics of Lesions
Patient and lesion characteristics on the basis of lesion size are
summarized in Table 1. Of the 398 breast lesions in the 261
patients included in this study, 250 (62.8%) were ≤2 cm and
148 (37.2%) were >2 cm. The mean sizes for all lesions,
malignant lesions, and benign lesions at ultrasound were similar
and close to 2 cm, with benign lesions being the smallest (1.73
cm) and malignant lesions being the largest (2.22 cm).
Table 1. Characteristics of patients and lesions.
Characteristic
All lesions (n=398)
Lesions≤2 cm (n=250)
Lesions>2 cm (n=148)
Mean (SD)
43.10 (12.57)
43.62 (11.875)
42.22 (13.66)
Median (range)
45 (17-70)
45.0 (17-70)
44.5 (17-70)
Mean (SD)
1.92 (1.26)
1.1629 (0.42)
3.1876 (1.19)
Median (range)
1.6 (0.26-9.5)
1.1 (0.26-2.0)
2.8 (2.1-9.5)
Mean (SD)
2.22 (1.08)
1.331 (0.42)
3.02 (0.82)
Median (range)
2.11 (0.26-6.2)
1.30 (0.26-2.0)
2.8 (2.1-6.2)
Mean (SD)
1.73 (1.33)
1.10 (0.40)
3.38 (1.50)
Median (range)
1.3 (0.4-9.5)
1.0 (0.4-2.0)
2.9 (2.1-9.5)
Total
150 (37.7)
71 (47.3)
79 (52.7)
Intraductal carcinoma in situ
5 (3.3)
5 (7.0)
0 (0.0)
Invasive lobular carcinoma
11 (7.3)
10 (14.1)
1 (1.3)
Mucinous adenocarcinoma
2 (1.3)
2 (2.8)
0 (0.0)
Medullary carcinoma
2 (1.3)
1 (1.4)
1 (1.3)
Invasive ductal carcinoma
130 (86.7)
53 (74.6)
77 (97.5)
Total
248 (62.3)
179 (72.2)
69 (27.8)
Intraductal papilloma
29 (11.7)
29 (16.2)
0 (0.0)
Granulomatous mastitis
5 (2.0)
1 (0.6)
4 (5.8)
Fibroma
171 (69.0)
110 (61.5)
61 (88.4)
Hyperplasia-induced lesions
42 (16.9)
38 (21.2)
4 (5.8)
Scar tissue
1 (0.4)
1 (0.6)
0 (0.0)
Patient age (years)
Size of all lesions (cm)
Size of malignant lesions (cm)
Size of benign lesions (cm)
Histologic type of malignant lesions, n (%)
Histological type of benign lesions, n (%)
Reader Performance
In all lesions, the AUCs of the reading improved at
combined-CAD mode compared to those of the without-CAD
mode for both the novice and experienced reader (Table 2,
Figure 1). For the novice reader, the improvement in AUCs was
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significant between the without-CAD and combined-CAD
modes (Z=4.90, P<.001), whereas there was no significant
difference in AUCs between modes for the experienced reader
(Z=1.06, P=.29).
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In subgroup analysis, for lesions≤2 cm, the AUCs of the reading
improved significantly in combined-CAD mode for both the
novice and experienced readers. However, in lesions>2 cm,
there were no significant differences in AUCs between two
reading modes for both the novice and experienced readers
(Table 2).
When a BI-RADS category 4A threshold was used, the
sensitivity and NPV improved at the combined-CAD mode
compared with that at the without-CAD mode for both the
novice reader and experienced reader in all lesions and subgroup
analyses (Table 2). However, in lesions≤2 cm, there were no
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Yongping et al
significant
differences
between
without-CAD
and
combined-CAD modes for the novice reader with respect to
specificity, PPV, and accuracy. By contrast, significant
differences were observed for the experienced reader in
specificity and PPV, whereas there was no significant difference
in accuracy. In lesions>2 cm, there was a significant decrease
in specificity and a significant increase in NPV between
without-CAD and combined-CAD modes for both readers, and
there was a significant decrease in PPV for only the experienced
reader. There was a moderate reduction in accuracy between
the without-CAD and combined-CAD modes for both readers,
and in PPV for the novice reader (Table 2).
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Table 2. Diagnostic performance of the readers in two reading modes with a Breast Imaging Reporting and Data System Category 4A threshold.
Lesions
Novice Reader
Expert Reader
Without CADa
Combined with CAD
+
–
+
+
44
22
–
27
157
P value
Without CAD
Combined with CAD
–
+
–
+
–
64
23
52
9
69
33
7
156
19
170
2
146
P value
Lesions≤2 cm
Pathology
Sensitivityb
61.97
90.14
<.001
73.24
97.18
<.001
Specificityb
87.71
87.15
.83
94.97
81.56
.004
PPVc
66.66
73.56
.22
85.25
67.65
.005
NPVd
85.33
95.71
.008
89.95
98.65
.005
Accuracy
80.40
88.00
.12
88.8
86
.52
AUCe (95% CI)
0.74 (0.67-0.82)
0.88 (0.83-0.93)
<.001
0.84 (0.77-0.90)
0.90 (0.86-0.94)
.002
+
61
11
79
28
67
4
79
23
–
18
58
0
41
12
65
0
46
Lesions>2 cm
Pathology
Sensitivity
77.22
100
<.001
86.67
100
<.001
Specificity
84.06
59.42
<.001
96.72
66.66
<.001
PPV
84.72
73.83
.05
96.30
77.45
<.001
NPV
76.32
100
<.001
88.06
100
<.001
Accuracy
80.41
81.08
.86
91.74
84.46
.13
AUC (95% CI)
0.81 (0.73-0.88)
0.80 (0.72-0.87)
.81
0.90 (0.84-0.95)
0.83 (0.76-0.91)
.03
+
105
33
143
51
119
13
148
52
–
45
215
7
197
31
235
2
96
Sensitivity
70
95.33
<.001
79.33
98.66
<.001
Specificity
86.69
79.43
.13
94.75
79.03
.001
PPV
76.08
73.71
.74
90.15
74.00
.003
NPV
82.69
96.57
.001
88.34
98.98
.002
Accuracy
80.40
85.43
.35
88.94
86.43
.52
AUC (95% CI)
0.78 (0.73-0.83)
0.87 (0.84-0.91)
<.001
0.87 (0.83-0.91)
0.89 (0.85-0.92)
.29
All lesions
Pathology
a
CAD: computer-aided diagnosis.
b
Breast Imaging Reporting and Data System assessment categories 4B, 4C, and 5 were considered positive for cancer for the calculation of sensitivity
and specificity.
c
PPV: positive predictive value.
d
NPV: negative predictive value.
e
AUC: area under the receiver operating characteristic curve.
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Figure 1. Comparison of receiver operating characteristic curves in lesions <2 cm, lesions >2 cm, and lesions in all size.
Management of Diagnostic Feature Decision Change
At the combined-CAD mode, the management of diagnostic
feature decision changes compared with the without-CAD mode
was 164/398 (41.2%) of all ultrasound images for the two
readers. For the novice reader, with CAD support, 38/150
(25.3%) of the malignant lesions (20 lesions≤2 cm, 18 lesions>2
cm) were correctly upgraded from category 4A to 4B, whereas
none (0%) of the malignant lesions was incorrectly changed
from 4B to 4A. In addition, 18/248 (7.3%) benign lesions (12
lesions≤2 cm, 6 lesions>2 cm) were correctly downgraded from
category 4B to 4A; however, 36/248 (14.5%) benign lesions
(11 lesions≤2 cm, 24 lesions>2 cm) were incorrectly changed
from category 4A to 4B.
For the experienced reader, 30/150 (20.0%) malignant lesions
(18 lesions≤2 cm, 12 lesions>2 cm) were correctly changed
from category 4A to 4B, and only 1 of 79 (1%) malignant lesions
(≤2 cm) was incorrectly changed from category 4B to 4A. In
addition, 4/248 (1.6%) benign lesions (3 lesions≤2 cm, 1
lesion>2 cm) were correctly downgraded from category 4B to
4A, whereas 38/248 (15.3%) benign lesions (3 lesions≤2 cm,
20 lesions>2 cm) were incorrectly changed from category 4A
to 4B.
Discussion
Principal Findings
CAD systems have been recently applied to improve diagnostic
performance in breast ultrasonography. S-Detect is a CAD
system based on a neural network learning algorithm [7], which
applies a novel feature extraction technique and vector machine
classifier that categorizes breast masses into benign or malignant
depending on the suggested feature based on the BI-RADS
lexicon [15]. Choi et al [10] recently reported that both
experienced and inexperienced readers had significantly higher
specificity and AUCs in reading ultrasounds in combination
with S-Detect, and the inexperienced reader also showed
significant improvement in sensitivity. However, the diagnosis
of breast lesions of different sizes is one of the most difficult
challenges in clinical practice [16,17]. Radiologists with
different levels of experience typically perform breast
ultrasound, and thus the usefulness of S-Detect may be different
according to experience. For example, radiologists with less
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experience may have a greater benefit in using S-Detect for the
diagnosis of small breast lesions.
In our study, when combining ultrasound reading with S-Detect,
both the experienced and novice readers showed significantly
higher sensitivity and NPV compared to those obtained without
S-Detect, which is in line with the findings of the previous
studies for CAD systems mentioned above. In addition, 38/150
(25.3%) and 30/150 (20.0%) breast cancers initially assessed
as category 4A by the novice and experienced readers were
categorized as probably malignant by S-Detect, regardless of
size. Combining the results of S-Detect led to significant
improvements in AUCs for both readers in lesions<2 cm.
However, in lesions>2 cm, the combination of S-Detect did not
confer improvements in accuracy and AUC for either reader.
Our results suggest that S-Detect could be used as an additional
tool with breast ultrasound regardless of the experience of the
reader, and may help to reduce the misdiagnosis ratio of
early-stage breast cancer. Although the sensitivity, NPV, and
AUCs were improved, there was no significant improvement
in the accuracy of the readers when using S-Detect compared
to that obtained by the ultrasound reading alone. This may be
due to the fact that both readers already showed high AUC
values with ultrasound alone, and therefore there was minimal
room for improvement.
Strengths and Prospects
Our results showed that readers with less experience may benefit
more by using S-Detect in detection of smaller breast lesions.
Several studies have reported the application of different types
of CAD to breast ultrasound [6,18,19]. Overall, these studies
showed that the CAD systems promoted the diagnostic
performance of breast ultrasound, especially specificity and
accuracy. Shen et al [18] argued that CAD systems could be
helpful in evaluating fuzzy category 4 lesions. Wang et al [19]
suggested that combining CAD with ultrasound was more
helpful for inexperienced radiologists than for experienced
radiologists owing to greater improvement in the diagnostic
performances observed in the inexperienced group. In our study,
the sensitivity, NPV, and AUCs of both readers were improved,
supporting the idea that S-Detect can reliably provide a second
view that can be referred to by readers. High sensitivity is a
remarkable superiority of S-Detect, and similar results were
reported in some previous studies [20,21]. Compared to these
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previous studies, there was a relatively smaller proportion of
benign lesions in our study and the mean size of lesions in our
study was larger. In addition, all patients had a breast mass as
the prominent symptom, which may explain the different results.
Moreover, since S-Detect provides the final assessment in a
dichotomized form of possibly benign and possibly malignant,
this factor may have also affected the accuracy of readers in the
combined-CAD mode.
This result is encouraging for clinical breast cancer screening,
as breast cancer is a highly aggressive disease with multiple
pathological subtypes, including those associated with higher
rates of metastases and poorer survival rates [22]. Thus, it is
important to detect cancer early to reduce the mortality rate
[23]. In addition, S-Detect is a user-friendly and concise program
that is integrated in an ultrasound machine to enable obtaining
a terse result for radiologists immediately during real-time
ultrasonography, which can easily be applied to routine work.
However, it is not recommended to apply CAD alone or use it
as a replacement for a radiologist in the diagnosis of breast
lesions, especially for tumors>2 cm, which is consistent with
the results of Kim et al [13]. As one example from this study,
a fibroadenoma lesion with a size of 2.94×1.76 cm (Figure 2A)
that showed an unclear margin and a large lobulated shape was
misdiagnosed as malignant by S-Detect, and was inversely
excluded by the radiologist after combining the results with
information on the patient’s history. In another example, a lesion
of invasive ductal carcinoma with a size of 3.09×1.36 cm (Figure
2B) showing a clear border and microcalcification was classified
Yongping et al
as BI-RADS category 4B by conventional ultrasound, whereas
S-Detect diagnosed this lesion as benign. Further investigation
along with technical progress are anticipated to lead to the
development of a more sophisticated algorithm using the
multiple-planes assessment BI-RADS ultrasonographic
categories.
Likewise, ultrasound scanning is a real-time and multi-angled
imaging method, which can observe the lesion from different
planes to collect the imaging features such as the internal
situation, relation of the lesion with surrounding tissues, and
the blood supply model, along with patient history and other
available information. Therefore, more image data and clinical
information can be obtained with ultrasound than with CAD.
Consequently, in lesions≤2 cm, the combination of S-Detect
and ultrasound allows for the weaknesses of each method to be
counteracted by the strengths of the other, which could assist
both novice and experienced readers in making a more accurate
final diagnosis. As one example from this study, an invasive
ductal carcinoma lesion with a size of 1.75×1.56 cm (Figure
3A) that showed an unclear margin, irregular shape, and
microcalcification was correctly diagnosed as malignant by
S-Detect and was classified as BI-RADS category 4C by both
readers. In another example, a lesion of fibroadenoma with a
size of 1.58×1.10 cm (Figure 3B) showing a clear border and
regular shape was classified as BI-RADS category 3 by
conventional ultrasound and was correctly diagnosed as benign
by S-Detect.
Figure 2. A malignant and benign lesion > 2 cm misdiagnosed by S-Detect.
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Figure 3. A malignant and benign lesion < 2 cm diagnosed correctly by S-Detect.
Limitations
There are several limitations of this study. First, a relatively
small number of cases were included (N=261). Second, the
presentation of calcifications was not included in the analysis,
owing to the limited ability of S-Detect to detect
microcalcifications [24]. Third, some small nodules (around 1
cm) classified as BI-RADS category 3 that were not surgically
removed were excluded from the study, which may have
affected the results. Fourth, only two representative still images
of breast masses stored for analysis were chosen during image
analysis by the radiologists and S-Detect, which may have
caused variability in selecting images of representative planes.
Fifth, the criterion of the size of lesions for comparison was set
to 2 cm; thus, further studies using other stratifications with a
larger number of samples may be warranted. Sixth, both readers
had relatively minimal experience as breast imagers. In China,
the specialty of breast imaging is somewhat new, and the staff
in this field tend to be younger compared with staff of other
imaging specialties. Therefore, these factors may have had a
slight influence on our results.
Conclusion
In conclusion, S-Detect is a clinically feasible diagnostic tool
that can improve the sensitivity of breast ultrasonography, in
addition to improving the NPV and AUC for lesions≤2 cm, with
important application value in the clinical diagnosis of breast
cancer.
Acknowledgments
This study was supported by National Natural Science Foundation of China (81871367).
Conflicts of Interest
None declared.
References
1.
2.
3.
4.
5.
Siegel RL, Miller KD, Jemal A. Cancer Statistics, 2017. CA Cancer J Clin 2017 Jan;67(1):7-30. [doi: 10.3322/caac.21387]
[Medline: 28055103]
Chen W, Zheng R, Baade PD, Zhang S, Zeng H, Bray F, et al. Cancer statistics in China, 2015. CA Cancer J Clin
2016;66(2):115-132. [doi: 10.3322/caac.21338] [Medline: 26808342]
Brinkley D, Haybrittle JL. The curability of breast cancer. Lancet 1975 Jul 19;2(7925):95-97. [doi:
10.1016/s0140-6736(75)90003-3] [Medline: 49738]
Takahashi R, Kajikawa Y. Computer-aided diagnosis: A survey with bibliometric analysis. Int J Med Inform 2017
May;101:58-67. [doi: 10.1016/j.ijmedinf.2017.02.004] [Medline: 28347448]
Cho E, Kim E, Song MK, Yoon JH. Application of Computer-Aided Diagnosis on Breast Ultrasonography: Evaluation of
Diagnostic Performances and Agreement of Radiologists According to Different Levels of Experience. J Ultrasound Med
2018 Jan;37(1):209-216. [doi: 10.1002/jum.14332] [Medline: 28762552]
https://medinform.jmir.org/2020/3/e16334
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RenderX
JMIR Med Inform 2020 | vol. 8 | iss. 3 | e16334 | p. 8
(page number not for citation purposes)
JMIR MEDICAL INFORMATICS
6.
7.
8.
9.
10.
11.
12.
13.
14.
15.
16.
17.
18.
19.
20.
21.
22.
23.
24.
Yongping et al
Kim K, Song MK, Kim E, Yoon JH. Clinical application of S-Detect to breast masses on ultrasonography: a study evaluating
the diagnostic performance and agreement with a dedicated breast radiologist. Ultrasonography 2017 Jan;36(1):3-9. [doi:
10.14366/usg.16012] [Medline: 27184656]
Komeda Y, Handa H, Watanabe T, Nomura T, Kitahashi M, Sakurai T, et al. Computer-Aided Diagnosis Based on
Convolutional Neural Network System for Colorectal Polyp Classification: Preliminary Experience. Oncology 2017;93
Suppl 1:30-34. [doi: 10.1159/000481227] [Medline: 29258081]
Di Segni M, de Soccio V, Cantisani V, Bonito G, Rubini A, Di Segni G, et al. Automated classification of focal breast
lesions according to S-detect: validation and role as a clinical and teaching tool. J Ultrasound 2018 Jun;21(2):105-118.
[doi: 10.1007/s40477-018-0297-2] [Medline: 29681007]
Takahashi R, Kajikawa Y. Computer-aided diagnosis: A survey with bibliometric analysis. Int J Med Inform 2017
May;101:58-67. [doi: 10.1016/j.ijmedinf.2017.02.004] [Medline: 28347448]
Choi J, Kang BJ, Baek JE, Lee HS, Kim SH. Application of computer-aided diagnosis in breast ultrasound interpretation:
improvements in diagnostic performance according to reader experience. Ultrasonography 2018 Jul;37(3):217-225. [doi:
10.14366/usg.17046] [Medline: 28992680]
Liu D, Ba Z, Ni X, Wang L, Yu D, Ma X. Apparent Diffusion Coefficient to Subdivide Breast Imaging Reporting and Data
System Magnetic Resonance Imaging (BI-RADS-MRI) Category 4 Lesions. Med Sci Monit 2018 Apr 12;24:2180-2188.
[doi: 10.12659/msm.907000] [Medline: 29644993]
Spinelli Varella MA, Teixeira da Cruz J, Rauber A, Varella IS, Fleck JF, Moreira LF. Role of BI-RADS Ultrasound
Subcategories 4A to 4C in Predicting Breast Cancer. Clin Breast Cancer 2018 Aug;18(4):e507-e511. [doi:
10.1016/j.clbc.2017.09.002] [Medline: 29066139]
Wang M, Yang Z, Liu C, Yan J, Zhang W, Sun J, et al. Differential Diagnosis of Breast Category 3 and 4 Nodules Through
BI-RADS Classification in Conjunction with Shear Wave Elastography. Ultrasound Med Biol 2017 Mar;43(3):601-606.
[doi: 10.1016/j.ultrasmedbio.2016.10.004] [Medline: 27988221]
Ma H, Bandos AI, Gur D. On the use of partial area under the ROC curve for comparison of two diagnostic tests. Biom J
2015 Mar;57(2):304-320. [doi: 10.1002/bimj.201400023] [Medline: 25537143]
Payne S, Large S, Jarrett N, Turner P. Written information given to patients and families by palliative care units: a national
survey. Lancet 2000 May 20;355(9217):1792. [doi: 10.1016/S0140-6736(00)02272-8] [Medline: 10832835]
Migowski A. [Early detection of breast cancer and the interpretation of results of survival studies]. Cien Saude Colet 2015
Apr;20(4):1309 [FREE Full text] [doi: 10.1590/1413-81232015204.17772014] [Medline: 25923642]
Guo R, Lu G, Qin B, Fei B. Ultrasound Imaging Technologies for Breast Cancer Detection and Management: A Review.
Ultrasound Med Biol 2018 Jan;44(1):37-70 [FREE Full text] [doi: 10.1016/j.ultrasmedbio.2017.09.012] [Medline: 29107353]
Shen W, Chang R, Moon WK. Computer aided classification system for breast ultrasound based on Breast Imaging Reporting
and Data System (BI-RADS). Ultrasound Med Biol 2007 Nov;33(11):1688-1698. [doi: 10.1016/j.ultrasmedbio.2007.05.016]
[Medline: 17681678]
Wang Y, Jiang S, Wang H, Guo YH, Liu B, Hou Y, et al. CAD algorithms for solid breast masses discrimination: evaluation
of the accuracy and interobserver variability. Ultrasound Med Biol 2010 Aug;36(8):1273-1281. [doi:
10.1016/j.ultrasmedbio.2010.05.010] [Medline: 20691917]
Morra L, Sacchetto D, Durando M, Agliozzo S, Carbonaro LA, Delsanto S, et al. Breast Cancer: Computer-aided Detection
with Digital Breast Tomosynthesis. Radiology 2015 Oct;277(1):56-63. [doi: 10.1148/radiol.2015141959] [Medline:
25961633]
Chabi M, Borget I, Ardiles R, Aboud G, Boussouar S, Vilar V, et al. Evaluation of the accuracy of a computer-aided
diagnosis (CAD) system in breast ultrasound according to the radiologist's experience. Acad Radiol 2012 Mar;19(3):311-319.
[doi: 10.1016/j.acra.2011.10.023] [Medline: 22310523]
Harbeck N, Gnant M. Breast cancer. Lancet 2017 Mar 18;389(10074):1134-1150. [doi: 10.1016/S0140-6736(16)31891-8]
[Medline: 27865536]
Wang Y, Fan W, Zhao S, Zhang K, Zhang L, Zhang P, et al. Qualitative, quantitative and combination score systems in
differential diagnosis of breast lesions by contrast-enhanced ultrasound. Eur J Radiol 2016 Jan;85(1):48-54. [doi:
10.1016/j.ejrad.2015.10.017] [Medline: 26724648]
Choi EJ, Choi H, Park EH, Song JS, Youk JH. Evaluation of an automated breast volume scanner according to the fifth
edition of BI-RADS for breast ultrasound compared with hand-held ultrasound. Eur J Radiol 2018 Feb;99:138-145. [doi:
10.1016/j.ejrad.2018.01.002] [Medline: 29362145]
Abbreviations
AUC: area under the receiving operating characteristic curve
BI-RADS: Breast Imaging Reporting and Data System
CAD: computer-assisted diagnosis
NPV: negative predictive value
PPV: positive predictive value
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Yongping et al
Edited by G Eysenbach; submitted 20.09.19; peer-reviewed by YK Akpak, D Di Stasio; comments to author 16.10.19; revised version
received 18.11.19; accepted 26.01.20; published 02.03.20
Please cite as:
Yongping L, Zhou P, Juan Z, Yongfeng Z, Liu W, Shi Y
Performance of Computer-Aided Diagnosis in Ultrasonography for Detection of Breast Lesions Less and More Than 2 cm: Prospective
Comparative Study
JMIR Med Inform 2020;8(3):e16334
URL: https://medinform.jmir.org/2020/3/e16334
doi: 10.2196/16334
PMID: 32130149
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English
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Non-periodic solutions of the Goła̧b–Schinzel type functional equation
|
Results in mathematics
| 2,022
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cc-by
| 8,179
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Results Math (2023) 78:28
c⃝2022 The Author(s)
1422-6383/23/010001-15
published online November 29, 2022
https://doi.org/10.1007/s00025-022-01790-6 Results Math (2023) 78:28
c⃝2022 The Author(s)
1422-6383/23/010001-15
published online November 29, 2022
https://doi.org/10.1007/s00025-022-01790-6 Results in Mathematics Mathematics Subject Classification. 39B12, 39B22, 39B52. Mathematics Subject Classification. 39B12, 39B22, 39B52. Keywords. Gol¸ab-Schinzel functional equation, semigroup-valued solu-
tions, non-periodic solutions. Non-periodic solutions of the
Gol¸ab–Schinzel type functional equation Jacek Chudziak Abstract. We determine the solutions of the Gol¸ab-Schinzel type func-
tional equation in the class of non-periodic functions. Applying this re-
sult we give a positive answer to the problem raised by E. Jablo´nska
(Aequationes Math 87:125–133, 2014). 1. Introduction The paper is inspired by an open problem, posed by Jablo´nska [16], concerning
the solutions of the Gol¸ab–Schinzel type functional equation f(x + g(x)y) = f(x)f(y)
for
x, y ∈R
(1) (1) where f, g : R →R are unknown functions. Equation (1) is a generalization of
the Gol¸ab–Schinzel type equations f(x + f(x)y) = f(x)f(y)
(2) (2) and f(x + f(x)ny) = f(x)f(y),
(3) f(x + f(x)ny) = f(x)f(y),
( ) ( ) (3) where n is a fixed positive integer. Equations (2)-(3) play an important role in
determination of substructures of algebraic structures (see e.g. [1,2,4,5,12,13]
and [18]). Furthermore, the conditional versions of (2) are strictly related to
some problems arising in meteorology and fluid mechanics (cf. [17]). In a more
general setting, where an unknown function f maps a real linear space into R,
solutions of (2) and (3) have been investigated by several authors under various where n is a fixed positive integer. Equations (2)-(3) play an important role in
determination of substructures of algebraic structures (see e.g. [1,2,4,5,12,13]
and [18]). Furthermore, the conditional versions of (2) are strictly related to
some problems arising in meteorology and fluid mechanics (cf. [17]). In a more
general setting, where an unknown function f maps a real linear space into R,
solutions of (2) and (3) have been investigated by several authors under various 28
Page 2 of 15 J. Chudziak Results Math regularity assumptions. More details concerning properties of the solutions of
these equations as well as their applications can be found in a survey paper
[6]. In order to formulate the aforementioned problem, recall the main result
proved in [16]. Theorem 1.1. Assume that f, g : R →R, f is locally bounded above at each
point, f(R) \ {−1, 0, 1} ̸= ∅and g(R) \ {0, 1} ̸= ∅. If the pair (f, g) satisfies
equation (1) then there exist a c ∈R\{0}, an infinite subgroup G of the group
(R \ {0}, ·) and a non-constant multiplicative function φ : G →R such that g(x) =
cx + 1 whenever
cx + 1 ∈G,
0
otherwise
(4) g(x) =
cx + 1 whenever
cx + 1 ∈G,
0
otherwise (4) and f(x) =
φ(cx + 1) whenever
cx + 1 ∈G,
0
otherwise. (5) (5) It has been noted in [16] that from Theorem 1.1 one can directly derive the
following result. 1. Introduction It has been noted in [16] that from Theorem 1.1 one can directly derive the
following result. Corollary 1.2. Assume that a function f : R →R is locally bounded above at
each point and f(R)\{−1, 0, 1} ̸= ∅. If f satisfies equation (2) then there exist
a c ∈R \ {0} and an infinite subgroup G of the group (R \ {0}, ·) such that f(x) =
cx + 1 whenever
cx + 1 ∈G,
0
otherwise. The same form of solutions of equation (2) was established in [19] under the
assumption that an unknown function is not microperiodic. This fact inspired
E. Jablo´nska to raise the following question: does Theorem 1.1 hold, if we
replace the assumption that f is locally bounded above at each point of the line
by the assumption that f is not periodic? In this paper we give a positive answer to this question. In fact, we
determine the form of non-periodic solutions of a significantly more general
functional equation, namely f(x + g(x)y) = f(x) ◦f(y)
for
x, y ∈X,
(6) (6) where X is a real linear space, (S, ◦) is a commutative semigroup, f : R →S
and g : R →R are unknown functions. In the case X = R equation (6) has
been introduced and studied in [7]. The solutions of (6) under some regularity
assumptions have been determined in [8]. The following particular case of (6) f(x + g(x)y) = f(x)f(y)
for
x, y ∈X,
(7) (7) f(x + g(x)y) = f(x)f(y)
for
x, y ∈X, and some its conditional versions have been investigated under various reg-
ularity assumptions in [9–11] and [14,15]. It is remarkable that solutions of
(6) and their applications to invariance under binomial thinning have been
recently considered in [3]. Vol. 78 (2023) Vol. 78 (2023) Vol. 78 (2023) Page 3 of 15
28 2. Results In what follows, X is a non-zero real linear space and (S, ◦) is a commuta-
tive semigroup. Furthermore, E(S) denotes the set of all idempotents of the
semigroup (S, ◦), that is E(S) := {s ∈S : s ◦s = s}. Moreover, for a function g : X →R, we set
Ag := {x ∈X : g(x) ̸= 0}. E(S) := {s ∈S : s ◦s = s}. Moreover, for a function g : X →R, we set Ag := {x ∈X : g(x) ̸= 0}. Remark 1. Let f : X →S and g : X →R. If the pair (f, g) satisfies equation
(6) then Remark 1. Let f : X →S and g : X →R. If the pair (f, g) satisfies equation
(6) then f(0) = f(0 + g(0) · 0) = f(0) ◦f(0), f(0) = f(0 + g(0) · 0) = f(0) ◦f(0),
that is, f(0) ∈E(S). Furthermore, applying (6) with y = x ∈X \ Ag, we get
f(x) ∈E(S)
for
x ∈X \ Ag. (8) that is, f(0) ∈E(S). Furthermore, applying (6) with y = x ∈X \ Ag, we get
f(x) ∈E(S)
for
x ∈X \ Ag. (8) (8) The following three auxiliary results will play a crucial role in our con-
siderations. Lemma 2.1. Assume that f : X →S, g : X →R and the pair (f, g) satisfies
equation (6). If Ag ̸= X then there exists a z ∈E(S) such that Lemma 2.1. Assume that f : X →S, g : X →R and the pair (f, g) satisfies
equation (6). If Ag ̸= X then there exists a z ∈E(S) such that
f( )
f
∈X \ A
(9) f(x) = z
for
x ∈X \ Ag f(x) = z
for
x ∈X \ Ag
(9) (9) and z ◦f(y) = f(y) ◦z = z
for
y ∈X. (10) (10) Proof. Assume that Ag ̸= X and fix an x0 ∈X \ Ag. Since the semigroup
(S, ◦) is commutative, setting in (6) x = x0, we obtain (10) with z := f(x0). In view of (8), we have z ∈E(S). Moreover, applying (6) and (10), for every
x ∈X \ Ag, we get Proof. Assume that Ag ̸= X and fix an x0 ∈X \ Ag. 2. Results □ Lemma 2.3. Assume that a pair (f, g), where f : X →S and g : X →R,
satisfies equation (6). If f is non-periodic then Lemma 2.3. Assume that a pair (f, g), where f : X →S and g : X →R,
satisfies equation (6). If f is non-periodic then Lemma 2.3. Assume that a pair (f, g), where f : X →S and g : X →R,
satisfies equation (6). If f is non-periodic then x + g(x)y −g(y)x −y = 0
for
x, y ∈Ag. (12) (12) Proof. In view of (6), for every x, y, z ∈X, we get Proof. In view of (6), for every x, y, z ∈X, we get f(x + g(x)y + g(x)g(y)z) = f(x + g(x)(y + g(y)z)) = f(x) ◦f(y + g(y)z)
= f(x) ◦(f(y) ◦f(z)) = (f(x) ◦f(y)) ◦f(z)
= (f(y) ◦f(x)) ◦f(z) = f(y) ◦(f(x) ◦f(z))
= f(y) ◦f(x + g(x)z) = f(y + g(y)(x + g(x)z))
f( + ( ) + ( ) ( ) ) f(x + g(x)y + g(x)g(y)z) = f(x + g(x)(y + g(y)z)) = f(x) ◦f(y + g(y)z)
= f(x) ◦(f(y) ◦f(z)) = (f(x) ◦f(y)) ◦f(z)
= (f(y) ◦f(x)) ◦f(z) = f(y) ◦(f(x) ◦f(z))
f( )
f( + ( ) )
f( + ( )( + ( ) )) = f(y) ◦f(x + g(x)z) = f(y + g(y)(x + g(x)z)) = f(y + g(y)x + g(y)g(x)z), that is that is f(x + g(x)y + g(x)g(y)z) = f(y + g(y)x + g(x)g(y)z). Replacing in this equality z by z−g(y)x−y
g(x)g(y) , for every x, y ∈Ag and z ∈X, we
obtain f(x + g(x)y + g(x)g(y)z) = f(y + g(y)x + g(x)g(y)z). Replacing in this equality z by z−g(y)x−y
g(x)g(y) , for every x, y ∈Ag and z ∈X, we
obtain f(z + x + g(x)y −g(y)x −y) = f(z). non-periodic, then (12) holds. □ f(z + x + g(x)y −g(y)x −y) = f(z). f(z + x + g(x)y −g(y)x −y) = f(z). □ Therefore, if f is non-periodic, then (12) holds. Therefore, if f is non-periodic, then (12) holds. 2. Results Since the semigroup
(S, ◦) is commutative, setting in (6) x = x0, we obtain (10) with z := f(x0). In view of (8), we have z ∈E(S). Moreover, applying (6) and (10), for every
x ∈X \ Ag, we get f(x) = f(x + g(x)x0) = f(x) ◦f(x0) = f(x) ◦z = z, f(x) = f(x + g(x)x0) = f(x) ◦f(x0) = f(x) ◦z = z,
9) holds. □ □ Lemma 2.2. Assume that a pair (f, g), where f : X →S and g : X →R,
satisfies equation (6). If f is non-constant then: Lemma 2.2. Assume that a pair (f, g), where f : X →S and g : X →R
satisfies equation (6). If f is non-constant then: g
(ii) for every x, y ∈X, it holds: x + g(x)y ∈Ag
if and only if
x ∈Ag and y ∈Ag. (11) (11) x + g(x)y ∈Ag
if and only if
x ∈Ag and y ∈Ag. (11) Proof. Assume that f is non-constant. Suppose that 0 ̸∈Ag. Then Ag ̸= X
and so, according to Lemma 2.1, there exists a z ∈E(S) such that (9)–(10)
hold. Hence, in view of (6), for every x ∈X, we get f(x) = f(x + g(x) · 0) = f(x) ◦f(0) = f(x) ◦z = z. Since f is non-constant, this yields a contradiction and proves (i). J. Chudziak 28
Page 4 of 15 28
Page 4 of 15 Results Math In order to prove (ii) note that, applying (6), for every x, y, z ∈X, we
obtain f(x + g(x)y + g(x + g(x)y)z) = f(x + g(x)y) ◦f(z) = (f(x) ◦f(y)) ◦f(z) = f(x + g(x)y) ◦f(z) = (f(x) ◦f(y)) ◦f(z) = f(x) ◦(f(y) ◦f(z)) = f(x) ◦f(y + g(y)z) = f(x + g(x)(y + g(y)z))
(
( )
( ) ( ) ) = f(x) ◦(f(y) ◦f(z)) = f(x) ◦f(y + g(y)z) = f(x + g(x)(y + g(y)z)) = f(x + g(x)y + g(x)g(y)z). = f(x + g(x)y + g(x)g(y)z). Hence, as f is non-constant, for every x, y ∈X, we get g(x + g(x)y) = 0
if and only if
g(x)g(y) = 0, g(x + g(x)y) = 0
if and only if
g(x)g(y) = 0, g(x + g(x)y) = 0
if and only if
g(x)g(y) = 0,
which implies (11). □ g(
g( )y)
y
g( )g(y)
,
which implies (11). □ which implies (11). 2. Results In what follows we call a mapping φ defined on a subset G of R periodic
provided there exists a t0 ∈R \ {0} such that t −t0, t + t0 ∈G
for
t ∈G
(13) t −t0, t + t0 ∈G
for
t ∈G (13) and and φ(t −t0) = φ(t + t0) = φ(t)
for
t ∈G. (14) (14) The next theorem is the main result of the paper. Theorem 2.4. Assume that f : X →S and g : X →R. If the pair (f, g) sat-
isfies equation (6) and f is non-periodic then one of the following possibilities
holds: Vol. 78 (2023)
Non-periodic solutions of the Gol¸ab–Schinzel type
Page 5 of 15
28 ol. 78 (2023)
Non-periodic solutions of the Gol¸ab–Schinzel type
Page 5 of 15
28 Vol. 78 (2023)
Non-periodic solutions of the Gol¸ab–Schinzel type
Page 5 of 15
28 Vol. 2. Results 78 (2023) (a) there exist an a ∈R \ {0} and s, z ∈E(S) such that s ̸= z, s ◦z = z, (a) there exist an a ∈R \ {0} and s, z ∈E(S) such that s ̸= z, s ◦z = z,
g(x) =
a for x = 0,
0 for x ̸= 0
(15) g(x) =
a for x = 0,
0 for x ̸= 0
(15) (15) and and f(x) =
s for x = 0,
z for x ̸= 0;
(16) (16) (b) g = 1 and f is an injective homomorphism of the group (X, +) into (S, ◦);
(c) there exist a non-trivial proper subgroup A of the group (X, +), an injec-
tive homomorphism ψ : A →S and a z ∈E(S) such that (c) there exist a non-trivial proper subgroup A of the group (X, +), an injec-
tive homomorphism ψ : A →S and a z ∈E(S) such that ψ(x) ◦z = z
for
x ∈A,
(17)
g(x) =
1 for x ∈A,
0 otherwise
(18) (18) and and f(x) =
ψ(x) for x ∈A,
z
otherwise;
(19) (19) (d) there exist an x0 ∈X \ {0}, a non-trivial subgroup G of the group (R \
{0}, ·), a non-periodic homomorphism φ : G →S and a z ∈E(S) such
that φ(t) ̸= z
for
t ∈G,
(20)
φ(t) ◦z = z
for
t ∈G,
(21)
g(x) =
1 −t whenever
x = tx0 and 1 −t ∈G,
0
otherwise
(22) (22) and and f(x) =
φ(1 −t) whenever
x = tx0 and 1 −t ∈G,
z
otherwise. (23) (23) Conversely, in any case (a)-(d) the pair (f, g) satisfies equation (6) and
f is non-periodic. Proof. Assume that the pair (f, g) satisfies equation (6) and f is non-periodic. Then f is non-constant and so, according to Lemma 2.2 (i), we have 0 ∈Ag. We shall divide our considerations into the following three cases: 1. Ag = {0}; 1. Ag = {0}; 1. Ag = {0}; g
{ }
2. Ag \ {0} ̸= ∅and g(x) = 1 for x ∈Ag; g \ { } ̸
g( )
g
3. Ag \ {0} ̸= ∅and g(y0) ̸= 1 for some y0 ∈Ag. g \ { }
( )
g
3. Ag \ {0} ̸= ∅and g(y0) ̸= 1 for some y0 ∈Ag. Case 1. 2. Results Taking a := g(0), s := f(0) and applying Remark 1 and Lemma 2.1,
we obtain that a ̸= 0, s ∈E(S) and there exists a z ∈E(S) such that (15)–(16)
hold. Moreover, setting in (6) x = 0 and y ∈X \ {0}, in view of (15)–(16), we
get s ◦z = z. As f is non-constant, we have also s ̸= z. Thus, (a) holds. J. Chudziak 28
Page 6 of 15 Results Math Case 2. If Ag = X then g = 1 and so, in view of (6), f is a homomorphism
of the group (X, +) into (S, ◦). Furthermore, if f(y1) = f(y2) for some y1, y2 ∈
X, then for every x ∈X, we obtain f(x + y1 −y2) = f(x) ◦f(y1) ◦f(−y2)
= f(x) ◦f(y2) ◦f(−y2) = f(x) ◦f(0) = f(x). Since f is non-periodic, this implies that y1 = y2 and proves the injectivity of
f. Thus, (b) holds. Assume that A := Ag ̸= X. Then 0 ∈A, g is of the form (18) and, in Since f is non-periodic, this implies that y1 = y2 and proves the injectivity of
f. Thus, (b) holds. Since f is non-periodic, this implies that y1 = y2 and proves the injectivity of
f. Thus, (b) holds. f
( )
Assume that A := Ag ̸= X. Then 0 ∈A, g is of the form (18) and, in
view of (11), we get x + y = x + g(x)y ∈A
for
x, y ∈A. Furthermore, since x + g(x)(−x) = 0 ∈A
for
x ∈A, applying (11) again, we conclude that −x ∈A for x ∈A. Hence, A is a
subgroup of the group (X, +). Moreover, as A \ {0} ̸= ∅and A ̸= X, the
subgroup is non-trivial and proper. applying (11) again, we conclude that −x ∈A for x ∈A. Hence, A is a
subgroup of the group (X, +). Moreover, as A \ {0} ̸= ∅and A ̸= X, the
subgroup is non-trivial and proper. Let ψ : A →S be given by ψ(x) = f(x) for x ∈A. Then, making use of
Lemma 2.1, we obtain that there exists a z ∈E(S) such that (17) and (19)
hold. Furthermore, taking into account (6) and (18), we get ψ(x + y) = f(x + g(x)y) = f(x) ◦f(y) = ψ(x) ◦ψ(y)
for
x, y ∈A. 2. Results ψ(x + y) = f(x + g(x)y) = f(x) ◦f(y) = ψ(x) ◦ψ(y)
for
x, y ∈A. Thus, ψ is a homomorphism. In order to show that ψ is injective, suppose that
ψ(y1) = ψ(y2) for some y1, y2 ∈A. Since A is a subgroup of the group (X, +),
we have y1 −y2 ∈A. Hence, according to (11) and (18), we obtain Thus, ψ is a homomorphism. In order to show that ψ is injective, suppose that
ψ(y1) = ψ(y2) for some y1, y2 ∈A. Since A is a subgroup of the group (X, +),
we have y1 −y2 ∈A. Hence, according to (11) and (18), we obtain x + y1 −y2 ∈A
if and only if
x ∈A. x + y1 −y2 ∈A
if and only if
x ∈A. Therefore, in view of (19), we get
f(x + y1 −y2) = z = f(x)
for
x ∈X \ A Therefore, in view of (19), we get f(x + y1 −y2) = z = f(x)
for
x ∈X \ A and and f(x + y1 −y2) = ψ(x + y1 −y2) = ψ(x) ◦ψ(y1) ◦ψ(−y2)
= ψ(x) ◦ψ(y2) ◦ψ(−y2) = ψ(x) ◦ψ(0) = ψ(x) = f(x)
for
x ∈A. As f is non-periodic, this implies that y1 = y2. Hence, ψ is injective and so,
(c) is valid. As f is non-periodic, this implies that y1 = y2. Hence, ψ is injective and so,
(c) is valid. 3. According to Lemma 2.3, we get
(1 −g(y0))x −(1 −g(x))y0 = 0
for
x ∈Ag. Case 3. According to Lemma 2.3, we get Case 3. According to Lemma 2.3, we get (1 −g(y0))x −(1 −g(x))y0 = 0
for
x ∈Ag. Hence x = 1 −g(x)
1 −g(y0)y0
for
x ∈Ag. (24) (24) ol. 78 (2023)
Non-periodic solutions of the Gol¸ab–Schinzel type
Page 7 of 15
28 Vol. 78 (2023) Page 7 of 15
28 Since Ag \ {0} ̸= ∅, this implies that y0 ̸= 0. Thus, replacing in (24) x by ty0,
we obtain Since Ag \ {0} ̸= ∅, this implies that y0 ̸= 0. Thus, replacing in (24) x by ty0,
we obtain g(ty0) = 1 −(1 −g(y0))t
whenever
ty0 ∈Ag. g(ty0) = 1 −(1 −g(y0))t
whenever
ty0 ∈Ag. n particular, we have g(ty0) = 1 −(1 −g(y0))t
whenever
ty0 ∈Ag. 2. Results In particular, we have In particular, we have g
t
1 −g(y0)y0
= 1 −t
whenever
t
1 −g(y0)y0 ∈Ag. Hence, putting x0 :=
1
1 −g(y0)y0,
(25) (25) we get x0 ̸= 0 and we get x0 ̸= 0 and g(tx0) = 1 −t
whenever
tx0 ∈Ag. (26)
Moreover, in view of (24)–(25), we have
Ag ⊆Span{x0} := {tx0 : t ∈R}. (27) (26) Moreover, in view of (24)–(25), we have (27) Therefore, taking G := {1 −t : tx0 ∈Ag},
(28) (28) we conclude that g is of the form (22). Since {0, y0} ⊆Ag, it follows from (25) and (28) that {1, g(y0)} ⊆G ̸= ∅. (29) (29) Note that, in view of (26), we have x0 ̸∈Ag. Thus, taking into account (28),
we get G ⊆R \ {0}. We show that G is a non-trivial subgroup of the group
(R \ {0}, ·) and φ : G →S, given by φ(t) = f((1 −t)x0)
for
t ∈G,
(30) (30) is a homomorphism of G into (S, ◦). To this end, fix ω, ξ ∈G. Then ω = 1 −s
and ξ = 1 −t with some s, t ∈R such that sx0 ∈Ag and tx0 ∈Ag. Hence,
applying Lemma 2.2(ii), in view of (26), we obtain (s + (1 −s)t)x0 = sx0 + g(sx0)tx0 ∈Ag. Thus, ωξ = (1 −s)(1 −t) = 1 −(s + (1 −s)t) ∈G. Furthermore, using (26) again, we get Furthermore, using (26) again, we get sx0 + g(sx0)
−
s
1 −sx0
= sx0 + (1 −s)
−
s
1 −sx0
= 0 ∈Ag. Hence, according to Lemma 2.2 (ii), we have −
s
1−sx0 ∈Ag and so ω−1 =
1
1 −s = 1 −
−
s
1 −s
∈G. J. Chudziak 28
Page 8 of 15 Results Math Results Math In this way we have proved that G is a subgroup of the group (R\{0}, ·). Note
also that, in view of (29), G is non-trivial. Furthermore, making use of (6),
(26) and (30), we get φ(ωξ) = φ((1 −s)(1 −t)) = f((1 −(1 −s)(1 −t))x0) = f(sx0 + (1 −s)tx0)
= f(sx0 + g(sx0)tx0) = f(sx0) ◦f(tx0) = φ(1 −s) ◦φ(1 −t) = φ(ω) ◦φ(ξ). Therefore, φ is a homomorphism of G into (S, ◦). 2. Results Moreover, taking into account
(27)–(28) and (30), in view of Lemma 2.1, we obtain that there exists a z ∈
E(S) such that (21) and (23) hold. Note that, if φ(tz) = z for some tz ∈G
then, making use of (21), we get φ(t) = φ
t
tz
tz
= φ
t
tz
◦φ(tz) = φ
t
tz
◦z = z
for
t ∈G. Since f is a non-constant function, this contradicts (23). Thus, (20) holds. Suppose that φ is periodic. We claim that f(x −t0x0) = f(x + t0x0) = f(x)
for
x ∈X. (31) (31) To this end, fix an x ∈X. If x ̸∈Span{x0} then x −t0x0 ̸∈Span{x0} and
x + t0x0 ̸∈Span{x0}. Hence, in view of (23), we get f(x −t0x0) = f(x + t0x0) = f(x) = z. (32) (32) If x = tx0 for some t ∈R with 1 −t ̸∈G then, by (13), we have 1 −t −t0 ̸∈G
and 1−t+t0 ̸∈G. Thus, applying (23) again, we obtain (32). Finally, if x = tx0
for some t ∈R with 1 −t ∈G then, in view of (13), we get 1 −t + t0 ∈G and
1 −t −t0 ∈G. Hence, making use of (14) and (23), we conclude that If x = tx0 for some t ∈R with 1 −t ̸∈G then, by (13), we have 1 −t −t0 ̸∈G
and 1−t+t0 ̸∈G. Thus, applying (23) again, we obtain (32). Finally, if x = tx0
for some t ∈R with 1 −t ∈G then, in view of (13), we get 1 −t + t0 ∈G and
1 −t −t0 ∈G. Hence, making use of (14) and (23), we conclude that f(x −t0x0) = f((t −t0)x0) = φ(1 −t + t0) = φ(1 −t) = f(tx0) = f(x) f(x −t0x0) = f((t −t0)x0) = φ(1 −t + t0) = φ(1 −t) = f(tx0) = f(x)
and f(x + t0x0) = f((t + t0)x0) = φ(1 −t −t0) = φ(1 −t) = f(tx0) = f(x). f(x + t0x0) = f((t + t0)x0) = φ(1 −t −t0) = φ(1 −t) = f(tx0) = f(x). f(x + t0x0) = f((t + t0)x0) = φ(1 −t −t0) = φ(1 −t) = f(tx0) = f(x). In this way we have proved (31). Since f is non-periodic and t0x0 ̸= 0, this
yields a contradiction. 2. Results Therefore, φ is non-periodic and so, (d) is valid. In this way we have proved (31). Since f is non-periodic and t0x0 ̸= 0, this
yields a contradiction. Therefore, φ is non-periodic and so, (d) is valid. yields a contradiction. Therefore, φ is non-periodic and so, (d) is valid. A standard computations show that, if one of the possibilities (a)–(d)
holds, then the pair (f, g) satisfies equation (6). Furthermore, it is obvious
that in the cases (a)–(b) f is non-periodic. In the case (c), for every x ∈A, we have ψ(x) = ψ(x + 0) = ψ(x) ◦ψ(0). Hence, as ψ is injective, taking into account (17), we get ψ(0) ̸= z. Thus,
applying the injectivity of ψ again, in view of (19), we obtain f(x) ̸= ψ(0) =
f(0) for x ∈X \ {0}. This implies that f is non-periodic. ( )
\ { }
Consider the case (d). Suppose that f is periodic and fix its period y ∈
X \ {0}. Then, taking a t ∈G and using (23) and then (20), we get f((1 −t)x0 −y) = f((1 −t)x0 + y) = f((1 −t)x0) = φ(t) ̸= z. (33 (33) Hence, applying (23) again, we conclude that Hence, applying (23) again, we conclude that (1 −t)x0 −y = s1x0
(34) (1 −t)x0 −y = s1x0 (34) Vol. 78 (2023)
Non-periodic solutions of the Gol¸ab–Schinzel type
Page 9 of 15
28 Vol. 78 (2023)
Non-periodic solutions of the Gol¸ab–Schinzel type
Page 9 of 15
28 Vol. 78 (2023) and (1 −t)x0 + y = s2x0
(35) (1 −t)x0 + y = s2x0 (1 −t)x0 + y = s2x0 (35) with s1, s2 ∈R such that 1 −si ∈G for i ∈{1, 2}. Thus, setting t0 := s2−s1
2
,
we get with s1, s2 ∈R such that 1 −si ∈G for i ∈{1, 2}. Thus, setting t0 := s2−s1
2
,
we get y = t0x0. (36) (36) y = t0x0. (36 y = t0x0. Since x0 ̸= 0, from (34)-(36) we derive that t + t0 = 1 −s1 ∈G and t −t0 =
1 −s2 ∈G. Thus, taking into account (23), (33) and (36), we obtain Since x0 ̸= 0, from (34)-(36) we derive that t + t0 = 1 −s1 ∈G and t −t0 =
1 −s2 ∈G. 2. Results Thus, taking into account (23), (33) and (36), we obtain
φ(t) = f((1 −t)x0 + y) = f((1 −t + t0)x0) = φ(t −t0). φ(t) = f((1 −t)x0 + y) = f((1 −t + t0)x0) = φ(t −t0). and φ(t) = f((1 −t)x0 −y) = f((1 −t −t0)x0) = φ(t + t0). In this way we have proved that (13)-(14) hold. Moreover, as y ̸= 0, it follows
from (36) that t0 ̸= 0. Therefore, t0 is a period of φ, which yields a contradiction
and shows that f is non-periodic. □ In this way we have proved that (13)-(14) hold. Moreover, as y ̸= 0, it follows
from (36) that t0 ̸= 0. Therefore, t0 is a period of φ, which yields a contradiction
and shows that f is non-periodic. □ Corollary 2.5. Assume that f : X →R and g : X →R. 2. Results If the pair (f, g) sat-
isfies equation (7) and f is non-periodic then one of the following possibilities
holds: (i) there exists an a ∈R \ {0} such that g is of the form (15) and f(x) =
1 for x = 0,
0 for x ̸= 0;
(37) (37) (ii) g = 1 and there exist an injective additive function a : X →R such that ii) g = 1 and there exist an injective additive function a : X →R such that f(x) = ea(x)
for
x ∈X; f(x) = ea(x)
for
x ∈X;
(38) (38) (iii) there exist a non-trivial proper subgroup A of the group (X, +), a non-
trivial subgroup A0 of A and an injective additive function a : A →R
such that (iii) there exist a non-trivial proper subgroup A of the group (X, +), a non-
trivial subgroup A0 of A and an injective additive function a : A →R
such that x + y ∈A0
for
x, y ∈A \ A0,
(39)
he form (18) and x + y ∈A0
for
x, y ∈A \ A0,
(39) (39) \
(
)
g is of the form (18) and g is of the form (18) and f(x) =
⎧
⎨
⎩
ea(x)
for x ∈A0,
−ea(x) for x ∈A \ A0,
0
otherwise;
(40) (40) (iv) there exist an x0 ∈X \ {0}, a non-trivial subgroup G of the group (R \
{0}, ·) and a non-periodic multiplicative function φ : G →R \ {0} such
that g is of the form (22) and (iv) there exist an x0 ∈X \ {0}, a non-trivial subgroup G of the group (R \
{0}, ·) and a non-periodic multiplicative function φ : G →R \ {0} such
that g is of the form (22) and f(x) =
φ(1 −t) whenever
x = tx0 and 1 −t ∈G,
0
otherwise. (41) (41) Conversely, if one of the possibilities (i)–(iv) holds, then the pair (f, g)
satisfies equation (7) and f is non-periodic. J. Chudziak 28
Page 10 of 15 Results Math Results Math Proof. Assume that the pair (f, g) satisfies equation (7) and f is non-periodic. Then, applying Theorem 2.4, with (S, ◦) being the multiplicative semigroup
of real numbers, we conclude that one of the possibilities (a)-(d) holds. The converse is a direct consequence of Theorem 2.4. 2. Results Note
that in this case, we have E(S) = {0, 1} and so (s, z) = (1, 0) is the only pair
of elements of E(S) such that s ̸= z and s ◦z = z. Hence, (a) leads to (i). In the case (b), we have f(x) ̸= 0 for x ∈X. In fact, if f(y) = 0 for some
y ∈X, then f(x) = f(x −y + y) = f(x −y)f(y) = 0
for
x ∈X, which contradicts the injectivity of f. Hence, which contradicts the injectivity of f. Hence, f(x) = f
x
2 + x
2
= f
x
2
2
> 0
for
x ∈X. Thus, defining a function a : X →R by a(x) = ln f(x) for x ∈X, we conclude
that a is injective and additive. Moreover, f is of the form (38) and so (ii) is
valid. Thus, defining a function a : X →R by a(x) = ln f(x) for x ∈X, we conclude
that a is injective and additive. Moreover, f is of the form (38) and so (ii) is
valid. Assume that (c) holds. Then, (17) becomes z(1 −ψ(t)) = 0 for t ∈A. Hence, as A is a non-trivial subgroup of the group (X, +) and ψ is injective, we
have z = 0. Moreover, arguing as in the previous case, one can show that ψ does
not vanish. Thus, ψ(0) = ψ(0)2 > 0, that is 0 ∈A0 := {x ∈A : ψ(x) > 0}. Furthermore, ψ(x −y) = ψ(x −y)ψ(y)
ψ(y)
= ψ(x)
ψ(y) > 0
for
x, y ∈A0 and ψ(x + y) = ψ(x)ψ(y) > 0
for
x, y ∈A \ A0. Hence, A0 is a subgroup of A and (39) holds. Note also that, as A is a non-
trivial subgroup of the group (X, +), in view of (39), A0 is non-trivial. Let
a : A →R be given by a(x) = ln |ψ(x)| for x ∈A. Then a is an additive
function and ψ(x) =
ea(x)
for x ∈A0,
−ea(x) for x ∈A \ A0. (42) (42) Therefore, as z = 0, taking into account (19), we conclude that f is of the
form (40). In order to show that a is injective, suppose that a(x0) = 0 for
some x0 ∈A. Then a(2x0) = 0. The converse is a direct consequence of Theorem 2.4. 2. Results Moreover, as A0 is a subgroup of A, in view of
(39), we have 2x0 ∈A0. Thus, applying (42), we get ψ(2x0) = ψ(0) = 1. Since
ψ is injective this implies that 2x0 = 0 and so x0 = 0. Hence, a is injective. In
this way we have proved that (iii) holds. Therefore, as z = 0, taking into account (19), we conclude that f is of the
form (40). In order to show that a is injective, suppose that a(x0) = 0 for
some x0 ∈A. Then a(2x0) = 0. Moreover, as A0 is a subgroup of A, in view of
(39), we have 2x0 ∈A0. Thus, applying (42), we get ψ(2x0) = ψ(0) = 1. Since
ψ is injective this implies that 2x0 = 0 and so x0 = 0. Hence, a is injective. In
this way we have proved that (iii) holds. In the case (d) from (20)–(21) we derive that z ̸= 1. Since z ∈E(S) =
{0, 1}, this means that z = 0. Therefore, applying (20) and (23), we obtain
that φ : G →R \ {0} and f is of the form (41), respectively. Hence, (iv) is
valid. □ The converse is a direct consequence of Theorem 2.4 Page 11 of 15
28 Vol. 78 (2023)
Non-periodic solutions of the Gol¸ab–Schinzel type Vol. 78 (2023) Page 11 of 15
28 Vol. 78 (2023) Non-periodic solutions of the Gol¸ab–Schinzel type Remark 2. It follows from (13) that, if G ⊆R\{0}, G ̸= ∅and φ : G →R\{0}
is a periodic function, then none of its periods belongs to G. Furthermore,
as one can easily check, any multiplicative function, in particular a constant
function φ = 1, defined on (0, ∞), Q \ {0} or R \ {0} is non-periodic. On the
other hand, the function φ = 1 defined on the following subgroup of the group
(R \ {0}, ·) ,
(R \ {0}, ·) G :=
m
n : m and n are odd integers
, is multiplicative and periodic. In fact, t0 = 2 is a period of φ. is multiplicative and periodic. In fact, t0 = 2 is a period of φ. The existence of a non-constant periodic multiplicative function defined
on a (proper) subgroup of (R \ {0}, ·) remains an open problem. 2. Results The following two examples show that, for any real linear space, equation
(7) possesses several solutions with periodic f. Example 1. Assume that A is a non-trivial subgroup of the group (X, +) and
f : X →R is of the form f(x) =
1 for x ∈A,
0 for x ∈X \ A. Then every element of A \ {0} is a period of f and, as one can easily check,
the pair (f, g), where g = f, satisfies equation (7). Example 2. Assume that the dimension of X is greater than 1. Let L : X →R
be a non-zero linear functional. Then ker L is a non-trivial linear subspace of X
and every element of ker L \ {0} is a period of L. Thus, a function f : X →R,
given by f(x) = L(x) + 1
for
x ∈X, f(x) = L(x) + 1
for
x ∈X, is periodic. Moreover, as a standard computation shows, a pair (f, g), where
g = f, satisfies equation (7). Corollary 2.6. Assume that f : R →S and g : R →R. If the pair (f, g)
satisfies equation Corollary 2.6. Assume that f : R →S and g : R →R. 2. Results If the pair (f, g)
satisfies equation f(x + g(x)y) = f(x) ◦f(y)
for
x, y ∈R,
(43) (43) and f is non-periodic then one of the following possibilities is valid: and f is non-periodic then one of the following possibilities is valid: and f is non-periodic then one of the following possibilities is valid: (i) there exist an a ∈R \ {0} and s, z ∈E(S) such that s ̸= z, s ◦z = z and
(15)–(16) hold; (i) there exist an a ∈R \ {0} and s, z ∈E(S) such that s ̸= z, s ◦z = z and
(15)–(16) hold; (ii) g = 1 and f is an injective homomorphism of the additive group of real
numbers into (S, ◦); (ii) g = 1 and f is an injective homomorphism of the additive group of real
numbers into (S, ◦); (
)
(iii) there exist a non-trivial proper subgroup A of the group (R, +), an in-
jective homomorphism ψ : A →S and a z ∈E(S) such that (17)–(19)
hold; (iii) there exist a non-trivial proper subgroup A of the group (R, +), an in-
jective homomorphism ψ : A →S and a z ∈E(S) such that (17)–(19)
hold; hudziak
Results Math J. Chudziak 28
Page 12 of 15 Results Math (iv) there exist a c ∈R\{0}, a non-trivial subgroup G of the group (R\{0}, ·),
a non-periodic homomorphism φ : G →S and a z ∈E(S) such that (20)–
(21) hold, g is of the form (4) and (iv) there exist a c ∈R\{0}, a non-trivial subgroup G of the group (R\{0}, ·),
a non-periodic homomorphism φ : G →S and a z ∈E(S) such that (20)–
(21) hold, g is of the form (4) and (iv) there exist a c ∈R\{0}, a non-trivial subgroup G of the group (R\{0}, ·),
a non-periodic homomorphism φ : G →S and a z ∈E(S) such that (20)–
(21) hold, g is of the form (4) and f(x) =
φ(cx + 1) whenever
cx + 1 ∈G,
z
otherwise. (44) (44) Conversely, if one of the possibilities (i)–(iv) holds, then the pair (f, g)
satisfies equation (43) and f is non-periodic. Proof. Assume that the pair (f, g) satisfies equation (43) and f is non-periodic. Then, applying Theorem 2.4 (with X = R), we obtain that one of the pos-
sibilities (a)–(d) holds. □ The converse implication follows from Theorem 2.4. Corollary 2.7. Let f, g : R →R. If the pair (f, g) satisfies equation (1) and f
is non-periodic then one of the following possibilities holds: (i) there exist an a ∈R\{0} such that g and f are of the forms (15) and
(2.5), respectively; (ii) g = 1 and there exist an injective additive function a : R →R such tha (ii) g = 1 and there exist an injective additive function a : R →R such that f(x) = ea(x)
for
x ∈R; (iii) there exist a non-trivial proper subgroup A of the additive group of real
numbers, a non-trivial subgroup A0 of A and an injective additive function
a : A →R such that (39) holds, g is of the form (18) and f is of the
form (40); (iii) there exist a non-trivial proper subgroup A of the additive group of real
numbers, a non-trivial subgroup A0 of A and an injective additive function
a : A →R such that (39) holds, g is of the form (18) and f is of the
form (40); (iii) there exist a non-trivial proper subgroup A of the additive group of real
numbers, a non-trivial subgroup A0 of A and an injective additive function
a : A →R such that (39) holds, g is of the form (18) and f is of the
form (40); (iv) there exist a c ∈R\{0}, a non-trivial subgroup G of the group (R\{0}, ·)
and a non-periodic multiplicative function φ : G →R \ {0} such that g
and f are of the forms (4) and (5), respectively. (iv) there exist a c ∈R\{0}, a non-trivial subgroup G of the group (R\{0}, ·)
and a non-periodic multiplicative function φ : G →R \ {0} such that g
and f are of the forms (4) and (5), respectively. Conversely, if one of the possibilities (i)-(iv) holds, then the pair (f, g)
satisfies equation (1) and f is non-periodic. Conversely, if one of the possibilities (i)-(iv) holds, then the pair (f, g)
satisfies equation (1) and f is non-periodic. Proof. Assume that the pair (f, g) satisfies equation (1) and f is non-periodic. Then, applying Theorem 2.4 with X = R and (S, ◦) being a multiplicative
semigroup of real numbers, we get that one of the possibilities (a)-(d) holds. 2. Results Obviously, (a), (b) and (c) imply (i), (ii) and (iii),
respectively. Furthermore, as x =
x
x0 x0 for x ∈R, if (d) is valid, then applying
(22) and (23), for every x ∈R, we obtain g(x) = 1 −x
x0
whenever
1 −x
x0
∈G and f(x) = φ
1 −x
x0
whenever
1 −x
x0
∈G, respectively. Thus, taking c := −1
x0 , we conclude that g and f are of the forms
(4) and (44), respectively. Hence, (iv) holds. respectively. Thus, taking c := −1
x0 , we conclude that g and f are of the forms
(4) and (44), respectively. Hence, (iv) holds. such that g and f are of the forms (4) and (5), respectively. Proof. If (A) is valid then, applying Corollary 2.7, we obtain that there exist
a c ∈R \ {0}, a non-trivial subgroup G of the group (R \ {0}, ·) and a non-
periodic multiplicative function φ : G →R \ {0} such that g and f are of the
forms (4) and (5), respectively. Furthermore, as f(R) \ {−1, 0, 1} ̸= ∅, in view
of (5), we get (45). Taking into account Corollary 2.7, one can easily get the inverse impli-
cation. □ Remark 3. It follows from (45) that a subgroup G is infinite. Acknowledgements The author is grateful to the referee for a number of valuable suggestions. Funding The author declare that no funds, grants or other support were re-
ceived during the preparation of this manuscript. □ Let f, g : R →R. The following two statements are equivalent: (A) the pair (f, g) satisfies equation (1), f(R)\{−1, 0, 1} ̸= ∅, g(R)\{0, 1} ̸= ∅
and f is non-periodic; (A) the pair (f, g) satisfies equation (1), f(R)\{−1, 0, 1} ̸= ∅, g(R)\{0, 1} ̸=
and f is non-periodic; (B) there exist a c ∈R \ {0}, a subgroup G of the group (R \ {0}, ·) and a
non-periodic multiplicative function φ : G →R \ {0}, with φ(G) \ {−1, 1} ̸= ∅,
(45) (45) such that g and f are of the forms (4) and (5), respectively. □ Repeating the arguments from the proof of Corollary 2.5, we obtain that (a), Proof. Assume that the pair (f, g) satisfies equation (1) and f is non-periodic. Then, applying Theorem 2.4 with X = R and (S, ◦) being a multiplicative
semigroup of real numbers, we get that one of the possibilities (a)-(d) holds. Repeating the arguments from the proof of Corollary 2.5, we obtain that (a), Vol. 78 (2023)
Non-periodic solutions of the Gol¸ab–Schinzel type
Page 13 of 15
28 Vol. 78 (2023) (b) and (c) imply (i), (ii) and (iii), respectively. Moreover, if (d) holds, then
g and f are given by (22) and (41), respectively, where x0 ∈R \ {0}, G is a
non-trivial subgroup of the group (R \ {0}, ·) and φ : G →R \ {0} is a non-
periodic multiplicative function. Hence, taking c := −1
x0 and arguing as in the
proof of Corollary 2.6, we conclude that g and f are of the forms (4) and (5),
respectively. Therefore, (iv) is valid. (b) and (c) imply (i), (ii) and (iii), respectively. Moreover, if (d) holds, then
g and f are given by (22) and (41), respectively, where x0 ∈R \ {0}, G is a
non-trivial subgroup of the group (R \ {0}, ·) and φ : G →R \ {0} is a non-
periodic multiplicative function. Hence, taking c := −1
x0 and arguing as in the
proof of Corollary 2.6, we conclude that g and f are of the forms (4) and (5),
respectively. Therefore, (iv) is valid. (b) and (c) imply (i), (ii) and (iii), respectively. Moreover, if (d) holds, then
g and f are given by (22) and (41), respectively, where x0 ∈R \ {0}, G is a
non-trivial subgroup of the group (R \ {0}, ·) and φ : G →R \ {0} is a non-
periodic multiplicative function. Hence, taking c := −1
x0 and arguing as in the
proof of Corollary 2.6, we conclude that g and f are of the forms (4) and (5),
respectively. Therefore, (iv) is valid. □ The converse is a consequence of Theorem 2.4. □ The converse is a consequence of Theorem 2.4. We conclude the paper with the result providing a positive answer to the
question raised in [16]. Corollary 2.8. Let f, g : R →R. The following two statements are equivalent ary 2.8. J. Chudziak Results Math Results Math 28 Open Access. This article is licensed under a Creative Commons Attribution 4.0
International License, which permits use, sharing, adaptation, distribution and re-
production in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence,
and indicate if changes were made. The images or other third party material in
this article are included in the article’s Creative Commons licence, unless indicated
otherwise in a credit line to the material. If material is not included in the article’s
Creative Commons licence and your intended use is not permitted by statutory regu-
lation or exceeds the permitted use, you will need to obtain permission directly from
the copyright holder. To view a copy of this licence, visit http://creativecommons. org/licenses/by/4.0/. Declarations Conflict of interest The author has no relevant financial or non-financial in-
terests to disclose. 28
Page 14 of 15 References [1] Acz´el, J., Gol¸ab, S.: Remarks on one-parameter subsemigroups of the affine
group and their homo- and isomorphisms. Aequationes Math. 4, 1–10 (1970) [2] Aichinger, E., Farag, M.: On when the multiplicative center of a near-ring is a
subnear-ring. Aequationes Math. 68, 46–59 (2004) [3] Baron, K., Wesolowski, J.: From invariance under binomial thinning to unifica-
tion of the Cauchy and the Gol¸ab-Schinzel type equations. Res. Math. 76, 168
(2021) [4] Brillou¨et, N., Dhombres, J.: Equations fonctionnelles et recherche de sous-
groupes. Aequationes Math. 31, 253–293 (1986) [5] Brzd¸ek, J.: Subgroups of the group Zn and a generalization of the Gol¸ab-Schinzel
functional equation. Aequationes Math. 43, 59–71 (1992) [6] Brzd¸ek, J.: The Gol¸ab–Schinzel equation and its generalizations. Aequationes
Math. 70, 14–24 (2005) [7] Chudziak, J.: Semigroup-valued solutions of the Gol¸ab–Schinzel type functional
equation. Abh. Math. Sem. Univ. Hamburg 76, 91–98 (2006) [8] Chudziak, J.: Semigroup-valued solutions of some composite equations. Aequa-
tiones Math. 88, 183–198 (2014) [9] Chudziak, J.: Continuous on rays solutions ofa Gol¸ab-Schinzel type equation. Bull. Aust. Math. Soc. 91, 273–277 (2015) [10] Chudziak, J., Koˇcan, Z.: Continuous solutions of conditional composite type
functional equations. Res. Math. 66, 199–211 (2014) [11] Chudziak, J., Koˇcan, Z.: Functional equations of the Gol¸ab–Schinzel type on a
cone. Monatsheft Math. 178, 521–537 (2015) [12] Gol¸ab, S., Schinzel, A.: Sur l’´equation fonctionnelle f(x + yf(x)) = f(x)f(y). Publ. Math. Debr. 6, 113–125 (1959) [13] Ilse, D., Lehmann, I., Schulz, W.: Gruppoide und Funktionalgleichungen. VEB
Deutscher Verlag der Wissenschaften, Berlin (1984) [14] Jablo´nska, E.: Continuous on rays solutions of an equation of the Gol¸ab-Schinzel
type. J. Math. Anal. Appl. 375, 223–229 (2011) [15] Jablo´nska, E.: On continuous solutions of an equation of the Gol¸ab-Schinzel
type. Bull. Aust. Math. Soc. 87, 10–17 (2013) Vol. 78 (2023)
Non-periodic solutions of the Gol¸ab–Schinzel type
Page 15 of 15
28 Vol. 78 (2023) [16] Jablo´nska, E.: On locally bounded above solutions of an equation of the Gol¸ab–
Schinzel type. Aequationes Math. 87, 125–133 (2014) [17] Kahlig, P., Matkowski, J.: A modified Gol¸ab–Schinzel equation on a restricted
domain (with applications to meteorology and fluid mechanics). ¨Osterr. Akad. Wiss. Math.-Natur. Kl. Sitzungsber. II. 211, 117–136 (2002) [17] Kahlig, P., Matkowski, J.: A modified Gol¸ab–Schinzel equation on a restricted
domain (with applications to meteorology and fluid mechanics). ¨Osterr. Akad. Wiss. Math.-Natur. Kl. Sitzungsber. II. 211, 117–136 (2002) [18] Luneburg, H., Plaumann, P.: Die Funktionalgleichung von Gol¸ab und Schinzel
in Galoisfeldern. Arch. References Math. (Basel) 28, 55–59 (1977) [19] Wolod´zko, S.: Solution g´en´erale de l’equation fonctionnelle f[x + yf(x)] =
f(x)f(y). Aequationes Math. 2, 12–29 (1968) Jacek Chudziak
Institute of Mathematics
University of Rzesz´ow
Pigonia 1
35-310 Rzesz´ow
Poland
e-mail: jchudziak@ur.edu.pl Jacek Chudziak Jacek Chudziak Institute of Mathematics Institute of Mathematics University of Rzesz´ow e-mail: jchudziak@ur.edu.pl Received: February 16, 2022. Accepted: November 3, 2022. Publisher’s Note Springer Nature remains neutral with regard to jurisdic-
tional claims in published maps and institutional affiliations.
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English
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Diabetic Macular Edema: Current Understanding, Molecular Mechanisms and Therapeutic Implications
|
Cells
| 2,022
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cc-by
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|
cells cells Citation: Zhang, J.; Zhang, J.; Zhang,
C.; Zhang, J.; Gu, L.; Luo, D.; Qiu, Q. Diabetic Macular Edema: Current
Understanding, Molecular
Mechanisms and Therapeutic
Implications. Cells 2022, 11, 3362. https://doi.org/10.3390/
cells11213362
Academic Editor: Shikun He
Received: 31 August 2022
Accepted: 20 October 2022
Published: 25 October 2022 Citation: Zhang, J.; Zhang, J.; Zhang,
C.; Zhang, J.; Gu, L.; Luo, D.; Qiu, Q. Diabetic Macular Edema: Current
Understanding, Molecular
Mechanisms and Therapeutic
Implications. Cells 2022, 11, 3362. https://doi.org/10.3390/
cells11213362 Keywords: diabetic retinopathy; diabetic macular edema; blood-retinal barrier breakdown; drainage
dysfunction; inflammation; anti-VEGF; proteomics; metabolomics Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Jingfa Zhang 1,2,3,4,5,*,†
, Jingxiang Zhang 6,†, Chaoyang Zhang 1,2,3,4,5, Jingting Zhang 1,2,3,4,5, Limin Gu 7,
Dawei Luo 1,2,3,4,5 and Qinghua Qiu 1,2,3,4,5,* Jingfa Zhang 1,2,3,4,5,*,†
, Jingxiang Zhang 6,†, Chaoyang Zhang 1,2,3,4,5, Jingting Zhang 1,2,3,4,5, Limin Gu 7,
Dawei Luo 1,2,3,4,5 and Qinghua Qiu 1,2,3,4,5,* Jingfa Zhang 1,2,3,4,5,*,†
, Jingxiang Zhang 6,†, Chaoyang Zhang 1,2,3,4,5, Jingting Zhang 1,2,3,4,5, Limin Gu 7,
Dawei Luo 1,2,3,4,5 and Qinghua Qiu 1,2,3,4,5,* 1
Department of Ophthalmology, Shanghai General Hospital (Shanghai First People’s Hospital), School of
Medicine, Shanghai Jiao Tong University, 100 Haining Road, Hongkou District, Shanghai 200080, China
2
National Clinical Research Center for Eye Diseases, Shanghai 200080, China
3
Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai 200080, China
4
Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai 200080, China
5
Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai 200080, China
6
Nursing Department, People’s Hospital of Huangdao District, Qingdao 266400, China
7
Department of Ophthalmology, Shanghai Aier Eye Hospital, Shanghai 200336, China
*
Correspondence: jingfa.zhang@shgh.cn (J.Z.); qinghuaqiu@163.com (Q.Q.)
†
These authors contributed equally to this work. Abstract: Diabetic retinopathy (DR), with increasing incidence, is the major cause of vision loss
and blindness worldwide in working-age adults. Diabetic macular edema (DME) remains the
main cause of vision impairment in diabetic patients, with its pathogenesis still not completely
elucidated. Vascular endothelial growth factor (VEGF) plays a pivotal role in the pathogenesis of DR
and DME. Currently, intravitreal injection of anti-VEGF agents remains as the first-line therapy in
DME treatment due to the superior anatomic and functional outcomes. However, some patients do
not respond satisfactorily to anti-VEGF injections. More than 30% patients still exist with persistent
DME even after regular intravitreal injection for at least 4 injections within 24 weeks, suggesting other
pathogenic factors, beyond VEGF, might contribute to the pathogenesis of DME. Recent advances
showed nearly all the retinal cells are involved in DR and DME, including breakdown of blood-retinal
barrier (BRB), drainage dysfunction of Müller glia and retinal pigment epithelium (RPE), involvement
of inflammation, oxidative stress, and neurodegeneration, all complicating the pathogenesis of DME. The profound understanding of the changes in proteomics and metabolomics helps improve the
elucidation of the pathogenesis of DR and DME and leads to the identification of novel targets,
biomarkers and potential therapeutic strategies for DME treatment. The present review aimed to
summarize the current understanding of DME, the involved molecular mechanisms, and the changes
in proteomics and metabolomics, thus to propose the potential therapeutic recommendations for
personalized treatment of DME. 1. Overview of Diabetic Retinopathy (DR) and Diabetic Macular Edema (DME) Diabetes mellitus is a chronic, metabolic disease, which is characterized by a prolonged
period of hyperglycemia. According to the reports of International Diabetes Federation
(IDF) Diabetes Atlas 10th edition (https://diabetesatlas.org, accessed on 21 October 2022),
the prevalence of diabetes has continued to increase globally, and diabetes still remains a
significant challenge to the health and well-being of people. As estimated in IDF Diabetes
Atlas 10th edition, there were 537 million adults (20–79 years) with diabetes in 2021. This
number is estimated to rise to 643 million by 2030 and 783 million by 2045. Copyright:
© 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
the
terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). Given the global pandemic of diabetes, diabetes causes serious damage to many
organs, including the heart, blood vessels, eyes, and kidneys, which remains a major cause https://www.mdpi.com/journal/cells Cells 2022, 11, 3362. https://doi.org/10.3390/cells11213362 Cells 2022, 11, 3362 2 of 29 of heart attacks, stroke, blindness, and kidney failure (https://www.who.int, accessed on 21
October 2022). As one of the common complications of diabetes, diabetic retinopathy (DR)
remains a major cause of visual impairment and blindness in working-age adults. Despite
the advances in optimal control of systemic risk factors, i.e., hyperglycemia, hypertension
and hyperglycemia, and the application of anti-vascular endothelial growth factor (VEGF)
agents (Anti-VEGF), the prevalence of DR remains high in diabetic patients. Among
diabetic patients, about one third of patients suffered from DR, which increases markedly
after the age of 60 years due to the longer duration of diabetes [1]. A comprehensive
systematic review and meta-analysis showed that the estimated pooled prevalence of DR
was 28.41% (95% CI: 25.98 to 30.84), 25.93% (95% CI: 23.54 to 28.31), and 28.95% (95% CI:
26.57 to 31.32) in the diabetic population in general, in female, and in male, respectively;
with no inter-gender difference for DR prevalence [1]. g
p
Diabetic macular edema (DME) represents the major cause of vision impairment in
diabetic patients with an increasing prevalence worldwide [2]. DME is considered as the
retinal thickening, which involves or approaches the fovea due to abnormal accumulation
of fluid in the macula under diabetic condition. In diabetic retina, fluid accumulation in
the macular area leads to increased central retinal/macular thickness, resulting in DME. 1. Overview of Diabetic Retinopathy (DR) and Diabetic Macular Edema (DME) The prevalence of DME varies widely, ranging from 4.2% to 14.3% in people with type 1
diabetes mellitus (T1DM) and 1.4% to 5.57% in people with type 2 diabetes mellitus
(T2DM) [3,4]. Based on the findings of optical coherence tomography (OCT)-diagnosed
DME, a systematic review showed the analysis of the pooled prevalence of DME was 5.47%
(95% CI: 3.66–7.62%) overall worldwide, 5.81% (95% CI: 0.07–18.51%) in low-to-middle-
income countries, and 5.14% (95% CI: 3.44–7.15%) in high-income countries, respectively [5]. The high prevalence of DR and DME not only seriously affects people’s life quality, but
also lays a heavy economic burden on health care budgets. 2. OCT-Based DME Classification and Evaluation Nowadays, OCT is widely used for the early detection of DME. Based on OCT find-
ings, several types of DME were classified, i.e., diffuse edema (sponge-like diffuse retinal
thickening), cystoid edema (retinal thickening with intraretinal cystoid change), macular
edema with serous retinal detachment (macular thickening with subretinal fluid (SRF)),
and mixed edema with at least two different edema types [6]. Other types of DME detected
with OCT were also reported and proposed, including diffuse edema, cystoid edema, and
cystoid degeneration, combined with different morphological features such as serous mac-
ular detachment, vitreomacular interface abnormalities, hard exudates, and photoreceptor
status [7]. Arf S, et al. pointed that serous macular detachment should not be classified
as a type of DME, which was an accompanying morphological change [7]. The author
also indicated that cystoid macular degeneration should be differentiated from cystoid
macular edema, because cystoid macular degeneration was correlated with the poor out-
comes of the retinal function and morphology [7]. Based on OCT classification, cystoid
macular edema is considered as intraretinal cystoid-like, hypo-reflective spaces with highly
reflective septa separating the cystoid-like spaces in OCT B-scan, while cystoid macular
degeneration is accepted when the horizontal diameter of the cystoid spaces larger than
600 µm (≥600 µm) [7], even though there is no consensus on its definition. In a retrospective study, DME was classified based on the localization and area of the
fluid using en face images of swept-source OCT [8]. The retina was segmented into two
segments, i.e., Segment 1, mainly comprising the inner nuclear layer (INL) and outer plexi-
form layer (OPL), including Henle’s fiber layer (HFL); and Segment 2, mainly comprising
the outer nuclear layer (ONL). Fujiwara et al. reported that the DME patients with diffuse
fluid at Segment 2 demonstrated significantly poorer visual acuity, higher disruption rates
of ellipsoid zone (EZ), and greater central subfield thickness (CSFT) than those without
fluid at Segment 2 [8]. The study indicated the impact of the localization and extent of the
fluid on the visual outcome, and also suggested other biomarkers besides CSFT should be
considered for evaluating the outcome of DME [8]. Cells 2022, 11, 3362 3 of 29 DME development and treatment outcome can also be well evaluated with OCT. In one study, 205 eyes from 129 diabetic patients underwent OCT angiography (OCTA)
examination and were followed-up for at least 2 years [9]. 3. The Pathogenesis of DME DME is due to an imbalance between fluid entry, fluid exit and retinal hydraulic
conductivity, leading to the accumulation of intraretinal fluid (IRF) or SRF [2]. IRF is the
fluid accumulates in retinal parenchyma, mainly in the extracellular spaces of INL, OPL
and ONL, while SRF is the fluid accumulation in subretinal space right underneath the
neurosensory retina and above retinal pigment epithelium (RPE). Based on the Starling
equation, in normal retina, the balance of influx and efflux of the fluid in retina is maintained
by the blood-retinal barrier (BRB) integrity and the active drainage function of Müller glia
and RPE [2,11]. The intact BRB and the active drainage function of both Müller glia and
RPE maintain the retina under a relative dehydrated condition and normal function [2]. Under physiologic conditions, Müller glia removes the fluid from the retinal interstitial
tissue to the blood vessels or vitreous, while RPE removes the SRF to the choroid by
active transport [12,13]. However, the pathogenesis of DME is really complex, and it has
still not been fully elucidated yet. Among the multiple, intricate mechanisms (Figure 1),
DME develops mainly due to the two major underlying mechanisms, i.e., BRB breakdown,
increasing fluid influx into retina parenchyma, and the decrease in drainage functions by
Müller glia and RPE, resulting in the reduced fluid efflux out of retina [14,15]. Moreover,
inflammation also plays a contributory role in BRB breakdown (Figure 1), resulting in
DME [2,16–18]. The pathogenesis of DME starts with retinal hypoxia, resulting in the hyperpermeabil-
ity of retinal capillary and increased intravascular pressure due to dysfunction of vascular
autoregulation. The capillary hyperpermeability is mainly attributed to hypoxia-induced
upregulation of VEGF, which plays a major role in the pathogenesis of DME. Currently,
intravitreal anti-VEGF injection has become the first-line therapy in DME treatment, due
to its many clinical benefits including functional and morphological improvements, and
even halted or reversed DR progression. However, some patients respond unsatisfactorily
to anti-VEGF injections. Based on the findings of Diabetic Retinopathy Clinical Research
(DRCR) Retina Network Protocol T, there are 31.6~65.6% patients with DME who still exist
with persistent edema even after regular intravitreal injection for at least 4 injections within
24 weeks [19], suggesting other pathogenic factors, beyond VEGF, might contribute to the
pathogenesis of DME. 2. OCT-Based DME Classification and Evaluation The findings showed that
some OCTA metrics could predict the progression of DR, which included foveal avascular
zone area, vessel density, and fractal dimension of deep capillary plexus; whereas vessel
density of superficial capillary plexus predicted the development of DME [9]. Toto L,
et al. used widefield optical coherence tomography angiography (WFOCTA) to evaluate
the changes in retinal capillary nonperfusion areas and retinal capillary vessel density
in DME patients treated with an intravitreal dexamethasone implant [10]. The results
showed that a reduction in retinal capillary nonperfusion areas after intravitreal injection
of dexamethasone implant, suggesting the reperfusion of retinal capillaries might be drug-
related in the early period [10]. 3.1. Two Forms of Edema in DME: Intracellular Edema and Extracellular Edema 3.1. Two Forms of Edema in DME: Intracellular Edema and Extracellular Edema In addition to the anatomic location of macular fluid accumulation as detected with
OCT (SRF and IRF), there are two types of edema, i.e., intracellular edema and extracellular
edema [17]. The fluid accumulation in the intracellular space is considered as intracel-
lular swelling or cytotoxic edema, while fluid accumulation in the extracellular space is
considered as extracellular edema or vasogenic edema [17]. In DME patients, both intracellular edema and extracellular edema can occur [2,17]. Diabetic intracellular edema can result from intracellular accumulation of sorbitol, lactate, and
phosphates secondary to hyperglycemia-induced metabolic abnormalities [17]. Intracellular
edema in the form of DME is the consequence of metabolic disturbances, which can be
detected in RPE cells, Müller glia, and retinal neurons [20,21]. With the development of
DME, the intracellular edema of the involved cells results in neuronal toxicity, contributing to
vision loss and extracellular fluid volume increase [2]. Extracellular edema is mainly due to
BRB breakdown, which leads to increased fluid accumulation and the decreased clearance
of accumulated fluid with diabetes progression. Thus, in DME patients, intracellular edema,
extracellular edema and even mixed edema can occur with the development of diabetes. 3. The Pathogenesis of DME p
g
Moreover, it remains largely unknown whether or not these anti-VEGF agents can
restore the drainage functions of Müller glia and RPE to facilitate the absorbance and
transport of excess fluid out of retina. Alongside the VEGF pathway, DME formation is
also attributed to other factors including leakage of microaneurysms, tractional effects by
epiretinal membranes or posterior vitreous cortex, and inflammation from both retina and
vitreous pool [2,17,18]. Cells 2022, 11, 3362 4 of 29 Figure 1. The proposed diagram for the pathogenesis and treatments of DR and DME. Anti-VEGF,
anti-vascular endothelial growth factor; Ang-2, angiopoietin 2; DME, diabetic macular edema; DR,
diabetic retinopathy; IL-6, interleukin 6; IL-6R, interleukin 6 receptor; NADPH, the reduced form
of nicotinamide adenine dinucleotide phosphate; NSAIDs, nonsteroidal anti-inflammatory drugs;
Tie2, tyrosine kinase with immunoglobulin-like and epidermal growth factor-like domains 2; TNF-α,
tumor necrosis factor α; VEGF, vascular endothelial growth factor; VEGFR, VEGF receptor. Figure 1. The proposed diagram for the pathogenesis and treatments of DR and DME. Anti-VEGF,
anti-vascular endothelial growth factor; Ang-2, angiopoietin 2; DME, diabetic macular edema; DR,
diabetic retinopathy; IL-6, interleukin 6; IL-6R, interleukin 6 receptor; NADPH, the reduced form
of nicotinamide adenine dinucleotide phosphate; NSAIDs, nonsteroidal anti-inflammatory drugs;
Tie2, tyrosine kinase with immunoglobulin-like and epidermal growth factor-like domains 2; TNF-α,
tumor necrosis factor α; VEGF, vascular endothelial growth factor; VEGFR, VEGF receptor. 3.2. Drainage Dysfunction of Müller Cells Leading to Intracellular Edema Müller glia, the major macroglia unique to the retina, transport and remove excess fluid
from retinal parenchyma into the vitreous and retinal vessels [2,22,23]. Müller cells have
many aquaporins, ion channels, transmembrane proteins, and enzymes. The numerous
functions of Müller glia include drainage of extracellular fluid into the retinal vessels
or vitreous body, regulation of retinal blood flow, maintenance of retinal pH by ionic
homeostasis, their great conductance for potassium, glutamate recycling due to neuronal
transmission and maintenance of glucose metabolism. Cells 2022, 11, 3362 5 of 29 5 of 29 In DR, the metabolism of Müller cells is disturbed, which compromises the drainage
function of Müller cells and leads to intracellular accumulation of fluid and inadequate
discharge of the fluid into retinal blood vessels or vitreous. Consequently, the intracellular
swelling or cytotoxic edema of Müller cells leads to rupture of cell membranes as well as
increased liquid accumulation in the extracellular space, presenting intraretinal cystoid
abnormal spaces visible as focal defects in the deep capillary plexus and hypo-reflective
cystoid spaces in B-scan of OCTA [2]. y
p
Müller cells maintain the homeostasis of ion and water in the retina via inward rectifying
potassium channel 4.1 (Kir4.1) and aquaporin 4 (AQP4) [12,24]. The proteins Kir4.1 and
AQP4 are anchored by Dystrophin 71 (Dp71) on Müller cellular membranes [25,26]. The
downregulation or redistribution of Kir4.1 and AQP4 results in the intracellular edema of
Müller cells, which was reported in many retinal diseases, including retinal vein occlusion,
ischemia-reperfusion injury and DR [27–29]. In 3-month rat experimental DR, Kir4.1 was
absent in the inner limiting membrane (ILM) and perivascular areas [30]. In our previous
study using 3-month diabetic rat retinas, the expression of Kir4.1 and AQP4 were reduced [29]. The decreased expression and the altered distribution of Kir4.1 and AQP4 may be a molecular
marker of the drainage dysfunction of Müller cells, leading to Müller intracellular edema. According to the published method [31], we observed the swollen apical processes of
Müller glia as ribbon-like transparent gaps in ONL in semithin section of retina, indicating
intracellular edema of Müller glia in streptozotocin-induced diabetic rat [29]. In our
previous clinical observation in diabetic patients with DME, there was a strong positive
correlation between INL thickness, where somas of Müller cells are located, and the CSFT,
indicating that the Müller intracellular edema might contribute to DME development [32]. 3.2. Drainage Dysfunction of Müller Cells Leading to Intracellular Edema The Müller glia intracellular edema was also observed and reported in patients with DR
when examined with OCTA, as indicated by the hypo-reflective cystoid edema spaces in
the deep capillary network in both b-scan and en face of OCTA [2,29,33]. p
p
y
However, there is no direct evidence showing intracellular edema of RPE cells, which
merits further study with high resolution multi-modal imaging to validate the intracellular
edema in vivo both experimentally and clinically. With the advancement of the imaging
technologies, metabolic imaging is promising to evaluate the function of RPE cells, which
measures the intracellular levels of the metabolites non-invasively and real-timely [34]. Bianchetti G, et al. investigated the effect of docosahexaenoic acid (DHA) on the redox
homeostasis in the human retinal pigment epithelial cell line (ARPE-19) under high-glucose
conditions, using both metabolic imaging and molecular biology [34]. The metabolic imag-
ing, using two-photon microscopy, showed that DHA treatment could increase intracellular
nicotinamide adenine dinucleotide plus hydrogen (NADH) to upregulate the production
of reductive species in high-glucose + DHA group compared with high-glucose treated
cells [34]. Moreover, artificial intelligence-based metabolic imaging analysis will largely
facilitate the evaluation of the metabolic changes in retinal cells, including RPE, both in vivo
and in vitro [35,36]. 3.3. BRB Breakdown Leading to Increased Fluid Leakage into Retina The BRB protects retinal neuronal functions via regulating the protein, ion, and water
to maintain an adequate microenvironment in retina. The BRB is consisted of both inner
BRB and outer BRB. Abnormal fluid accumulation in the retina is mainly attributed to
the BRB breakdown. Following BRB breakdown, the equilibrium is lost between hydro-
static and oncotic pressure gradients across the BRB leading to further progression of the
macular edema [37,38]. In DR, BRB breakdown was observed both experimentally and
clinically [2,37,39,40]. The loss of protective function of BRB is mainly due to the impair-
ment of cells comprising the BRB and cell-cell junctions. Three BRB pathologies in DR
are critical in the development of DME, i.e., pericyte loss, impaired cell-cell junctions,
and capillary basement membrane thickening [41]. In DR, cell-cell junctions between the
endothelial cells are lost, resulting in the increased leakage of plasma, lipid, and even
red blood cells [42,43], manifesting clinically as edema, hard exudates and intraretinal Cells 2022, 11, 3362 6 of 29 hemorrhages. Bianchetti G, et al. analyzed and compared the alteration of erythrocyte
membrane fluidity by calculating the generalized polarization (GP), representative for
membrane fluidity of red blood cells, in T1DM patients with or without DR, and found
that erythrocyte membranes of DR patients were more fluid than those of T1DM without
DR, indicating alteration of erythrocyte membrane fluidity could represent a biomarker for
DR development in T1DM patients [44]. The changes in GP in DR might be related to the
early stages of diabetic microangiopathy, including capillary occlusion, microaneurysm
formation, and retinal ischemia, resulting in BRB breakdown. g
Hyperglycemia-induced upregulation of many cytokines, chemokines, and enzymes,
such as angiopoietins, interleukins (ILs), cyclooxygenase-2 (COX-2), inducible nitric oxide
synthase (iNOS), and matric metalloproteinases (MMPs), play a synergic role leading
to the breakdown of BRB [41,45]. The predominant molecular mechanisms leading to
BRB breakdown and subsequent DME include activated VEGF downstream pathways
and inflammation leading to the increased production of many cytokines and growth
factors [46,47], playing a causative role in BRB breakdown through multiple signaling
pathways [46]. For example, tumor necrosis factor α (TNF-α) increases the expression of
intercellular adhesion molecule 1 (ICAM-1), promoting leukocyte adhesion and leukostasis
in early DR. TNF-α inhibition might provide a therapeutic target to prevent BRB break-
down, retinal leukostasis, and apoptosis in DR [46,48]. 3.3. BRB Breakdown Leading to Increased Fluid Leakage into Retina Interleukin-1β (IL-1β) stimulates
reactive oxygen species (ROS) production and accelerates the apoptosis of retinal cap-
illary endothelial cells through activating the nuclear factor kappa B (NF-κB) pathway
under diabetic conditions. [49,50]. Furthermore, the activated kallikrein-kinin system in
DR also contributes to retinal edema, hemorrhage and neovascularization through activa-
tion of bradykinin B1 and B2 receptors, resulting in vasodilation, vascular permeability,
inflammation, and leukostasis [51]. Alongside inner BRB breakdown, outer BRB breakdown can also participate the patho-
genesis of DME. In experimental DR, the degeneration of RPE and the breakdown of outer
BRB were observed [39,40]. In early diabetic rats, the majority leakage of fluorescein isoth-
iocyanate (FITC)-dextran was examined in the ONL, indicating the outer BRB breakdown
and RPE dysfunction. The breakdown of outer BRB was due to the decreased protein levels
of zonula occludens-1 (ZO-1) and occludin in the RPE-Bruch’s membrane-choriocapillaris
complex, which was caused by the activated hypoxia inducible factor 1α (HIF-1α) and c-Jun
N-terminal kinase (JNK) pathways [39]. One previous study reported that high-glucose
induced upregulation of claudin-1, which decreased apical-basolateral permeability in
ARPE-19 cell line; however, the transepithelial permeability of ARPE-19 cells was increased
in high glucose treated ARPE-19 cells [52]. In hyperglycemia cultured bovine RPE cells,
Na+-K+-ATPase function was impaired, which could be restored by the aldose reductase
inhibitor [53]. Therefore, it appears that hyperglycemia impairs the transport of water from
subretinal space to the choriocapillaris, contributing to DME development. RPE degen-
eration, as evidence with electron microscopy in diabetic animal models demonstrating
shrunken nuclei, reduced endoplasmic reticulum, infolding of cell membranes, altered
melanosomes and reduced number of RPE cells [54], further aggregating the breakdown of
outer BRB. OCT characteristics of the outer retina in DME have proven that ellipsoid zone
(EZ) disruption occurs subsequent to the disruption of the external limiting membrane
(ELM) [55]. Since the ELM, the apical microvilli of Müller cells, functions as the third retinal
barrier, ELM disruption may result in photoreceptor and RPE damage. In fact, decreased
RPE thickness was observed in DME patients with non-proliferative DR (NPDR) or prolif-
erative DR (PDR) [56]. Thus, both inner and outer BRB breakdown in DR contributes the
fluid accumulation in macular region, leading to DME formation. 3.4. Inflammatory Effect Contributing to DME Formation 3.4.1. Inflammation-Related Factors Are Upregulated in DME 3.4.1. Inflammation-Related Factors Are Upregulated in DME Leukocyte adhesion and the subsequent leukostasis is the early inflammatory response
in DME. In DR, endothelial cells upregulated ICAM-1 expression, leading to increased
leukocyte adhesion, resulting in retinal vascular leakage [60]. In diabetic animals, neu-
trophils increased the expression of integrin such as CD18, and exhibited higher integrin-
mediated adhesion, whereas, antibodies against CD18 or ICAM-1, and knockout of these
genes inhibited the leukostasis and decreased BRB breakdown [61]. In DR, chronic hy-
perglycemia increases expression of chemokines, including MCP-1/CCL2, that increase
and mediate leukocyte adhesion, leukostasis, and infiltration of monocytes into the retinal
parenchyma [16]. The infiltrated monocytes differentiate into activated macrophages and
produce many cytokines and inflammation-related factors, including VEGF, IL-6, TNF-α
and angiopoietin-2 (Ang-2) [41]. These cytokines and mediators disrupt the cell-cell junc-
tions, resulting in BRB breakdown. BRB breakdown further aggregates the over-production
of the inflammation-related factors. The inflammation-related factors contributing to BRB
breakdown include but are not limited to VEGF, TNF-α, IL-1α, IL-1β, IL-6, IL-8, IL-10,
ICAM-1, MCP-1, placental growth factor (PlGF), hepatocyte growth factor (HGF), insulin-
like growth factor-1 (IGF-1), histamine and complement factors, which were reported to
be upregulated in the vitreous or aqueous humor of DME patients [18,60], indicating the
significant contribution of inflammation-related factors to the pathogenesis of DME. 3.4. Inflammatory Effect Contributing to DME Formation DR is considered as a disease of chronic microinflammation [57,58]. Accumulating
evidence showed that immunological and inflammatory mechanisms play a prominent
role in the pathogenesis of DR and DME [2,18]. In DR, the microinflammation, a low-grade Cells 2022, 11, 3362 7 of 29 7 of 29 background inflammation, is maintained by cytokines such as IL-6, IL-8 and monocyte
chemoattractant protein-1 (MCP-1, also known as the C-C motif chemokine ligand 2
(CCL2)) [18,59]. IL-6 alters the function of the astrocytes, leading to disruption of the inner
BRB. IL-8 and MCP-1 act on neutrophils and monocytes, promoting infiltration of these
cells into the retina. Alongside inflammation-related factors, inflammatory cells, such as
leukocytes and microglia, also play pivotal roles in DME. 3.4.2. Inflammatory Cells Are Activated in DME In addition to inflammation-related factors, inflammatory cells, such as activated
microglia, also contribute to the pathogenesis of DME and DR [62]. In diabetic eyes,
hyperglycemia-induced activation of retinal microglia and infiltration of immune cells,
including macrophages, lymphocytes, and neutrophils, have been reported [63–65]. In the retina, resident microglia, regarded as the immunological guard, are sensitive to
the changes in the retinal microenvironment and respond quickly to various insults [66,67]. Microglia are activated early in streptozotocin-induced diabetic rat retinas [68]. Activated
microglia, with a more amoeboid phenotype with increased motility, migrate from inner
retina to the outer retina in experimental DR. The activated microglia, releasing the inflam-
matory factors and phagocytosing the apoptotic neurons, contribute to the anatomical and
functional abnormalities in diabetic retina [69]. The phenomena of microglia activation
in diabetic retina has been documented by our recent work [70,71]. In the diabetic rat,
microglia became activated with increased cell proliferation, close contact with the retinal
capillaries, especially the deep capillary plexus, and enhanced migration from inner to
outer retina, even to the subretinal space and RPE layer [70]. Our observation showed
that the activated microglia penetrated the basement membrane of the capillaries and
phagocytosed endothelial cells, leading to BRB breakdown and the formation of acellular
capillaries [70]. This enhanced phagocytosis by microglia was associated with decreased
Src/Akt/Cofilin pathway signaling [70]. Alongside direct interaction, activated microglia mediate the death of retinal ganglion
cells (RGCs) non-cell-autonomously by releasing TNF-α [72]. In experimental DR, activated
microglia synthesize inflammatory factors, cytokines, proteases, nitrous oxide, and ROS,
accompanying with neuronal death in DR [66,69]. In a proof-of-concept finding, the
increased inflammatory factors and intracellular ROS could be prevented in experimental
DR by intravitreal injection of fractalkine (FKN), an inhibitor of microglia activation [71]. Graeber et al. observed the number of holes in the RPE layer was increased in diabetic mice Cells 2022, 11, 3362 8 of 29 8 of 29 model [73], which facilitated the migration of the inflammatory cells. Activated microglia
recruit macrophages and other inflammatory cells into the retina by increasing the release
of CCL2/MCP-1 [16,74]. In patients with DR, activated microglia, increased in number and becoming hyper-
trophy, clustered around the retinal vessels, microaneurysms, intraretinal hemorrhages,
and cotton-wool spots, etc. [75]. Activated microglia even migrate to the outer retina and
subretinal space in some retinas with cystoid macular edema [75]. 3.4.2. Inflammatory Cells Are Activated in DME Recently, hyperreflective
foci (HRF) viewed with OCT or OCTA in the diabetic retina have been considered as a
biomarker of active inflammatory cells, especially microglia and/or macrophages. One
previous study demonstrated a positive correlation between the level of aqueous CD14,
the cytokine released by microglia and macrophages, and the increased HRF number in
DME patients, indicating that inflammatory cells, such as microglia, participate in the
pathogenesis of DME [62]. The above findings indicate that DR is an inflammatory disease, characterized by in-
creased proinflammatory mediators and activated cellular inflammatory processes resulting
in BRB breakdown and DME formation [60,61,76–79]. . Diabetic Retinal Neurodegeneration (DRN) Aggregating the Functional Outcome in DME 3.5. Diabetic Retinal Neurodegeneration (DRN) Aggregating the Functional Outcome in DME DRN involves degenerative alterations in retinal neurons and glia, including RGCs,
photoreceptors, amacrine cells, bipolar cells and glial cells. The characteristics of DRN
include increasing neural cell apoptosis, reduced retinal function, and reactive gliosis. DRN
might be driven by accumulating glutamate, inflammation, oxidative stress, and altered
balance of neurotrophic factors in retina. It should be noted that DRN and diabetic retinal
microangiopathy are distinct but interdependent components of DR [80–83]. g
p
y
p
p
Neurodegeneration, characterized by an increase in neuronal apoptosis, could be
detected in the early stage of DR [84]. In diabetic retina, a high apoptotic rate of RGCs
was reported [84,85]. In diabetic donors, RGCs showed cytoplasmic immunoreactivity
for caspase-3, Fas, and Bax [86]. In ONL, increasing apoptosis of photoreceptors was also
observed between 4 and 24 weeks after diabetes onset in diabetic rats [87,88]. In the eyes of
patients with NPDR, the immunohistochemistry showed the association of upregulated
expressions of Bax, caspase-9 and -3 with neuronal cell death [89]. p
p
In a prospective longitudinal study including 45 T1DM patients with no or minimal
DR, OCT showed the thickness of NFL, ganglion cell layer (GCL), and inner plexiform
layer (IPL) decreased progressively over time [90]. In this study, after adjustment for
diverse factors, an obvious, progressive loss of NFL (0.25 µm/year) both parafoveally and
perifoveally and loss of the GCL+IPL (0.29 µm/y) parafoveally was detected in patients
with T1DM [90]. In a separate observation comparing 5 donor eyes with diabetes mellitus
and no or minimal DR (diabetic group) to 5 age-matched donor eyes without diabetes
mellitus (control group), the thickness of NFL was obviously decreased (17.3 µm) in diabetic
group than that in control group (30.4 µm), while the retinal vascular density remained
relatively unchanged between the two groups [90]. The above observations suggested
that diabetes could directly affect the neuroretina in addition to retinal capillaries. The
neuroprotection should not be ignored during the management of DME. 3.6. Proteomics and Metabolomics Leading to Deep Understanding and Targeted Treatments
for DME 3.6. Proteomics and Metabolomics Leading to Deep Understanding and Targeted Treatments
for DME 3.6. Proteomics and Metabolomics Leading to Deep Understanding and Targeted Treatments
for DME In DR and DME, chronic hyperglycemia alters retinal homeostatic mechanisms, result-
ing in the changes in the proteomic and metabolomic microenvironment, which is crucial
to retinal cell function. With the rapid advancement in methodology, numerous studies
on proteomics and metabolomics have been conducted on samples from DR and DME
patients and shed a light in the pathogenesis of DR and DME, advancing and expanding
our understanding of the pathogenesis of DR and DME. The changes in proteomics in DR and DME have expanded our recognition of this
blinding disease using proteomic approaches, e.g., two-dimensional difference gel elec- Cells 2022, 11, 3362 9 of 29 trophoresis (2D-DIGE) coupled with mass spectrometry (MS), sodium dodecyl sulfate-
polyacrylamide gel electrophoresis (SDS-PAGE) coupled with MS [91], liquid chromatog-
raphy coupled with tandem MS (LC-MS/MS) [92], and bead-based multiplex immunoas-
says [93], and etc. With the advancing methods detecting the proteomics in vitreous humor
of DR patients, several proteins, such as complement component C3, ICAM-1, IL-6, serum
amyloid A protein (SAA), amyloid-β A4 protein, kininogen-1, metalloproteinase inhibitor 1,
and VEGF, etc., have been identified as potential biomarkers for different stages of DR [94]. Thus, a thorough understanding of the proteomic changes could provide new insight into
elucidation of the pathogenesis as well as biomarker for DR and DME, which would lead
to the development of potential treatments for DR and DME. p
p
Using the proteomics technologies, the potential biomarker for DR could be discovered. The vitreous samples from pre-proliferative DR associated with DME (DME group) and
without DME (non-DME group) were analyzed for the changes in proteomics. The results
showed that a total of 14 proteins (DME group) and 15 proteins (non-DME group) were
differentially expressed. Further analysis showed six proteins were upregulated, i.e.,
pigment epithelium-derived factor (PEDF), apolipoprotein A (ApoA)-1 (ApoA-1), ApoA-4,
thyroid hormone receptor- interacting protein-11 (Trip-11), plasma retinol-binding protein
(PRBP), and vitamin D binding protein (VDBP) in DME group; while apolipoprotein H
(Apo H) was expressed only in non-DME group [95]. The differential changes in proteomics
indicate the biomarker for DME group and also demonstrated the involvement of these
molecules in the pathogenesis of DME. 3.6. Proteomics and Metabolomics Leading to Deep Understanding and Targeted Treatments
for DME A recent study using LC-MS/MS analysis to detect
the proteomics in aqueous humor in 73 eyes of DME patients with NPDR or PDR showed
that about 308 significantly changed proteins between NPDR group and PDR group [96]. Compared with NPDR group, in PDR group, the upregulated proteins are involved in
the immune system and/or negative regulation of the cell cycle, while the downregulated
proteins are related with the VEGF receptor (VEGFR) pathway and/or metabolism [96]. Further analysis showed that, compared with the NPDR and non-diabetic groups, the
immune-associated protein cystatin C (CST3), downregulated in the PDR group, might be
served as a novel target in DME treatment [96]. Metabolomics, the qualitative and quantitative assessment of the metabolites in body
fluids [97], is a promising branch of omics to detect the changes in metabolites and the
underlying mechanisms in various diseases, including DR and DME [98]. Metabolomics
could provide the novel metabolic biomarkers and potential pathways in DR and DME,
facilitating the elucidation of the mechanisms, and proposing new therapeutic strategies for
DR and DME. One current review reported that several metabolites, such as L-glutamine,
L-lactic acid, pyruvic acid, acetic acid, L-glutamic acid, D-glucose, L-alanine, L-threonine,
citrulline, L-lysine, and succinic acid, were potential biomarkers of DR [99], which involved
new pathogenic pathways in DR. Alongside the ocular samples, the metabolites in serum
and metabolic pathways were detected and compared between different stages of DR
in patients with T2DM [100]. The results showed that the pathways including arginine
biosynthesis metabolism, linoleic acid metabolism, glutamate metabolism, D-glutamine
and D-glutamate metabolism, etc., were dysregulated in DR patients of the Asian popula-
tion [100]. The metabolic signatures, such as upregulated levels of glutamate, aspartate,
glutamine, N-acetyl-L-glutamate, and N-acetyl-L-aspartate, and downregulated levels of
dihomo-gamma-linolenate, docosahexaenoic, and eicosatetraenoic, can be employed to
differentiate PDR from NPDR in the Asian population [100]. Thus, with the advancements in biotechnologies of proteomics and metabolomics,
the key new pathways, biomarkers, and establishing therapeutic targets would be in the
practice in the management of DR and DME, further enhancing our understanding of
this disease. 4.1. Control of Systemic Risk Factors 4.1. Control of Systemic Risk Factors Since DME remains a common complication of DR caused by diabetes, control of
systemic risk factors including tight control of hyperglycemia, hyperlipidemia and hyper-
tension should be considered as the fundamental strategy for the prevention and treatment
of DR and DME. The Diabetes Control and Complications Trial (DCCT) showed that in-
tensive glycemic control in T1DM reduced the risk of developing retinopathy by 76% and
also reduced the risk of proliferative disease and the need for laser treatment [101]. For
patients with T2DM, the UK Prospective Diabetes Study (UKPDS) showed that intensive
glycemic control can reduce the need of laser photocoagulation treatment and decrease
the risk of progression to blindness [102]. The UKPDS analyzed the effect of intensive
control of blood pressure with captopril or atenolol on microvascular complications in
1148 hypertensive patients with T2DM [103]. The results showed that tight control of blood
pressure decreased the risk of complications related to diabetes, progression of DR, and
deterioration in visual acuity. The Action to Control Cardiovascular Risk in Diabetes (AC-
CORD) Eye Study showed a 40% reduction in relative risk of retinopathy progression with
the addition of fenofibrate to simvastatin to control blood lipids [104]. Thus, the intensive
control of hyperglycemia, hypertension and hyperlipidemia seems to reduce the rate of
progression of DR, which will also benefit the treatment outcome of DME. Furthermore,
erythrocyte membrane fluidity, might be served as a novel biomarker to predict the risk of
developing complications in T1DM patients supplementing hemoglobin A1c in long-term
T1DM management [44]. 4.2. Laser Therapy The efficacy and safety of focal laser for treating DME was validated by the Early Treat-
ment of Diabetic Retinopathy Study (ETDRS) in the 1980s [105]. Today, the focal/grid laser
is an alternative in eyes with DME, mostly for non-center involved DME (Non-CI-DME). The subthreshold micropulse laser has been accepted as a potential and promising treatment
in some cases for DME [106], due to its safe, non-scarring alternative procedure [107–110]. Subthreshold micropulse laser therapy is known to improve RPE function, modulate the
activation of heat-shock proteins and normalize cytokine expression [111], and it seems to
result in the normalization of retinal neuroinflammatory metabolic pathways [112]. Both
the infrared subthreshold micropulse laser (810-nm wavelength) and yellow subthreshold
micropulse laser (577-nm wavelength) were shown to be effective for DME treatment with
good safety [113,114]. In a prospective study, the morphological changes in the retina and
choroid, and the function of macula were evaluated and compared in patients with center-
involved DME (CI-DME), who were treated with yellow (577-nm) or infrared (810-nm)
subthreshold micropulse laser [115]. The data showed that both treatments are safe based
on the morphological and functional evaluations in mild CI-DME [115]. 4. Therapeutic Strategies for DME Since the pathogenesis of DME involves different mechanisms with multiple factors
and pathways participation, the treatment of DME should be the multimodality therapies, Cells 2022, 11, 3362 10 of 29 10 of 29 comprising the systemic control of the risk factors, regulating the potential targets, anti-
inflammation, anti-oxidative stress, neuroprotection, laser and subthreshold micropulse
laser therapy, photobiomodulation, as well as the vitrectomy, etc. (Figure 1). 4.4.2. OPT-302 OPT-302 (Opthea; Victoria, Australia) is a soluble form of VEGF receptor 3 (VEGFR-3)
consisting of the extracellular domains 1–3 of human VEGFR-3 and the Fc fragment of
human IgG1. OPT-302 blocks the activity of the proteins VEGF-C and VEGF-D [134],
which may serve a complementary therapeutic role in VEGF-mediated DR pathogenesis,
and overcome the limitation of the current anti-VEGF drugs that only target VEGF-A. Intravitreal OPT-302 was safe and well tolerated, and the combined treatment with OPT-
302 may enhance the efficacy in neovascular suppression in nAMD [134]. A multicenter
phase 1b/2a trial has evaluated OPT-302 in combination with aflibercept for refractory
DME [135]. Combo-therapy using OPT-302 and aflibercept or conbercept may target all the
VEGF family members, which might be effective in patients with retinal vascular diseases
and is worth trying. 4.4.1. Abicipar Pegol Abicipar pegol (AGN-150998, Allergan plc/Molecular Partners) belongs to a family of
the designed ankyrin repeat proteins (DARPin). Abicipar pegol binds VEGF-A with high
affinity [126]. Compared with ranibizumab, abicipar pegol improved its pharmacokinetic
properties, i.e., lower molecular weight (34 vs. 48 kDa), higher target binding affinity
(2 vs. 46 pM) and longer ocular half-life (≥13 vs. 7 days in the aqueous humor) [127–129]. In phase I/II, open-label, multicenter dose-escalation trial for DME, prolonged edema
reduction and visual improvement was achieved in several patients, however, ocular
inflammation was a major concern [128]. Phase III clinical trials, SEQUOIA (NCT02462486)
and CEDAR (NCT02462928), showed non-inferior result in visual acuity improvement
compared with monthly ranibizumab injection in patients with neovascular age-related
macular degeneration (nAMD) [130,131]. However, it failed to gain FDA approval due
to significant intraocular inflammation and an unfavorable risk-benefit ratio [130,132]. Further studies are needed for evaluation of the efficacy and safety of abicipar pegol in DR
treatment before its approval [133]. 4.4. Emerging Therapeutic Strategies Targeting VEGF/VEGFR System and the Accessory Proteins The current trend for anti-VEGF development is toward either smaller molecular
weight targeting VEGF-A (e.g., Beovu and abicipar), fusion proteins targeting VEGF-A in
combination with other factors (e.g., faricimab), targeting other VEGF family members
(OPT-302), reducing the cost of burden (developing biosimilars), or improving treatment
durability (KSI-301, port delivery system, gene therapy), and etc. 4.3. Intravitreal Injection of Anti-VEGF Agents Since many cytokines and various pathways are implicated in the pathogenic process
of DME, treating targets become the fundamental strategy for DME treatment [116]. In the
pathogenesis of DR and DME, VEGF is upregulated and plays a pivotal role leading to
BRB breakdown, macular edema, and neovascularization [117], and the severity of leakage
in DME correlates with the level of VEGF [118]. Targeting VEGF (anti-VEGF) treatment
has demonstrated significant benefits for patients with DME, which has become the first-
line treatment for DME [116], supplanting focal photocoagulation. Currently, there are
several anti-VEGF agents which are commercially available for DME, including Lucentis
(ranibizumab), Eylea (aflibercept), Lumitin (conbercept), Beovu (brolucizumab), and off-
label Avastin (bevacizumab) [119–124], differing in molecular weight and structure, binding Cells 2022, 11, 3362 11 of 29 11 of 29 affinity, targeted VEGF isoforms, and concentration, etc. For instance, brolucizumab treat-
ment improved visual function and retinal morphology significantly in DME patients
with a favorable benefit/risk profile [125]. Anti-VEGF drugs maintain BRB integrity by
antagonizing VEGF-A and/or PlGF. However, some patients respond unsatisfactorily to
anti-VEGF therapy. There are 31.6~65.6% patients with DME who still exist with persistent
edema even after regular intravitreal injection for at least 4 injections within 24 weeks [19]. Furthermore, many DME patients need repeated injections with high cost due to multiple
injections, and some patients even respond incompletely or are unresponsive to anti-VEGF
treatment (non-responders). These limitations and suboptimal responses to anti-VEGF treat-
ment indicate other pathogenic factors, beyond VEGF, might contribute to the pathogenesis
of DME, which prompted the researchers to develop novel therapeutic approaches. 4.4.6. High-Dose of Anti-VEGF Agents An intravitreal injection of high-dose anti-VEGF agents might prolong the intravitreal
injection intervals and improve drug efficacy. Using rabbits, Kim et al. showed that a
two-fold increase in retinal half-life and prolonged effective concentration of ranibizumab
in retina when administered a 10-fold dose of ranibizumab with good safety in rabbit
eyes [149]. Currently, phase 3 clinical trials are underway in DME (PHOTON; NCT04429503)
and nAMD (PULSAR; NCT04423718). 4.4.5. Port Delivery System (PDS) with Ranibizumab Currently, the delivery of anti-VEGF drugs is largely dependent on repeated intrav-
itreal injections. PDS allows continuous release of ranibizumab, and minimizes the need
for frequent injections [146]. Sustained and controlled release is achieved by the porous
metal element allowing passive diffusion of drugs from PDS to the vitreous [147]. ARCH-
WAY (NCT03677934) randomized Phase 3 trial of PDS with ranibizumab showed that PDS
with ranibizumab met its primary objective, demonstrating equivalent efficacy of monthly
ranibizumab injection [148]. Phase 3 clinical trials for DR (PAVILION; NCT04503551), and
DME (PAGODA; NCT04108156) are currently in progress. 4.4.3. Anti-VEGF Biosimilars The anti-VEGF medications have been available for more than a decade and their
patent expiration dates are coming. For example, ranibizumab’s patent expired in June
2020 in the United States (2022 in the European Union) and aflibercept’s patent will expire
in 2023 in the United States (2025 in the European Union) [136]. With the expiry of these Cells 2022, 11, 3362 12 of 29 12 of 29 patents, the transition to biosimilars can have a significant impact worldwide due to the
favorable cost-effectiveness [137]. patents, the transition to biosimilars can have a significant impact worldwide due to the
favorable cost-effectiveness [137]. Many bevacizumab biosimilars were approved for cancer treatment. However, due to
a cheaper alternative to ranibizumab, the off-label use of bevacizumab is still increasing in
ophthalmology [137]. Currently, there are several anti-VEGF biosimilars to ranibizumab
and aflibercept in the development stage or acquiring approval [137]. For example,
Razumab® (Intas Pharmaceutical Ltd., Ahmedabad, GJ, India) is the first biosimilar to
ranibizumab approved for ophthalmic use in India by the drug controller general of India
for nAMD, myopic choroidal neovascularization, DME, and retinal vein occlusion-macular
edema (RVO-ME) [137–140]. In 2021, the US FDA approved Byooviz (ranibizumab-nuna)
as the first biosimilar to Lucentis (ranibizumab injection) for the treatment of several eye
diseases, including nAMD, RVO-ME, and CNV. As for aflibercept biosimilars, ABP-938
(Amgen, Thousand Oaks, CA, USA) is under phase 3 trial, which is scheduled to be
completed by July 2023 (NCT04270747). Other biosimilars to aflibercept (MYL-1710P, ABP-
938, and CHS-2020, USA; FYB203, Germany; SB15, South Korea) underwent the clinical
trials [141]. 4.4.4. KSI-301 KSI-301 (KODIAK sciences, Palo Alto, CA, USA) comprises a specific anti-VEGF IgG1
antibody and an inert immune effector, covalently linked to a high molecular weight phos-
phorycholine biopolymer (950 kDa). Intravitreal injection of KSI-301 showed prolonged
intravitreal half-life (about 6 months) due to slow diffusion and decreased elimination in
the eye [142,143]. Clinical trials (GLEAM Study and GLIMMER study) are underway. The
patients are randomized into two groups receiving either intravitreal KSI-301 or afliber-
cept [144]. Phase 2b/3 clinical trial failed to meet the primary endpoint of visual acuity
gains in nAMD patients treated with KSI-301 compared to aflibercept [145]. 4.4.9. Targeting Neuropilin-1 Vesencumab is a human IgG1 monoclonal antibody against neuropilin-1 (NRP-1), with
potential anti-angiogenic and anti-neoplastic activities. Vesencumab specifically targets
and binds to NRP-1, preventing the subsequent coupling of NRP-1 to VEGFR-2, thereby
decreasing VEGF-mediated signaling. When combined with other anti-VEGF therapies,
vesencumab may enhance their anti-angiogenic effect [166]. Vesencumab is currently
undergoing clinical study for cancer patients [167]. 4.4.8. Targeting VEGFRs The inhibition of VEGFRs is one of the promising strategies for treatment of VEGF-
driven neovascular diseases [156–160]. Targeting VEGFRs has been extensively studied in
clinical oncology. There are several approaches to inhibiting VEGFR signaling, i.e., VEGFR
antibodies, VEGFR allosteric inhibitors, and inhibition of the intracellular tyrosine kinase
of VEGFR by tyrosine kinase inhibitors (TKIs). Ramucirumab (Cyramza®), a fully humanized anti-VEGFR-2 monoclonal antibody,
was approved for the treatment of cancer patients who experience disease progression
during chemotherapy [158]. Its ophthalmic use is to treat retinal vascular diseases, including
DME, which deserves further exploration. p
GB-102 (GrayBug Vision; Redwood City, CA, USA), sunitinib maleate and a TKI
with activity against both VEGF-A and PDGF, is encapsulated within bioerodible polymer
nanoparticles degrading slowly over time [161]. Single GB-102 treatment can last up to
6 months with comparable visual acuity and CSFT outcomes [162,163]. Phase 1/2a study
(ADAGIO) reported that the majority of nAMD patients were maintained at 3 months (88%)
and 6 months (68%) with a single dose of GB-102 [164]. Among the emerging therapies, GB-
102, with longer duration between treatments, would impact significantly on the patient’s
life with less frequent follow-up and less expenditure [164]. X-82 (Tyrogenex) is an oral anti-PDGF and VEGF-A inhibitor. In a Phase 1 study
(NCT02348359) for nAMD, 29% patients (10 of 35) did not complete the 24-week endpoint,
with 6 (17%) withdrawing due to adverse events, including diarrhea, nausea, fatigue,
and transaminase elevation [165]. Phase 2 APEX study (NCT02348359) is underway,
which compares X-82 (Tyrogenex) with as-needed aflibercept injections to aflibercept
monotherapy. PAN-90806 (PanOptica; Mount Arlington, NJ, USA), a TKI eyedrop, was shown to
inhibit VEGF signaling with topical once daily dosing. According to a phase 1/2 study
(NCT03479372), PAN-90806 showed favorable safety and effectiveness as monotherapy. However, it may be applicable for certain patients and further studies are needed [162]. 4.4.7. Gene Therapy to Deliver Anti-VEGF Agents 4.4.7. Gene Therapy to Deliver Anti-VEGF Agents Given the burden of repeated anti-VEGF treatments, gene therapy can achieve long-
term expression of anti-VEGF proteins to suppress of VEGF in retinal vascular diseases. Several gene therapy drugs, including RGX-314, ADVM-022 and rAAV-sFlt1, are currently
under clinical evaluation. RGX-314 is an adeno-associated virus 8 (AAV8) vector encoding ranibizumab. The
Phase II ALTITUDE trial is studying the patients with DR but without DME, who are
treated with a single dose of RGX-314, delivered in suprachoroidal space [150]. Positive
3-month interim data from cohort 1, treated with a single injection at a dose of 2.5 × 1011 Cells 2022, 11, 3362 13 of 29 13 of 29 genomic copies per eye, showed that treatment was well-tolerated and 33% of patients had
a ≥2-step improvement from baseline [150]. genomic copies per eye, showed that treatment was well-tolerated and 33% of patients had
a ≥2-step improvement from baseline [150]. ADVM-022, an AAV2-7m8 vector encoding aflibercept, is optimized for intravitreal
delivery. Prolonged expression and efficacy of ADVM-022 was evaluated in a laser-induced
CNV model in non-human primates with promising outcomes [151]. Clinical trials for
nAMD (NCT04645212; NCT03748784) and DME (NCT04418427) are currently underway,
evaluating safety and efficacy following a single intravitreal injection of ADVM-022. rAAV-sFlt1, a recombinant AAV2 vector expressing soluble VEGF receptor 1, works
as a decoy receptor for VEGF. A pre-clinical study showed safety and well-toleration in
non-human primates after a single subretinal injection of rAAV-sFlt1 [152]. Although phase
I study (NCT01494805) demonstrated the safety in nAMD patients [153], phase IIa clinical
trial (NCT01494805) showed no obvious benefit in visual acuity or anatomy [154]. The
potential effect of rAAV-sFlt1 on DME deserves further study [155]. 4.5. Anti-Inflammatory Therapy Since inflammation plays a critical role in DR and DME, suppression of inflammation
seems to be a reasonable approach for treating DR and DME [57]. Corticosteroids have Cells 2022, 11, 3362 14 of 29 14 of 29 been proven to be beneficial in treating DR and DME due to their anti-inflammatory and
anti-angiogenic properties [168]. At present, intravitreal preservative-free triamcinolone,
the extended-release dexamethasone implant (Ozurdex) and the fluocinolone acetonide
implant (Iluvein) are FDA-approved for treating DME. Intravitreal injection of sustainable
dexamethasone (Ozurdex, Allergen) was safe and effective in DME treatment, achieving
visual improvement, reducing edema, and decreasing the inflammatory cytokines, such as
VEGF, MCP-1, and IL-6. A MEAD study (NCT00168337 and NCT00168389) evaluated the
safety and efficacy of Ozurdex (0.7 mg and 0.35 mg) and demonstrated both doses of the
Ozurdex implant met the primary objective for visual improvement with acceptable safety
profile [169]. A FAME study evaluated long-term effects, including efficacy and safety, of
intravitreal inserts of fluocinolone acetonide (Iluvien, Alimera Sciences, Alpharetta, GA,
USA), releasing 0.2 µg/d (low dose) or 0.5 µg/d (high dose) for DME treatment. Iluvein
inserts provided substantial visual benefit for up to 3 years [170], especially for those who
are unresponsive to other therapy, such as anti-VEGF treatment [171]. However, due to con-
cerns regarding the intraocular pressure elevation and cataract formation, corticosteroids
are used as the second-line therapy for DME. been proven to be beneficial in treating DR and DME due to their anti-inflammatory and
anti-angiogenic properties [168]. At present, intravitreal preservative-free triamcinolone,
the extended-release dexamethasone implant (Ozurdex) and the fluocinolone acetonide
implant (Iluvein) are FDA-approved for treating DME. Intravitreal injection of sustainable
dexamethasone (Ozurdex, Allergen) was safe and effective in DME treatment, achieving
visual improvement, reducing edema, and decreasing the inflammatory cytokines, such as
VEGF, MCP-1, and IL-6. A MEAD study (NCT00168337 and NCT00168389) evaluated the
safety and efficacy of Ozurdex (0.7 mg and 0.35 mg) and demonstrated both doses of the
Ozurdex implant met the primary objective for visual improvement with acceptable safety
profile [169]. A FAME study evaluated long-term effects, including efficacy and safety, of
intravitreal inserts of fluocinolone acetonide (Iluvien, Alimera Sciences, Alpharetta, GA,
USA), releasing 0.2 µg/d (low dose) or 0.5 µg/d (high dose) for DME treatment. Iluvein
inserts provided substantial visual benefit for up to 3 years [170], especially for those who
are unresponsive to other therapy, such as anti-VEGF treatment [171]. 4.5.3. TAK-779 TAK-779, a dual CCR2/CCR5 inhibitor, significantly reduced retinal vascular perme-
ability in diabetic mice [181]. TAK-779 also decreased infiltration of macrophage/microglia,
reduced the expressions of ICAM-1 and stromal cell-derived factor 1 (SDF-1), and restored
zonula occludens-1 (ZO-1) in diabetic mouse retina [181]. Targeting CCR2/CCR5 might
provide a novel strategy for DME management. 4.5.2. Difluprednate and Dexamethasone-Cyclodextrin 4.5.2. Difluprednate and Dexamethasone-Cyclodextrin Difluprednate (difluprednisolone butyrate acetate, DFBA) is an anti-inflammatory
steroid, effective in the treatment of anterior uveitis, postoperative ocular inflammation,
and pain [175,176]. Difluprednate ophthalmic emulsion 0.05% (Durezol (TM), Sirion Thera-
peutics Inc., Tampa, FL, USA) effectively reduces refractory DME post-vitrectomy [177],
and diffuse DME without surgical intervention [178]. Topical dexamethasone-cyclodextrin
eye drops were safe, improved visual acuity and decreased central macular thickness in
DME patients [179]. In a randomized, controlled trial, topical dexamethasone-cyclodextrin
nanoparticle eye drops (1.5%) significantly improved the vision and decreased macular
thickness in DME patients [180]. 4.5. Anti-Inflammatory Therapy However, due to con-
cerns regarding the intraocular pressure elevation and cataract formation, corticosteroids
are used as the second-line therapy for DME. py
Based on the inflammatory theory of DME formation, the ongoing translational re-
search targeting inflammatory cells and factors is shedding new light on the management
of DME beyond anti-VEGF therapy. Anti-inflammation treatment can be roughly clas-
sified into several categories, i.e., regulation/inhibition of inflammatory cells (such as
minocycline, dextromethorphan), targeting various inflammatory mediators (such as corti-
costeroids, TAK-779, TNF-α inhibitor, IL-6/IL-6R inhibitor, non-steroid anti-inflammatory
drugs (NSAIDs)), and alternative delivery route (Suprachoroidal injection, oral and subcu-
taneous injection), and etc. 4.5.1. Minocycline and Dextromethorphan Minocycline, besides its antimicrobial activity, has anti-inflammatory, anti-oxidant,
anti-apoptotic, neuroprotective, and immunomodulatory effects [172]. In phase I/II clinical
trial (ClinicalTrials.gov number, NCT01120899), oral minocycline treatment improved
visual function and reduced central macular edema [173]. Dextromethorphan was effective
in decreasing vascular leakage in 5 DME patients in phase I/II clinical trial, in which oral
dextromethorphan was administered 60 mg twice daily for 6 months as monotherapy [174]. 4.5.5. Targeting TNF-α TNF-α is an inflammatory cytokine that promotes the upregulation of adhesion
molecule expression, leukocyte recruitment and monocyte attraction. TNF-α was increased
in the aqueous and vitreous of diabetic patients compared to control subjects [190–192]. The targeting TNF-α might provide an option for treating DR and DME. Currently, there
are monoclonal anti-TNF-α full IgG1 antibodies (infliximab, adalimumab, and golimumab),
PEGylated Fab’ fragment of anti-TNF-α antibody (certolizumab pegol) and extracellular
domain of TNF receptor 2/IgG1-Fc fusion protein (etanercept), effective for the treatment
of rheumatoid arthritis [193]. In fact, a clinical study with infliximab achieved functional
and anatomical improvement in DME patients, highlighting the pathogenic role of TNF-α
in DR [194]. 4.5.4. Targeting Integrin Integrins are involved in many biological processes and play a critical role in the
pathogenesis of many diseases. Some integrins are associated with vitreolysis, angiogenesis, Cells 2022, 11, 3362 15 of 29 15 of 29 and ocular surface diseases [182]. Anti-β2-integrin or anti-ICAM-1 decreased leukocyte
adhesion, the death of endothelial cells, and BRB breakdown [183–185]. Therefore, targeting
integrins, independent of anti-VEGF therapies, has the potential to prevent vision loss. g
p
p
p
p
Risuteganib (Luminate, ALG-1001, Allegro Ophthalmics, LLC, San Juan Capistrano,
CA, USA) is an engineered arginyl-glycyl-aspartic acid (RGD) class synthetic peptide
targeting integrin. RGD peptide treatment suppressed retinal neovascularization and
released cellular adhesion to induce posterior vitreous detachment [186,187]. Risuteganib
has potential as a therapy for DR and DME [182,188]. SB-267268 (GlaxoSmithKline) is
a small molecule inhibitor of αvβ3 and αvβ5 integrins [189]. In an animal model of
retinopathy of prematurity (ROP), SB-267268 decreased the mRNA expressions of VEGF
and VEGFR2, and reduced the pathological angiogenesis by 50% [189]. 4.5.6. Targeting IL-6/IL-6R IL-6/IL-6R exerts an important role in initiating the breakdown of BRB in DR [195,196],
due to the disrupting of the barrier function and increasing vascular leakage via the
downregulation of tight junction proteins [197]. IL-6 signaling occurs through its membrane-
bound receptor IL-6R (classical signaling) or through the soluble IL-6R (sIL-6R, trans-
signaling) [198,199]. Anti-IL-6 and anti-IL-6R strategies target both classical and trans-
signaling pathways to block IL-6 signaling. Several therapeutic strategies targeting IL-6
signaling pathways are in progress [200], including anti-IL-6 antibodies (e.g., siltuximab
and sirukumab), anti-IL-6R antibodies (e.g., tocilizumab and vobarilizumab), and IL-6
trans-signaling selective inhibitor (olamkicept). Tocilizumab is effective in the treatment of
various autoimmune and inflammatory diseases, including rheumatoid arthritis, with a
favorable outcome [201]. Thus, blocking IL-6 and IL-6R may be potential approaches for
treating DR. 4.5.9. Suprachoroidal Injection of Steroid The suprachoroidal space (SCS) has become an applicable route to deliver drugs to the
back of the eye via suprachoroidal injection [213]. When delivered to the suprachoroidal
space, the drug can target both the retina and the choroid, overcoming multiple ocular
tissue barriers and achieving the efficacy at low dose [142,214]. The phase 2 TYBEE clinical
trial enrolled 71 eyes with treatment-naïve DME [215], with 36 eyes received SCS injection
of triamcinolone acetonide (TA) (CLS-TA, 4 mg/100 µL) and aflibercept (2 mg/0.05 mL)
at baseline and week 12 (active group) and 35 eyes which were treated with aflibercept
(control group). At 24 weeks from baseline, the visual acuity gain was similar between
two groups, with mild anatomic improvement and less treatment burden in the active
group [215]. 4.6. Targeting Ang-2/Tyrosine Kinase with Immunoglobulin-like and Epidermal Growth Factor-like
Domains 2 (Tie2) System The angiopoietin (Ang)/Tie2 pathway is involved in many retinal vascular diseases. Angiopoietin-1 (Ang-1) and Ang-2 ligands compete for the Tie2 receptor. Tie2 is a tyrosine
kinase receptor in vascular endothelial cells and maintains vascular stability. Tie2 activation
by Ang-1 increases the survival, adhesion, and cell junction integrity of endothelial cells,
while Ang-2 interferes with the Ang-1/Tie2 axis, resulting in vascular instability. Vascular
endothelial-protein tyrosine phosphatase (VE-PTP) is an endothelial cell-specific phos-
phatase, which forms a complex with Tie2 and dephosphorylates Tie2, against the actions
of Ang-1 [216]. In DR, there is an increased production of Ang-2, competitively binding Tie2
to reduce Ties phosphorylation, whereas VE-PTP directly decreases Tie2 phosphorylation. Tie2 inactivation destabilizes the vasculature, resulting in pericyte dropout, reduction in
endothelial cell viability, decreased endothelial cell anchor and cell junction integrity. Thus,
activating the Tie2 signaling pathway, by the inhibition of Ang-2 or VE-PTP, should be a
therapeutic strategy for retinal vascular diseases. 4.5.8. Non-Steroid Anti-Inflammatory Drugs (NSAIDs) 4.5.8. Non-Steroid Anti-Inflammatory Drugs (NSAIDs) NSAIDs inhibit the cyclooxygenase (COX) enzyme that is an essential mediator
through the regulation of prostaglandin dependent pathways [207]. Bromfenac mainly
inhibits the activity of COX-2 [208], and nepafenac, a prodrug, acts on COX-1 and COX-2
through its active metabolite amfenac [209]. NSAIDs were reported effective in DME with
various and heterogeneous results. In a pilot study, topical bromfenac significantly reduced
central macular thickness in patients with DME, however, without obvious effect on visual
acuity [210]. The safety and efficacy of topical nepafenac 0.1% were tested in 6 eyes of
5 patients with DME, which showed that topical nepafenac treatment improved vision and
decreased retinal thickness [211]. Postoperative topical nepafenac was shown to be effective
for prophylaxis of macular edema in diabetic patients underwent phacoemulsification and
intraocular lens implantation [212]. Further investigations on whether topical NSAIDs
could serve as an alternative or adjunctive treatment to intravitreal anti-VEGF therapy
are required. 4.5.7. Vascular Adhesion Protein-1 (VAP-1) Inhibitor VAP-1, known as amine oxidase copper-containing 3 (AOC3) and semicarbazide-
sensitive amine oxidase, is a membrane-bound adhesion protein facilitating leukocyte
adhesion and transmigration to the inflammatory site [202]. Previous studies showed that
the level of soluble VAP-1 was higher in the vitreous of PDR patients than in that of non-
diabetic patients [203]. In diabetic rats, the leukocyte transmigration rate was reduced by
UV-002 (a specific inhibitor of VAP-1) [202]. In diabetic animals, VAP-1 inhibition improved
retinal function and structure as evidenced by electroretinogram and histopathological
studies [204]. Thus, VAP-1 could be an underlying target for DR treatment [205]. A phase 2
study (VIDI study, NCT02302079) tested the effect of ASP8232, a specific VAP-1 inhibitor,
on CI-DME [206]. The primary data showed that ASP8232 nearly inhibited the activity
of plasma VAP-1, while had no effect on CSFT in patients with CI-DME. The clinical
application of VAP-1 inhibition still requires further study. Cells 2022, 11, 3362 16 of 29 4.6.3. Targeting VE-PTP ARP-1536 (Aerpio Therapeutics, Cincinnati, OH, USA) is a monoclonal antibody tar-
geting VE-PTP. ARP-1536 is intravitreally administered, currently undergoing preclinical
studies [161]. AKB-9778 (Aerpio Therapeutics, Cincinnati, OH, USA) is a small molecule
antagonist of VE-PTP, increasing Tie2 phosphorylation. AKB-9778 is administered by subcu-
taneous injection. In preclinical studies, AKB-9778 reduced vascular leakage and ocular neo-
vascularization, with synergistic effect when combined with VEGF inhibition [221]. AKB-
9778 reduced macular edema more effectively when combined with monthly ranibizumab
in a phase 2 study of DME [222]. 4.6.1. Targeting Ang-2 Nesvacumab (Regeneron, Tarrytown, NY, USA) is a fully human IgG1 monoclonal
antibody selectively binding Ang-2. In phase 2 studies of nAMD and DME, nesvacumab
co-formulated with aflibercept failed to show beneficial effects over aflibercept in visual
gains improvement [217]. AXT107 (Asclepix Therapeutics, Baltimore, MD, USA) is a peptide derived from the
non-collagenous domain of collagen IV [217]. AXT107 modifies Ang-2 and promotes its
conversion into the Tie2 agonist, and AXT107 also inhibits the signaling of VEGFR-2 and
other receptor tyrosine kinases [217]. In the presence of AXT107 and Ang-2, α5β1 integrin
is disrupted, promoting Tie2 clustering and converting Ang-2 into a Tie2 agonist [218]. Currently, AXT107 is in the preclinical phase of study [217]. 17 of 29 17 of 29 Cells 2022, 11, 3362 4.7. Neuroprotection in DME Management Since DR is also a neurovegetative disease, neuroprotection should be considered in
the management of DR and DME. The neuroprotective agents include but not limited to
erythropoietin (EPO), Cibinetide (known as ARA 290 and helix B surface peptide (HBSP)),
somatostatin and brimonidine. EPO’s protective mechanisms comprise anti-apoptosis and neuroprotection via activat-
ing the ERK and AKT pathways [40,223], neurotrophic effect and anti-reactive gliosis [224],
anti-VEGF via inhibition of HIF-1α [225], anti-inflammatory effect by decreasing inflam-
matory factors from Müller glia [226], increase in the expression of zinc transporter 8
(ZnT8) [227], downregulation of glutamate [228], and maintenance of VE-cadherin expres-
sion via inhibiting VEGF/VEGFR-2/Src pathway. In addition, EPO is able to improve the
integrity of the inner BRB [229], and maintain outer BRB integrity through downregulation
of HIF-1α and c-Jun N-terminal kinase (JNK) signaling, and upregulation of ZO-1 and
occludin expressions in RPE cells [39]. Recently, we found that EPO protects the inner BRB
by inhibiting microglia phagocytosis via Src/Akt/cofilin signaling in experimental DR [70]. A clinical cohort study showed that intravitreal EPO could improve the visual acuity and
reduce macular edema in refractory DME patients [230], demonstrating its potential usage
in treatment of DME. Cibinetide is a synthetic 11 amino acid peptide, derived from EPO, having anti-
apoptotic, anti-permeability and anti-inflammatory functions, with no erythropoietic
function [231–233]. Both somatostatin and brimonidine were tested in diabetic patients,
however, no neuroprotective effect was found for both drugs to achieve the primary end-
point [234]. However, the topical administration of somatostatin and brimonidine appears
to be useful in preventing the worsening of preexisting retinal dysfunction [234]. Topical
treatment with either somatostatin or brimonidine was observed to cause retinal arteriolar
and venous dilation in patients with T2DM and early DR [235]. 4.6.2. Bispecific Drug Faricimab (faricimab-svoa; Vabysmo™), known as RG7716, (Roche, Basel, Switzerland
and Genentech, South San Francisco, CA, USA), is a bispecific antibody binding both VEGF-
A and Ang-2. Phase 3 trials for DME (YOSEMITE NCT03622580 and RHINE NCT03622593)
showed robust vision gains and anatomical improvements in patients treated with faricimab
and the personalized treatment interval was extended to 16 weeks [219]. In 2022, faricimab
received its first approvals in the USA for the treatment of nAMD or DME [220]. 4.9. Combo Therapy and Other Strategies Based on the severity of the DME, combo therapy can be proposed, such as ranibizumab
+ OPT + 302, aflibercept/conbercept + OPT + 302 or anti-VEGF + anti-inflammatory treat-
ment. Moreover, other approaches are also attempted to treat DME, including targeted laser
photocoagulation for non-perfusion area, micropulse laser for macular microaneurysms,
photobiomodulation to enhance RPE function, vitrectomy to relieve the abnormalities
of vitreoretinal interface and clear vitreous body, and etc. The growing achievements of
translational research will lead to future treatments for DME with better efficacy, longer
duration, and greater cost-effectiveness. 4.8. Antioxidative Therapy Oxidative stress, resulting from the metabolic abnormalities, is regarded as a pivotal
contributor to the pathogenesis of DR [236]. The reduced form of nicotinamide adenine
dinucleotide phosphate (NADPH) oxidase (Nox) system is as a key enzymatic source
of oxidative stress [236,237]. Nox-derived ROS contributes to retinal damage through
inducing the expressions of pro-angiogenic and pro-inflammatory cytokines, including
VEGF-A, EPO, Ang-2 and ICAM-1 [238,239]. The Nox2 gene knockout reduced oxidative
stress, attenuated vascular permeability, and reduced leucocyte-endothelial interaction
and leukostasis in diabetic mice [237]. Nox4 knockdown with small interfering RNA Cells 2022, 11, 3362 18 of 29 18 of 29 significantly decreased retinal vascular permeability, indicating the causal role of Nox4 in
BRB breakdown [240]. Thus, the inhibition of Nox would provide a potential strategy for
the treatment of DR and DME. Idebenone, a ubiquinone short-chain synthetic analog, is believed to restore mitochon-
drial ATP synthesis with antioxidant properties [241]. Punicalagin (2,3-hexahydroxydiphenoyl-
gallagyl-D-glucose), a polyphenol extracted from pomegranate (Punica granatum), is a potent
antioxidant in several cell types [242]. Previous studies showed that both idebenone and
punicalagin could protected RPE from oxidative damage, suggesting their possible roles
in DR and DME treatment. Idebenone protected RPE through modulation of the intrinsic
mitochondrial pathway of apoptosis [241]. Punicalagin exerted its effect to reduce oxidative
stress and decrease the apoptosis via enhancing mitochondrial functions [242]. Other potential antioxidants, such as quercetin, resveratrol, curcumin, lutein, vitamin
E, nicanartine, and lipoic acid, etc., are promising against oxidative stress in treatment of
DR and DME [236], deserving further exploration. Funding: National Natural Science Foundation of China (82171062, 81970810, 81970811) and Aier
Eye Hospital Group Scientific Research Fund (AF2101D8). References 1. Hashemi, H.; Rezvan, F.; Pakzad, R.; Ansaripour, A.; Heydarian, S.; Yekta, A.; Ostadimoghaddam, H.; Pakbin, M.; Khabazkhoob,
M. Global and Regional Prevalence of Diabetic Retinopathy; A Comprehensive Systematic Review and Meta-Analysis. Semin. Ophthalmol. 2022, 37, 291–306. [CrossRef] [PubMed] p
aruich, A.; Matet, A.; Moulin, A.; Kowalczuk, L.; Nicolas, M.; Sellam, A.; Rothschild, P.-R.; Omri, S.; Gélizé 2. Daruich, A.; Matet, A.; Moulin, A.; Kowalczuk, L.; Nicolas, M.; Sellam, A.; Rothschild, P.-R.; Omri
Mechanisms of Macular Edema: Beyond the Surface. Prog. Retin. Eye Res. 2018, 63, 20–68. [CrossRe 2. Daruich, A.; Matet, A.; Moulin, A.; Kowalczuk, L.; Nicolas, M.; Sellam, A.; Rothschild, P.-R.; Omri, S.; Gélizé, E.; Jonet, L.; et al. Mechanisms of Macular Edema: Beyond the Surface. Prog. Retin. Eye Res. 2018, 63, 20–68. [CrossRef] [PubMed] ,
;
,
;
,
;
,
;
,
;
,
;
,
;
,
;
,
; J
,
;
Mechanisms of Macular Edema: Beyond the Surface. Prog. Retin. Eye Res. 2018, 63, 20–68. [CrossRef] [PubMed] 3. Thomas, R.L.; Dunstan, F.D.; Luzio, S.D.; Chowdhury, S.R.; North, R.V.; Hale, S.L.; Gibbins, R.L.; Owens, D.R. Prevalence of
Diabetic Retinopathy within a National Diabetic Retinopathy Screening Service. Br. J. Ophthalmol. 2015, 99, 64–68. [CrossRef]
[PubMed] Retinopathy within a National Diabetic Retinopathy Screening Service. Br. J. Ophthalmol. 2015, 99, 64–68. ] 4. Yau, J.W.Y.; Rogers, S.L.; Kawasaki, R.; Lamoureux, E.L.; Kowalski, J.W.; Bek, T.; Chen, S.-J.; Dekker, J.M.; Fletcher, A.; Grauslund,
J.; et al. Global Prevalence and Major Risk Factors of Diabetic Retinopathy. Diabetes Care 2012, 35, 556–564. [CrossRef] 5. Im, J.H.B.; Jin, Y.-P.; Chow, R.; Yan, P. Prevalence of Diabetic Macular Edema Based on Optical Coherence Tomography in People
with Diabetes: A Systematic Review and Meta-Analysis. Surv. Ophthalmol. 2022, 67, 1244–1251. [CrossRef] Maruyama, Y. Patterns of Diabetic Macular Edema with Optical Coherence Tomography. Am. J. Ophthalmol
CrossRef] 6. Otani, T.; Kishi, S.; Maruyama, Y. Patterns of Diabetic Macular Edema with Optical Coherence Tomog
1999, 127, 688–693. [CrossRef] 7. Arf, S.; Sayman Muslubas, I.; Hocaoglu, M.; Ersoz, M.G.; Ozdemir, H.; Karacorlu, M. Spectral Domain Optical Coherence
Tomography Classification of Diabetic Macular Edema: A New Proposal to Clinical Practice. Graefe’s Arch. Clin. Exp. Ophthalmol. 2020, 258, 1165–1172. [CrossRef] 8. Fujiwara, A.; Kanzaki, Y.; Kimura, S.; Hosokawa, M.; Shiode, Y.; Doi, S.; Takahashi, K.; Matoba, R.; Morizane, Y. En Face
Image-Based Classification of Diabetic Macular Edema Using Swept Source Optical Coherence Tomography. Sci. Rep. 2021,
11, 7665. References [CrossRef] ,
[
]
9. Sun, Z.; Tang, F.; Wong, R.; Lok, J.; Szeto, S.K.H.; Chan, J.C.K.; Chan, C.K.M.; Tham, C.C.; Ng, D.S.; Cheung, C.Y. OCT
Angiography Metrics Predict Progression of Diabetic Retinopathy and Development of Diabetic Macular Edema: A Prospective
Study. Ophthalmology 2019, 126, 1675–1684. [CrossRef] y
p
gy
10. Toto, L.; D’Aloisio, R.; Chiarelli, A.M.; Di Antonio, L.; Evangelista, F.; D’Onofrio, G.; Merla, A.; Parravano, M.; Di Marzio, G.;
Mastropasqua, R. A Custom-Made Semiautomatic Analysis of Retinal Nonperfusion Areas After Dexamethasone for Diabetic
Macular Edema. Transl. Vis. Sci. Technol. 2020, 9, 13. [CrossRef] 11. Bringmann, A.; Reichenbach, A.; Wiedemann, P. Pathomechanisms of Cystoid Macular Edema. Ophthalmic Res. 2004, 36, 241–249. [CrossRef] [
]
12. Reichenbach, A.; Wurm, A.; Pannicke, T.; Iandiev, I.; Wiedemann, P.; Bringmann, A. Müller Cells as Players in Retinal Degeneration
and Edema. Graefe’s Arch. Clin. Exp. Ophthalmol. 2007, 245, 627–636. [CrossRef] [PubMed] 13. Simó, R.; Villarroel, M.; Corraliza, L.; Hernández, C.; Garcia-Ramírez, M. The Retinal Pigment Epithelium: Something More than
a Constituent of the Blood-Retinal Barrier—Implications for the Pathogenesis of Diabetic Retinopathy. J. Biomed. Biotechnol. 2010,
2010, 190724. [CrossRef] 14. Reichenbach, A.; Bringmann, A. New Functions of Müller Cells. Glia 2013, 61, 651–678. [CrossRef] [Pu 14. Reichenbach, A.; Bringmann, A. New Functions of Müller Cells. Glia 2013, 61, 651–678. [CrossRef] [PubMed]
15
C
l
M J M
b
P l
i
i
E i h li l C ll
P
i
S
i
d E
bli h
f P l
i
d D
i
A
J Ph
i l 1997 14. Reichenbach, A.; Bringmann, A. New Functions of Müller Cells. Glia 2013, 61, 651–678. [CrossRef] [PubMed]
15. Caplan, M.J. Membrane Polarity in Epithelial Cells: Protein Sorting and Establishment of Polarized Domains. Am. J. Physiol. 1997,
272 F425 F429 [CrossRef] 15. Caplan, M.J. Membrane Polarity in Epithelial Cells: Protein Sorting and Establishment of Polarized D
272, F425–F429. [CrossRef] 16. Rangasamy, S.; McGuire, P.G.; Franco Nitta, C.; Monickaraj, F.; Oruganti, S.R.; Das, A. Chemokine Mediated Monocyte Trafficking
into the Retina: Role of Inflammation in Alteration of the Blood-Retinal Barrier in Diabetic Retinopathy. PLoS ONE 2014, 9,
e108508. [CrossRef] 17. Romero-Aroca, P.; Baget-Bernaldiz, M.; Pareja-Rios, A.; Lopez-Galvez, M.; Navarro-Gil, R.; Verges, R. Pathophysiology: Vasogenic versus Inflammatory. J. Diabetes Res. 2016, 2016, 2156273. [CrossRef] 18. Rübsam, A.; Parikh, S.; Fort, P.E. Role of Inflammation in Diabetic Retinopathy. Int. J. Mol. Sci. 2018, 18. Rübsam, A.; Parikh, S.; Fort, P.E. 5. Conclusions and Future Directions DR is the leading cause of vision loss and blindness in the working-age adults with
increasing incidence. DME is the main cause of vision impairment in DR patients with
its pathogenesis still not completely elucidated. Although anti-VEGF therapy becomes
the first-line treatment for DME, not all patients respond satisfactorily to anti-VEGF in-
jections. The limitations and unsatisfactory response indicate other pathogenic factors,
beyond VEGF, might be involved in the pathogenesis of DME (Figure 1). The advance-
ment of the elucidation of the pathogenesis of DR and DME, including the proteomics
and metabolomics studies have greatly revolutionized our recognition of DR and DME,
which laid down a solid foundation for uncovering the key pathways, novel biomarkers,
and establishing therapeutic targets. Based on the underlying mechanisms of DME, the
future direction of DME treatment (Figure 1) should be focused on the emerging anti-VEGF
agents, bispecific antibody targeting VEGF-A and other potential molecule such as Ang-2
(faricimab), targeting VEGF/VEGFR system, enhancing anti-inflammatory effect, includ-
ing the suprachoroidal route delivery, integrin antagonists, NASIDs, etc. Furthermore,
neuroprotection, anti-oxidation, and other approaches, such as targeted laser photocoag-
ulation, subthreshold micropulse laser, photobiomodulation, and vitrectomy, should be
considered during DME management (Figure 1). Therefore, DME treatment should be
tailored treatment based on its full elucidation of the complex mechanism, which leads to
the identification of new targets and therapeutic strategies for DME treatment. Author Contributions: J.Z. (Jingfa Zhang) and J.Z. (Jingxiang Zhang) reviewed the literature, con-
tributed to manuscript draft writing, discussion, and analysis; C.Z., J.Z. (Jingting Zhang), D.L., Q.Q. and L.G. contributed the draft writing, revision and extensive discussion of the manuscript. J.Z. (Jingfa Zhang), L.G., D.L. and Q.Q. contributed funding acquisition. J.Z. (Jingfa Zhang) is guarantor of
this work, who has full access to all the data in this study and take responsibility for the integrity and
accuracy of the data; All authors have read and agreed to the published version of the manuscript. 19 of 29 19 of 29 Cells 2022, 11, 3362 Institutional Review Board Statement: Not applicable. References PLoS ONE 200 26. Sene, A.; Tadayoni, R.; Pannicke, T.; Wurm, A.; El Mathari, B.; Benard, R.; Roux, M.J.; Yaffe, D.; Mornet, D.; Reichenbach, A.; et al. Functional Implication of Dp71 in Osmoregulation and Vascular Permeability of the Retina. PLoS ONE 2009, 4, e7329. [CrossRef]
27. Pannicke, T.; Iandiev, I.; Uckermann, O.; Biedermann, B.; Kutzera, F.; Wiedemann, P.; Wolburg, H.; Reichenbach, A.; Bringmann,
A. A Potassium Channel-Linked Mechanism of Glial Cell Swelling in the Postischemic Retina. Mol. Cell. Neurosci. 2004, 26, 26. Sene, A.; Tadayoni, R.; Pannicke, T.; Wurm, A.; El Mathari, B.; Benard, R.; Roux, M.J.; Yaffe, D.; Mornet, D.; Reichenbach, A.; et al. Functional Implication of Dp71 in Osmoregulation and Vascular Permeability of the Retina. PLoS ONE 2009, 4, e7329. [CrossRef] 26. Sene, A.; Tadayoni, R.; Pannicke, T.; Wurm, A.; El Mathari, B.; Benard, R.; Roux, M.J.; Yaffe, D.; Mornet, D.; Reichenbach, A.; et al. Functional Implication of Dp71 in Osmoregulation and Vascular Permeability of the Retina. PLoS ONE 2009, 4, e7329. [CrossRef]
27. Pannicke, T.; Iandiev, I.; Uckermann, O.; Biedermann, B.; Kutzera, F.; Wiedemann, P.; Wolburg, H.; Reichenbach, A.; Bringmann,
A. A Potassium Channel-Linked Mechanism of Glial Cell Swelling in the Postischemic Retina. Mol. Cell. Neurosci. 2004, 26,
493–502. [CrossRef] nctional Implication of Dp71 in Osmoregulation and Vascular Permeability of the Retina. PLoS ONE 2009, 4, 27. Pannicke, T.; Iandiev, I.; Uckermann, O.; Biedermann, B.; Kutzera, F.; Wiedemann, P.; Wolburg, H.; Reichenbach, A.; Bringmann,
A. A Potassium Channel-Linked Mechanism of Glial Cell Swelling in the Postischemic Retina. Mol. Cell. Neurosci. 2004, 26,
493–502. [CrossRef] 28. Rehak, M.; Hollborn, M.; Iandiev, I.; Pannicke, T.; Karl, A.; Wurm, A.; Kohen, L.; Reichenbach, A.; Wiedemann, P.; Bringmann, A. Retinal Gene Expression and Müller Cell Responses after Branch Retinal Vein Occlusion in the Rat. Investig. Ophthalmol. Vis. Sci. 2009, 50, 2359–2367. [CrossRef] ,
,
[
]
29. Wang, T.; Zhang, C.; Xie, H.; Jiang, M.; Tian, H.; Lu, L.; Xu, G.-T.; Liu, L.; Zhang, J. Anti-VEGF Therapy Prevents Müller
Intracellular Edema by Decreasing VEGF-A in Diabetic Retinopathy. Eye Vis. Lond. Engl. 2021, 8, 13. [CrossRef] 30. McDowell, R.E.; Barabas, P.; Augustine, J.; Chevallier, O.; McCarron, P.; Chen, M.; McGeown, J.G.; Curtis, T.M. Müller Glial Dys-
function during Diabetic Retinopathy in Rats Is Reduced by the Acrolein-Scavenging Drug, 2-Hydrazino-4,6-Dimethylpyrimidine. Diabetologia 2018, 61, 2654–2667. [CrossRef] g
31. References Zhao, M.; Valamanesh, F.; Celerier, I.; Savoldelli, M.; Jonet, L.; Jeanny, J.-C.; Jaisser, F.; Farman, N.; Behar-Cohen, F. The Neuroretina
Is a Novel Mineralocorticoid Target: Aldosterone up-Regulates Ion and Water Channels in Müller Glial Cells. FASEB J. 2010, 24,
3405–3415. [CrossRef] [PubMed] 32. Lange, J.; Hadziahmetovic, M.; Zhang, J.; Li, W. Region-Specific Ischemia, Neovascularization and Macular Oedema in Treatment-
Naïve Proliferative Diabetic Retinopathy. Clin. Experiment. Ophthalmol. 2018, 46, 757–766. [CrossRef] [PubMed] Hadziahmetovic, M.; Zhang, J.; Li, W. Region Specific Ischemia, Neovascularization and Macular Oedema in
oliferative Diabetic Retinopathy. Clin. Experiment. Ophthalmol. 2018, 46, 757–766. [CrossRef] [PubMed] 33. Qin, S.; Zhang, C.; Qin, H.; Xie, H.; Luo, D.; Qiu, Q.; Liu, K.; Zhang, J.; Xu, G.; Zhang, J. Hyperreflective Foci and Subretinal Fluid
Are Potential Imaging Biomarkers to Evaluate Anti-VEGF Effect in Diabetic Macular Edema. Front. Physiol. 2021, 12, 791442. [CrossRef] [PubMed] 34. Bianchetti, G.; Clementi, M.E.; Sampaolese, B.; Serantoni, C.; Abeltino, A.; De Spirito, M.; Sasson, S.; Maulucci, G. Investigation of
DHA-Induced Regulation of Redox Homeostasis in Retinal Pigment Epithelium Cells through the Combination of Metabolic
Imaging and Molecular Biology. Antioxid. Basel Switz. 2022, 11, 1072. [CrossRef] g
g
gy
35. Berg, S.; Kutra, D.; Kroeger, T.; Straehle, C.N.; Kausler, B.X.; Haubold, C.; Schiegg, M.; Ales, J.; Beier, T.; Rudy, M.; et al. Ilastik:
Interactive Machine Learning for (Bio)Image Analysis. Nat. Methods 2019, 16, 1226–1232. [CrossRef] 36. Bianchetti, G.; Ciccarone, F.; Ciriolo, M.R.; De Spirito, M.; Pani, G.; Maulucci, G. Label-Free Metabolic Clustering through
Unsupervised Pixel Classification of Multiparametric Fluorescent Images. Anal. Chim. Acta 2021, 1148, 238173. [CrossRef] 37. Cunha-Vaz, J.; Bernardes, R.; Lobo, C. Blood-Retinal Barrier. Eur. J. Ophthalmol. 2011, 21, 3–9. [CrossRe 38. Cunha-Vaz, J. Diabetic Macular Edema. Eur. J. Ophthalmol. 1998, 8, 127–130. [CrossRef] 39. Zhang, C.; Xie, H.; Yang, Q.; Yang, Y.; Li, W.; Tian, H.; Lu, L.; Wang, F.; Xu, J.-Y.; Gao, F.; et al. Erythropoietin Protects Outer
Blood-Retinal Barrier in Experimental Diabetic Retinopathy by up-Regulating ZO-1 and Occludin. Clin. Experiment. Ophthalmol. 2019, 47, 1182–1197. [CrossRef] 40. Zhang, J.; Wu, Y.; Jin, Y.; Ji, F.; Sinclair, S.H.; Luo, Y.; Xu, G.; Lu, L.; Dai, W.; Yanoff, M.; et al. Intravitreal I
Protects Both Retinal Vascular and Neuronal Cells in Early Diabetes. Investig. Ophthalmol. Vis. Sci. 2008 40. Zhang, J.; Wu, Y.; Jin, Y.; Ji, F.; Sinclair, S.H.; Luo, Y.; Xu, G.; Lu, L.; Dai, W.; Yanoff, M.; et al. References Role of Inflammation in Diabetic Retinopathy. Int. J. Mol. Sci. 2018, 19, 942. [CrossRef] [PubMed]
19. Bressler, N.M.; Beaulieu, W.T.; Glassman, A.R.; Blinder, K.J.; Bressler, S.B.; Jampol, L.M.; Melia, M.; Wells, J.A. Diabetic Retinopathy
Clinical Research Network Persistent Macular Thickening Following Intravitreous Aflibercept, Bevacizumab, or Ranibizumab for
Central-Involved Diabetic Macular Edema With Vision Impairment: A Secondary Analysis of a Randomized Clinical Trial. JAMA
Ophthalmol. 2018, 136, 257–269. [CrossRef] p
,
,
[
]
20. Kohno, T.; Ishibashi, T.; Inomata, H.; Ikui, H.; Taniguchi, Y. Experimental Macular Edema of Commotio Retinae: Preliminary
Report. Jpn. J. Ophthalmol. 1983, 27, 149–156. 21. Yanoff, M.; Fine, B.S.; Brucker, A.J.; Eagle, R.C. Pathology of Human Cystoid Macular Edema. Surv. Ophthalmol. 1984, 28 (Suppl. 2),
505–511. [CrossRef] 20 of 29 20 of 29 Cells 2022, 11, 3362 22. Bringmann, A.; Pannicke, T.; Grosche, J.; Francke, M.; Wiedemann, P.; Skatchkov, S.N.; Osborne, N.N.; Reichenbach, A. Müller
Cells in the Healthy and Diseased Retina. Prog. Retin. Eye Res. 2006, 25, 397–424. [CrossRef] [PubMed] y
g
y
23. Spaide, R.F. Retinal Vascular Cystoid Macular Edema: Review and New Theory. Retina 2016, 36, 1823–1842. [CrossRef] [PubMed] 23. Spaide, R.F. Retinal Vascular Cystoid Macular Edema: Review and New Theory. Retina 2016, 36, 1823–1842. [CrossRef] [PubMed]
24. Kofuji, P.; Biedermann, B.; Siddharthan, V.; Raap, M.; Iandiev, I.; Milenkovic, I.; Thomzig, A.; Veh, R.W.; Bringmann, A.;
R i h
b
h A Ki P t
i
Ch
l S b
it E
i
i
R ti
l Gli l C ll
I
li
ti
f
S
ti l P t
i
B ff
i 23. Spaide, R.F. Retinal Vascular Cystoid Macular Edema: Review and New Theory. Retina 2016, 36, 1823–1842. [CrossRef] [PubMed]
24. Kofuji, P.; Biedermann, B.; Siddharthan, V.; Raap, M.; Iandiev, I.; Milenkovic, I.; Thomzig, A.; Veh, R.W.; Bringmann, A.;
Reichenbach, A. Kir Potassium Channel Subunit Expression in Retinal Glial Cells: Implications for Spatial Potassium Buffering. Glia 2002, 39, 292–303. [CrossRef] 25. Fort, P.E.; Sene, A.; Pannicke, T.; Roux, M.J.; Forster, V.; Mornet, D.; Nudel, U.; Yaffe, D.; Reichenbach, A.; Sahel, J.A.; et al. Kir4.1
and AQP4 Associate with Dp71- and Utrophin-DAPs Complexes in Specific and Defined Microdomains of Müller Retinal Glial
Cell Membrane. Glia 2008, 56, 597–610. [CrossRef] Sene, A.; Tadayoni, R.; Pannicke, T.; Wurm, A.; El Mathari, B.; Benard, R.; Roux, M.J.; Yaffe, D.; Mornet, D.;
Functional Implication of Dp71 in Osmoregulation and Vascular Permeability of the Retina. References Immunological Mechanisms in the Pathogenesis of Diabetic Retinopathy. Semin. Immunopathol. 2008,
30, 65–84. [CrossRef] 61. Joussen, A.M.; Poulaki, V.; Le, M.L.; Koizumi, K.; Esser, C.; Janicki, H.; Schraermeyer, U.; Kociok, N.; Fa
A Central Role for Inflammation in the Pathogenesis of Diabetic Retinopathy. FASEB J. 2004, 18, 1450–14 61. Joussen, A.M.; Poulaki, V.; Le, M.L.; Koizumi, K.; Esser, C.; Janicki, H.; Schraermeyer, U.; Kociok, N.; Fauser, S.; Kirchhof, B.; et al. A Central Role for Inflammation in the Pathogenesis of Diabetic Retinopathy. FASEB J. 2004, 18, 1450–1452. [CrossRef] [PubMed]
62. Lee, H.; Jang, H.; Choi, Y.A.; Kim, H.C.; Chung, H. Association Between Soluble CD14 in the Aqueous Humor and Hyperreflective 61. Joussen, A.M.; Poulaki, V.; Le, M.L.; Koizumi, K.; Esser, C.; Janicki, H.; Schraermeyer, U.; Kociok, N.; Fauser, S.; Kirchhof, B.; et al. A Central Role for Inflammation in the Pathogenesis of Diabetic Retinopathy. FASEB J. 2004, 18, 1450–1452. [CrossRef] [PubMed]
62. Lee, H.; Jang, H.; Choi, Y.A.; Kim, H.C.; Chung, H. Association Between Soluble CD14 in the Aqueous Humor and Hyperreflective
Foci on Optical Coherence Tomography in Patients With Diabetic Macular Edema. Investig. Ophthalmol. Vis. Sci. 2018, 59, 715–721. [CrossRef] [PubMed] A Central Role for Inflammation in the Pathogenesis of Diabetic Retinopathy. FASEB J. 2004, 18, 1450–1452. [CrossRef] [PubMed]
62. Lee, H.; Jang, H.; Choi, Y.A.; Kim, H.C.; Chung, H. Association Between Soluble CD14 in the Aqueous Humor and Hyperreflective
Foci on Optical Coherence Tomography in Patients With Diabetic Macular Edema. Investig. Ophthalmol. Vis. Sci. 2018, 59, 715–721. [CrossRef] [PubMed] 63. Esser, P.; Heimann, K.; Wiedemann, P. Macrophages in Proliferative Vitreoretinopathy and Proliferati 63. Esser, P.; Heimann, K.; Wiedemann, P. Macrophages in Proliferative Vitreoretinopathy and Proliferative Diabetic Retinopathy:
Differentiation of Subpopulations. Br. J. Ophthalmol. 1993, 77, 731–733. [CrossRef] [PubMed] 63. Esser, P.; Heimann, K.; Wiedemann, P. Macrophages in Proliferative Vitreoretinopathy and Proliferative Diabetic Retinopathy:
Differentiation of Subpopulations. Br. J. Ophthalmol. 1993, 77, 731–733. [CrossRef] [PubMed] p
g
p
y
iation of Subpopulations. Br. J. Ophthalmol. 1993, 77, 731–733. [CrossRef] [PubMed] Differentiation of Subpopulations. Br. J. Ophthalmol. 1993, 77, 731–733. [CrossRef] [PubMed] ra, K.; Yokoyama, T.; Ebihara, N.; Murakami, A. Histopathologic Analysis of the Internal Limiting Membr 64. Tamura, K.; Yokoyama, T.; Ebihara, N.; Murakami, A. Histopathologic Analysis of the Internal Limiti
Peeled from Eyes with Diffuse Diabetic Macular Edema. Jpn. J. Ophthalmol. 2012, 56, 280–287. [CrossR 64. Tamura, K.; Yokoyama, T.; Ebihara, N.; Murakami, A. References Reactive Oxygen Species in Inflammation and Tissue Injury. Antioxid. Redox Signal. 2014, 20, 1126–1167. [CrossRef] g
50. Liu, Y.; Biarnés Costa, M.; Gerhardinger, C. IL-1β Is Upregulated in the Diabetic Retina and Retinal Vessels: Cell-Specific Effect of
High Glucose and IL-1β Autostimulation. PLoS ONE 2012, 7, e36949. [CrossRef] g
51. Liu, J.; Feener, E.P. Plasma Kallikrein-Kinin System and Diabetic Retinopathy. Biol. Chem. 2013, 394 ener, E.P. Plasma Kallikrein-Kinin System and Diabetic Retinopathy. Biol. Chem. 2013, 394, 319–328. [CrossR 51. Liu, J.; Feener, E.P. Plasma Kallikrein-Kinin System and Diabetic Retinopathy. Biol. Chem. 2013, 394, 319–328. [CrossRef]
52. Villarroel, M.; García-Ramírez, M.; Corraliza, L.; Hernández, C.; Simó, R. Effects of High Glucose Concentration on the Barrier
Function and the Expression of Tight Junction Proteins in Human Retinal Pigment Epithelial Cells. Exp. Eye Res. 2009, 89, 913–920. [CrossRef] [PubMed] 53. Crider, J.Y.; Yorio, T.; Sharif, N.A.; Griffin, B.W. The Effects of Elevated Glucose on Na+/K(+)-ATPase of Cultured Bovine Retinal
Pigment Epithelial Cells Measured by a New Nonradioactive Rubidium Uptake Assay. J. Ocul. Pharmacol. Ther. 1997, 13, 337–352. [CrossRef] [PubMed] 54. Xia, T.; Rizzolo, L.J. Effects of Diabetic Retinopathy on the Barrier Functions of the Retinal Pigment Epithelium. Vis. Res. 2017,
139, 72–81. [CrossRef] [PubMed] ,
[
] [
]
55. Saxena, S.; Ruia, S.; Prasad, S.; Jain, A.; Mishra, N.; Natu, S.M.; Meyer, C.H.; Gilhotra, J.S.; Kruzliak, P.; Akduman, L. Increased
Serum Levels of Urea and Creatinine Are Surrogate Markers for Disruption of Retinal Photoreceptor External Limiting Membrane
and Inner Segment Ellipsoid Zone in Type 2 Diabetes Mellitus. Retina 2017, 37, 344–349. [CrossRef] [PubMed] g
p
yp
56. ¸Tălu, ¸S.; Nicoara, S.D. Malfunction of Outer Retinal Barrier and Choroid in the Occurrence and Progression of Diabetic Macular
Edema. World J. Diabetes 2021, 12, 437–452. [CrossRef] 57. Tang, J.; Kern, T.S. Inflammation in Diabetic Retinopathy. Prog. Retin. Eye Res. 2011, 30, 343–358. [CrossRef]
58. Semeraro, F.; Morescalchi, F.; Cancarini, A.; Russo, A.; Rezzola, S.; Costagliola, C. Diabetic Retinopathy, a Vascular and
Inflammatory Disease: Therapeutic Implications. Diabetes Metab. 2019, 45, 517–527. [CrossRef] 58. Semeraro, F.; Morescalchi, F.; Cancarini, A.; Russo, A.; Rezzola, S.; Costagliola, C. Diabetic Retinopathy, a Vascular and
Inflammatory Disease: Therapeutic Implications. Diabetes Metab. 2019, 45, 517–527. [CrossRef] y
p
p
59. Ambrosini, E.; Aloisi, F. Chemokines and Glial Cells: A Complex Network in the Central Nervous System. Neurochem. Res. 2004,
29, 1017–1038. [CrossRef] 60. Adamis, A.P.; Berman, A.J. References Intravitreal Injection of Erythropoietin
Protects Both Retinal Vascular and Neuronal Cells in Early Diabetes. Investig. Ophthalmol. Vis. Sci. 2008, 49, 732–742. [CrossRef]
41. Urias, E.A.; Urias, G.A.; Monickaraj, F.; McGuire, P.; Das, A. Novel Therapeutic Targets in Diabetic Macular Edema: Beyond
VEGF. Vision Res. 2017, 139, 221–227. [CrossRef] [PubMed] Protects Both Retinal Vascular and Neuronal Cells in Early Diabetes. Investig. Ophthalmol. Vis. Sci. 2008, 49, 732–742. [CrossRef]
41. Urias, E.A.; Urias, G.A.; Monickaraj, F.; McGuire, P.; Das, A. Novel Therapeutic Targets in Diabetic Macular Edema: Beyond
VEGF. Vision Res. 2017, 139, 221–227. [CrossRef] [PubMed] 41. Urias, E.A.; Urias, G.A.; Monickaraj, F.; McGuire, P.; Das, A. Novel Therapeutic Targets in Diabetic M
VEGF. Vision Res. 2017, 139, 221–227. [CrossRef] [PubMed] 42. Antonetti, D.A.; Klein, R.; Gardner, T.W. Diabetic Retinopathy. N. Engl. J. Med. 2012, 366, 1227–1239. [CrossRef] [PubMed] 43. Frank, R.N. Diabetic Retinopathy. N. Engl. J. Med. 2004, 350, 48–58. [CrossRef] [PubMed] 44. Bianchetti, G.; Viti, L.; Scupola, A.; Di Leo, M.; Tartaglione, L.; Flex, A.; De Spirito, M.; Pitocco, D.; M 44. Bianchetti, G.; Viti, L.; Scupola, A.; Di Leo, M.; Tartaglione, L.; Flex, A.; De Spirito, M.; Pitocco, D.; Maulucci, G. Erythrocyte
Membrane Fluidity as a Marker of Diabetic Retinopathy in Type 1 Diabetes Mellitus. Eur. J. Clin. Investig. 2021, 51, e13455. [CrossRef] 45. Kowluru, R.A.; Chan, P.-S. Oxidative Stress and Diabetic Retinopathy. Exp. Diabetes Res. 2007, 2007, 43603. [CrossRef] 46. Rudraraju, M.; Narayanan, S.P.; Somanath, P. Pharmacol. Res. 2020, 161, 105115. [CrossRef] 46. Rudraraju, M.; Narayanan, S.P.; Somanath, P.R. Regulation of Blood-Retinal Barrier Cell-Junctions in Diabetic Retinopathy. Pharmacol. Res. 2020, 161, 105115. [CrossRef] Pharmacol. Res. 2020, 161, 105115. [CrossRef] 47. Peach, C.J.; Mignone, V.W.; Arruda, M.A.; Alcobia, D.C.; Hill, S.J.; Kilpatrick, L.E.; Woolard, J. Mo
VEGF-A Isoforms: Binding and Signalling at VEGFR2. Int. J. Mol. Sci. 2018, 19, 1264. [CrossRef] ne, V.W.; Arruda, M.A.; Alcobia, D.C.; Hill, S.J.; Kilpatrick, L.E.; Woolard, J. Molecular Pharmacology of
Binding and Signalling at VEGFR2. Int. J. Mol. Sci. 2018, 19, 1264. [CrossRef] 48. Huang, H.; Gandhi, J.K.; Zhong, X.; Wei, Y.; Gong, J.; Duh, E.J.; Vinores, S.A. TNFalpha Is Required for Late BRB Breakdown
in Diabetic Retinopathy, and Its Inhibition Prevents Leukostasis and Protects Vessels and Neurons from Apoptosis. Investig. Ophthalmol. Vis. Sci. 2011, 52, 1336–1344. [CrossRef] 21 of 29 Cells 2022, 11, 3362 49. Mittal, M.; Siddiqui, M.R.; Tran, K.; Reddy, S.P.; Malik, A.B. References Histopathologic Analysis of the Internal Limiting Membrane Surgically
Peeled from Eyes with Diffuse Diabetic Macular Edema. Jpn. J. Ophthalmol. 2012, 56, 280–287. [CrossRef] [PubMed]
65. Forrester, J.V.; Kuffova, L.; Delibegovic, M. The Role of Inflammation in Diabetic Retinopathy. Front. Immunol. 2020, 11, 583687. [CrossRef] y
p
p
65. Forrester, J.V.; Kuffova, L.; Delibegovic, M. The Role of Inflammation in Diabetic Retinopathy. Front. Immunol. 2020, 11, 583687. [CrossRef] [
]
66. Karlstetter, M.; Scholz, R.; Rutar, M.; Wong, W.T.; Provis, J.M.; Langmann, T. Retinal Microglia: Just Bystander or Target for
Therapy? Prog. Retin. Eye Res. 2015, 45, 30–57. [CrossRef] 67. Kettenmann, H.; Hanisch, U.-K.; Noda, M.; Verkhratsky, A. Physiology of Microglia. Physiol. Rev. 2 67. Kettenmann, H.; Hanisch, U.-K.; Noda, M.; Verkhratsky, A. Physiology of Microglia. Physiol. Rev. 2011, 91, 461–553. [CrossRef]
68. Krady, J.K.; Basu, A.; Allen, C.M.; Xu, Y.; LaNoue, K.F.; Gardner, T.W.; Levison, S.W. Minocycline Reduces Proinflammatory
Cytokine Expression, Microglial Activation, and Caspase-3 Activation in a Rodent Model of Diabetic Retinopathy. Diabetes 2005,
54, 1559–1565. [CrossRef] ass, C.K. Microglial Cell Origin and Phenotypes in Health and Disease. Nat. Rev. Immunol. 2011, 11, 7 69. Saijo, K.; Glass, C.K. Microglial Cell Origin and Phenotypes in Health and Disease. Nat. Rev. Imm
[CrossRef] 70. Xie, H.; Zhang, C.; Liu, D.; Yang, Q.; Tang, L.; Wang, T.; Tian, H.; Lu, L.; Xu, J.-Y.; Gao, F.; et al. Erythropoietin Protects the Inner
Blood-Retinal Barrier by Inhibiting Microglia Phagocytosis via Src/Akt/Cofilin Signalling in Experimental Diabetic Retinopathy. Diabetologia 2021, 64, 211–225. [CrossRef] g
71. Jiang, M.; Xie, H.; Zhang, C.; Wang, T.; Tian, H.; Lu, L.; Xu, J.-Y.; Xu, G.-T.; Liu, L.; Zhang, J. Enhancing Fractalkine/CX3CR1
Signalling Pathway Can Reduce Neuroinflammation by Attenuating Microglia Activation in Experimental Diabetic Retinopathy. J. Cell. Mol. Med. 2022, 26, 1229–1244. [CrossRef] [PubMed] 72. Takeda, A.; Shinozaki, Y.; Kashiwagi, K.; Ohno, N.; Eto, K.; Wake, H.; Nabekura, J.; Koizumi, S. Microglia Mediate Non-Cell-
Autonomous Cell Death of Retinal Ganglion Cells. Glia 2018, 66, 2366–2384. [CrossRef] 73. Graeber, M.B.; Li, W.; Rodriguez, M.L. Role of Microglia in CNS Inflammation. FEBS Lett. 2011, 585, 3798–3805. [CrossRef]
[PubMed] [
]
74. Taghavi, Y.; Hassanshahi, G.; Kounis, N.G.; Koniari, I.; Khorramdelazad, H. Monocyte Chemoattractant Protein-1 (MCP-1/CCL2)
in Diabetic Retinopathy: Latest Evidence and Clinical Considerations. J. Cell Commun. Signal. 2019, 13, 451–462. [CrossRef]
[PubMed] 75. Zeng, H.; Green, W.R.; Tso, M.O.M. Microglial Activation in Human Diabetic Retinopathy. Arch. Ophthalmol. Chic. References Ill 1960 2008,
126, 227–232. [CrossRef] [PubMed] 22 of 29 22 of 29 Cells 2022, 11, 3362 76. Kaštelan, S.; Oreškovi´c, I.; Biš´can, F.; Kaštelan, H.; Gverovi´c Antunica, A. Inflammatory and Angiogenic Biomarkers in Diabetic
Retinopathy. Biochem. Med. 2020, 30, 030502. [CrossRef] [PubMed] 77. Kern, T.S. Contributions of Inflammatory Processes to the Development of the Early Stages of Diabetic Retinopathy. Exp. Diabetes
Res. 2007, 2007, 95103. [CrossRef] 78. Spencer, B.G.; Estevez, J.J.; Liu, E.; Craig, J.E.; Finnie, J.W. Pericytes, Inflammation, and Diabetic Retinopathy. Inflammopharmacology
2020, 28, 697–709. [CrossRef] 79. Altmann, C.; Schmidt, M.H.H. The Role of Microglia in Diabetic Retinopathy: Inflammation, Microvasculature Defects and
Neurodegeneration. Int. J. Mol. Sci. 2018, 19, 110. [CrossRef] 80. Abcouwer, S.F.; Gardner, T.W. Diabetic Retinopathy: Loss of Neuroretinal Adaptation to the Diabetic Metabolic Environment. Ann. N. Y. Acad. Sci. 2014, 1311, 174–190. [CrossRef] 81. Simó, R.; Hernández, C.; European Consortium for the Early Treatment of Diabetic Retinopathy (EUROCONDOR). Neurodegen-
eration in the Diabetic Eye: New Insights and Therapeutic Perspectives. Trends Endocrinol. Metab. TEM 2014, 25, 23–33. [CrossRef]
[PubMed] 82. Simó, R.; Hernández, C. Novel Approaches for Treating Diabetic Retinopathy Based on Recent Pathogenic Evidence. Prog. Retin. Eye Res. 2015, 48, 160–180. [CrossRef] [PubMed] y
83. Stitt, A.W.; Curtis, T.M.; Chen, M.; Medina, R.J.; McKay, G.J.; Jenkins, A.; Gardiner, T.A.; Lyons, T.J.; Hammes, H.-P.; Simó, R.;
et al. The Progress in Understanding and Treatment of Diabetic Retinopathy. Prog. Retin. Eye Res. 2016, 51, 156–186. [CrossRef]
[PubMed] 84. Barber, A.J.; Lieth, E.; Khin, S.A.; Antonetti, D.A.; Buchanan, A.G.; Gardner, T.W. Neural Apoptosis in the Retina during
Experimental and Human Diabetes. Early Onset and Effect of Insulin. J. Clin. Investig. 1998, 102, 783–791. [CrossRef] 85. Kern, T.S.; Barber, A.J. Retinal Ganglion Cells in Diabetes. J. Physiol. 2008, 586, 4401–4408. [CrossRef] g
J
y
86. Abu-El-Asrar, A.M.; Dralands, L.; Missotten, L.; Al-Jadaan, I.A.; Geboes, K. Expression of Apoptosis Markers in the Retinas of
Human Subjects with Diabetes. Investig. Ophthalmol. Vis. Sci. 2004, 45, 2760–2766. [CrossRef] g
bu-El-Asrar, A.M.; Dralands, L.; Missotten, L.; Al-Jadaan, I.A.; Geboes, K. Expression of Apoptosis Mark
S bj
t
ith Di b t
I
ti
O hth l
l Vi
S i 2004 45 2760 2766 [C
R f] p
p p
uman Subjects with Diabetes. Investig. Ophthalmol. Vis. Sci. 2004, 45, 2760–2766. [CrossRef] 87. Park, S.-H.; Park, J.-W.; Park, S.-J.; Kim, K.-Y.; Chung, J.-W.; Chun, M.-H.; Oh, S.-J. References [CrossRef] [PubMed] 95. Ouchi, M.; West, K.; Crabb, J.W.; Kinoshita, S.; Kamei, M. Proteomic Analysis of Vitreous from Diabetic
Res. 2005, 81, 176–182. [CrossRef] [PubMed] [
] [
]
96. Han, R.; Gong, R.; Liu, W.; Xu, G. Proteome Changes Associated with the VEGFR Pathway and Immune System in Diabetic
Macular Edema Patients at Different Diabetic Retinopathy Stages. Curr. Eye Res. 2022, 47, 1050–1060. [CrossRef] [PubMed] 96. Han, R.; Gong, R.; Liu, W.; Xu, G. Proteome Changes Associated with the VEGFR Pathway and Immune System in Diabetic
Macular Edema Patients at Different Diabetic Retinopathy Stages. Curr. Eye Res. 2022, 47, 1050–1060. [CrossRef] [PubMed]
97. Laíns, I.; Gantner, M.; Murinello, S.; Lasky-Su, J.A.; Miller, J.W.; Friedlander, M.; Husain, D. Metabolomics in the Study of Retinal
Health and Disease. Prog. Retin. Eye Res. 2019, 69, 57–79. [CrossRef] p
y
g
y
,
,
[
] [
]
97. Laíns, I.; Gantner, M.; Murinello, S.; Lasky-Su, J.A.; Miller, J.W.; Friedlander, M.; Husain, D. Metabolomics in the Study of Retinal
Health and Disease. Prog. Retin. Eye Res. 2019, 69, 57–79. [CrossRef] 97. Laíns, I.; Gantner, M.; Murinello, S.; Lasky Su, J.A.; Miller, J.W.; Friedlander, M.; Husain, D. M
Health and Disease. Prog. Retin. Eye Res. 2019, 69, 57–79. [CrossRef] g
y
,
,
[
]
98. Park, K.S.; Xu, C.L.; Cui, X.; Tsang, S.H. Reprogramming the Metabolome Rescues Retinal Degeneration. Cell. Mol. Life Sci. CMLS
2018, 75, 1559–1566. [CrossRef] 99. Hou, X.-W.; Wang, Y.; Pan, C.-W. Metabolomics in Diabetic Retinopathy: A Systematic Review. Investig. Ophthalmol. Vis. Sci. 2021,
62, 4. [CrossRef] 100. Wang, Z.; Tang, J.; Jin, E.; Zhong, Y.; Zhang, L.; Han, X.; Liu, J.; Cheng, Y.; Hou, J.; Shi, X.; et al. Serum Untargeted Metabolomics
Reveal Potential Biomarkers of Progression of Diabetic Retinopathy in Asians. Front. Mol. Biosci. 2022, 9, 871291. [CrossRef]
101. The Effect of Intensive Treatment of Diabetes on the Development and Progression of Long-Term Complications in Insulin-
Dependent Diabetes Mellitus. N. Engl. J. Med. 1993, 329, 977–986. [CrossRef] [PubMed] 100. Wang, Z.; Tang, J.; Jin, E.; Zhong, Y.; Zhang, L.; Han, X.; Liu, J.; Cheng, Y.; Hou, J.; Shi, X.; et al. Serum Untargeted Metabolomics
Reveal Potential Biomarkers of Progression of Diabetic Retinopathy in Asians. Front. Mol. Biosci. 2022, 9, 871291. [CrossRef] 101. The Effect of Intensive Treatment of Diabetes on the Development and Progression of Long-Ter
Dependent Diabetes Mellitus. N. Engl. J. Med. 1993, 329, 977–986. p
g
102. UK Prospective Diabetes Study (UKPDS) Group. Intensive Blood-Glucose Control with Sulphonylureas or Insulin Compared
with Conventional Treatment and Risk of Complications in Patients with Type 2 Diabetes (UKPDS 33). Lancet Lond. Engl. 1998,
352, 837–853. [CrossRef] References Apoptotic Death of Photoreceptors in the
Streptozotocin-Induced Diabetic Rat Retina. Diabetologia 2003, 46, 1260–1268. [CrossRef] p
g
nzsöly, A.; Szabó, A.; Kántor, O.; Dávid, C.; Szalay, P.; Szabó, K.; Szél, Á.; Németh, J.; Lukáts, Á. Pathologic 88. Énzsöly, A.; Szabó, A.; Kántor, O.; Dávid, C.; Szalay, P.; Szabó, K.; Szél, Á.; Németh, J.; Lukáts, Á. Path
Outer Retina in Streptozotocin-Induced Diabetes. Investig. Ophthalmol. Vis. Sci. 2014, 55, 3686–3699. [C nzsöly, A.; Szabó, A.; Kántor, O.; Dávid, C.; Szalay, P.; Szabó, K.; Szél, Á.; Németh, J.; Lukáts, Á. Pathologic
uter Retina in Streptozotocin-Induced Diabetes. Investig. Ophthalmol. Vis. Sci. 2014, 55, 3686–3699. [CrossRe Outer Retina in Streptozotocin-Induced Diabetes. Investig. Ophthalmol. Vis. Sci. 2014, 55, 3686–3699. [CrossRef]
89. Oshitari, T.; Yamamoto, S.; Hata, N.; Roy, S. Mitochondria- and Caspase-Dependent Cell Death Pathway Involved in Neuronal
Degeneration in Diabetic Retinopathy Br J Ophthalmol 2008 92 552 556 [CrossRef] oto, S.; Hata, N.; Roy, S. Mitochondria- and Caspase-Dependent Cell Death Pathway Involved in Neuronal
betic Retinopathy. Br. J. Ophthalmol. 2008, 92, 552–556. [CrossRef] 89. Oshitari, T.; Yamamoto, S.; Hata, N.; Roy, S. Mitochondria- and Caspase-Dependent Cell Death Pathw
Degeneration in Diabetic Retinopathy. Br. J. Ophthalmol. 2008, 92, 552–556. [CrossRef] 90. Sohn, E.H.; van Dijk, H.W.; Jiao, C.; Kok, P.H.B.; Jeong, W.; Demirkaya, N.; Garmager, A.; Wit, F.; Kucukevcilioglu, M.; van
Velthoven, M.E.J.; et al. Retinal Neurodegeneration May Precede Microvascular Changes Characteristic of Diabetic Retinopathy
in Diabetes Mellitus. Proc. Natl. Acad. Sci. USA 2016, 113, E2655–E2664. [CrossRef] 91. Srividya, G.; Jain, M.; Mahalakshmi, K.; Gayathri, S.; Raman, R.; Angayarkanni, N. A Novel and Less Invasive Technique to
Assess Cytokine Profile of Vitreous in Patients of Diabetic Macular Oedema. Eye Lond. Engl. 2018, 32, 820–829. [CrossRef]
[PubMed] 92. Li, J.; Lu, Q.; Lu, P. Quantitative Proteomics Analysis of Vitreous Body from Type 2 Diabetic Patients with Proliferative Diabetic
Retinopathy. BMC Ophthalmol. 2018, 18, 151. [CrossRef] [PubMed] 93. Sharma, S.; Purohit, S.; Sharma, A.; Hopkins, D.; Steed, L.; Bode, B.; Anderson, S.W.; Caldwell, R.; She, J.-X. Elevated Serum
Levels of Soluble TNF Receptors and Adhesion Molecules Are Associated with Diabetic Retinopathy in Patients with Type-1
Diabetes. Mediat. Inflamm. 2015, 2015, 279393. [CrossRef] fl
94. Youngblood, H.; Robinson, R.; Sharma, A.; Sharma, S. Proteomic Biomarkers of Retinal Inflammation in Diabetic Retinopathy. Int. J. Mol. Sci. 2019, 20, 4755. [CrossRef] [PubMed] Crabb, J.W.; Kinoshita, S.; Kamei, M. Proteomic Analysis of Vitreous from Diabetic Macular Edema. Exp. Eye
2. References Subthreshold Micropulse Diode Laser Photocoagulation
for Clinically Significant Diabetic Macular Oedema: A Three-Year Follow Up. Clin. Experiment. Ophthalmol. 2007, 35, 640–644. [CrossRef] [
]
114. Chhablani, J.; Alshareef, R.; Kim, D.T.; Narayanan, R.; Goud, A.; Mathai, A. Comparison of Different Settings for Yellow
Subthreshold Laser Treatment in Diabetic Macular Edema. BMC Ophthalmol. 2018, 18, 168. [CrossRef] [PubMed] 115. Vujosevic, S.; Martini, F.; Longhin, E.; Convento, E.; Cavarzeran, F.; Midena, E. Subthreshold Micropulse Yellow Laser Versus
Subthreshold Micropulse Infrared Laser in Center-Involving Diabetic Macular Edema: Morphologic and Functional Safety. Retina
2015, 35, 1594–1603. [CrossRef] [PubMed] 116. Kim, E.J.; Lin, W.V.; Rodriguez, S.M.; Chen, A.; Loya, A.; Weng, C.Y. Treatment of Diabetic Macular Edema. Curr. Diab. Rep. 2019,
19, 68. [CrossRef] 117. Apte, R.S.; Chen, D.S.; Ferrara, N. VEGF in Signaling and Disease: Beyond Discovery and Development. Cell 2019, 176, 1248–1264. [CrossRef] 118. Funatsu, H.; Yamashita, H.; Sakata, K.; Noma, H.; Mimura, T.; Suzuki, M.; Eguchi, S.; Hori, S. Vitreous Levels of Vascular
Endothelial Growth Factor and Intercellular Adhesion Molecule 1 Are Related to Diabetic Macular Edema. Ophthalmology 2005,
112, 806–816. [CrossRef] 119. Glassman, A.R.; Wells, J.A.; Josic, K.; Maguire, M.G.; Antoszyk, A.N.; Baker, C.; Beaulieu, W.T.; Elman, M.J.; Jampol, L.M.; Sun,
J.K. Five-Year Outcomes after Initial Aflibercept, Bevacizumab, or Ranibizumab Treatment for Diabetic Macular Edema (Protocol
T Extension Study). Ophthalmology 2020, 127, 1201–1210. [CrossRef] 120. Ciulla, T.A.; Harris, A.; McIntyre, N.; Jonescu-Cuypers, C. Treatment of Diabetic Macular Edema with Sustained-Release
Glucocorticoids: Intravitreal Triamcinolone Acetonide, Dexamethasone Implant, and Fluocinolone Acetonide Implant. Expert
Opin. Pharmacother. 2014, 15, 953–959. [CrossRef] p
121. Rajendram, R.; Fraser-Bell, S.; Kaines, A.; Michaelides, M.; Hamilton, R.D.; Esposti, S.D.; Peto, T.; Egan, C.; Bunce, C.; Leslie, R.D.;
et al. A 2-Year Prospective Randomized Controlled Trial of Intravitreal Bevacizumab or Laser Therapy (BOLT) in the Management
of Diabetic Macular Edema: 24-Month Data: Report 3. Arch. Ophthalmol. Chic. Ill 1960 2012, 130, 972–979. [CrossRef] [PubMed] 122. Nguyen, Q.D.; Brown, D.M.; Marcus, D.M.; Boyer, D.S.; Patel, S.; Feiner, L.; Gibson, A.; Sy, J.; Rundle, A.C.; Hopkins, J.J.; et al. Ranibizumab for Diabetic Macular Edema: Results from 2 Phase III Randomized Trials: RISE and RIDE. Ophthalmology 2012, 119,
789–801. [CrossRef] [PubMed] 123. Brown, D.M.; Schmidt-Erfurth, U.; Do, D.V.; Holz, F.G.; Boyer, D.S.; Midena, E.; Heier, J.S.; Terasaki, H.; Kaiser, P.K.; Marcus, D.M.;
et al. Intravitreal Aflibercept for Diabetic Macular Edema: 100-Week Results From the VISTA and VIVID Studies. Ophthalmology
2015, 122, 2044–2052. References [CrossRef] [PubMed] 102. UK Prospective Diabetes Study (UKPDS) Group. Intensive Blood-Glucose Control with Sulphonylureas or Insulin Compared
with Conventional Treatment and Risk of Complications in Patients with Type 2 Diabetes (UKPDS 33). Lancet Lond. Engl. 1998,
352, 837–853. [CrossRef] 23 of 29 Cells 2022, 11, 3362 103. UK Prospective Diabetes Study Group. Tight Blood Pressure Control and Risk of Macrovascular and Microvascular Complications
in Type 2 Diabetes: UKPDS 38. BMJ 1998, 317, 703–713. [CrossRef] yp
104. The ACCORD Study Group and ACCORD Eye Study Group. Effects of Medical Therapies on Retinopathy Progression in Type 2
Diabetes. N. Engl. J. Med. 2010, 363, 233–244. [CrossRef] 105. Early Treatment Diabetic Retinopathy Study Research Group. Photocoagulation for Diabetic Macular Edema. Early Treatment
Diabetic Retinopathy Study Report Number 1. Arch. Ophthalmol. Chic. Ill 1960 1985, 103, 1796–1806. 106. Passos, R.M.; Malerbi, F.K.; Rocha, M.; Maia, M.; Farah, M.E. Real-Life Outcomes of Subthreshold Laser Therapy for Diabetic
Macular Edema. Int. J. Retina Vitr. 2021, 7, 4. [CrossRef] [PubMed] 107. Scholz, P.; Altay, L.; Fauser, S. A Review of Subthreshold Micropulse Laser for Treatment of Macular Disorders. Adv. Ther. 2017,
34, 1528–1555. [CrossRef] 107. Scholz, P.; Altay, L.; Fauser, S. A Review of Subthreshold Micropulse Laser for Treatment of Macular Disorders. Adv. Ther. 2017,
34, 1528–1555. [CrossRef]
108
Lavinsky D ; Wang J ; Huie P; Dalal R ; Lee S J ; Lee D Y; Palanker D Nondamaging Retinal Laser Therapy: Rationale and 108. Lavinsky, D.; Wang, J.; Huie, P.; Dalal, R.; Lee, S.J.; Lee, D.Y.; Palanker, D. Nondamaging Retinal Laser
Applications to the Macula. Investig. Ophthalmol. Vis. Sci. 2016, 57, 2488–2500. [CrossRef] 109. Luttrull, J.K.; Sramek, C.; Palanker, D.; Spink, C.J.; Musch, D.C. Long-Term Safety, High-Resolution Imaging, and Tissue
Temperature Modeling of Subvisible Diode Micropulse Photocoagulation for Retinovascular Macular Edema. Retina 2012, 32,
375–386. [CrossRef] 110. Lavinsky, D.; Sramek, C.; Wang, J.; Huie, P.; Dalal, R.; Mandel, Y.; Palanker, D. Subvisible Retin
Algorithm and Tissue Response. Retina 2014, 34, 87–97. [CrossRef] 111. Mainster, M.A. Wavelength Selection in Macular Photocoagulation. Tissue Optics, Thermal Effects, and Laser Systems. Ophthal-
mology 1986, 93, 952–958. [CrossRef] gy
112. Frizziero, L.; Calciati, A.; Midena, G.; Torresin, T.; Parrozzani, R.; Pilotto, E.; Midena, E. Subthreshold Micropulse Laser Modulates
Retinal Neuroinflammatory Biomarkers in Diabetic Macular Edema. J. Clin. Med. 2021, 10, 3134. [CrossRef] [PubMed] 113. Sivaprasad, S.; Sandhu, R.; Tandon, A.; Sayed-Ahmed, K.; McHugh, D.A. 126. Thomas, C.N.; Sim, D.A.; Lee, W.H.; Alfahad, N.; Dick, A.D.; Denniston, A.K.; Hill, L.J. Emerging Therapies and Their Delivery
for Treating Age-Related Macular Degeneration. Br. J. Pharmacol. 2022, 179, 1908–1937. [CrossRef] References [CrossRef] 124. Schmidt-Erfurth, U.; Lang, G.E.; Holz, F.G.; Schlingemann, R.O.; Lanzetta, P.; Massin, P.; Gerstner, O.; Bouazza, A.S.; Shen, H.;
Osborne, A.; et al. Three-Year Outcomes of Individualized Ranibizumab Treatment in Patients with Diabetic Macular Edema: The
Restore Extension Study. Ophthalmology 2014, 121, 1045–1053. [CrossRef] [PubMed] 125. Brown, D.M.; Emanuelli, A.; Bandello, F.; Barranco, J.J.E.; Figueira, J.; Souied, E.; Wolf, S.; Gupta, V.; Ngah, N.F.; Liew, G.; et al. KESTREL and KITE: 52-Week Results from Two Phase III Pivotal Trials of Brolucizumab for Diabetic Macular Edema. Am. J. Ophthalmol. 2022, 238, 157–172. [CrossRef] p
126. Thomas, C.N.; Sim, D.A.; Lee, W.H.; Alfahad, N.; Dick, A.D.; Denniston, A.K.; Hill, L.J. Emerging Therapies and Their Delivery
for Treating Age-Related Macular Degeneration. Br. J. Pharmacol. 2022, 179, 1908–1937. [CrossRef] 24 of 29 24 of 29 Cells 2022, 11, 3362 127. Souied, E.H.; Devin, F.; Mauget-Faÿsse, M.; Koláˇr, P.; Wolf-Schnurrbusch, U.; Framme, C.; Gaucher, D.; Querques, G.; Stumpp,
M.T.; Wolf, S.; et al. Treatment of Exudative Age-Related Macular Degeneration with a Designed Ankyrin Repeat Protein That
Binds Vascular Endothelial Growth Factor: A Phase I/II Study. Am. J. Ophthalmol. 2014, 158, 724–732.e2. [CrossRef] 128. Campochiaro, P.A.; Channa, R.; Berger, B.B.; Heier, J.S.; Brown, D.M.; Fiedler, U.; Hepp, J.; Stumpp, M.T. Treatment of Diabetic
Macular Edema with a Designed Ankyrin Repeat Protein That Binds Vascular Endothelial Growth Factor: A Phase I/II Study. Am. J. Ophthalmol. 2013, 155, 697–704.e2. [CrossRef] 129. Krohne, T.U.; Liu, Z.; Holz, F.G.; Meyer, C.H. Intraocular Pharmacokinetics of Ranibizumab Following a Single Intravitreal
Injection in Humans. Am. J. Ophthalmol. 2012, 154, 682–686.e2. [CrossRef] 130. Kunimoto, D.; Yoon, Y.H.; Wykoff, C.C.; Chang, A.; Khurana, R.N.; Maturi, R.K.; Agostini, H.; Souied, E.; Chow, D.R.; Lotery, A.J.;
et al. Efficacy and Safety of Abicipar in Neovascular Age-Related Macular Degeneration: 52-Week Results of Phase 3 Randomized
Controlled Study. Ophthalmology 2020, 127, 1331–1344. [CrossRef] y
p
gy
131. Callanan, D.; Kunimoto, D.; Maturi, R.K.; Patel, S.S.; Staurenghi, G.; Wolf, S.; Cheetham, J.K.; Hohman, T.C.; Kim, K.; López, F.J.;
et al. Double-Masked, Randomized, Phase 2 Evaluation of Abicipar Pegol (an Anti-VEGF DARPin Therapeutic) in Neovascular
Age-Related Macular Degeneration. J. Ocul. Pharmacol. Ther. 2018, 34, 700–709. [CrossRef] [PubMed] g
p
et al. Double-Masked, Randomized, Phase 2 Evaluation of Abicipar Pegol (an Anti-VEGF DARPin Therapeutic) in Neovascular
Age-Related Macular Degeneration. J. Ocul. Pharmacol. Ther. 2018, 34, 700–709. [CrossRef] [PubMed] 132. References Khurana, R.N.; Kunimoto, D.; Yoon, Y.H.; Wykoff, C.C.; Chang, A.; Maturi, R.K.; Agostini, H.; Souied, E.; Chow, D.R.; Lotery,
A.J.; et al. Two-Year Results of the Phase 3 Randomized Controlled Study of Abicipar in Neovascular Age-Related Macular
Degeneration. Ophthalmology 2021, 128, 1027–1038. [CrossRef] [PubMed] g
p
gy
133. Striglia, E.; Caccioppo, A.; Castellino, N.; Reibaldi, M.; Porta, M. Emerging Drugs for the Treatment of Diabetic Retinopathy. Expert Opin. Emerg. Drugs 2020, 25, 261–271. [CrossRef] [PubMed] 134. Dugel, P.U.; Boyer, D.S.; Antoszyk, A.N.; Steinle, N.C.; Varenhorst, M.P.; Pearlman, J.A.; Gillies, M.C.; Finger, R.P.; Baldwin, M.E.;
Leitch, I.M. Phase 1 Study of OPT-302 Inhibition of Vascular Endothelial Growth Factors C and D for Neovascular Age-Related
Macular Degeneration. Ophthalmol. Retina 2020, 4, 250–263. [CrossRef] g
p
135. Boyer, D.S. Phase 1b/2a DME Study Results of OPT-302 to Block VEGF-C/-D in Combination with Aflibercept. In Proceedings of
the AAO 2020, Virtual, 13 November 2020. 136. Biosimilars for the Treatment of Wet AMD. Available online: Https://Www.Ophthalmologymanagement.Com/Newsletters/
Amd-Update/July-2020 (accessed on 21 October 2022). y
(
)
.; Nirula, S.; Naik, M.P. Future of Anti-VEGF: Biosimilars and Biobetters. Int. J. Retina Vitr. 2022, 8, 2. [Cross p
y
(
)
137. Kapur, M.; Nirula, S.; Naik, M.P. Future of Anti-VEGF: Biosimilars and Biobetters. Int. J. Retina Vitr. 2022, 8, 2. [CrossRef]
138
Sharma A ; Reddy P; Kuppermann B D ; Bandello F ; Lowenstein A Biosimilars in Ophthalmology: “Is There a Big Change on p
y
(
)
137. Kapur, M.; Nirula, S.; Naik, M.P. Future of Anti-VEGF: Biosimilars and Biobetters. Int. J. Retina Vitr p
y
137. Kapur, M.; Nirula, S.; Naik, M.P. Future of Anti-VEGF: Biosimilars and Biobetters. Int. J. Retina Vitr. 2022, 8, 2. [CrossRef]
138. Sharma, A.; Reddy, P.; Kuppermann, B.D.; Bandello, F.; Lowenstein, A. Biosimilars in Ophthalmology: “Is There a Big Change on
the Hori on?” Clin Ophthalmol 2018 12 2137 2143 [CrossRef] 137. Kapur, M.; Nirula, S.; Naik, M.P. Future of Anti-VEGF: Biosimilars and Biobetters. Int. J. Retina Vitr. 2022, 8, 2. [CrossRef]
138. Sharma, A.; Reddy, P.; Kuppermann, B.D.; Bandello, F.; Lowenstein, A. Biosimilars in Ophthalmology: “Is There a Big Change on
the Horizon?”. Clin. Ophthalmol. 2018, 12, 2137–2143. [CrossRef] 138. Sharma, A.; Reddy, P.; Kuppermann, B.D.; Bandello, F.; Lowenstein, A. Biosimilars in Ophthalmology: “
the Horizon?”. Clin. Ophthalmol. 2018, 12, 2137–2143. [CrossRef] 139. Sharma, A.; Kumar, N.; Kuppermann, B.D.; Francesco, B.; Lowenstein, A. Ophthalmic Biosimilars: Lessons from India. References Development of Second-Generation VEGFR Tyrosine Kinase Inhibitors: Current Status. Curr. Oncol. Rep. 2011, 13, 103–111. [CrossRef] 161. Al-Khersan, H.; Hussain, R.M.; Ciulla, T.A.; Dugel, P.U. Innovative Therapies for Neovascular Age-Related Macular Degeneration. Expert Opin. Pharmacother. 2019, 20, 1879–1891. [CrossRef] nta, A.; Aziz, A.A.; Jhingan, M.; Singh, S.R.; Khanani, A.M.; Chhablani, J. Emerging Therapies in Neovascula
l
D
i
i
2020 A i P
J O h h l
l
9 250 259 [C
R f] 162. Samanta, A.; Aziz, A.A.; Jhingan, M.; Singh, S.R.; Khanani, A.M.; Chhablani, J. Emerging Therapies
Macular Degeneration in 2020. Asia-Pac. J. Ophthalmol. 2020, 9, 250–259. [CrossRef] nta, A.; Aziz, A.A.; Jhingan, M.; Singh, S.R.; Khanani, A.M.; Chhablani, J. Emerging Therapies in Neovascu
lar Degeneration in 2020. Asia-Pac. J. Ophthalmol. 2020, 9, 250–259. [CrossRef] 163. Hussain, R.M.; Shaukat, B.A.; Ciulla, L.M.; Berrocal, A.M.; Sridhar, J. Vascular Endothelial Growth Factor Antagonists: Promising
Players in the Treatment of Neovascular Age-Related Macular Degeneration. Drug Des. Devel. Ther. 2021, 15, 2653–2665. [CrossRef] 164. Graybug Vision Presents Top Line Results of Phase 1/2a ADAGIO Study at Hawaiian Eye & Retina 2019. Available online:
https://www.businesswire.com/news/home/20190121005424/en/Graybug-Vision-Presents-Top-Line-Results-of-Phase-12a-
ADAGIO-Study-at-Hawaiian-Eye-Retina-2019 (accessed on 21 October 2022). ADAGIO-Study-at-Hawaiian-Eye-Retina-2019 (accessed on 21 October 2022). y
y
(
)
165. Jackson, T.L.; Boyer, D.; Brown, D.M.; Chaudhry, N.; Elman, M.; Liang, C.; O’Shaughnessy, D.; Parsons, E.C.; Patel, S.; Slakter,
J.S.; et al. Oral Tyrosine Kinase Inhibitor for Neovascular Age-Related Macular Degeneration: A Phase 1 Dose-Escalation Study. JAMA Ophthalmol. 2017, 135, 761–767. [CrossRef] 166. Patnaik, A.; LoRusso, P.M.; Messersmith, W.A.; Papadopoulos, K.P.; Gore, L.; Beeram, M.; Ramakrishnan, V.; Kim, A.H.; Beyer,
J.C.; Mason Shih, L.; et al. A Phase Ib Study Evaluating MNRP1685A, a Fully Human Anti-NRP1 Monoclonal Antibody, in
Combination with Bevacizumab and Paclitaxel in Patients with Advanced Solid Tumors. Cancer Chemother. Pharmacol. 2014, 73,
951–960. [CrossRef] [PubMed] 167. Weekes, C.D.; Beeram, M.; Tolcher, A.W.; Papadopoulos, K.P.; Gore, L.; Hegde, P.; Xin, Y.; Yu, R.; Shih, L.M.; Xiang, H.; et al. A
Phase I Study of the Human Monoclonal Anti-NRP1 Antibody MNRP1685A in Patients with Advanced Solid Tumors. Investig. New Drugs 2014, 32, 653–660. [CrossRef] [PubMed] g
168. Silva, P.S.; Sun, J.K.; Aiello, L.P. Role of Steroids in the Management of Diabetic Macular Edema and Proliferative Diabetic
Retinopathy. Semin. Ophthalmol. 2009, 24, 93–99. [CrossRef] [PubMed] 169. Boyer, D.S.; Yoon, Y.H.; Belfort, R.; Bandello, F.; Maturi, R.K.; Augustin, A.J.; Li, X.-Y.; Cui, H.; Hashad, Y.; Whitcup, S.M.; et al. References Indian J. Ophthalmol. 2019, 67, 1384–1385. [CrossRef] 140. Kumar, A.; Agarwal, D.; Kumar, A. Commentary: Use of Biosimilars for Retinal Diseases in India: Challenges and Concerns. Indian J. Ophthalmol. 2021, 69, 357. [CrossRef] 141. Sharma, A.; Kumar, N.; Parachuri, N.; Bandello, F.; Kuppermann, B.D.; Loewenstein, A. Biosimilars for Retinal Diseases: An
Update. Am. J. Ophthalmol. 2021, 224, 36–42. [CrossRef] 142. Kim, H.M.; Woo, S.J. Ocular Drug Delivery to the Retina: Current Innovations and Future Perspectives. Pharmaceutics 2021,
13, 108. [CrossRef] 143. Del Amo, E.M.; Rimpelä, A.-K.; Heikkinen, E.; Kari, O.K.; Ramsay, E.; Lajunen, T.; Schmitt, M.; Pelkonen, L.; Bhattacharya, M.;
Richardson, D.; et al. Pharmacokinetic Aspects of Retinal Drug Delivery. Prog. Retin. Eye Res. 2017, 57, 134–185. [CrossRef]
[PubMed] 144. Chandrasekaran, P.R.; Madanagopalan, V.G. KSI-301: Antibody Biopolymer Conjugate in Retinal Disorders. Ther. Adv. Ophthalmol. 2021, 13, 25158414211027708. [CrossRef] [PubMed] 145. Kodiak Sciences Announces Top-Line Results from Its Initial Phase 2b/3 Study of KSI-301 in Patients with Neovascular (Wet)
Age-Related Macular Degeneration. Available online: Https://Ir.Kodiak.Com/News-Releases/News-Release-Details/Kodiak-
Sciences-Announces-Top-Line-Results-Its-Initial-Phase-2b3 (accessed on 21 October 2022). 146. Khanani, A.M.; Aziz, A.A.; Weng, C.Y.; Lin, W.V.; Vannavong, J.; Chhablani, J.; Danzig, C.J.; Kaiser, P.K. Port Delivery System: A
Novel Drug Delivery Platform to Treat Retinal Diseases. Expert Opin. Drug Deliv. 2021, 18, 1571–1576. [CrossRef] [PubMed] 147. Campochiaro, P.A.; Marcus, D.M.; Awh, C.C.; Regillo, C.; Adamis, A.P.; Bantseev, V.; Chiang, Y.; Ehrlich, J.S.; Erickson, S.; Hanley,
W.D.; et al. The Port Delivery System with Ranibizumab for Neovascular Age-Related Macular Degeneration: Results from the
Randomized Phase 2 Ladder Clinical Trial. Ophthalmology 2019, 126, 1141–1154. [CrossRef] 148. Holekamp, N.M.; Campochiaro, P.A.; Chang, M.A.; Miller, D.; Pieramici, D.; Adamis, A.P.; Brittain, C.; Evans, E.; Kaufman,
D.; Maass, K.F.; et al. Archway Randomized Phase 3 Trial of the Port Delivery System with Ranibizumab for Neovascular
Age-Related Macular Degeneration. Ophthalmology 2022, 129, 295–307. [CrossRef] 149. Kim, H.M.; Park, Y.J.; Lee, S.; Son, J.Y.; Hong, H.K.; Ham, M.H.; Jin, X.; Chung, J.Y.; Park, K.H.; Park, K.D.; et al. Intraocular
Pharmacokinetics of 10-Fold Intravitreal Ranibizumab Injection Dose in Rabbits. Transl. Vis. Sci. Technol. 2020, 9, 7. [CrossRef] 25 of 29 25 of 29 Cells 2022, 11, 3362 150. REGENXBIO Presents Positive Initial Data from Phase II ALTITUDE™Trial of RGX-314 for the Treatment of Diabetic
Retinopathy Using Suprachoroidal Delivery at American Society of Retina Specialists Annual Meeting. Available online:
https://www.prnewswire.com/news-releases/regenxbio-presents-positive-initial-data-from-phase-ii-altitude-trial-of-rgx-31
4-for-the-treatment-of-diabetic-retinopathy-using-suprachoroidal-delivery-at-american-society-of-retina-specialists-annual-
meeting-301396478.html (accessed on 21 October 2022). g
151. References Grishanin, R.; Vuillemenot, B.; Sharma, P.; Keravala, A.; Greengard, J.; Gelfman, C.; Blumenkrantz, M.; Lawrence, M.; Hu, W.;
Kiss, S.; et al. Preclinical Evaluation of ADVM-022, a Novel Gene Therapy Approach to Treating Wet Age-Related Macular
Degeneration. Mol. Ther. 2019, 27, 118–129. [CrossRef] 152. Lai, C.-M.; Estcourt, M.J.; Himbeck, R.P.; Lee, S.-Y.; Yew-San Yeo, I.; Luu, C.; Loh, B.K.; Lee, M.W.; Barathi, A.; Villano, J.; et al. Preclinical Safety Evaluation of Subretinal AAV2.SFlt-1 in Non-Human Primates. Gene Ther. 2012, 19, 999–1009. [CrossRef] 153. Rakoczy, E.P.; Lai, C.-M.; Magno, A.L.; Wikstrom, M.E.; French, M.A.; Pierce, C.M.; Schwartz, S.D.; Blumenkranz, M.S.; Chalberg,
T.W.; Degli-Esposti, M.A.; et al. Gene Therapy with Recombinant Adeno-Associated Vectors for Neovascular Age-Related Macular
Degeneration: 1 Year Follow-up of a Phase 1 Randomised Clinical Trial. Lancet Lond. Engl. 2015, 386, 2395–2403. [CrossRef] y
g
g
T.W.; Degli-Esposti, M.A.; et al. Gene Therapy with Recombinant Adeno-Associated Vectors for Neovascular Age-Related Macular
Degeneration: 1 Year Follow-up of a Phase 1 Randomised Clinical Trial. Lancet Lond. Engl. 2015, 386, 2395–2403. [CrossRef] 154. Constable, I.J.; Pierce, C.M.; Lai, C.-M.; Magno, A.L.; Degli-Esposti, M.A.; French, M.A.; McAllister, I.L.; Butler, S.; Barone, S.B.;
Schwartz, S.D.; et al. Phase 2a Randomized Clinical Trial: Safety and Post Hoc Analysis of Subretinal RAAV.SFLT-1 for Wet
Age-Related Macular Degeneration. EBioMedicine 2016, 14, 168–175. [CrossRef] 155. Heier, J.S.; Kherani, S.; Desai, S.; Dugel, P.; Kaushal, S.; Cheng, S.H.; Delacono, C.; Purvis, A.; Richards, S.; Le-Halpere, A.; et al. Intravitreous Injection of AAV2-SFLT01 in Patients with Advanced Neovascular Age-Related Macular Degeneration: A Phase 1,
Open-Label Trial. Lancet Lond. Engl. 2017, 390, 50–61. [CrossRef] 156. Atzori, M.G.; Tentori, L.; Ruffini, F.; Ceci, C.; Bonanno, E.; Scimeca, M.; Lacal, P.M.; Graziani, G. The Anti-Vascular Endothelial
Growth Factor Receptor-1 Monoclonal Antibody D16F7 Inhibits Glioma Growth and Angiogenesis In Vivo. J. Pharmacol. Exp. Ther. 2018, 364, 77–86. [CrossRef] [
]
157. Lee, S.H. Tanibirumab (TTAC-0001): A Fully Human Monoclonal Antibody Targets Vascular Endothelial Growth Factor Receptor
2 (VEGFR-2). Arch. Pharm. Res. 2011, 34, 1223–1226. [CrossRef] [PubMed] 158. Poole, R.M.; Vaidya, A. Ramucirumab: First Global Approval. Drugs 2014, 74, 1047–1058. [CrossRef] [PubMed] 58. Poole, R.M.; Vaidya, A. Ramucirumab: First Globa 159. Di Stasi, R.; De Rosa, L.; Diana, D.; Fattorusso, R.; D’Andrea, L.D. Human Recombinant VEGFR2D4 Biochemical Characterization
to Investigate Novel Anti-VEGFR2D4 Antibodies for Allosteric Targeting of VEGFR2. Mol. Biotechnol. 2019, 61, 513–520. [CrossRef] [PubMed] 160. Bhargava, P.; Robinson, M.O. References Three-Year, Randomized, Sham-Controlled Trial of Dexamethasone Intravitreal Implant in Patients with Diabetic Macular Edema. Ophthalmology 2014, 121, 1904–1914. [CrossRef] [PubMed] p
gy
170. Campochiaro, P.A.; Brown, D.M.; Pearson, A.; Chen, S.; Boyer, D.; Ruiz-Moreno, J.; Garretson, B.; Gupta, A.; Hariprasad, S.M.;
Bailey, C.; et al. Sustained Delivery Fluocinolone Acetonide Vitreous Inserts Provide Benefit for at Least 3 Years in Patients with
Diabetic Macular Edema. Ophthalmology 2012, 119, 2125–2132. [CrossRef] Cells 2022, 11, 3362 26 of 29 171. Cunha-Vaz, J.; Ashton, P.; Iezzi, R.; Campochiaro, P.; Dugel, P.U.; Holz, F.G.; Weber, M.; Danis, R.P.; Kuppermann, B.D.; Bailey,
C.; et al. Sustained Delivery Fluocinolone Acetonide Vitreous Implants: Long-Term Benefit in Patients with Chronic Diabetic
Macular Edema. Ophthalmology 2014, 121, 1892–1903. [CrossRef] 172. Singh, S.; Khanna, D.; Kalra, S. Minocycline and Doxycycline: More Than Antibiotics. Curr. Mol. Pharm
[CrossRef] 173. Cukras, C.A.; Petrou, P.; Chew, E.Y.; Meyerle, C.B.; Wong, W.T. Oral Minocycline for the Treatment of Diabetic Macular Edema
(DME): Results of a Phase I/II Clinical Study. Investig. Ophthalmol. Vis. Sci. 2012, 53, 3865–3874. [CrossRef] 174. Valent, D.J.; Wong, W.T.; Chew, E.Y.; Cukras, C.A. Oral Dextromethorphan for the Treatment of Diabetic Macular Edema: Results
From a Phase I/II Clinical Study. Transl. Vis. Sci. Technol. 2018, 7, 24. [CrossRef] 175. Korenfeld, M.S.; Silverstein, S.M.; Cooke, D.L.; Vogel, R.; Crockett, R.S. Difluprednate Ophthalmic Emulsion 0.05% (Durezol)
Study Group Difluprednate Ophthalmic Emulsion 0.05% for Postoperative Inflammation and Pain. J. Cataract. Refract. Surg. 2009,
35, 26–34. [CrossRef] 176. Foster, C.S.; Davanzo, R.; Flynn, T.E.; McLeod, K.; Vogel, R.; Crockett, R.S. Durezol (Difluprednate Ophthalmic Emulsion 0.05%)
Compared with Pred Forte 1% Ophthalmic Suspension in the Treatment of Endogenous Anterior Uveitis. J. Ocul. Pharmacol. Ther. 2010, 26, 475–483. [CrossRef] [PubMed] 177. Nakano, S.; Yamamoto, T.; Kirii, E.; Abe, S.; Yamashita, H. Steroid Eye Drop Treatment (Difluprednate Ophthalmic Emulsion) Is
Effective in Reducing Refractory Diabetic Macular Edema. Graefe’s Arch. Clin. Exp. Ophthalmol. 2010, 248, 805–810. [CrossRef]
[PubMed] 178. Nakano Goto, S.; Yamamoto, T.; Kirii, E.; Abe, S.; Yamashita, H. Treatment of Diffuse Diabetic Macular Oedema Using Steroid Eye
Drops. Acta Ophthalmol. 2012, 90, 628–632. [CrossRef] 179. Tanito, M.; Hara, K.; Takai, Y.; Matsuoka, Y.; Nishimura, N.; Jansook, P.; Loftsson, T.; Stefánsson, E.; Ohira, A. Topical
Dexamethasone-Cyclodextrin Microparticle Eye Drops for Diabetic Macular Edema. Investig. Ophthalmol. Vis. Sci. 2011,
52, 7944–7948. [CrossRef] ,
[
]
180. References Ohira, A.; Hara, K.; Jóhannesson, G.; Tanito, M.; Ásgrímsdóttir, G.M.; Lund, S.H.; Loftsson, T.; Stefánsson, E. Topical Dexam-
ethasone γ-Cyclodextrin Nanoparticle Eye Drops Increase Visual Acuity and Decrease Macular Thickness in Diabetic Macular
Oedema. Acta Ophthalmol. 2015, 93, 610–615. [CrossRef] [PubMed] p
181. Monickaraj, F.; Oruganti, S.R.; McGuire, P.; Das, A. A Potential Novel Therapeutic Target in Diabetic Retinopathy: A Chemokine
Receptor (CCR2/CCR5) Inhibitor Reduces Retinal Vascular Leakage in an Animal Model. Graefe’s Arch. Clin. Exp. Ophthalmol. 2021, 259, 93–100. [CrossRef] [PubMed] 182. Bhatwadekar, A.D.; Kansara, V.; Luo, Q.; Ciulla, T. Anti-Integrin Therapy for Retinovascular Diseases. Expert Opin. Investig. Drugs 2020, 29, 935–945. [CrossRef] [PubMed] 183. Miyamoto, K.; Khosrof, S.; Bursell, S.E.; Rohan, R.; Murata, T.; Clermont, A.C.; Aiello, L.P.; Ogura, Y.; Adamis, A.P. Prevention
of Leukostasis and Vascular Leakage in Streptozotocin-Induced Diabetic Retinopathy via Intercellular Adhesion Molecule-1
Inhibition. Proc. Natl. Acad. Sci. USA 1999, 96, 10836–10841. [CrossRef] 184. Joussen, A.M.; Murata, T.; Tsujikawa, A.; Kirchhof, B.; Bursell, S.E.; Adamis, A.P. Leukocyte-Mediated Endothelial Cell Injury and
Death in the Diabetic Retina. Am. J. Pathol. 2001, 158, 147–152. [CrossRef] 185. Barouch, F.C.; Miyamoto, K.; Allport, J.R.; Fujita, K.; Bursell, S.E.; Aiello, L.P.; Luscinskas, F.W.; Adamis, A.P. Integrin-Mediated
Neutrophil Adhesion and Retinal Leukostasis in Diabetes. Investig. Ophthalmol. Vis. Sci. 2000, 41, 1153–1158. 186. Oliveira, L.B.; Meyer, C.H.; Kumar, J.; Tatebayashi, M.; Toth, C.A.; Wong, F.; Epstein, D.L.; McCuen, B.W. RGD Peptide-Assisted
Vitrectomy to Facilitate Induction of a Posterior Vitreous Detachment: A New Principle in Pharmacological Vitreolysis. Curr. Eye
Res. 2002, 25, 333–340. [CrossRef] [PubMed] 187. Yasukawa, T.; Hoffmann, S.; Eichler, W.; Friedrichs, U.; Wang, Y.-S.; Wiedemann, P. Inhibition of Experimental Choroidal
Neovascularization in Rats by an Alpha(v)-Integrin Antagonist. Curr. Eye Res. 2004, 28, 359–366. [CrossRef] 188. Shaw, L.T.; Mackin, A.; Shah, R.; Jain, S.; Jain, P.; Nayak, R.; Hariprasad, S.M. Risuteganib-a Novel Integrin Inhibitor for the
Treatment of Non-Exudative (Dry) Age-Related Macular Degeneration and Diabetic Macular Edema. Expert Opin. Investig. Drugs
2020, 29, 547–554. [CrossRef] [PubMed] 189. Wilkinson-Berka, J.L.; Jones, D.; Taylor, G.; Jaworski, K.; Kelly, D.J.; Ludbrook, S.B.; Willette, R.N.; Kumar, S.; Gilbert, R.E. SB-
267268, a Nonpeptidic Antagonist of Alpha(v)Beta3 and Alpha(v)Beta5 Integrins, Reduces Angiogenesis and VEGF Expression in
a Mouse Model of Retinopathy of Prematurity. Investig. Ophthalmol. Vis. Sci. 2006, 47, 1600–1605. [CrossRef] 190. Feng, S.; Yu, H.; Yu, Y.; Geng, Y.; Li, D.; Yang, C.; Lv, Q.; Lu, L.; Liu, T.; Li, G.; et al. 193. Mitoma, H.; Horiuchi, T.; Tsukamoto, H.; Ueda, N. Molecular Mechanisms of Action of Anti-TNF-α Agents—Comparison among
Therapeutic TNF-α Antagonists. Cytokine 2018, 101, 56–63. [CrossRef] 192. Gustavsson, C.; Agardh, C.-D.; Agardh, E. Profile of Intraocular Tumour Necrosis Factor-α and Interleukin-6 in Diabetic Subjects
with Different Degrees of Diabetic Retinopathy. Acta Ophthalmol. 2013, 91, 445–452. [CrossRef] [PubMed] References Jo, D.H.; Yun, J.-H.; Cho, C.S.; Kim, J.H.; Kim, J.H.; Cho, C.-H. Interaction between Microglia and Retinal Pigment Epithelial Cells
Determines the Integrity of Outer Blood-Retinal Barrier in Diabetic Retinopathy. Glia 2019, 67, 321–331. [CrossRef] [PubMed] etermines the Integrity of Outer Blood-Retinal Barrier in Diabetic Retinopathy. Glia 2019, 67, 321–331. [Cros Determines the Integrity of Outer Blood-Retinal Barrier in Diabetic Retinopathy. Glia 2019, 67, 321–331. [CrossRef] [PubMed]
198. Barnes, T.C.; Anderson, M.E.; Moots, R.J. The Many Faces of Interleukin-6: The Role of IL-6 in Inflammation, Vasculopathy, and
Fibrosis in Systemic Sclerosis. Int. J. Rheumatol. 2011, 2011, 1–6. [CrossRef] [PubMed] g
y
p
y
198. Barnes, T.C.; Anderson, M.E.; Moots, R.J. The Many Faces of Interleukin-6: The Role of IL-6 in Inflammation, Vasculopathy, and
Fibrosis in Systemic Sclerosis. Int. J. Rheumatol. 2011, 2011, 1–6. [CrossRef] [PubMed] 199. Rose-John, S. IL-6 Trans-Signaling via the Soluble IL-6 Receptor: Importance for the Pro-Inflammatory Activities of IL-6. Int. J. Biol. Sci. 2012, 8, 1237–1247. [CrossRef] nterleukin-6 Trans-Signaling: A Pathway With Therapeutic Potential for Diabetic Retinopathy. Front. Physio
CrossRef] 200. Sharma, S. Interleukin-6 Trans-Signaling: A Pathway With Therapeutic Potential for Diabetic Retin
12, 689429. [CrossRef] [
]
201. Ohsugi, Y.; Kishimoto, T. The Recombinant Humanized Anti-IL-6 Receptor Antibody Tocilizumab, an Innovative Drug for the
Treatment of Rheumatoid Arthritis. Expert Opin. Biol. Ther. 2008, 8, 669–681. [CrossRef] p
p
202. Noda, K.; Nakao, S.; Zandi, S.; Engelstädter, V.; Mashima, Y.; Hafezi-Moghadam, A. Vascular Adhesion Protein-1 Regulates
Leukocyte Transmigration Rate in the Retina during Diabetes. Exp. Eye Res. 2009, 89, 774–781. [CrossRef] [PubMed] 203. Murata, M.; Noda, K.; Fukuhara, J.; Kanda, A.; Kase, S.; Saito, W.; Ozawa, Y.; Mochizuki, S.; Kimura, S.; Mashima, Y.; et al. Soluble
Vascular Adhesion Protein-1 Accumulates in Proliferative Diabetic Retinopathy. Investig. Opthalmol. Vis. Sci. 2012, 53, 4055. [CrossRef] 204. Tékus, V.; Horváth, Á.I.; Csek˝o, K.; Szabadfi, K.; Kovács-Valasek, A.; Dányádi, B.; Deres, L.; Halmosi, R.; Sághy, É.; Varga, Z.V.;
et al. Protective Effects of the Novel Amine-Oxidase Inhibitor Multi-Target Drug SZV 1287 on Streptozotocin-Induced Beta Cell
Damage and Diabetic Complications in Rats. Biomed. Pharmacother. 2021, 134, 111105. [CrossRef] [PubMed] 205. Singh, A.D.; Kulkarni, Y.A. Vascular Adhesion Protein-1 and Microvascular Diabetic Complications. 40–46. [CrossRef] 206. Nguyen, Q.D.; Sepah, Y.J.; Berger, B.; Brown, D.; Do, D.V.; Garcia-Hernandez, A.; Patel, S.; Rahhal, F.M.; Shildkrot, Y.; Renfurm,
R.W.; et al. References Levels of Inflammatory Cytokines IL-1β,
IL-6, IL-8, IL-17A, and TNF-α in Aqueous Humour of Patients with Diabetic Retinopathy. J. Diabetes Res. 2018, 2018, 8546423. [CrossRef] [PubMed] 191. Wu, F.; Phone, A.; Lamy, R.; Ma, D.; Laotaweerungsawat, S.; Chen, Y.; Zhao, T.; Ma, W.; Zhang, F.; Psaras, C.; et al. Correlation of
Aqueous, Vitreous, and Plasma Cytokine Levels in Patients With Proliferative Diabetic Retinopathy. Investig. Ophthalmol. Vis. Sci. 2020, 61, 26. [CrossRef] [PubMed] 192. Gustavsson, C.; Agardh, C.-D.; Agardh, E. Profile of Intraocular Tumour Necrosis Factor-α and Interleukin-6 in Diabetic Subjects
with Different Degrees of Diabetic Retinopathy. Acta Ophthalmol. 2013, 91, 445–452. [CrossRef] [PubMed] 193. Mitoma, H.; Horiuchi, T.; Tsukamoto, H.; Ueda, N. Molecular Mechanisms of Action of Anti-TNF-α Agents—Comparison among
Therapeutic TNF-α Antagonists. Cytokine 2018, 101, 56–63. [CrossRef] 27 of 29 Cells 2022, 11, 3362 194. Sfikakis, P.P.; Markomichelakis, N.; Theodossiadis, G.P.; Grigoropoulos, V.; Katsilambros, N.; Theodossiadis, P.G. Regression of
Sight-Threatening Macular Edema in Type 2 Diabetes Following Treatment with the Anti-Tumor Necrosis Factor Monoclonal
Antibody Infliximab. Diabetes Care 2005, 28, 445–447. [CrossRef] y
195. Mesquida, M.; Drawnel, F.; Lait, P.J.; Copland, D.A.; Stimpson, M.L.; Llorenç, V.; Sainz de la Maza, M.; Adan, A.; Widmer, G.;
Strassburger, P.; et al. Modelling Macular Edema: The Effect of IL-6 and IL-6R Blockade on Human Blood–Retinal Barrier Integrity
In Vitro. Transl. Vis. Sci. Technol. 2019, 8, 32. [CrossRef] 196. Valle, M.L.; Dworshak, J.; Sharma, A.; Ibrahim, A.S.; Al-Shabrawey, M.; Sharma, S. Inhibition of Interleukin-6 Trans-Signaling
Prevents Inflammation and Endothelial Barrier Disruption in Retinal Endothelial Cells. Exp. Eye Res. 2019, 178, 27–36. [CrossRef]
[PubMed] [
]
197. Jo, D.H.; Yun, J.-H.; Cho, C.S.; Kim, J.H.; Kim, J.H.; Cho, C.-H. Interaction between Microglia and Retinal Pigment Epithelial Cells
Determines the Integrity of Outer Blood Retinal Barrier in Diabetic Retinopathy Glia 2019 67 321 331 [CrossRef] [PubMed] [
]
197. Jo, D.H.; Yun, J.-H.; Cho, C.S.; Kim, J.H.; Kim, J.H.; Cho, C.-H. Interaction between Microglia and Retinal Pigment Epithelial Cells
Determines the Integrity of Outer Blood-Retinal Barrier in Diabetic Retinopathy. Glia 2019, 67, 321–331. [CrossRef] [PubMed]
198. Barnes, T.C.; Anderson, M.E.; Moots, R.J. The Many Faces of Interleukin-6: The Role of IL-6 in Inflammation, Vasculopathy, and
Fibrosis in Systemic Sclerosis Int J Rheumatol 2011 2011 1 6 [CrossRef] [PubMed] ]
D.H.; Yun, J.-H.; Cho, C.S.; Kim, J.H.; Kim, J.H.; Cho, C.-H. Interaction between Microglia and Retinal Pigme 197. References Primary Outcomes of the VIDI Study: Phase 2, Double-Masked, Randomized, Active-Controlled Study of ASP8232
for Diabetic Macular Edema. Int. J. Retina Vitr. 2019, 5, 28. [CrossRef] [PubMed] 207. Rao, P.; Knaus, E.E. Evolution of Nonsteroidal Anti-Inflammatory Drugs (NSAIDs): Cyclooxyg
Beyond. J. Pharm. Pharm. Sci. 2008, 11, 81s–110s. [CrossRef] 208. Jones, J.; Francis, P. Ophthalmic Utility of Topical Bromfenac, a Twice-Daily Nonsteroidal Anti-Inflammatory Agent. Expert Opin. Pharmacother. 2009, 10, 2379–2385. [CrossRef] [PubMed] 209. Gaynes, B.I.; Onyekwuluje, A. Topical Ophthalmic NSAIDs: A Discussion with Focus on Nepafenac Ophthalmic Suspension. Clin. Ophthalmol. 2008, 2, 355–368. [CrossRef] [PubMed] 210. Pinna, A.; Blasetti, F.; Ricci, G.D.; Boscia, F. Bromfenac Eyedrops in the Treatment of Diabetic Macular Edema: A Pilot Study. Eur. J. Ophthalmol. 2017, 27, 326–330. [CrossRef] p
211. Callanan, D.; Williams, P. Topical Nepafenac in the Treatment of Diabetic Macular Edema. Clin. Ophthalmol. 2008, 2, 689–692. [CrossRef] owaidy, A.; Eldaly, Z.H.; Anis, M.; Othman, T.M. Prophylaxis of Macular Edema after Cataract Surgery in
i
l N
f
I
i
l R
ibi
b E
J O h h l
l
32 205 212 [C
R f] 212. Howaidy, A.; Eldaly, Z.H.; Anis, M.; Othman, T.M. Prophylaxis of Macular Edema after Cataract
Topical Nepafenac versus Intravitreal Ranibizumab. Eur. J. Ophthalmol. 2022, 32, 205–212. [CrossRe owaidy, A.; Eldaly, Z.H.; Anis, M.; Othman, T.M. Prophylaxis of Macular Edema after Cataract Surgery in
pical Nepafenac versus Intravitreal Ranibizumab. Eur. J. Ophthalmol. 2022, 32, 205–212. [CrossRef] al Nepafenac versus Intravitreal Ranibizumab. Eur. J. Ophthalmol. 2022, 32, 205–212. [CrossRef] Topical Nepafenac versus Intravitreal Ranibizumab. Eur. J. Ophthalmol. 2022, 32, 205–212. [CrossRef]
213. Naftali Ben Haim, L.; Moisseiev, E. Drug Delivery via the Suprachoroidal Space for the Treatment of Retinal Diseases. Pharmaceutics
2021, 13, 967. [CrossRef] p
p
J
p
213. Naftali Ben Haim, L.; Moisseiev, E. Drug Delivery via the Suprachoroidal Space for the Treatment of Retinal Diseases. Pharmaceutics
2021, 13, 967. [CrossRef] li Ben Haim, L.; Moisseiev, E. Drug Delivery via the Suprachoroidal Space for the Treatment of Retinal Diseases
13, 967. [CrossRef] 214. Ranta, V.-P.; Mannermaa, E.; Lummepuro, K.; Subrizi, A.; Laukkanen, A.; Antopolsky, M.; Murtomäki, L.; Hornof, M.; Urtti, A. Barrier Analysis of Periocular Drug Delivery to the Posterior Segment. J. Control. Release 2010, 148, 42–48. [CrossRef] 214. Ranta, V.-P.; Mannermaa, E.; Lummepuro, K.; Subrizi, A.; Laukkanen, A.; Antopolsky, M.; Murtomäki, L.; Hornof, M.; Urtti, A. References Zhang, J.; Hu, L.-M.; Xu, G.; Wu, Y.; Shen, J.; Luo, Y.; Zhong, Y.; Sinclair, S.H.; Yanoff, M.; Li, W.; et
Intravitreal Erythropoietin in Early Diabetic Retinopathy. Front. Biosci.-Elite 2010, 2, 912–927. [CrossRe Zhang, J.; Hu, L.-M.; Xu, G.; Wu, Y.; Shen, J.; Luo, Y.; Zhong, Y.; Sinclair, S.H.; Yanoff, M.; Li, W.; et al. g, J ;
,
;
,
;
,
;
, J ;
,
;
g,
;
,
;
,
;
,
;
Intravitreal Erythropoietin in Early Diabetic Retinopathy. Front. Biosci.-Elite 2010, 2, 912–927. [CrossRef] y
p
y
p
y
, ,
[
]
226. Lei, X.; Zhang, J.; Shen, J.; Hu, L.-M.; Wu, Y.; Mou, L.; Xu, G.; Li, W.; Xu, G.-T. EPO Attenuates Inflammatory Cytokines by Muller
Cells in Diabetic Retinopathy. Front. Biosci. Elite Ed. 2011, 3, 201–211. [CrossRef] [PubMed] 227. Xu, G.; Kang, D.; Zhang, C.; Lou, H.; Sun, C.; Yang, Q.; Lu, L.; Xu, G.-T.; Zhang, J.; Wang, F. Erythropoietin Protects Retinal Cells
in Diabetic Rats Through Upregulating ZnT8 via Activating ERK Pathway and Inhibiting HIF-1α Expression. Investig. Ophthalmol. Vis. Sci. 2015, 56, 8166–8178. [CrossRef] [PubMed] 228. Gu, L.; Xu, H.; Wang, F.; Xu, G.; Sinha, D.; Wang, J.; Xu, J.-Y.; Tian, H.; Gao, F.; Li, W.; et al. Erythropoietin Exerts a Neuroprotective
Function against Glutamate Neurotoxicity in Experimental Diabetic Retina. Investig. Ophthalmol. Vis. Sci. 2014, 55, 8208–8222. [CrossRef] [PubMed] [
] [
]
229. Liu, D.; Xu, H.; Zhang, C.; Xie, H.; Yang, Q.; Li, W.; Tian, H.; Lu, L.; Xu, J.-Y.; Xu, G.; et al. Erythropoietin Maintains VE-Cadherin
Expression and Barrier Function in Experimental Diabetic Retinopathy via Inhibiting VEGF/VEGFR2/Src Signaling Pathway. Life Sci. 2020, 259, 118273. [CrossRef] f
230. Li, W.; Sinclair, S.H.; Xu, G.-T. Effects of Intravitreal Erythropoietin Therapy for Patients with Chronic and Progressive Diabetic
Macular Edema. Ophthalmic Surg. Lasers Imaging Retin. 2010, 41, 18–25. [CrossRef] 231. Ahmet, I.; Tae, H.-J.; Juhaszova, M.; Riordon, D.R.; Boheler, K.R.; Sollott, S.J.; Brines, M.; Cerami, A.; Lakatta, E.G.; Talan, M.I. A Small Nonerythropoietic Helix B Surface Peptide Based upon Erythropoietin Structure Is Cardioprotective against Ischemic
Myocardial Damage. Mol. Med. 2011, 17, 194–200. [CrossRef] [PubMed] 232. Brines, M.; Patel, N.S.A.; Villa, P.; Brines, C.; Mennini, T.; De Paola, M.; Erbayraktar, Z.; Erbayraktar, S.; Sepodes, B.; Thiemermann,
C.; et al. Nonerythropoietic, Tissue-Protective Peptides Derived from the Tertiary Structure of Erythropoietin. Proc. Natl. Acad. Sci. USA 2008, 105, 10925–10930. [CrossRef] 233. 240. Li, J.; Wang, J.J.; Yu, Q.; Chen, K.; Mahadev, K.; Zhang, S.X. Inhibition of Reactive Oxygen Species by Lovastatin Downregulates
Vascular Endothelial Growth Factor Expression and Ameliorates Blood-Retinal Barrier Breakdown in Db/Db Mice: Role of
NADPH Oxidase 4. Diabetes 2010, 59, 1528–1538. [CrossRef] [PubMed] References g
y
g
off, C.C.; Gonzalez, V.; Hu, A.; Marcus, D.; Zavaleta, E.; Ciulla, T.A. Suprachoroidal CLS-TA plus Intravitreal 215. Barakat, M.R.; Wykoff, C.C.; Gonzalez, V.; Hu, A.; Marcus, D.; Zavaleta, E.; Ciulla, T.A. Suprachoroidal CLS-TA plus Intravitreal
Aflibercept for Diabetic Macular Edema: A Randomized, Double-Masked, Parallel-Design, Controlled Study. Ophthalmol. Retina
2021, 5, 60–70. [CrossRef] etic Macular Edema: A Randomized, Double-Masked, Parallel-Design, Controlled Study. Ophthalmol. Retina
sRef] 216. Fachinger, G.; Deutsch, U.; Risau, W. Functional Interaction of Vascular Endothelial-Protein-Tyrosine Phosphatase with the
Angiopoietin Receptor Tie-2. Oncogene 1999, 18, 5948–5953. [CrossRef] [PubMed] 217. Hussain, R.M.; Neiweem, A.E.; Kansara, V.; Harris, A.; Ciulla, T.A. Tie-2/Angiopoietin Pathway Modulation as a Therapeutic
Strategy for Retinal Disease. Expert Opin. Investig. Drugs 2019, 28, 861–869. [CrossRef] [PubMed] 218. Mirando, A.C.; Shen, J.; Silva, R.L.E.; Chu, Z.; Sass, N.C.; Lorenc, V.E.; Green, J.J.; Campochiaro, P.A.; Popel, A.S.; Pandey, N.B. A
Collagen IV-Derived Peptide Disrupts A5β1 Integrin and Potentiates Ang2/Tie2 Signaling. JCI Insight 2019, 4, 122043. [CrossRef]
[PubMed] 28 of 29 28 of 29 Cells 2022, 11, 3362 219. Wykoff, C.C.; Abreu, F.; Adamis, A.P.; Basu, K.; Eichenbaum, D.A.; Haskova, Z.; Lin, H.; Loewenstein, A.; Mohan, S.; Pearce,
I.A.; et al. Efficacy, Durability, and Safety of Intravitreal Faricimab with Extended Dosing up to Every 16 Weeks in Patients with
Diabetic Macular Oedema (YOSEMITE and RHINE): Two Randomised, Double-Masked, Phase 3 Trials. Lancet 2022, 399, 10326. [CrossRef] [
]
220. Shirley, M. Faricimab: First Approval. Drugs 2022, 82, 825–830. [CrossRef] y
pp
g
221. Campochiaro, P.A.; Peters, K.G. Targeting Tie2 for Treatment of Diabetic Retinopathy and Diabetic Macular Edema. Curr. Diab. Rep. 2016, 16, 126. [CrossRef] p
222. Campochiaro, P.A.; Khanani, A.; Singer, M.; Patel, S.; Boyer, D.; Dugel, P.; Kherani, S.; Withers, B.; Gambino, L.; Peters, K.; et al. Enhanced Benefit in Diabetic Macular Edema from AKB-9778 Tie2 Activation Combined with Vascular Endothelial Growth Factor
Suppression. Ophthalmology 2016, 123, 1722–1730. [CrossRef] 223. Shen, J.; Wu, Y.; Xu, J.-Y.; Zhang, J.; Sinclair, S.H.; Yanoff, M.; Xu, G.; Li, W.; Xu, G.-T. ERK- and Akt-Dependent Neuroprotection
by Erythropoietin (EPO) against Glyoxal-AGEs via Modulation of Bcl-XL, Bax, and BAD. Investig. Ophthalmol. Vis. Sci. 2010, 51,
35–46. [CrossRef] 224. Hu, L.-M.; Luo, Y.; Zhang, J.; Lei, X.; Shen, J.; Wu, Y.; Qin, M.; Unver, Y.B.; Zhong, Y.; Xu, G.-T.; et al. EPO Reduces Reactive
Gliosis and Stimulates Neurotrophin Expression in Muller Cells. Front. Biosci.-Elite 2011, 3, 1541–1555. [CrossRef] 225. 239. Al-Shabrawey, M.; Rojas, M.; Sanders, T.; Behzadian, A.; El-Remessy, A.; Bartoli, M.; Parpia, A.K.; Liou, G.; Caldwell, R.B. Role of
NADPH Oxidase in Retinal Vascular Inflammation. Investig. Ophthalmol. Vis. Sci. 2008, 49, 3239–3244. [CrossRef] 241. Clementi, M.E.; Pizzoferrato, M.; Bianchetti, G.; Brancato, A.; Sampaolese, B.; Maulucci, G.; Tringali, G. Cytoprotective Effect of
Idebenone through Modulation of the Intrinsic Mitochondrial Pathway of Apoptosis in Human Retinal Pigment Epithelial Cells
Exposed to Oxidative Stress Induced by Hydrogen Peroxide. Biomedicines 2022, 10, 503. [CrossRef] p
y
y
g
242. Clementi, M.E.; Maulucci, G.; Bianchetti, G.; Pizzoferrato, M.; Sampaolese, B.; Tringali, G. Cytoprotective Effects of Punicalagin on
Hydrogen-Peroxide-Mediated Oxidative Stress and Mitochondrial Dysfunction in Retinal Pigment Epithelium Cells. Antioxidants
2021, 10, 192. [CrossRef] g
y
p p
g
posed to Oxidative Stress Induced by Hydrogen Peroxide. Biomedicines 2022, 10, 503. [CrossRef] References McVicar, C.M.; Hamilton, R.; Colhoun, L.M.; Gardiner, T.A.; Brines, M.; Cerami, A.; Stitt, A.W. Intervention With an Erythropoietin-
Derived Peptide Protects Against Neuroglial and Vascular Degeneration During Diabetic Retinopathy. Diabetes 2011, 60, 2995–3005. [CrossRef] 234. Simó, R.; Hernández, C.; Porta, M.; Bandello, F.; Grauslund, J.; Harding, S.P.; Aldington, S.J.; Egan, C.; Frydkjaer-Olsen, U.;
García-Arumí, J.; et al. Effects of Topically Administered Neuroprotective Drugs in Early Stages of Diabetic Retinopathy: Results
of the EUROCONDOR Clinical Trial. Diabetes 2019, 68, 457–463. [CrossRef] 235. Grauslund, J.; Frydkjaer-Olsen, U.; Peto, T.; Fernández-Carneado, J.; Ponsati, B.; Hernández, C.; Cunha-Vaz, J.; Simó, R.;
EUROCONDOR. Topical Treatment With Brimonidine and Somatostatin Causes Retinal Vascular Dilation in Patients With Early
Diabetic Retinopathy From the EUROCONDOR. Investig. Ophthalmol. Vis. Sci. 2019, 60, 2257–2262. [CrossRef] 236. Kang, Q.; Yang, C. Oxidative Stress and Diabetic Retinopathy: Molecular Mechanisms, Pathogenetic Role and Therapeutic
Implications. Redox Biol. 2020, 37, 101799. [CrossRef] [PubMed] 237. Urner, S.; Ho, F.; Jha, J.C.; Ziegler, D.; Jandeleit-Dahm, K. NADPH Oxidase Inhibition: Preclinical and Clinical Studies in Diabetic
Complications. Antioxid. Redox Signal. 2020, 33, 415–434. [CrossRef] [PubMed] 238. Wilkinson-Berka, J.L.; Deliyanti, D.; Rana, I.; Miller, A.G.; Agrotis, A.; Armani, R.; Szyndralewiez, C.; Wingler, K.; Touyz, R.M.;
Cooper, M.E.; et al. NADPH Oxidase, NOX1, Mediates Vascular Injury in Ischemic Retinopathy. Antioxid. Redox Signal. 2014, 20,
2726–2740. [CrossRef] [PubMed] 239. Al-Shabrawey, M.; Rojas, M.; Sanders, T.; Behzadian, A.; El-Remessy, A.; Bartoli, M.; Parpia, A.K.; Liou, G.; Caldwell, R.B. Role of
NADPH Oxidase in Retinal Vascular Inflammation. Investig. Ophthalmol. Vis. Sci. 2008, 49, 3239–3244. [CrossRef] 240. Li, J.; Wang, J.J.; Yu, Q.; Chen, K.; Mahadev, K.; Zhang, S.X. Inhibition of Reactive Oxygen Species by Lovastatin Downregulates
Vascular Endothelial Growth Factor Expression and Ameliorates Blood-Retinal Barrier Breakdown in Db/Db Mice: Role of
NADPH Oxidase 4. Diabetes 2010, 59, 1528–1538. [CrossRef] [PubMed] Cells 2022, 11, 3362 29 of 29 29 of 29
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ENTRE SERVIDÃO E LIBERDADE DE HOMERO SANTIAGO
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imagem Detalhe de A arte da pintura, 1666, óleo sobre tela de Johannes Vermeer. Cadernos Espinosanos estudos sobre o século xvii
2020
n. 42
issn 1413-6651
jan-jun estudos sobre o século xvii santiago, h. (2019). Entre servidão e liberdade. São Paulo, Politeia. Cadernos Espinosanos São Paulo n.42 jan-jun 2020 ENTRE SERVIDÃO E LIBERDADE
DE HOMERO SANTIAGO resenha de Luis César Oliva
Professor, Universidade de São Paulo, São Paulo, Brasil
lcoliva@uol.com.br resenha de Luis César Oliva
Professor, Universidade de São Paulo, São Paulo, Brasil
lcoliva@uol.com.br resenha p. 341 - 346 341 O caminho de um jovem professor e pesquisador depois de seu
período de formação (supondo abstratamente que a formação termine
com a conclusão das teses de mestrado e doutorado, o que é sabida
mente falso) é sempre sinuoso. Depois de anos regido por um projeto
de pesquisa e “vigiado” por agências de fomento, ele se vê dividido em
múltiplas tarefas didáticas, administrativas e intelectuais (algumas feitas
de bom grado, outras nem tanto) que produzem, na sua obra publicada,
uma inevitável impressão de dispersão. De certo modo, é esse percurso
fragmentado que Homero Santiago nos traz em Entre Servidão e Liber
dade (2019). Depois de seu mestrado e doutorado sobre Espinosa, ambos
revelando um historiador da filosofia de boa cepa, capaz de abordar temas
circunscritos e pouco explorados pela tradição interpretativa, mesclando
coerentemente rigorosas análises de texto com eruditas considerações
históricas, eis que o autor agora deve dividir-se em escritos dos mais
diferentes formatos: artigos especializados e para o público geral, tradu
ções, prefácios, resenhas, entrevistas, etc. Ao reunir boa parte deles neste
livro, Santiago não esconde a multiplicidade de formas nem a variedade
de ocasiões que os motivaram. Porém, se a forma talvez denuncie a
dispersão do percurso, o conteúdo a nega, atestando a admirável unida
de de pensamento de um filósofo que usou as mais variadas vias de
expressão para discutir uma única e fundamental questão: a transição
(infelizmente nem sempre de mão única) da servidão à liberdade. Dividido em cinco partes (e uma introdução que mencionare
mos mais tarde), o livro se abre com um notável capítulo sobre a supers
tição em Espinosa, no qual o autor apresenta uma das mais completas e
detalhadas análises já feitas sobre o famoso apêndice da parte I da Ética. Mais do que mostrar a renitência do historiador da filosofia meticuloso,
este longo capítulo tem a função de revelar o ponto de vista com o qual Cadernos Espinosanos São Paulo n.42 jan-jun 2020 342 Santiago pretende abordar os diversos assuntos presentes no livro. ENTRE SERVIDÃO E LIBERDADE
DE HOMERO SANTIAGO É com
lentes espinosanas que o fará, e com atenção específica para o aspecto
que talvez afaste Espinosa do outro filósofo que mais marcou o percur
so de Santiago e é quase onipresente na etapa final do livro: Antonio
Negri. Enquanto Negri, também inspirado em Espinosa, deixa-se levar
pelo otimismo dos movimentos multitudinários e dá todo o destaque
para a liberdade, Santiago ancora-se na análise espinosana da superstição
para dar conta da inegável servidão que nos assola. Ao final do livro,
quando Santiago explicitar suas críticas (que não impedem a enorme
admiração) a Negri, o leitor perceberá plenamente o quanto era signi
ficativo ter no apêndice seu ponto de partida. O mergulho na servidão, porém, não ocorre sem uma visão da
praia. Embora as decepções com o sistema de crenças da superstição
não apontem, na letra do apêndice, para uma saída, elas abrem ao menos
uma possibilidade, que não será explorada neste texto, mas que remete
Santiago a outro de Espinosa, o Tratado da Emenda do Intelecto, onde as
decepções com os valores da vida comum nos levam à necessidade de
começar a filosofar, ou pelo menos, como dirá o segundo capítulo, já que os valores são necessários, tratemos nós de forjá-los em vista
da alegria e do benefício à vida. Poder fazê-lo talvez seja o mais
difícil, mas precisamos fazê-lo. Se não o fizermos, se nos restringir
mos ao mais fácil, o preconceito, a tristeza, a superstição e os seus
lugares-tenentes o farão por nós (santiago, 2019, pág. 118). De um lado, esta surpreendente conclusão nos remete à introdução
do livro, onde Santiago usa, também surpreendentemente, Pascal para
pensar a transição entre servidão e liberdade. É no interior do deter
minismo da teologia jansenista da graça que Pascal inventa um sentido
para a apologia: é preciso crer que estamos entre os eleitos, assim como resenha p. 341 - 346 343 os homens que nos cercam, por mais ímpios que sejam, enquanto lhes
restar um momento de vida. Para Santiago, ao fazê-lo, Pascal está crian
do um possível no seio do necessário, e aí se encontra a surpreendente
afinidade entre os dois pensadores. De outro lado, o trecho citado nos remete a outro capítulo funda
mental, em que o que é apenas intuído na teologia de Pascal ganhará
clareza conceitual para aplicar-se a Espinosa. Cadernos Espinosanos São Paulo n.42 jan-jun 2020 ENTRE SERVIDÃO E LIBERDADE
DE HOMERO SANTIAGO A partir de uma engenhosa
interpretação do papel da ignorância nas definições de contingente e
possível, Santiago encontra para este último um lugar fundamental na
ética e na política espinosanas: o ponto de vista do possível ignora a causa, mas a ignora sobre
tudo porque a considera, ou seja, toma a coisa como tendo causa
(...). Com efeito, se possível é aquilo cuja causa é indeterminada,
possível é igualmente aquilo cuja causa pode ser determinada;
sobre a qual, em suma, pode-se agir, pois o indivíduo se enxerga
(correta ou incorretamente) como agente possível de um aconte
cimento (santiago, 2019, p. 153). Sem desconsiderar o fato de que, ontologicamente, só há o necessário,
Santiago dá ao possível a realidade de uma tarefa cujo cumprimen
to é imperioso para o uso da vida. Este capítulo, assim, fecha o bloco
mais estritamente espinosano do livro, apresentando tanto a realidade da
servidão, quanto a possível porta aberta para a liberdade. Como passar
por ela? Eis a pergunta que o restante do livro tentará responder das
mais variadas maneiras; nenhuma delas, porém, definitiva. Já chegando à terceira parte do livro, é curioso que o primeiro
texto explicitamente dedicado ao pensamento de Negri seja antecedido
por um capítulo dedicado a outra notória espinosana, Marilena Chaui. A despeito das diferenças interpretativas dos dois filósofos sobre a obra Cadernos Espinosanos São Paulo n.42 jan-jun 2020 344 de Espinosa, a contiguidade dos dois capítulos acaba destacando algo
de comum entre eles, e que remete à influência marxista que ambos
compartilham: a importância dada à luta de classes. Olhar para os confli
tos no interior da sociedade, e não só para a história do Estado, como se
este fosse um ente transcendente e causa de si próprio, é uma tônica de
vários textos de Chaui. Em Negri, é a partir da análise das lutas operá
rias que se desenvolverá a apropriação particular que o italiano faz do
conceito espinosano de multidão, central em sua filosofia (e também na
de Santiago, que com ele pensará, dentre outros temas, junho de 2013). Mas a atenção aos conflitos sociais e a recusa espinosana da transcen
dência, comuns a ambos, levarão Chaui e Negri a caminhos diversos. ENTRE SERVIDÃO E LIBERDADE
DE HOMERO SANTIAGO Para Chaui, nas palavras de Santiago, “se a tirania persiste é porque se
enraíza na vida social, dela emergindo como efeito que decorre de uma
causa e envolve, de alguma maneira, todo o corpo social” (santiago,
2019, pág. 192). Daí surgirão as reflexões de Chaui sobre Brasil como
sociedade autoritária. Seria o lado amargo da multidão? Para Negri, a
multidão é o sujeito da práxis coletiva que brota do desejo primordial
de libertação, subjacente a todas as carências particulares que aparecem
nas lutas sociais. Como explica Santiago: a noção restritiva de classe sai de cena em benefício de uma noção
bem mais ampla, que permite pensar a unidade de todos os ex
plorados em sua própria diferença, sem recurso à tradicional sub
sunção dessas diferenças à identidade do operário industrial, isto
é, o operário-massa. Em segundo lugar, a luta de classes passa a ser
considerada como possuindo seu motor no desejo. É a articulação
dessas duas inovações que, nitidamente, vai nos direcionando para
o conceito de multidão, que ao fim e ao cabo se revelará o único
capaz de nomear essa nova classe (santiago, 2019, p. 212). resenha p. 341 - 346 345 Aqui decerto não há lado amargo, mas a lente crítica de Santiago não
se furtará ao questionamento óbvio (aliás retomando, por outro viés, o
problema da passagem da servidão à liberdade): como pode este concei
to fazer-se acontecimento? A filosofia de Negri será retomada mais à frente, em detalhe. Antes disso, porém, a quarta parte do livro dará lugar a três preciosos
ensaios sobre temas recorrentes em nossa realidade social: a polícia e seu
pendor à violenta obediência abstrata; o Estado e seu escopo; e final
mente o dinheiro e a liberdade. Todos têm por ponto de partida objetos
empíricos particulares, como o colaboracionismo da polícia francesa
durante a segunda guerra ou as transformações sociais decorrentes do
Bolsa-Família, mas a questão teórica de fundo é a mesma: os conceitos
de servidão e liberdade. Ademais, depois da passagem por Chaui e Negri,
não poderiam ser mais claras as razões de Santiago para voltar-se para os
acontecimentos sociais. As conclusões, porém, são sempre teóricas, e tão
surpreendentes quanto (para um leitor atento) coerentes com as bases
conceituais estabelecidas nos capítulos anteriores. ENTRE SERVIDÃO E LIBERDADE
DE HOMERO SANTIAGO Sem entrar em mais detalhes, inclusive para não entregar todas
as voltas e reviravoltas ao leitor, cabe destacar mais uma vez a impor
tância deste trabalho nos dias que correm. Útil tanto para especialistas
(em Espinosa, Negri, Chaui e até mesmo Pascal e Nietzsche) quanto
para o público geral, o livro traz reflexões particularmente vivas quando
espasmos autoritários nos ameaçam de longe ou de perto. Embora seja
o retrato do percurso intelectual singular de Homero Santiago, Entre
Servidão e Liberdade alcança, se não a universalidade, pelo menos a comu
nidade dos bens que podem ser partilhados. 46 Cadernos Espinosanos São Paulo n.42 jan-jun 2020 Cadernos Espinosanos São Paulo n.42 jan-jun 2020 346
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The Effect of Motor Learning of Serial Reaction Time Task (SRTT) Through Action Observation on Mu Rhythm and Improvement of Behavior Abilities
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J Clin Med Res • 2012;4(2):114-118
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Elmer J Clin Med Res • 2012;4(2):114-118
ress
Elmer Original Article Original Article J Clin Med Res • 2012;4(2):114-118 Abstract Conclusions: The result suggests that imitation and learning are
involved even in the action that requires task understanding in hu
mans. Background: The aim of this study was investigate whether an ac
tion observation would have an effect on the action that requires
task understanding in humans. Methods: Participants who met the criteria for this study (n = 36). To evaluate the performance, reaction time and performance ac
curacy, the stimulus scheduling software was employed. For the
electroencephalogram, the equipment QEEG-8 was used. Keywords: Accuracy; Mirror neuron system; Mu rhythm; Reaction
time; SRTT Results: Concerning the reaction time of the groups of different
learning methods a significant difference was found after the learn
ing among the three groups. Regarding the accuracy among the
groups of different learning methods, significant difference was
found in the action performance accuracy among the three groups. The relative mu power during the SRTT implementation was com
pared in the CZ, C3 and C4 regions before, during, and after the
learning for each group. In the CZ and C4 region, a significant dif
ference was found in the action observation group. In the C3 and The Effect of Motor Learning of Serial Reaction Time Task
(SRTT) Through Action Observation on Mu Rhythm
and Improvement of Behavior Abilities Sang-Yeol Leea, f, Sung-Soo Baeb, Jin-Tae Hanc, Seung-Deuk Byund, Jong-Sung Change C4 region a significant difference was found in the actual practice
group. C4 region a significant difference was found in the actual practice
group. Articles © The authors | Journal compilation © J Clin Med Res and Elmer Press™ | www.jocmr.org doi:10.4021/jocmr727w Introduction Recent studies using the brain image during action obser
vation reported that the brain area involved in actual prac
tice was activated during action observation [3, 5], and the
motor evoked potential of the corresponding area was also
elevated [6, 7]. These results mean that action observation
can produce the same neuromuscular response with that of
actual practice. When the dynamic imaging of finger move
ment for SRTT was shown to adults, the brain response that
was similar to that by actual practice was found even by the
observation through dynamic imaging [3]. This was reported
as the result of the action of the brain mirror neuron [3, 8]. The activation of the mirror neuron suggests that action ob
servation for a teleological and well-trained action can help
to form the appropriate, coordinated patterns of the action
and learn the action by activating the brain area involved in
the same action [9]. group, 12 subjects in the action observation group, and 12
subjects in the motor imagery group. There was no signifi
cant difference in the age, weight and height among the three
groups (P > 0.05). All the subjects sat in front the desk on which a com
puter is laid. The height of the chair was controlled so that
the elbow joint angle could be about 90° when the right up
per limb was placed on the desk. The subjects were asked to
perform the task as accurately and quickly as possible fol
lowing the visuoauditory signals. While performing the task,
the subjects performed the consecutive reaction-time tasks
with the minimum finger movement, fixing the elbow joint
and the wrist joint. The SRTT for this study was to press the correspond
ing key on the keyboard with the designated figure when 40
consecutive signals were provided. The 40 signals included
“one” to “eight” that were repeated for five times each. The
subjects were asked to press the left-arrow key with the in
dex finger for “one” and “eight,” the up-arrow key with the
ring finger for “two” and “seven,” and the down-arrow key
with the middle finger for “four” and “five” (Fig. 1). The
forty consecutive signals composed of five-time repetition of
eight signals constituted one block which was implemented
for one-time practice. Introduction When responding the forty consecu
tive signals, the next signal follows in one-second interval
regardless of the key-pressing by the subjects in response
to the consecutive signals. The tasks with the same order
were assigned to the subjects. The visuoauditary signals
were prepared and provided in the form of dynamic imaging
file including the letters and audio files of “one” to “eight.”
The subjects were asked to perform the task according to the
signals. All the subjects wore an earphone while performing
the task. Perry and Bentin [10] studied the effect of oneness in
the objective and grip shape and reported that mu rhythm
was repressed the most and the mirror neuron in the mirror
neuron was activated the most. This result suggests that there
is a high correlation between the mirror neuron activation
and the mu rhythm repression that take place during action
observation. The mu rhythm, an electroencephalogram, is in the
range of alpha wave, but it has difference features from al
pha wave. Although alpha wave is relatively regular, the mu
rhythm looks like a bow and is often asymmetric and asyn
chronous [11]. While the amplitude of alpha wave is 30 - 50
µV, the amplitude of the mu rhythm is lower than that. While
alpha wave appears in all the brain areas, mu rhythm appears
usually around the central sulcus (CZ, C3 and C4) in general
[12]. Many recent studies showed that action observation is
involved in motor learning as it greatly affects the mirror
neuron activation and mu rhythm repression. Through the one-time repetition performance in the
method described above, we measured the reaction time, ac
curacy and mu rhythm before learning. The subjects in the
actual practice group learned the movement by means of
actual practice of three times, while the subjects in the ac
tion observation group learned it for three times through the
dynamic imaging (visual and auditory) of the performance
by the third person who was well-trained . Additionally, the
subjects in the motor imagery group learned the movement
only by using the visuoauditary file used in SRTT. However, even though many studies and analyses have
been carried out on the action observation of the movement
with simple objectives, the effect of the performance obser
vation of the task where the response to stimulus is required,
such as SRTT, on the task accuracy and reaction time has
been little studied. Introduction Motor learning is the human ability to maintain flexibility
to the environment in learning and performing motor skills
[1]. Motor learning is a comprehensive concept that includes
the sensory processing procedure, motor control, and mo
tor skill learning and it also refers to the ability to perform
and memorize learned skill under variety of conditions [2]. It was known that traditional motor learning can be obtained
by means of repeated movement. In fact, however, most of
the motor functions include both physical and cognitive fac
tors. Recently, studies have actively been conducted show
ing that motor skill can be obtained through mental practice. In the case of the traditional movement method through di
rect practice, motor learning is difficult if there is limitation
in physical movement. For example, initial motor learning
is impossible for stroke patients in their initial stage because
of the limitation in movement. The indirect practice meth
ods to supplement such a drawback include mental practice
through motor imagery and action observation using the vi
sual and auditory senses [3, 4]. Studies are actively carried
out about the effect of mental practice by means of motor
imagery among the motor learning methods through indirect
practice. However, disadvantages such as lowered level of
concentration during the learning should be supplemented. For that, action observation using the visual and auditory
senses have been actively studied in recent times [3]. Manuscript accepted for publication November 11, 2011
aDepartment of phyical therapy, Kyoungsung University, Republic of
Korea
bDepartment of Physical Therapy, Daegu University, Gyeongsan,
Republic of Korea
cDepartment of Physical Therapy, Kyungsung University, Pusan,
Republic of Korea
dDepartment of Physical Medicine and Rehabilitation, Daegu Fatima
Hospital, Daegu, Republic of Korea
eDepartment of Physical Therapy, Daegu Haany University
fCorresponding author: Sang-Yeol Lee. 314-79, Daeyeon-dong, Nam-
gu, Busan, 609-736, Republic of Korea. Email: sjslh486@hanmail.net
doi:10.4021/jocmr727w eDepartment of Physical Therapy, Daegu Haany University
f Action observation is the method to understand, choose
and imitate the form and motion of an action by observing
other’s action. [1]. Initially, action observation was the re 114 Articles © The authors | Journal compilation © J Clin Med Res and Elmer Press™ | www.jocmr.org J Clin Med Res • 2012;4(2):114-118 Lee et al search theme of social psychology about imitation [2], and
it is nowadays highlighted as a method for cognitive inter
vention to supplement the limitation of motor imagery [3]. Introduction In this study, we investigate the mu rhythm
and the mirror neuron system activation that appears during
the action observation, motor imagery, and actual practice of
the task that requires understanding of movement, such as
SRTT, and studied the effect of the individual motor learning
methods on the movement accuracy and reaction time. To evaluate the reaction time and accuracy of SRTT, we
employed the stimulus scheduling software (LAXTHA, Ko
rea). While all the subjects were performing the task, the per
formance reaction time and the performance accuracy were
recorded in all the intervals. The electroencephalogram was measured using QEEG-
8 (LXE3208, LAXTHA Inc., Korea). The electroencepha
logram sampling rate of the measured subjects was 256 Hz,
filtered in the range of 0.5 – 50 Hz, and the data was saved
in a computer by the 12-bit AD conversion. The electroen
cephalogram was measured in three regions on the head sur Articles © The authors | Journal compilation © J Clin Med Res and Elmer Press™ | www.jocmr.org Methods This study was conducted with a total of 36 healthy adults
at the age of 20’s including 12 subjects in the actual practice 115 Articles © The authors | Journal compilation © J Clin Med Res and Elmer Press™ | www.jocmr.org J Clin Med Res • 2012;4(2):114-118 Effects of Action Observations Figure 1. Method of reaction. Figure 1. Method of reaction. Results face using the monopoly system. The electrode was attached
using the international 10 - 20 system. To measure the mu
rhythm that appears during the motor performance of hand,
action observation and motor imagery in this study, three
channels, Cz, C3 and C4, were attached, and the reference
electrode and ground electrode were attached to the styloid
process on the right and left sides. Articles © The authors | Journal compilation © J Clin Med Res and Elmer Press™ | www.jocmr.org Behaviour change after practice With respect to the reaction time among the groups of dif
ferent learning methods, no significant difference was found
in the reaction time among the group before the learning (P
> 0.05), where the reaction time after the learning showed
significant differences among the three groups (P < 0.05). The post-hoc test to examine the reaction time difference
among the groups after the learning, the reaction time was
significantly longer in the motor imagery group (Table 1) (P
< 0.05). Regarding the action performance accuracy among
the groups of different learning methods, no significant dif
ference was found in the action performance accuracy among
the group before the learning (P > 0.05), where the action
performance accuracy after the learning showed significant
differences among the three groups (P < 0.05). The post-hoc
test to examine the action performance accuracy difference
among the groups after the learning, the performance ac
curacy was significantly lower in the motor imagery group In this study, to quantify the generation of mu rhythm
in the electroencephalogram which was known to be closely
related to the mirror neuron activity, the ratio of mu rhythm
to the total wave was calculated and referred as relative mu
power. Mu rhythm(μ)/(θ wave + α wave + β wave + γ wave) =
(7 - 11 Hz)/( 4 - 50 Hz) To investigate the change in the behavior in each group
before and after the learning, one-way ANOVA and an inde
pendent t-test were performed. Repeated ANOVA was used
to compare the relative mu power before, during and after
the learning in each group. This study was approved by the Institutional Review
Board (IRB) and the approval number is DFH09OT055. Table 1. Comparison of Reaction Time and Accuracy mean ± SD; RT: Reaction time; AC: Accuracy; AO: Action observation; AP: Actually practice; MI: Motor imagery;*P < 0.05. Table 1. Behaviour change after practice Comparison of Reaction Time and Accuracy
AO (n = 12)
AP (n = 12)
MI (n = 12)
F
P
RT (msec)
Pre
0.69 ± 0.04
0.69 ± 0.54
0.67 ± 0.58
0.69
0.50
Post
0.61 ± 0.03
0.61 ± 0.05
0.65 ± 0.05
3.47
0.04*
AC (%)
Pre
68.61 ± 12.06
65.46 ± 12.26
72.96 ± 14.51
1.00
0.37
Post
86.95 ± 5.74
89.16 ± 8.60
80.18 ± 10.47
3.63
0.03* Articles © The authors | Journal compilation © J Clin Med Res and Elmer Press™ | www.jocmr.org
116 Articles © The authors | Journal compilation © J Clin Med Res and Elmer Press™ | www.jocmr.org 116 J Clin Med Res • 2012;4(2):114-118 Lee et al Table 2. Comparison of Relative Mu Power Within Intervention Period on Each Group at CZ, C3 and C4
Area *P < 0 05
Table 2. Comparison of Relative Mu Power Within Intervention Period on Each Group at CZ, C3 and C4
Area
Area
Group
Pre
Mid
Post
F
P
CZ
AO
0.21 ± 0.06
0.18 ± 0.04
0.13 ± 0.05
12.39
0.00*
AP
0.22 ± 0.08
0.18 ± 0.04
0.13 ± 0.05
2.71
0.08
MI
0.24 ± 0.06
0.23 ± 0.07
0.22 ± 0.06
0.353
0.70
C3
AO
0.18 ± 0.05
0.17 ± 0.04
0.14 ± 0.04
2.15
0.14
AP
0.21 ± 0.07
0.18 ± 0.03
0.16 ± 0.061
9.48
0.00*
MI
0.21 ± 0.03
0.22 ± 0.04
0.20 ± 0.06
0.56
0.57
C4
AO
0.20 ± 0.02
0.16 ± 0.04
0.13 ± 0.04
20.55
0.00*
AP
0.21 ± 0.08
0.17 ± 0.04
0.15 ± 0.04
11.71
0.00*
MI
0.24 ± 0.05
0.22 ± 0.07
0.22 ± 0.03
1.35
0.27 omparison of Relative Mu Power Within Intervention Period on Each Group at CZ, C3 and C4 (Table 1) (P < 0.05). (Table 1) (P < 0.05). (Table 1) (P < 0.05). limited by time and space, the learning ability is not maxi
mized in the cases when understanding of the task perfor
mance is insufficient and the ability, control and concentra
tion to remind the task performance scene are lacking [13]. However, the motor learning through action observation,
which has drawn attention of many researchers recently, is
known as the method that helps to better remind the task
performance scene specifically than the learning through
motor imagery and supplement control and concentration
[3]. Behaviour change after practice In this study, to exclude the effect of audiovisual stimu
lation, all the audiovisual stimulations were provided also
to the motor imagery group except the action by the third
person. Mu rhythm change after practice The relative mu power was compared for the SRTT per
formance before, during and after the learning in the CZ,
C3 and C4 regions in each group. The result showed that
there were significant differences in the action observation
group and the actual practice group in the CZ region (P <
0.05), while not significant difference was found in the mo
tor imagery group. In the C3 region, a significant reduction
was found only in the actual practice group, while a little
decreasing tendency was found in the action observation
group. In the C4 region, a significant difference was found
in the action observation group and the actual practice group
(P < 0.05), while no significant difference was found in the
motor imagery group (Table 2). In this study, we measured the mu rhythm of 7 - 11Hz
waveform that is characterized by its repression during the
mirror neuron activation in learning process to analyze the
learning process status and the degree of concentration. The
result showed that the mu rhythm became repressed as the
learning proceeded in the CZ, C3 and C4 regions in the ac
tual practice group and the action observation group. This
result indicates that accurate learning took place as the mir
ror neuron was activated in the action observation group and
the actual practice group. Articles © The authors | Journal compilation © J Clin Med Res and Elmer Press™ | www.jocmr.org Discussion Various methods are applied for motor learning and each
method has unique characteristics. Learning through actual
practice, which is direct motor learning, is effective, but
limited by time and space. Although the learning by means
of motor imagery, one of the motor learning methods, is less The accuracy and reaction time support the result. The
accuracy and reaction time were measured in this study
for each of the learning methods before, during and after 117 Articles © The authors | Journal compilation © J Clin Med Res and Elmer Press™ | www.jocmr.org J Clin Med Res • 2012;4(2):114-118 Effects of Action Observations Lippincott Williams and Wilkins. 2007. the learning. The result showed that the accuracy was sig
nificantly increased after the learning in the actual practice
group and the action observation group, and the reaction
time was significantly reduced in those groups. This result
might have been caused by the repression of the mu rhythm
which was known to play the identical functional role with
that of the mirror neuron. In the conventional studies where
the mu rhythm was observed when observing the movement
of a person and a robot, significant repression was found in
the C3 and C4 regions, which indicated that the first-order
movement region can be activated when observing an objec
tive-oriented movement [10, 13]. In our study also, the result
similar to that of previous studies was found. The result sug
gests that the learning mechanism that involves understand
ing and imitating of task by mirror neuron system activation
takes place not only in the observation of simple actions but
also in the performance of task that requires action respond
ing to stimulus such as SRTT. 3. Lee SY, Lee MH, Bae SS, Lee KS, Gong WT. The ef
fects of action observation and motor imagery of SRTT
in mirror neuron activation. Journal of The Korean Soci
ety of Physical Medicine. 2010; 5(3): 395-404. 4. Stenekes MW, Geertzen JH, Nicolai JP, De Jong BM,
Mulder T. Effects of motor imagery on hand function
during immobilization after flexor tendon repair. Arch
Phys Med Rehabil. 2009;90(4):553-559. 5. Filimon F, Nelson JD, Hagler DJ, Sereno MI. Human
cortical representations for reaching: mirror neurons
for execution, observation, and imagery. Neuroimage. 2007;37(4):1315-1328. 6. Fadiga L, Craighero L, Olivier E. Human motor cortex
excitability during the perception of others’ action. Curr
Opin Neurobiol. 2005;15(2):213-218. 7. Maeda F, Kleiner-Fisman G, Pascual-Leone A. Discussion Motor
facilitation while observing hand actions: specificity of
the effect and role of observer’s orientation. J Neuro
physiol. 2002;87(3):1329-1335. The result suggests that understanding of task by mirror
neuron system activation and learning through imitation take
place not only in the observation of simple actions but also
in the performance of task that requires action responding
to stimulus such as SRTT. It was known that imitation and
learning are involved even in the action that requires task
understanding in humans. 8. Muthukumaraswamy SD, Johnson BW. Primary mo
tor cortex activation during action observation revealed
by wavelet analysis of the EEG. Clin Neurophysiol. 2004;115(8):1760-1766. 9. Hayes SJ, Ashford D, Bennett SJ. Goal-directed imi
tation: the means to an end. Acta Psychol (Amst). 2008;127(2):407-415. Financial Disclosure 10. Perry A, Bentin S. Mirror activity in the human brain
while observing hand movements: a comparison be
tween EEG desynchronization in the mu-range and pre
vious fMRI results. Brain Res. 2009;1282:126-132.i We certify that no party having a direct interest in the results
of the research supporting this article has or will confer a
benefit on us or on any organization with which we are as
sociated. 11. Pineda JA. The functional significance of mu rhythms:
translating “seeing” and “hearing” into “doing”. Brain
Res Brain Res Rev. 2005;50(1):57-68. 12. Duntley SP, Kim AH, Silbergeld DL, Miller JW. Charac
terization of the mu rhythm during rapid eye movement
sleep. Clin Neurophysiol. 2001;112(3):528-531. References 1. Halsband U, Lange RK. Motor learning in man: a re
view of functional and clinical studies. J Physiol Paris. 2006;99(4-6):414-424. 13. Oberman LM, McCleery JP, Ramachandran VS, Pineda
JA. EEG evidence for mirror neuron activity during the
observation of human and robot action: toward an analy
sis of the human qualities of interactive robots. Neuro
computing. 2007;70: 2194-2203. 2. Shumway-Cook A, & Woollacott MH. Motor Control:
Translating Research into Clinical Practice, Baltimore : 2. Shumway-Cook A, & Woollacott MH. Motor Control:
Translating Research into Clinical Practice, Baltimore : 118 Articles © The authors | Journal compilation © J Clin Med Res and Elmer Press™ | www.jocmr.org
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W2985762302.txt
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https://openreviewhub.org/sites/default/files/cte/1608/abstraktlviv.pdf
|
en
|
Depth of Application of a Microgranule for Precision Sowing on the Controlled Release of Nutrients, and the Growth of Maize Plants in the Initial Stage of Development
|
Chemical technology and engineering. Proceedings.2019.№1
| 2,019
|
cc-by
| 824
|
1
Depth of application of a microgranule for precision sowing
on the controlled release of nutrients, and the growth of maize plants in the
initial stage of development
Natalia Matłok1, Józef Gorzelany2, Piotr Antos3, Maciej Balawejder 4
1. Department of Food and Agriculture Production Engineering, University of Rzeszow, Poland, 35-601 Rzeszów,
Zelwerowicza 4, nmatlok@ur.edu.pl
2. Department of Food and Agriculture Production Engineering, University of Rzeszow, Poland, 35-601 Rzeszów,
Zelwerowicza 4, gorzelan@ur.edu.pl
3. Department of Computer Engineering in Management, Rzeszow University of Technology, Poland, 35-959
Rzeszów, Aleja Powstańców Warszawy 12, p.antos@prz.edu.pl
4. Department of Chemistry and Food Technology, University of Rzeszow, Poland, 35-601 Rzeszów, Ćwiklińskiej
1a, maciejb@ur.edu.pl
Abstract– The manuscript presents the results of vase experiments on the determination of the depth
impact of soil microgranulate application for precision sowing on the growth of maize plants in the
initial stage of development. Multi-component granule used in the experiment characterized by the
controlled release of ingredients was made on the basis of an alternative source of a phosphate in
accordance with the patent application No. P.429318.
Kеуwords – alternative raw material, phosphorus, precision fertilization, soil-applied microgranula,
maize
Introduction
The innovative simplified technology of maize cultivation consists of the utilization of a
cultivating and seeding aggregate, thanks to which seed sowing is performed at the same time as
a deep precise application of fertilizer to cultivated soil [Ochal i in., 2015].
Aim and scope
The purpose of the pot experiments was to determine the effect of the depth of
application for precision sowing of microgranules developed on the basis of an alternative source
of phosphorus originating from thermally processed bone waste (patent application No. P.
429318) for the growth and development of corn at the initial stage of development.
Methodology
Table 1. Composition of microgranules for precision sowing
Content of makro- and mikroelements
P2O5
K2O
CaO
MgO
314,0
g∙kg-1
42,3
g∙kg-1
663,1
g∙kg-1
240,3
g∙kg-1
Na2O
5,4
g∙kg-1
Mn
6,5
mg∙kg-1
Fe
1
mg∙kg-1
Cu
3,2
mg∙kg-1
Zn
0,8
mg∙kg-1
The pot experiments were carried out under strict conditions in the vegetation
greenhouse. Standardized soil, a mixture of sand and acidified peat with a pH of 5.5-6.5 in the
ratio of 7: 1, was used in the experiment and certified maize seeds of the variety Farm Gigant
(MTZ = 264g) were utilized. The developed microgranule (table 1) for precision sowing at a
dose of 30 kg ∙ ha-1 was applied at the depth of: 2, 4, 6, 8 and 10 cm in relation to the kernel in
the Fix system. The experiment was carried out at a constant soil moisture of 50% PPW.
2nd INTERNATIONAL SCIENTIFIC CONFERENCE “CHEMICAL TECHNOLOGY AND ENGINEERING – 2”, JUNE 24-28TH, 2019, LVIV, UKRAINE
2
Conclusions
Based on the pot experiments on the depth of application of microgranules for precision
sowing with controlled release of components, it was found that the highest growth and
development of maize plants occurred in a variant in which the fertilizer was applied at a depth
of 2 cm to the kernel. The location of microgranules at a depth of 2 cm from the kernel resulted
in obtaining the highest parameters of biometric traits of maize plants in the 6th week of sowing
(Fig. 1).
60
4
Height of plants
Width of the leaf blade
3,5
50
Height [cm]
30
20
55,0
49,3
41,3
47,7
51,7
43,0
Width [cm]
3
40
10
2,5
2
3,5
1,5
1
2,4
2,3
4
6
8
10
0
kontrola
2
4
6
8
kontrola
10
Depth of application [cm]
2
Depth of application [cm]
4
Dry mass of aboveground parts
8
Dry mass of underground parts
3,5
7
3
Dry mass [g]
6
Dry mass [g]
2,4
0,5
0
5
4
7,41
3
2
2,6
2,0
5,47
6,00
4,77
3,95
3,46
2,5
2
3,14
1,5
1
3,37
2,76
3,11
2,26
1,86
0,5
1
0
0
kontrola
2
4
6
8
10
Depth of application [cm]
kontrola
2
4
6
8
10
Depth of application [cm]
Fig.1. Biometric features of maize plants depending on the depth of application of the fertilizer
Summary
The application of a multi-component fertilizer with a controlled release of ingredients at
a depth of 2 cm in relation to the kernel, developed on the basis of an alternative source of
phosphate, results in the best growth and development of maize plants in the first 6 weeks of
sowing.
Thanks
The research was carried out as part of the project "Development of innovative fertilizers
on the basis of an alternative source of raw material" No. BIOSTRATEG1 / 270963 // 6 / NCBR
/ 2015 co-financed from public funds at the disposal of the National Center for Research and
Development under the "Environment, Agriculture and Forestry" Program - BIOSTRATEG.
Literature
[1]
Ochal P., Jadczyszyn T., Jurga B., „Rozwój systemu korzeniowego kukurydzy
w zależności od umieszczenia nawozu w glebie”, Polish Journal of Agronomy, 23, s.74–
81, 2015.
2nd INTERNATIONAL SCIENTIFIC CONFERENCE “CHEMICAL TECHNOLOGY AND ENGINEERING – 2”, JUNE 24-28TH, 2019, LVIV, UKRAINE
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https://openalex.org/W4366463243
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https://journals.plos.org/plosbiology/article/file?id=10.1371/journal.pbio.3001995&type=printable
|
English
| null |
The dynamic architecture of Map1- and NatB-ribosome complexes coordinates the sequential modifications of nascent polypeptide chains
|
PLoS biology
| 2,023
|
cc-by
| 18,685
|
Academic Editor: Jamie H. D. Cate, University of
California, Berkeley, UNITED STATES Academic Editor: Jamie H. D. Cate, University of
California, Berkeley, UNITED STATES
Received: November 10, 2021
Accepted: January 10, 2023
Published: April 20, 2023
Copyright: © 2023 Knorr et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Copyright: © 2023 Knorr et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: All cryo-electron
microscopy maps are available at the EM Data
Bank with accession codes EMD-16182 for the
Map1-C1-ribosome complex, EMD-16191 for the
Map1-C2-ribosome complex, EMD-16090 for the
NatB-RNC complex with two stably bound NatBs
(class I) and EMD-16086 for the NatB-RNC map
focused sorted on NatB-2 (class II). All models are
available at the Protein Data Bank (PDB) with
accession codes 8BQD for the Map1-C1-ribosome
complex, 8BQX for the Map1-C2-ribosome The dynamic architecture of Map1- and NatB-
ribosome complexes coordinates the
sequential modifications of nascent
polypeptide chains Alexandra G. Knorr☯, Timur Mackens-Kiani☯, Joanna Musial, Otto Berninghausen,
Thomas Becker, Birgitta Beatrix*, Roland BeckmannID* Alexandra G. Knorr☯, Timur Mackens-Kiani☯, Joanna Musial, Otto Berninghausen,
Thomas Becker, Birgitta Beatrix*, Roland BeckmannID*
Department of Biochemistry, Gene Center, Ludwig-Maximilians University Munich, University of Munich,
Munich, Germany Department of Biochemistry, Gene Center, Ludwig-Maximilians University Munich, University of Munich,
Munich, Germany a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 ☯These authors contributed equally to this work. * beatrix@genzentrum.lmu.de (BB); beckmann@genzentrum.lmu.de (RB) ☯These authors contributed equally to this work. * beatrix@genzentrum.lmu.de (BB); beckmann@genzentrum.lmu.de (RB) OPEN ACCESS Cotranslational modification of the nascent polypeptide chain is one of the first events during
the birth of a new protein. In eukaryotes, methionine aminopeptidases (MetAPs) cleave off
the starter methionine, whereas N-acetyl-transferases (NATs) catalyze N-terminal acetyla-
tion. MetAPs and NATs compete with other cotranslationally acting chaperones, such as
ribosome-associated complex (RAC), protein targeting and translocation factors (SRP and
Sec61) for binding sites at the ribosomal tunnel exit. Yet, whereas well-resolved structures
for ribosome-bound RAC, SRP and Sec61, are available, structural information on the
mode of ribosome interaction of eukaryotic MetAPs or of the five cotranslationally active
NATs is only available for NatA. Here, we present cryo-EM structures of yeast Map1 and
NatB bound to ribosome-nascent chain complexes. Map1 is mainly associated with the
dynamic rRNA expansion segment ES27a, thereby kept at an ideal position below the tun-
nel exit to act on the emerging substrate nascent chain. For NatB, we observe two copies of
the NatB complex. NatB-1 binds directly below the tunnel exit, again involving ES27a, and
NatB-2 is located below the second universal adapter site (eL31 and uL22). The binding
mode of the two NatB complexes on the ribosome differs but overlaps with that of NatA and
Map1, implying that NatB binds exclusively to the tunnel exit. We further observe that
ES27a adopts distinct conformations when bound to NatA, NatB, or Map1, together sug-
gesting a contribution to the coordination of a sequential activity of these factors on the
emerging nascent chain at the ribosomal exit tunnel. Citation: Knorr AG, Mackens-Kiani T, Musial J,
Berninghausen O, Becker T, Beatrix B, et al. (2023)
The dynamic architecture of Map1- and NatB-
ribosome complexes coordinates the sequential
modifications of nascent polypeptide chains. PLoS
Biol 21(4): e3001995. https://doi.org/10.1371/
journal.pbio.3001995 Academic Editor: Jamie H. D. Cate, University of
California, Berkeley, UNITED STATES
Received: November 10, 2021
Accepted: January 10, 2023
Published: April 20, 2023 Competing interests: The authors have declared
that no competing interests exist. Competing interests: The authors have declared
that no competing interests exist. Abbreviations: acetyl-CoA, acetyl-coenzyme A;
AF2, AlphaFold 2; APD, amino peptidase domain;
CTF, contrast transfer function; ES, expansion
segment; MetAP, methionine aminopeptidase;
NAC, nascent polypeptide-associated complex;
NAT, N-acetyl-transferase; PDF, peptidyl-
deformylase; RAC, ribosome-associated complex;
RNC, ribosome nascent chain complex; rtRNC,
RNaseI-treated RNC; SN, supernatant; SRP, signal
recognition particle; TAP, tandem affinity
purification; TEV, tobacco etch virus; TPR,
tetratricopeptide repeat; TRAP, Translocon
Associated Protein; wt, wild type. The fundamental importance of N-terminal methionine removal is reflected by the lethality
caused by deletion of all MetAP-encoding genes in eubacteria [10,11] and yeast [4]. In baker’s
yeast (Saccharomyces cerevisiae; S. cerevisiae), Map1 (a type I MetAP) represents the major iso-
form, indicated by the higher copy number as well as by a much stronger slow growth pheno-
type of map1 null mutants when compared to map2 null mutants [12–14]. Both Map1 and
Map2 were previously shown to bind to ribosomes [8,15], and the ribosome interaction of
Map1 was shown to be salt-sensitive and independent of the nascent polypeptide chain. More-
over, the Map1-interacting region was mapped via cross-linking studies to the peptide exit
tunnel periphery of the 60S subunit, likely contacting the region covered by uL23 and uL29
[16]. This position is overlapping with contact sites of various exit tunnel-binding factors such
as the chaperones RAC (ribosome-associated complex) and NAC (nascent polypeptide-associ-
ated complex), as well as the secretory pathway factors SRP (signal recognition particle) and
the Sec61 protein-conducting channel. Furthermore, evidence was provided for an involve-
ment of rRNA expansion segment ES27 in the interaction of MAPs with the ribosome since
deletion of the longest helix of ES27 resulted in a decrease of Map1 and Map2 ribosome associ-
ation in S. cerevisiae [17,18]. For unmodified nascent peptides but also for nascent peptides after methionine cleavage,
Nα-acetylation is another highly frequent cotranslational modification in eukaryotes. It is cata-
lyzed by Nα-acetyltransferases (NATs), which transfer an acetyl group from acetyl-coenzyme
A (acetyl-CoA) to the α-amino group of the emerging nascent chain. With the exception of
NatD, ribosome-associated NATs form dimeric or trimeric hetero-complexes and usually con-
sist of a small catalytic and at least one additional large auxiliary subunit [19]. In humans,
seven subtypes of NATs exist: NatA to NatH, with the first three of them, NatA, NatB, and
NatC acetylating the majority of substrate proteins [19–21]. PLOS BIOLOGY PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB which can play important roles in the targeting, folding, and stability of the newly made
polypeptide. complex, 8BJQ for the NatB-RNC complex with
two stably bound NatBs (class I) and 8BIP for the
NatB-RNC map focused sorted on NatB-2 (class
II). Translation of the vast majority of mRNAs starts on an AUG codon with a methionine-
bound initiator tRNA (Met-tRNAi-Met), resulting in methionine as the first amino acid of
most proteins. When this starter methionine is followed by a small and uncharged amino acid,
such as Ala, Cys, Gly, Pro, Ser, Thr, or Val, it is usually removed cotranslationally by evolution-
arily conserved methionine aminopeptidases (MetAPs) [1–3]. There are two types of MetAPs. While type I is found in eubacteria and type II in archaea, eukaryotes harbor both types of
MetAPs. The two types differ in a characteristic insertion (approximately 60 aa) in the catalytic
domain of type II enzymes [4]. The common catalytic domain belongs to the family of evolu-
tionarily conserved metalloproteases and adopts the typical aminopeptidase fold also known
as “pita-bread” protease fold [5]. Catalysis typically requires one or two divalent cations (for
review, see [6,7]). In contrast to bacterial MetAPs, eukaryotic MetAP1s possess an additional
N-terminal extension containing two zinc finger domains, a RING-finger-like Cys2-Cys2 zinc
finger (aas 22 to 40 in yeast) and a Cys2-His2 zinc finger (aas 50 to 66 in yeast) related to
RNA-binding zinc fingers. This extension has been suggested to be important for the correct
functional alignment of Map1 on the ribosome in yeast [8]. Eukaryotic type II MetAPs also
contain an N-terminal extension carrying a positively charged Lys-rich stretch [7,9]. Funding: A.G.K. received funding through Graduate
School of Quantitative Biosciences Munich. R.B. is
funded by grants from the Deutsche
Forschungsgemeinschaft (GRK1721) and by an
European Research Council (ERC) Advanced Grant
(HumanRibogenesis, Reference Nr. 885711). The
funders had no role in study design, data collection
and analysis, decision to publish, or preparation of
the manuscript. Introduction In all kingdoms of life, nascent polypeptide chains are subject to chemical modification as
soon as they emerge from the ribosomal exit tunnel. The earliest and most common modifica-
tions in eukaryotes are the cleavage of the N-terminal amino acid and Nα-acetylation, both of 1 / 28 PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Competing interests: The authors have declared
that no competing interests exist. The most abundant member of
the Nα-acetyltransferase family is NatA, which modifies nascent chains with an N-terminal
Ser, Ala, Thr, Gly, Val, or Cys after the initiator methionine has been removed by MetAPs. In
contrast, Nα-acetylation by NatB and NatC occurs without initiator methionine removal,
since they directly acetylate this methionine when followed by Asp, Glu, Asn, or Gln (in case
of NatB) or by large hydrophobic residues including Leu, Ile, Phe, and Tyr (in case of NatC). In yeast it was shown that whereas N α acetylation by NatA seems to play a role in sys In yeast, it was shown that whereas N-α-acetylation by NatA seems to play a role in sys-
temic adaptation control, modification by NatB seems rather to be important for protein PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 2 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB folding [22]. Furthermore, depletion of NatB subunits to 30% of the wild-type level caused a
50% decrease in growth in Arabipopsis thaliana [23] and missense mutations in the catalytic
domain NAA20 of human NatB were shown to cause autosomal recessive developmental
delay, intellectual disability, and microcephaly, emphasizing the importance of NatB function
for the cell [24]. Given the differences in substrate specificity and in requirement for initiator methionine
removal, the question arises how access of MetAPs and the different NATs to the peptide exit
site is spatially and temporally coordinated. Here, a recent cryo-EM structure of yeast NatA
bound to native 80S ribosomes carrying a nascent chain showed that NatA is anchored directly
at the exit tunnel by interactions with ribosomal rRNA expansion segments (ESs) [25]. NatA
was found in a position sterically excluding concomitant binding of other cotranslationally
acting chaperones (RAC/Ssb), SRP, as well as Sec61. Also recently, the structures of NatB from
Candida albicans [26] and human NatB [27] as well as Chaetomium thermophilum Naa20 with
a competitive inhibitor [28] were determined by X-ray crystallography and cryo-EM, respec-
tively. However, for eukaryotic MAPs or the other NATs, structural information on their
mode of ribosome interaction is largely lacking and the interplay of these factors at the exit
tunnel is thus only poorly understood. Here, we present cryo-EM structures of nascent chain-carrying 80S ribosomes in complex
with Map1 or the NatB complex from S. Competing interests: The authors have declared
that no competing interests exist. cerevisiae at an overall resolution of 3.8 to 3.9 Å (for
Map1-80S) and 3.1 to 3.8 Å (for NatB-80S), respectively. We observed Map1 mainly flexibly
bound to the dynamic rRNA expansion segment ES27a that positions it directly juxtaposed
the peptide exit tunnel. This position would allow for a very early encounter with substrate
nascent chains and explain their modification as soon as they emerge from the ribosome tun-
nel. Moreover, the observed binding mode of Map1 likely excludes concomitant NatA binding
for subsequent Nα-acetylation of the new N-terminus. Despite also being recruited to the peptide tunnel exit periphery, NatB shows a substantially
different binding mode at the exit site compared to NatA. Interestingly, we observe two copies
of NatB, one bound directly below the tunnel exit site and to ES27a (NatB-1) and one bound
to the second universal adapter site (UAS-II) for exit factors (NatB-2) [29]. In contrast to
NatA, NatB-2 engages also via contacts to rigid parts of rRNA and the ribosomal protein eL31. For both NatBs, the catalytic subunits are positioned below the tunnel exit such that nascent
chains could engage them at a length of approximately 55 amino acids. Yet, we speculate that
NatB-2 is more likely to engage the substrate, while NatB-1 might serve to position NatB-2 via
ES27a. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Cryo-EM structure of the Map1-ribosome complex Cryo-EM samples for endogenous MetAP-ribosome complexes were obtained from native
pullouts of ribosome-bound TAP-tagged Map1 essentially as described before [25,30] (Figs 1A
and S1). After elution by cleavage of the Map1-tag using tobacco etch virus (TEV) protease,
the Map1-ribosome complexes were stabilized by treatment with the chemical crosslinker glu-
taraldehyde prior to cryo-grid preparation. As observed before in native pullouts with cyclo-
heximide-treated samples [25,30], 3D classification revealed classes with programmed
ribosomes predominantly in the pre-translocational state with tRNAs present in the canonical
A and P sites, but also classes representing termination/pre-recycling complexes (with eRF1
and ABCE1) and idle (tRNA-free) ribosomes (S2 Fig). Notably, in the majority of classes,
ES27a was found in the position below the peptide exit tunnel (ES27-exit), and attached to
ES27a, we observed an additional density reaching to the peptide exit tunnel. We joined those PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 3 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB Fig 1. Cryo-EM structures of Map1 bound to ribosomes via expansion segment ES27a. (A) Concentrated eluate obtained from Map1-TAP affinity
purification shown on a 12% Nu-PAGE. Mass spectrometry analysis confirmed the presence of Map1 and ribosomal proteins. A contamination from a viral
protein is marked with an asterisk. See S1 Raw Images for the raw gel image. (B) Cryo-EM structures of Map1 in complex with a translating 80S ribosome in
two different conformations (left: Map1-C1-80S; center: Map1-C2-80S; right: bottom view on the peptide exit tunnel). The maps were filtered according to
local resolution. Isolated densities were extracted after the final CTF refinement. (C) Cartoon representation of bottom views with overlay (left) and separate
views (right) as shown in (B). (D) An AlphaFold 2 model for Map1 was fitted into the density, shown as front view. The maps were filtered to 20 Å using a
Gaussian low-pass filter. (E-H) Two views on the tunnel exit highlighting the position of Map1-C1 (E, G) and Map1-C2 (F, H) with respect to tunnel exit
surrounding ribosomal proteins coloured as indicated in the legend below. (I) In vitro binding assay addressing the contribution of ES27a to ribosome-Map1
binding. Samples from the pelleting assay using recombinant Map1 and purified RNaseI-treated (rtRNC) or nontreated RNCs were applied to a 15%
SDS-PAGE. For Map1 alone the supernatant (SN) fraction and for all other samples the pellet (P) fraction is shown. Co-pelleting of Map1 with the ribosome
was quantified by densitometry. Cryo-EM structure of the Map1-ribosome complex When ESs were digested by RNAseI, Map1 binding was significantly decreased to about 40% compared to Map1 binding to
untreated 80S ribosomes. TE: tunnel exit. ZF: zinc finger domain. APD: aminopeptidase domain. Map1-C1: light green, Map1-C2: dark green, eL22: purple,
H59: orange, 40S SU: light yellow, 60S SU: grey, ES27a: cyan, tRNAs: dark blue, nascent chain (NC): pink. See S1 Raw Images for raw gel images and S1 Data
for numerical data underlying the quantification. Fig 1. Cryo-EM structures of Map1 bound to ribosomes via expansion segment ES27a. (A) Concentrated eluate obtained from Map1-TAP affinity
purification shown on a 12% Nu-PAGE. Mass spectrometry analysis confirmed the presence of Map1 and ribosomal proteins. A contamination from a viral
protein is marked with an asterisk. See S1 Raw Images for the raw gel image. (B) Cryo-EM structures of Map1 in complex with a translating 80S ribosome in
two different conformations (left: Map1-C1-80S; center: Map1-C2-80S; right: bottom view on the peptide exit tunnel). The maps were filtered according to
local resolution. Isolated densities were extracted after the final CTF refinement. (C) Cartoon representation of bottom views with overlay (left) and separate
views (right) as shown in (B). (D) An AlphaFold 2 model for Map1 was fitted into the density, shown as front view. The maps were filtered to 20 Å using a
Gaussian low-pass filter. (E-H) Two views on the tunnel exit highlighting the position of Map1-C1 (E, G) and Map1-C2 (F, H) with respect to tunnel exit
surrounding ribosomal proteins coloured as indicated in the legend below. (I) In vitro binding assay addressing the contribution of ES27a to ribosome-Map1
binding. Samples from the pelleting assay using recombinant Map1 and purified RNaseI-treated (rtRNC) or nontreated RNCs were applied to a 15%
SDS-PAGE. For Map1 alone the supernatant (SN) fraction and for all other samples the pellet (P) fraction is shown. Co-pelleting of Map1 with the ribosome
was quantified by densitometry. When ESs were digested by RNAseI, Map1 binding was significantly decreased to about 40% compared to Map1 binding to
untreated 80S ribosomes. TE: tunnel exit. ZF: zinc finger domain. APD: aminopeptidase domain. Map1-C1: light green, Map1-C2: dark green, eL22: purple,
H59: orange, 40S SU: light yellow, 60S SU: grey, ES27a: cyan, tRNAs: dark blue, nascent chain (NC): pink. See S1 Raw Images for raw gel images and S1 Data
for numerical data underlying the quantification. https://doi.org/10.1371/journal.pbio.3001995.g001 PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Cryo-EM structure of the Map1-ribosome complex In both classes, the position of Map1 at the exit tunnel is similar to that of the homologs of
Map1 involved in 60S subunit biogenesis, yeast Arx1 (associated with ribosomal export com-
plex protein 1) and human EBP1 (ErbB3-binding protein 1) [32–35]. Moreover, Map1-C1
superimposes well with the bacterial Map visualized in a PDF-Map-70S ribosome complex
from Escherichia coli [36] (S4 Fig). Thus, despite the rather low resolution, the reconstructions allowed us to fit a model of
Map1 generated by AlphaFold 2 (AF2) [37] into the respective densities, thereby providing an
idea of the overall positioning of Map1 with respect to the ribosome (Fig 1D). The fits were
guided by high-resolution cryo-EM structures of ribosome-bound EBP1 [34,35,38] (S4 Fig). After fitting the human 80S-EBP1 models into our densities for an overall orientation determi-
nation of Map1, we superimposed the AF2 model for Map1 and rigid body fitted it separately
into isolated densities (Figs 1D and S5A–S5D). This resulted in positioning of the globular
amino peptidase domain (APD) of Map1 below the peptide exit tunnel contacting ES27a and
H59. Density for the APD spans from UAS II (comprising eL31 and eL22) to UAS I (compris-
ing uL23 and uL29) (Fig 1E–1H) [29] and is thus in agreement with published cross-linking
data [16]. In addition, density for the nascent chain was visible, representing a broad variety in
composition and lengths of nascent chains obtained through the native pullout. Therefore, a
possible influence of differences in the nature and length of the nascent chain on the two
observed Map1 states cannot be addressed. In addition to the large APD, AF2 also predicts the structure of the two zinc finger (ZF)
domains of Map1 at a position that coincides with extra density observed in our maps, locating
the zinc fingers adjacent to ribosomal protein eL22 (Fig 1D–1F). As stated above, ES27a is the main contact site for Map1 to the 60S ribosomal subunit. ES27
consists of three A helices, which can change their position flexibly around the three-way junc-
tion connecting rRNA helices H63, ES27a, and ES27b (nomenclature according to Petrov and
colleagues [39]). The longest helix, ES27a, thereby undergoes the most severe conformational
changes. In yeast, so far, two main positions are known, one with the tip of ES27a facing
towards the L1 stalk of the 60S (L1-position) and one facing towards the peptide exit tunnel
(exit-position) [31]. Cryo-EM structure of the Map1-ribosome complex https://doi.org/10.1371/journal.pbio.3001995.g001 classes and subjected them to focused 3D classification using a soft mask for the exit tunnel/
ES27a region. Two classes were enriched, showing a prominent globular, nonribosomal extra
density attached to ES27a in different conformations below the peptide exit. These two classes
differed mainly in the position of ES27a and its attached nonribosomal density, but not in the
overall ribosomal state. Although the additional density could not be better resolved due to its classes and subjected them to focused 3D classification using a soft mask for the exit tunnel/
ES27a region. Two classes were enriched, showing a prominent globular, nonribosomal extra
density attached to ES27a in different conformations below the peptide exit. These two classes
differed mainly in the position of ES27a and its attached nonribosomal density, but not in the
overall ribosomal state. Although the additional density could not be better resolved due to its PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 4 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB flexibility, based on its position, overall shape, and dimension, we assigned it to Map1 (Figs 1B,
1C, and S2). ES27a in the exit position serving as the principal binding site for Map1 is in
agreement with deletion experiments where the tip of ES27a was shortened, leading to reduced
levels of ribosome associated Map1 [17,18]. Furthermore, our assignment agrees with bio-
chemical findings based on chemical cross-linking, showing Map1 close to uL29, a protein
located adjacent to the tunnel exit [16]. While both classes could be refined to an overall resolution of 3.8 and 3.9 Å (referred to as
Map1-C1-80S and Map1-C2-80S), respectively, local resolution of Map1 bound to ES27a was
limited to 7 Å and below (S3 Fig). This indicates a high degree of flexibility of the Map1-ribo-
some interaction, most likely owing in part to the flexibility of its binding partner ES27a,
which can cover a continuous conformational space between tunnel exit site and L1 protuber-
ance [31]. However, since local refinement attempts using the multibody approach in RELION
also failed, we concluded that the flexibility of ES27a does not solely prevent higher resolution
but that the binding of Map1 itself to ES27a is flexible. Accordingly, we were not able to gain
higher local resolution required to build a molecular model for the regions comprising ES27a
and Map1. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Cryo-EM structure of the NatB-ribosome complex We purified
RNCs carrying a well-established NatB substrate as nascent chain, in which the free N-termi-
nus ends with the amino acid sequence MDEL (RNCMDEL). The same sequence was used in
form of a CoA-Ac-MDEL inhibitor for co-crystallization with Chaetomium thermophilum
Naa20 [28]. High salt-washed RNCMDEL were reconstituted with an 18× molar excess of
recombinantly purified NatB (Naa25/Naa20) and subjected to cryo-EM and single particle
analysis (S7 Fig). 3D variability analysis in CryoSPARC and focused sorting on the exit tunnel
region revealed classes with extra density accounting for the NatB complex associated with the
80S ribosome, yet displaying a high degree of compositional and conformational heterogeneity
(S8 Fig). Classes containing additional density corresponding to NatB could be divided into
two sets: one set with extra density for only one copy of NatB (NatB-1; consisting of Naa20-1
and Naa25-1) flexibly attached to ES27a and one set with additional density for a second NatB
complex bound to UAS-II [29] (Fig 2A). The second NatB complex (henceforth referred to as
NatB-2) generally exhibited low conformational variance in classes where it was present, and
h h
b
ll
l
d T
dd
h f
h
S
b
d its interaction with the ribosome was well resolved. To address the fact that ES27a-bound
NatB-1 exhibited greater conformational heterogeneity, we performed focused sorting on this
density, revealing one class (9.645 particles) in which both NatB complexes showed secondary
structure resolution. Here, the ES27a-bound NatB-1 complex was positioned in direct vicinity
to NatB-2 and exhibited much lower conformational flexibility than in other classes. This class
(class I) was refined to a final overall resolution of 3.8 Å (local resolution ranging from approx-
imately 4 to 9 Å for the NatB complexes; S9 Fig, left panel), which unambiguously revealed the
architecture of both NatB complexes. In addition, we subjected all particles containing NatB-2
(and flexible NatB-1) to 3D variability analysis focusing on the NatB-2 area, yielding a class
(class II) containing particularly well-resolved NatB-2 (45.530 particles) and refined this class
to an overall resolution of 3.1 Å (local resolution ranging from below 3 to 6 Å for NatB-2; S9
Fig, right panel). This revealed α-helical secondary structure in regions proximal to the ribosome and
allowed us to unambiguously identify the disc-shaped α-helical tetratricopeptide repeat (TPR)
containing Naa25 subunit for both ribosome-bound NatBs in class I (S5E–S5J Fig). Cryo-EM structure of the Map1-ribosome complex Interestingly, we observed ES27a-exit in two novel stabilized conforma-
tions, when bound to Map1. Compared to ES27a-bound NatA complexes, in Map1 complexes,
ES27a is rotated with the three-way junction as a pivot by 31 degrees for conformation 1 and
by 19 degrees for conformation 2 (S6 Fig). 5 / 28 PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB To confirm the major contribution of ES27a to Map1 ribosome binding, we performed in
vitro binding assays with purified Map1 and ribosome nascent chain complexes (RNCs) or
RNaseI-treated RNCs (rtRNCs), as done before for NatA [25]. In rtRNCs, rRNA ESs are
clipped off by the RNAseI treatment, as previously shown [25]. Map1 binding to rtRNCs was
significantly reduced by about 60% when comparing to untreated RNCs, again confirming
that ES27a is a major binding site for Map1 recruitment to the ribosomal exit site (Fig 1I). Taken together, our analysis shows that Map1 is bound to the 80S ribosome in the immedi-
ate vicinity of the ribosomal tunnel exit mainly via a flexible association with the dynamic
rRNA ES27a. This brings Map1 in an ideal position to act on nascent polypeptide chains as
soon as they emerge from the ribosomal tunnel into the cytoplasm. Cryo-EM structure of the NatB-ribosome complex y
p
To gain further insight into the coordination between methionine cleavage and N-acetylation,
we followed an in vitro reconstitution approach using purified components. We purified
RNCs carrying a well-established NatB substrate as nascent chain, in which the free N-termi-
nus ends with the amino acid sequence MDEL (RNCMDEL). The same sequence was used in
form of a CoA-Ac-MDEL inhibitor for co-crystallization with Chaetomium thermophilum
Naa20 [28]. High salt-washed RNCMDEL were reconstituted with an 18× molar excess of
recombinantly purified NatB (Naa25/Naa20) and subjected to cryo-EM and single particle
analysis (S7 Fig). 3D variability analysis in CryoSPARC and focused sorting on the exit tunnel
region revealed classes with extra density accounting for the NatB complex associated with the
80S ribosome, yet displaying a high degree of compositional and conformational heterogeneity
(S8 Fig). Classes containing additional density corresponding to NatB could be divided into
two sets: one set with extra density for only one copy of NatB (NatB-1; consisting of Naa20-1
and Naa25-1) flexibly attached to ES27a and one set with additional density for a second NatB
complex bound to UAS-II [29] (Fig 2A). The second NatB complex (henceforth referred to as
NatB-2) generally exhibited low conformational variance in classes where it was present, and
its interaction with the ribosome was well resolved. To address the fact that ES27a-bound
NatB-1 exhibited greater conformational heterogeneity, we performed focused sorting on this
density, revealing one class (9.645 particles) in which both NatB complexes showed secondary
structure resolution. Here, the ES27a-bound NatB-1 complex was positioned in direct vicinity
to NatB-2 and exhibited much lower conformational flexibility than in other classes. This class
(class I) was refined to a final overall resolution of 3.8 Å (local resolution ranging from approx-
imately 4 to 9 Å for the NatB complexes; S9 Fig, left panel), which unambiguously revealed the
architecture of both NatB complexes. In addition, we subjected all particles containing NatB-2
(and flexible NatB-1) to 3D variability analysis focusing on the NatB-2 area, yielding a class
(class II) containing particularly well-resolved NatB-2 (45.530 particles) and refined this class
to an overall resolution of 3.1 Å (local resolution ranging from below 3 to 6 Å for NatB-2; S9
Fig, right panel). To gain further insight into the coordination between methionine cleavage and N-acetylation,
we followed an in vitro reconstitution approach using purified components. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Cryo-EM structure of the NatB-ribosome complex We further
noticed that the globular catalytic Naa20 subunits are less well resolved (when compared to
Naa25), indicative of flexibility, especially in the ES27a-bound NatB-1. We then performed
rigid-body fitting of an AF2 model which is highly similar to the crystal structure of C. albicans
NatB (PDB 5K18) [26]. In brief, the 12 tetratrico (TPR-) repeats (α0-α29) of Naa25 together
with its C-terminal helical domain (α30-α36) form a ring-like structure with N-and C-termini
in close vicinity. Naa20 is located in and protrudes from a circular pocket formed by the PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 6 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB Fig 2. Cryo-EM structure and model of the NatB-ribosome complex. (A) Composite map showing cryo-EM structures of NatB in complex with translating
80S ribosomes (RNCMDEl) filtered according to local resolution. Isolated densities of NatB-1 (from class I) and NatB-2 (from class II) were extracted after the
final refinement. Views are shown on the peptide tunnel exit (left; bottom view), rotated 70˚ horizontally (middle; front view), and rotated 60˚ vertically (right;
side view). (B) Zoom on the peptide exit site showing the NatB-ribosome molecular model (NatB-1 and NatB-2) in front (left) and side views (right) as
indicated in (A). Overview (upper left panel (C)) and zoomed views (D-F) focusing on the Naa25-2 ribosome contact sites. Interactions of (D) helix α35 at the
C-terminus of Naa25-2 with the H100/101-and H94/98 junctions, (E) the Naa25-2 α34-α35 loop (Lys720) with Asp6 in the N-terminus of eL31, and (F) Lys791
and Arg794 at the very C-terminus (α36) of Naa25-2 with U3153 and U3293 within H94/98-junction are shown. NatB-1 was omitted for clarity. (G) Same view
as (C) showing the model for the NatB-2 ribosome complex docked in density and highlighting Naa25-2 C-terminus (orange). (H) Model of the Naa25 C-
terminus highlighting the position of the four positive patches (PPs). All patches contain two charged amino acids as indicated. Charge inversion double
mutants were generated (PP1, PP3, PP4, and PPall). (I) Western blot analysis of sedimentation assays (triplicates) using recombinant wild-type or mutant NatB Fig 2. Cryo-EM structure and model of the NatB-ribosome complex. (A) Composite map showing cryo-EM structures of NatB in complex with translating
80S ribosomes (RNCMDEl) filtered according to local resolution. Isolated densities of NatB-1 (from class I) and NatB-2 (from class II) were extracted after the
final refinement. Naa25 TPR repeats. This structure could be fitted with only minor adjustments into both NatB
densities (S5E–S5J Fig and S1 Table). Here, the bases U3153 and U3293 within the H94/98-junction were
contacted by Lys 791 and Arg794 at the very C-terminus of Naa25-2, likely via a cation-π stack. To test the contribution of the before-mentioned residues to ribosome binding, we selected
positive patches (each patch containing two closely spaced basic amino acids) at the C-termi-
nus of Naa25 (Fig 2G) and an unrelated positive patch in the same area (Lys 747 and Lys 751). We created double charge inversion mutants (Lys or Arg to Glu) for each patch (PP1 to PP4;
Fig 2H) or for all patches (PPall) similar to as described in ref [41]. Purified wild type (wt) and
mutant NatB complexes carrying an N-terminal His-tag on Naa25 (for western blot detection)
were used for in vitro binding assays. To prevent any bias by a specific nascent chain, we chose
purified idle 80S ribosomes over RNCs in these assays (S7 Fig). The western blot analysis
showed that binding of NatB to 80S ribosomes was significantly reduced by mutation of
K723E, K725E (positive patch PP1; 47% of wt binding) and K791E, R794E (PP4; 31%), The third site comprises bases at the junction of H94 and H98 that bind the very C-terminus
(α36) of Naa25-2 (Fig 2F). Here, the bases U3153 and U3293 within the H94/98-junction were
contacted by Lys 791 and Arg794 at the very C-terminus of Naa25-2, likely via a cation-π stack. To test the contribution of the before-mentioned residues to ribosome binding, we selected
positive patches (each patch containing two closely spaced basic amino acids) at the C-termi-
nus of Naa25 (Fig 2G) and an unrelated positive patch in the same area (Lys 747 and Lys 751). We created double charge inversion mutants (Lys or Arg to Glu) for each patch (PP1 to PP4;
Fig 2H) or for all patches (PPall) similar to as described in ref [41]. Purified wild type (wt) and
mutant NatB complexes carrying an N-terminal His-tag on Naa25 (for western blot detection)
were used for in vitro binding assays. To prevent any bias by a specific nascent chain, we chose
purified idle 80S ribosomes over RNCs in these assays (S7 Fig). Cryo-EM structure of the NatB-ribosome complex Views are shown on the peptide tunnel exit (left; bottom view), rotated 70˚ horizontally (middle; front view), and rotated 60˚ vertically (right;
side view). (B) Zoom on the peptide exit site showing the NatB-ribosome molecular model (NatB-1 and NatB-2) in front (left) and side views (right) as
indicated in (A). Overview (upper left panel (C)) and zoomed views (D-F) focusing on the Naa25-2 ribosome contact sites. Interactions of (D) helix α35 at the
C-terminus of Naa25-2 with the H100/101-and H94/98 junctions, (E) the Naa25-2 α34-α35 loop (Lys720) with Asp6 in the N-terminus of eL31, and (F) Lys791
and Arg794 at the very C-terminus (α36) of Naa25-2 with U3153 and U3293 within H94/98-junction are shown. NatB-1 was omitted for clarity. (G) Same view
as (C) showing the model for the NatB-2 ribosome complex docked in density and highlighting Naa25-2 C-terminus (orange). (H) Model of the Naa25 C-
terminus highlighting the position of the four positive patches (PPs). All patches contain two charged amino acids as indicated. Charge inversion double
mutants were generated (PP1, PP3, PP4, and PPall). (I) Western blot analysis of sedimentation assays (triplicates) using recombinant wild-type or mutant NatB PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 7 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB complex and idle (80S) or RNaseI-treated 80S ribosomes (rt80S). Top: fraction of NatB bound to ribosomes quantified by densitometric analysis of western blot
images. Bottom: representative western blot displaying supernatant (SN) and pellet (P) fractions of two such experiments. See S1 Raw Images for all raw
western blot images and S1 Data for numerical data underlying the quantification. complex and idle (80S) or RNaseI-treated 80S ribosomes (rt80S). Top: fraction of NatB bound to ribosomes quantified by densitometric analysis of western blot
images. Bottom: representative western blot displaying supernatant (SN) and pellet (P) fractions of two such experiments. See S1 Raw Images for all raw
western blot images and S1 Data for numerical data underlying the quantification. https://doi.org/10.1371/journal.pbio.3001995.g002 https://doi.org/10.1371/journal.pbio.3001995.g002 Naa25 TPR repeats. This structure could be fitted with only minor adjustments into both NatB
densities (S5E–S5J Fig and S1 Table). Naa25 TPR repeats. This structure could be fitted with only minor adjustments into both NatB
densities (S5E–S5J Fig and S1 Table). Overall, the two NatB densities cover the area below the 60S exit site spanning from ES27a
to the second UAS for exit factors (eL31 and uL22) [29]. NatB-1 is anchored between H59 of
25S rRNA and the long arm of the ES27a A-helix (Fig 2B). Here, contacts are established by
the loops of Naa25-1 N-terminal TPRs (TPR1 and 2) that are sandwiched between the two
rRNA elements. Another contact to the ES27a tip is established by the TPR-helices of the
Naa25-1 C-terminus (α34-α36). In this conformation, the catalytic subunit Naa20-1 faces
towards the exit tunnel, but density is only visible at the well-conserved contact interface with
Naa25-1 (including highly conserved Thr2 and Glu48 of Naa20 and Arg296 of Naa25) [40],
indicating that it is largely delocalized. NatB-2 is anchored to the ribosomal surface somewhat offset from the tunnel exit of the
60S and is arranged such that the two catalytic Naa20 subunits face each other. In contrast to
NatB-1, ribosomal contacts are in this case established mainly via rRNA but also to the ribo-
somal protein eL31, yet involving only the C-terminal TPRs of Naa25-2 (Fig 2C). In detail, we
identified three distinct interaction sites of Naa25-2 with the ribosomal exit site in the map
after focused refinement on NatB-2 (class II): The first site was established around the junction
of H100 and H101 of 25S rRNA and the N-terminal part of α35 of Naa25-2 (Fig 2D) that con-
tains a series of positively charged amino acids (Lys725, Lys729, Lys732, and Lys736). The sec-
ond contact site is established between the Naa25-2 Lys720, located in the loop between α34
and α35, and Asp6 of the N-terminus of ribosomal protein eL31 (Fig 2E). The third site comprises bases at the junction of H94 and H98 that bind the very C-terminus
(α36) of Naa25-2 (Fig 2F). Here, the bases U3153 and U3293 within the H94/98-junction were
contacted by Lys 791 and Arg794 at the very C-terminus of Naa25-2, likely via a cation-π stack. The third site comprises bases at the junction of H94 and H98 that bind the very C-terminus
(α36) of Naa25-2 (Fig 2F). PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Naa25 TPR repeats. This structure could be fitted with only minor adjustments into both NatB
densities (S5E–S5J Fig and S1 Table). The absence of ESs indeed reduced the binding of NatB to 8% com-
pared to NatB binding to untreated 80S ribosomes, confirming an important role of the ES for
recruitment of both NatB copies to the ribosome (Fig 2I). We next compared ribosome-bound NatB-1 and NatB-2 with the NatA complex. Here, sev-
eral observations were made. (i) The overall space occupied below the exit site is overlapping,
indicating that in the observed conformations NatA and NatB can only bind exclusively
(Fig 3A). (ii) The architecture of ribosome-bound NatB clearly differs from the NatA-ribo-
some complex and displays a distinct 60S binding mode. NatA mainly employs 25S rRNA ES
for 60S binding. Here, ES27a and ES39 anchor the auxiliary Naa15 (Nat1) subunit to the exit
site, and Naa50 (Nat5)—which has no equivalent in NatB—makes a third contact to ES7. While NatB-1 also binds to ES27a, NatB-2 engagement of the 60S differs compared to NatA
binding and does not involve ES27a or other ESs. (iii) Like Naa10 (Ard1), the catalytic subunit
of the NatA complex, both Naa20-1 and Naa20-2 of NatB have no direct contact to the ribo-
some. We further note that Naa20-2 is better resolved, while Naa20-1, apart from the contact
site with Naa25-1, is largely delocalized. Notably, a rigid body fit of the NatB-2 model into
NatB-1 would lead to a clash between Naa20-1 and Naa25-2, indicating that Naa20-1 needs to
adjust its orientation with respect to Naa25 compared to NatB-2 (and the X-ray structure
[26]). Nevertheless, in order to assess their principal potential to contribute catalytic activity,
we compared this rigid-body fit of Naa20-1 with our models for Nat20-2 and Naa10 of NatA,
since it represents a sufficiently accurate approximation of the overall position of Naa20-1
(Figs 3C and S10). Interestingly, it would require roughly the same minimum length of the nascent chain of
about 55 amino acids to reach either one of the catalytic centers, assuming a direct path from
the 30-CCA end of the tRNA to the tunnel exit and from there into the Naa20 catalytic center
(30 aa inside and 25 aa outside the exit tunnel) (Fig 3C). Naa20-2 is oriented similarly to
Naa10 of NatA [25] with respect to the position of acetyl-CoA and accessibility for the nascent
chain N-terminus (Fig 3B and 3C). Naa25 TPR repeats. This structure could be fitted with only minor adjustments into both NatB
densities (S5E–S5J Fig and S1 Table). The western blot analysis
showed that binding of NatB to 80S ribosomes was significantly reduced by mutation of
K723E, K725E (positive patch PP1; 47% of wt binding) and K791E, R794E (PP4; 31%),
whereas K747E, K751E that in our structure are not directly involved in ribosome binding
showed only a very weak effect (PP3; 83%). When all positive patches (PPall) were mutated,
binding was almost entirely abolished (6% of wt binding), confirming the contribution of
these positive patches to the interaction of NatB with the ribosome (Fig 2I). This indicated that
the positive charges on the surface of the Naa25 C-terminus have an additive effect on ribo-
some binding by establishing a composite binding patch for rRNA interaction. The results of
these binding assays confirm the significance of the described interaction patches between
Naa25 and the ribosome. Whereas in Naa25-1, these positively charged amino acids interact
with ES27a, in Naa25-2, they enable the binding to H94/H98 and H100/H101 junctions (Fig
2D–2F). p
p
g
whereas K747E, K751E that in our structure are not directly involved in ribosome binding
showed only a very weak effect (PP3; 83%). When all positive patches (PPall) were mutated,
binding was almost entirely abolished (6% of wt binding), confirming the contribution of
these positive patches to the interaction of NatB with the ribosome (Fig 2I). This indicated that
the positive charges on the surface of the Naa25 C-terminus have an additive effect on ribo-
some binding by establishing a composite binding patch for rRNA interaction. The results of
these binding assays confirm the significance of the described interaction patches between
Naa25 and the ribosome. Whereas in Naa25-1, these positively charged amino acids interact
with ES27a, in Naa25-2, they enable the binding to H94/H98 and H100/H101 junctions (Fig
2D–2F). 8 / 28 PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB Interestingly, as observed for NatA and also Map1, in the class showing the stable assembly
with two NatB complexes (class I), ES27a adopts a specific conformation. Compared to the
Map1-C1 position of ES27a that is closest to the tunnel exit, the NatB-bound position is
rotated 37˚ away from the tunnel exit (S6 Fig). We thus assessed the contribution of ESs to NatB binding by performing quantitative bind-
ing assays using empty 80S or RNAse-I-treated 80S (depleted of ES as described in [25] and for
Map1 in Fig 1I) (S7 Fig). PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Naa25 TPR repeats. This structure could be fitted with only minor adjustments into both NatB
densities (S5E–S5J Fig and S1 Table). While the substrate could enter Naa20-2 in a straight path
from the tunnel exit, it would need to form a turn to reach into the center of Naa20-1, the
entrance to which is located on the lateral side (S10 Fig). Thus, both copies of Naa20 (in NatB-
1 and in NatB-2) could in principle be catalytically active. Yet, taking into account the delocali-
zation and high degree of flexibility of Naa20-1 with respect to its auxiliary subunit in contrast
to the more stably positioned Naa20-2, and given the more direct path that the nascent chain
can take to enter Naa20-2, we speculate that Naa20-2 rather than Naa20-1 would act to N-acet-
ylate most NatB substrates. While binding of NatA and NatB appears mutually exclusive we wondered to what extent
concomitant binding of Map1 would be sterically allowed. Unlike stated before [25], compari-
son of the binding modes reveals that Map1 in both C1 and C2 positions would possibly clash
with NatA, although clashes between Map1-C1 and NatA would be rather minor. Yet, both
NatB complexes, especially the ES27a-bound NatB-1, would severely overlap with both
observed Map1 positions (S11 Fig). Thus, this comparison is rather suggestive for competitive
binding of Map1 and NATs. This notion is further supported by the observation that ES27a
orientations are apparently different for every ligand. 9 / 28 PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB Fig 3. Comparison of ribosome-bound NatB and NatA complexes. (A) Bottom view (upper panel) and front view
(lower panel) showing an overlay of the NatB-1 (pink) and NatB-2 (orange) ribosome structure with isolated densitie
for ribosome-bound NatA (bright green) (EMD-0201; [25]). (B) Comparison of positions for the NatA and NatB-2
catalytic subunits (Naa10 and Naa20) with respect to the 60S subunit shown as front and top view. The position of
acetyl-CoA (Ac-CoA) and a putative model for the nascent chains is shown. For clarity, only Naa20 of NatB-2 is
shown. (C) Left panel: cut front view of the NatB ribosome cryo-EM map highlighting the nascent polypeptide chain
and the position NatB-1 and NatB-2 (left panel). Right panels: Zoom-in views highlighting the catalytic Naa20-2
subunit and illustration of the minimal distance that a nascent chain has to span to reach the active site of Naa20-2. https://doi.org/10.1371/journal.pbio.3001995.g003 Fig 3. Comparison of ribosome-bound NatB and NatA complexes. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 https://doi.org/10.1371/journal.pbio.3001995.g003 Discussion During translation of a nascent polypeptide, various factors are dynamically interacting with
the ribosomal peptide exit site to probe the biochemical and biophysical properties of the
emerging nascent chain. For example, the activity of the modifying enzymes Map1 and the
NATs is dependent on the properties of the amino acids following the N-terminal methionine. The ribosome-associated complex RAC containing the Hsp70 homolog Ssz1 binds various
(partially unfolded) nascent chains, whereas the SRP recognizes hydrophobic, partially helical
N-terminal signal sequences. Commonly, all these factors are able to interact with the ribosome employing fast on- and
off-rates even in the absence of the nascent chain in order to scan the ribosome for the emerg-
ing nascent chain substrate. Yet, a number of structural studies showed that binding sites for
most exit site factors on the ribosome are overlapping. Based on those structures, neither NatA
nor RAC or SRP can bind together to the exit site, at least not in the observed conformations. This implies a dynamic and sequential or collaborative ribosome interaction and activity of
these factors on the nascent chain dependent on the presence of the cognate nascent chain N-
terminus substrate, which will change the apparent off-rates of the respective factors (see
scheme in Fig 4). This is best documented for SRP, which, after an initial encounter, remains
bound to the RNC for the entire targeting cycle, but only after engaging a sufficiently hydro-
phobic signal sequence [42–44]. This study investigating ribosome binding for Map1 and NatB expands our knowledge on
how exit site factors on the ribosome may be orchestrated by the dynamic rRNA expansion
segment ES27a. We noted that, as observed for the NatA complex, Map1 and NatB directly
bind to ES27a and intriguingly position the rRNA A-helix in a very specific conformation with
respect to the tunnel exit (see S6 Fig). Map1, which cleaves the N-terminal methionine, is likely
one of the earliest nascent chain binders, since cleavage at least for bacterial MAP has been
shown to occur as soon as the nascent chain has reached a length of 44 amino acids [49]. We
find it mainly bound to ES27a and were able to enrich two distinct conformations positioning
the Map1-bound tip of ES27a closer to the tunnel exit than observed with NatA. In contrast,
when bound to the two NatB complexes, ES27a moves even further away from the tunnel exit
than in case of NatA binding. Naa25 TPR repeats. This structure could be fitted with only minor adjustments into both NatB
densities (S5E–S5J Fig and S1 Table). (A) Bottom view (upper panel) and front view
(lower panel) showing an overlay of the NatB-1 (pink) and NatB-2 (orange) ribosome structure with isolated densities
for ribosome-bound NatA (bright green) (EMD-0201; [25]). (B) Comparison of positions for the NatA and NatB-2
catalytic subunits (Naa10 and Naa20) with respect to the 60S subunit shown as front and top view. The position of
acetyl-CoA (Ac-CoA) and a putative model for the nascent chains is shown. For clarity, only Naa20 of NatB-2 is
shown. (C) Left panel: cut front view of the NatB ribosome cryo-EM map highlighting the nascent polypeptide chain
and the position NatB-1 and NatB-2 (left panel). Right panels: Zoom-in views highlighting the catalytic Naa20-2
subunit and illustration of the minimal distance that a nascent chain has to span to reach the active site of Naa20-2. https://doi.org/10.1371/journal.pbio.3001995.g003 10 / 28 PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Discussion We thus hypothesize that ES27a, by adopting exit factor-specific
conformations, plays a role in providing specificity and probably exclusive binding for the dif-
ferent factors. Apart from the ES27a interaction, most exit site factors employ electrostatic interactions to
bind to 25S/28S rRNA. For example, positively charged patches are present in NAC [29,48,50],
NatA, bacterial Map [49], and the RAC/Ssb1 complex [46,51,52]. Interestingly, the precise
electrostatic interaction sites on the ribosome differ from factor to factor. Both NatA and NatB
employ charged patches on their TPR-repeat containing subunits. Naa15 of NatA contacts a
binding pocket formed by rRNA H24 and H47 close to eL31 with its charged N-terminus, and
the region close to ES39 (H98-H100 region) with a patch of lysines on its C-terminus. As
described above, both Naa25 subunits in our structure employ positively charged patches to
engage with rRNA, whereby Naa25-2 binds to a similar but not the same region of the exit site
(see Fig 2C–2F) as Naa15 (NatA), thus showing a different specific binding pattern. We propose a model according to which the exit site factors Map1, NatA, and NatB all require
an interaction with the flexible arm of ES27a. In addition, however, binding of these factors to the
ribosomal exit site specifically positions both the factors themselves and also ES27a in distinct
states, thereby enabling probing of the nature of the nascent chain as potential substrates. We thus speculate that, in analogy to the mobile P-stalk for translation factors [53–55],
ES27a could be a primary binding hub for modifying enzymes, maintaining them in close PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 11 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB Fig 4. Scheme depicting the possible interplay of ribosome exit site factors. The translating ribosome exposing a
nascent polypeptide chain is engaged by primary exit site factors (NAC, Map1, NatB, SRP) depending on the
properties of the emerging chain’s N-terminus. After these primary factors have performed their activity, secondary
factors (e.g., NatA, RAC, Sec61) gain access to the nascent chain. Whereas some of them can coexist on the ribosome
(e.g., NatA and Map1-C1 or NAC and SRP), others cannot or have to bind sequentially (e.g., NatA and NatB). ES:
expansion segment, RNC: ribosome-nascent chain complex. The tunnel exit is indicated by a yellow dotted circle. Color codes for factors and entry codes for the electron microscopy database (EMD) are given below. Discussion Reference for
EMD 2844 is [45], for EMD 6105 is [46], for EMB 1651 is [47], and EMD 4938 is [48]. https://doi.org/10.1371/journal.pbio.3001995.g004 Fig 4. Scheme depicting the possible interplay of ribosome exit site factors. The translating ribosome exposing a
nascent polypeptide chain is engaged by primary exit site factors (NAC, Map1, NatB, SRP) depending on the
properties of the emerging chain’s N-terminus. After these primary factors have performed their activity, secondary
factors (e.g., NatA, RAC, Sec61) gain access to the nascent chain. Whereas some of them can coexist on the ribosome
(e.g., NatA and Map1-C1 or NAC and SRP), others cannot or have to bind sequentially (e.g., NatA and NatB). ES:
expansion segment, RNC: ribosome-nascent chain complex. The tunnel exit is indicated by a yellow dotted circle. Color codes for factors and entry codes for the electron microscopy database (EMD) are given below. Reference for
EMD 2844 is [45], for EMD 6105 is [46], for EMB 1651 is [47], and EMD 4938 is [48]. Fig 4. Scheme depicting the possible interplay of ribosome exit site factors. The translating ribosome exposing a
nascent polypeptide chain is engaged by primary exit site factors (NAC, Map1, NatB, SRP) depending on the
properties of the emerging chain’s N-terminus. After these primary factors have performed their activity, secondary
factors (e.g., NatA, RAC, Sec61) gain access to the nascent chain. Whereas some of them can coexist on the ribosome
(e.g., NatA and Map1-C1 or NAC and SRP), others cannot or have to bind sequentially (e.g., NatA and NatB). ES:
expansion segment, RNC: ribosome-nascent chain complex. The tunnel exit is indicated by a yellow dotted circle. Color codes for factors and entry codes for the electron microscopy database (EMD) are given below. Reference for
EMD 2844 is [45], for EMD 6105 is [46], for EMB 1651 is [47], and EMD 4938 is [48]. properties of the emerging chain s N terminus. After these primary factors have performed their activity, secondary
factors (e.g., NatA, RAC, Sec61) gain access to the nascent chain. Whereas some of them can coexist on the ribosome
(e.g., NatA and Map1-C1 or NAC and SRP), others cannot or have to bind sequentially (e.g., NatA and NatB). ES:
expansion segment, RNC: ribosome-nascent chain complex. The tunnel exit is indicated by a yellow dotted circle. Color codes for factors and entry codes for the electron microscopy database (EMD) are given below. Discussion Reference for
EMD 2844 is [45], for EMD 6105 is [46], for EMB 1651 is [47], and EMD 4938 is [48]. https://doi.org/10.1371/journal.pbio.3001995.g004 vicinity to the nascent chain substrates for probing their properties. More rigid ribosome bind-
ing can then occur via factor-specific interactions mainly involving electrostatic interactions
with the exit site rRNA, leading to both specific fixation of ES27a and temporary exclusion of
other competing exit site factors. Substrates of NatA-mediated N-acetylation require prior removal of the first methionine by
Map1, whereas for NatB activity, the N-terminal methionine still needs to be present. Interest-
ingly, in our structures, we observe two copies of NatB, one rigidly bound next to the peptide
exit tunnel (at UAS-II) with no contact to ES27a, and one more flexibly bound mainly to PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 12 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB ES27a. We further show that presence of ES27a is necessary for both NatBs to bind to ribosomes
(Fig 2I), since removal of ES27a by RNaseI almost completely abolishes ribosome binding. This
suggests that spatial constraining and correct positioning of NatB-2 (which does not contact
ES27a) is likely to depend on the presence of NatB-1 and ES27a. This is further supported by
the observation that, during classification, all classes that showed NatB-2 also contained extra
density for NatB-1 at ES27a, whereas not all classes with NatB-1 showed NatB-2. This opens the
possibility that NatB-1 binds first to the ribosome via ES27a and is needed to stably position
NatB-2 next to the tunnel exit. This would be analogous to a recent study showing that exit fac-
tors such as NAC and SRP can in principle cooperate [56]. For cotranslational ER-targeting,
NAC acts as a gatekeeper to shield nascent chains, which are not substrates for SRP, while facili-
tating recruitment of SRP to the ribosome. Another study shows that the Translocon Associated
Protein (TRAP) may help recruiting ribosomes to the ER and subsequently aids in stabilizing
the RNC-Sec61 complex and contributes to membrane protein biogenesis [57]. In contrast to NatB, concomitant binding of NatA and Map1-C1, but not Map1-C2, is still
possible since they would barely sterically clash (S11 Fig). Interestingly, bacterial Map also
occupies two different positions on the ribosomal surface close to the exit tunnel, only one of
which allows binding of peptidyl-deformylase (PDF) at the same time [36]. Discussion Given that yeast
Map1 is bound to the ribosome mainly via ES27a and its position is dependent on ES27a
movement, we favor a model for a Map1-NatA interplay, in which ES27a orchestrates a
sequential action of Map1 and NatA on their substrate. This is in line with a failure of all our
attempts to visualize Map1 and NatA together on the ribosome. A possible reason for the somewhat puzzling observation of two NatB copies on the ribo-
some might reflect a function in efficient discrimination between Map1, NatA, and NatB sub-
strates. Among the cotranslationally acting nascent chain modifying factors discussed in this
study, Map1 is the most abundant protein (average copy number per cell according to the Sac-
charomyces Genome Database (www.yeastgenome.org; 14,218 +/−5,474) followed by NatA
(Naa15; 8,398 +/−4,076) and NatB (Naa25; 5,693 +/−1,503). Thus, the likelihood for an RNC
to be probed by Map1 or NatA is higher. If, however, the first NatB binds to RNCs with a
vacant ES27a, it would automatically exclude Map1 or NatA (re) binding and thereby prime
this RNC as a possible substrate for the second, likely the catalytically active, NatB-2. At this
point, however, we cannot clearly decide whether both or only one of the NatB copies are
active in modifying nascent chains. Taking into account the observed conformational distor-
tion of Naa20 of NatB-1 and the rather obscured path of the nascent chain to its catalytic sub-
unit, we speculate that NatB-2 may be the more active complex that provides the majority of
the modifying activity. Taken together, we propose that the primary and secondary interactors of the nascent
chain (see Fig 4) may follow either a collaborative (as in case of NAC and SRP) or a sequential
mode (as in case of Map1 and NatA) for the productive interplay of the various modifying
enzymes. At least for the nascent chain modifying enzymes, ES27a plays a central role in their
recruitment to and orchestration at the ribosomal peptide exit site. However, for a complete
understanding, a quantitative assessment of the kinetic properties of the different modifying,
chaperoning, and targeting factors with respect to nascent chain-dependent RNC binding and
dissociation will be necessary. Purification of recombinant Map1 Map1 containing an N-terminal His8-tag followed by a linker and a HRV 3C cleavage site was
expressed from a pET28a vector. E. coli cells were harvested by centrifugation in a SCL6000 13 / 28 PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB rotor (Sorvall) for 10 min at 4,500 rpm and 4˚C. After washing with 1× PBS, the pellet was
resuspended in cold lysis buffer (50 mM Tris (pH 8.0), 500 mM NaCl, 1 mM PMSF, 1 EDTA-
free protease inhibitor cocktail pill/50 ml (Roche)) and subjected to mechanical lysis using a
Microfluidizer (Micro Fluidics). Clarified lysate was obtained after spinning for 15 min at
15,000 rpm in a SS34 rotor (Sorvall) at 4˚C. After filtering the lysate, it was applied on a
HisTrap HP column (GE Healthcare) equilibrated with HT-20 buffer (50 mM Tris (pH 7.5),
500 mM NaCl, 20 mM imidazol, 10 mM β-mercaptoethanol). After elution with HRV 3C pro-
tease under high salt conditions, the main fractions were loaded onto a SP FF column (GE
Healthcare) equilibrated with 20 mM HEPES at pH 7.0. Elution was performed by a linear salt
gradient up to 1 M NaCl, the main fractions showing purified Map1 protein were pooled and
the buffer was adjusted to 20 mM HEPES (pH 7.5), 100 mM KOAc, 2.5 mM Mg(OAc)2, 1 mM
DTT, 0.5 mM PMSF, 10 μg/ml cycloheximide including a protease inhibitor cocktail tablet
(Roche). Purification of recombinant NatB complexes Naa25 containing an N-terminal His8-tag followed by a linker and a HRV 3C cleavage site was
expressed from the MCS1 of pRSFDuet-1 vector (Novagen). A gene encoding a codon-opti-
mized version of catalytically inactive E25A and H74A double mutant of Naa20 [26] for E. coli
expression was synthesized by Eurofins. An additional M36L mutation was introduced to pre-
vent internal translation initiation. This modified NAA20 gene was cloned into the MCS2 of
the same pRSFDuet-1 vector. To overcome a disproportion of auxiliary to catalytic subunit,
Naa20 was also cloned into pET21a separately and was used for coexpression with the dimeric
NatB construct. After transformation of both plasmids into E. coli BL21(DE3) cells, cultures
were grown in LB medium and induction was performed with 1 mM IPTG at 16˚C overnight. Harvesting and lysate preparation was done as described for Map1. NatB and its mutants (PP1 to PPall) were purified via Ni-NTA following the manufacturer’s
protocol with the exception that after washing proteins were eluted in 50 mM MES (pH 6.0),
500 mM NaCl, and 500 mM imidazole. Eluted NatB was subsequently subjected to size exclu-
sion chromatography on a Superdex 200 (GE Healthcare) in GF buffer (10 mM MES (pH 6.0),
400 mM KOAc, 5 mM Mg(OAc)2, and 1 mM DTT). NatB containing fractions were pooled
and concentrated using Ultra-4 centrifugal filter devices (Amicon, MWCO 50 kDa) and stored
in GF buffer at −80˚C. For the cryo-EM sample, the His-tag was removed by 3C protease. About 200 μg of His8-
NatB in GF buffer were incubated with 25 μg His6-3C protease for 45 min at 20˚C on a turning
wheel. Cleaved His8-tag and His6-3C protease were removed using 10 μl of magnetic beads
(His-tag Isolation & Pulldown; Thermo Fisher), and the supernatant was used for reconstitu-
tion of the NatB-RNCMDEL complex for single particle analysis. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Generation and purification of charge inversion mutant NatB complexes Several positive patches on Naa25 were identified as potential candidates for ribosome bind-
ing: patch1 containing K723 and K725, patch2 containing K729 and K736, patch3 containing
K747 and K751, and patch4 containing K791 and R794. We generated charge inversion
mutants of all four positive patches (PP1 to PP4) mutated to E (similar to Magin and col-
leagues [41]), as well as one mutant with all PP amino acids mutated to E. Mutations were per-
formed using a site-directed mutagenesis kit (New England BioLabs). Mutation in the DNA
sequence were introduced by PCR. To that end, the pRSFDuet-1 vector harboring the NAA25
insert (see above) was amplified using primers introducing charge inversions. Site-directed PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 14 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB mutagenesis was performed according to the manufacturer’s manual. Expression and purifica-
tion were performed in the same way as described above. Mass spectrometry of native Map1-ribosome complexes Proteins were in-gel reduced for 30 min at 55˚C using 45 mM dithioerythritol (DTE) in 50
mM NH4HCO3. Cysteines were carbamidomethylated for 30 min at room temperature in 100
mM iodoacetamide/50 mM NH4HCO3. In-gel digestion was performed at 37˚C overnight
with 70 ng porcine trypsin (Promega, Fitchburg, WI, USA). Peptides were extracted using 70%
ACN. Prior to liquid chromatography, the samples were dried using a SpeedVac vacuum con-
centrator. Peptide chromatography was performed on an Ultimate 3000 nano-LC system
(Thermo Fisher Scientific) using an EasySpray separation column (PepMap RSLC C18, 50 cm
length, 75 μm ID, Thermo Fisher Scientific) at a flow rate of 250 nl/min. As solvent A 0.1% for-
mic acid was used. The chromatography method consisted on gradients from 3% to 25% sol-
vent B (0.1% formic acid in acetonitrile) in 30 min and from 25% to 40% B in 5 min. Mass
spectrometry was performed on a Q Exactive HF-X mass spectrometer (Thermo Fisher Scien-
tific) using a top 12 data-dependent acquisition method. Spectra were searched using MAS-
COT V2.4 (Matrix Science, London, UK) and the S. cerevisiae subset of the UniProt database. The results were filtered for an FDR <1%. Purification of native Map1-ribosome complexes For native pullouts of Map1-ribosome complexes, a S. cerevisiae strain expressing C-terminally
tandem affinity purification (TAP)-tagged Map1 from Euroscarf (genotype SC0000; MATa;
ura3-52; leu2-3,112; YLR244c::TAP-KlURA3; accession number SC1694) was used. Cells were
grown in YPD medium to an OD600 of 4.0 and 5 g of wet cells were resuspended in lysis buffer
(LB-2.5; 20 mM HEPES (pH 7.5), 100 mM KOAc, 2.5 mM Mg(OAc)2, 1 mM DTT, 0.5 mM
PMSF, 10 μg/ml cycloheximide, protease inhibitor cocktail tablet (Roche)). Cell disruption
was performed using a Freezer Mill (6970 EFM). The powder was resuspended in 15 ml LB-
2.5 and the lysate spun for 15 min at 4˚C in an SS-34 rotor (Sorvall) at 15,000 rpm to clarify
the lysate. The SN was loaded onto several 600 μl sucrose cushions (750 mM sucrose in LB-
2.5) and centrifuged for 1 h at 100,000 rpm in a TLA 100.3 (Sorvall) at 4˚C. The pellets were
resuspended in LB-2.5 and pooled for subsequent TAP purification. Approximately 150 μl of
magnetic IgG-coupled Dynabeads M-270 Epoxy (Life Technologies) were equilibrated with
300 μl LB-2.5 containing 0.5% TritonX-100 (LB-2.5+T) twice and added to the pooled sample. The sample was incubated with the beads for 1 h at 4˚C on a rotating wheel, harvested on a
magnet, and resuspended in 500 μl LB-2.5+T. After three washing steps with 500 μl LB-2.5 and
three washing steps with 500 μl LB-2.5 (sample: W4-6), ribosome-Map1 complexes were eluted
in 120 μl LB-2.5 containing 70 units of Ac-TEV protease (Thermo Fisher) for 1 h at 20˚C. A
concentration of 14 A260/ml was measured on the NanoDrop (Implen). Samples were subse-
quently analyzed on a 12% Nu-PAGE gel followed by western blot analysis. In vitro translation and purification of ribosome nascent chain complex Ribosome nascent chain complexes were purified after in vitro translation of an mRNA
reporter in a cell-free yeast translation extract. For reconstitution with Map1, the previously
described truncated uL4 construct [25] containing an N-terminal His8-HA tag for purification
and immunoblotting followed by a TEV cleavage site, the first 64 amino acids of uL4 and a
“CMV” stalling sequence was used (His-HA-TEV-CMV-uL4 mRNA). For reconstitution with
NatB, the abovementioned construct was modified to code for a NatB substrate. The first five PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 15 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB residues of uL4 were replaced by a MDEL sequence, which is preceded by a His8-V5 tag fol-
lowed by a Factor Xa cleavage site. His-V5-Xa-CMV-uL4 mRNA and His-HA-TEV-CMV-uL4 mRNA was produced using
the T7 Message Machine Kit (Thermo Fisher). For preparation of uL4-CMV-RNCs or
uL4-CMV-RNCMDEL, ribosomes were programmed using a yeast cell-free translation extract,
either from ski2Δ cells (for uL4-RNC) or BY4741 cells (for uL4-RNCMDEL). The in vitro trans-
lations were performed at 17˚C for 75 min as described before and stopped by adding 200 μg/
ml cycloheximide (only for uL4-CMV-RNCs). The uL4-CMV-RNCs were affinity purified
using magnetic Ni-NTA beads (Dynabeads). For this, the translation reaction was mixed with
preequilibrated Dynabeads in 250 buffer (50 mM Tris/HCl (pH 7.0), 250 mM KOAc, 25 mM
Mg(OAc)2, 5 mM β-mercaptoethanol, 250 mM sucrose, 10 μg/ml cycloheximide, 0.1% Nikkol,
0.1% EDTA-free protease inhibitor cocktail pill (Roche), 0.1% SUPERase-In, 20 U/l (Thermo
Fisher)) containing 10 μg ml−1 yeast tRNA mix (Sigma-Aldrich) for 15 min at 4˚C, using a
800 μl slurry of beads for a 1,250-μl sample. The bead resin was washed 3 to 4 times with 250
buffer. Elution was performed using 250 buffer with 350 mM imidazole over the course of 5
min. The sample was loaded onto 400 μl of high salt sucrose cushion (1 M sucrose 50 mM
Tris/HCl (pH 7.0), 500 mM KOAc, 25 mM Mg(OAc)2, 5 mM β-mercaptoethanol, 10 μg/ml
cycloheximid, 0.1% Nikkol, 0.1% EDTA-free protease inhibitor cocktail pill (Roche)), and
ribosomes were pelleted by centrifugation using a TLA 120.2 rotor (Beckman) for 45 min at
100,000 rpm and 4˚C and resuspended in 30 μl 250 buffer on ice for 30 min while shaking. Subsequently, the N-terminal His-HA-tags were cleaved using TEV protease in 250 buffer for
45 min at room temperature. In vitro translation and purification of ribosome nascent chain complex The mixture was again spun through a 600-μl sucrose cushion in
a TLA 100 rotor (Beckman) for 45 min at 100,000 rpm and 4˚C. Afterwards, the pellet was
resuspended in 30 μl grid buffer (20 mM Tris/HCl (pH 7.0), 50 mM KOAc, 2.5 mM Mg(OAc)2,
1 mM DTT, 125 mM Sucrose, 100 μg/mL cycloheximide, 0.05% Nikkol) on ice while shaking
for 30 to 45 min. uL4-CMV-RNCMDEL were purified as described above with following modifications: In all
buffers, 50 mM HEPES/KOAc (pH 7.5) was used instead of Tris/HCl (pH 7.0), and cyclohexi-
mide was omitted from all buffers. Before elution, an additional high-salt wash was added
(with 50 mM HEPES/KOAc (pH 7.5), 500 mM KOAc, 25 mM Mg(OAc)2, 5 mM β-mercap-
toethanol, 250 mM sucrose, 0.1% Nikkol, 0.1% EDTA-free protease inhibitor cocktail pill
(Roche)). After centrifugation, the ribosomal pellet was resuspended in Factor Xa cleavage
buffer (20 mM HEPES/KOH, 150 mM KOAc, 5 mM Mg(OAc)2, 5 mM Ca(Cl)2 125 mM
Sucrose, 5 mM β-mercaptoethanol, 0.1% Nikkol). To cleave the His8-V5 tag and to obtain the
free MDEL N-terminus, Factor Xa protease was added to resuspended RNCs to a final concen-
tration of 0.25 mg/ml, and the sample was incubated for 3 h at room temperature on a rotating
wheel. Subsequently, the reactions were spun again through the high salt sucrose cushion (see
above) uL4-CMV-RNCMDEL (in short RNCMDEL), and pellets we resuspended in grid buffer
(20 mM HEPES/KOH, 100 mM KOAc, 5 mM Mg(OAc)2, 125 mM sucrose, 5 mM β-mercap-
toethanol, 0.05% Nikkol). RNase I treatment of 80S ribosomes and ribosome nascent chain complexes For selective removal of eukaryotic specific expansion segments, RNCs or nonprogrammed
ribosomes (80S) were incubated with 40 U RNase I (Thermo Fisher) per 1 A260 unit of ribo-
somes for 45 min at 25˚C. The reaction was stopped with 0.5 U SUPERase-In (Thermo Fisher)
RNase inhibitor per 1 U of RNase I, and the sample was placed on ice. The RNase I-treated
80S and RNCs are referred to as rt80S and rtRNC, respectively. In vitro reconstitution of Map1-ribosome complexes To characterize binding of Map1 to ribosomes, Map1 was in vitro reconstituted with
uL4-RNC or RNaseI-treated uL4-RNC (rtRNC). Binding reactions were performed using 2
pmol of ribosomes (80 nM) and a 30-fold molar excess (2,4 μM) of purified Map1. The binding
buffer was adjusted to a final concentration of 50 mM Tris (pH 7.0), 150 mM KOAc, and 2.5
mM Mg(OAc)2. After preincubation of all components but ribosomes for 5 min on ice, the 2
pmol ribosomes were added and the samples were incubated for 15 min at room temperature. The reaction was loaded onto 600 μl sucrose cushion (750 mM sucrose, 20 mM HEPES (pH
7.5), 150 mM KOAc, 2.5 mM Mg(OAc)2, 1 mM DTT) and spun for 2.5 h in a SW55Ti rotor
(Beckman) at 40,000 rpm and 4˚C. The tubes were immediately frozen in liquid nitrogen and
cut at 1/3 from the bottom. The upper 2/3 contained the supernatant (SN), whereas the lower
1/3 contained the pellet fraction (P). After TCA precipitation, Map1 binding to ribosomes was
analyzed by SDS-PAGE after staining with SimplyBlue SafeStain (Thermo Fisher), and densi-
tometry was performed using ImageJ version 1.53Q. See S1 Raw Images for all raw gel images
and S1 Data for numerical data underlying the densitometric quantification. Purification of nonprogrammed 80S ribosomes Idle, nonprogrammed 80S ribosomes were purified from S. cerevisiae W303-1a cells. Cells
were harvested at logarithmic growth, resuspended in lysis buffer (20 mM HEPES-KOH (pH
7.5), 100 mM KOAc, 10 mM Mg(OAc)2, 1 mM DTT, protease inhibitor (Roche)), and opened
up using a French press. Cell debris was separated by centrifugation (SS34 rotor, 15,000 rpm,
20 min at 4˚C). The supernatant was cleared by another centrifugation (Ti70 rotor, 37,000
rpm, 30 min at 4˚C) resulting in an “S100 extract.” About 3 ml of this S100 supernatant were PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 16 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB loaded on 1 ml sucrose cushion (20 mM HEPES-KOH (pH 7.5), 500 mM KOAc, 10 mM
Mg(OAc)2, 1 mM DTT, protease inhibitor (Roche), and 1.5 M sucrose), and ribosomes
were pelleted (TLA110 rotor, 100,000 rpm, 1 h, 4˚C). The pellet was resuspended in 300 μl
Buffer A (20 mM HEPES-KOH (pH 7.5), 500 mM KOAc, 12.5 mM Mg(OAc)2, 1 mM DTT),
mixed with an equal volume of 2× puromycin buffer (20 mM HEPES-KOH (pH 7.5), 500 mM
KOAc, 12.5 mM Mg(OAc)2, 1 mM DTT, 2 mM puromycin, and 0.01% RNasin), and incubated
for 30 min at 25˚C. The reaction was then loaded on a 10% to 40% sucrose gradient in buffer A
and spun for 20 h (SW40 rotor, 13,400 rpm, 4˚C). The gradient was harvested using a gradient
station (Biocomp), the 80S peak was collected, the ribosomes were concentrated by pelleting
(TLA110, 100,000 rpm, 1 h, 4˚C), and the 80S ribosomes were resuspended in lysis buffer. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Cryo-electron microscopy of the Map1-ribosome complex Sample preparation. Approximately 4 pmol of the freshly prepared samples from the
native Map1-TAP pullout were adjusted to 40 μl total sample volume with LB-2.5 containing
Nikkol to a final concentration of 0.05% (w/v). For cross-linking, glutaraldehyde was added to
a final concentration of 0.02% (w/v), and the sample was incubated for 15 min on ice. After a
short spin of 5 min at 4˚C and 14,000 rpm in a table top centrifuge (Eppendorf), 3.5 μl were
applied to 2 nm precoated Quantifoil R3/3 holey carbon support grids. Before sample applica-
tion, the grids were glow discharged for 30 s at 0.3 mbar. Vitrification and data processing. Vitrification was performed by plunge freezing the
grid into liquid ethane using Vitrobot Mark IV (FEI Company/Thermo Fisher) with an incu-
bation time of 45 s and blotting for 2 to 3 s at 4˚C and a humidity of 95%. Data were collected
on a Titan Krios G3 (Thermo Fisher) equipped with a K2 direct detector (Gatan) at 300 keV
using the semiautomated data acquisition software EPU (Thermo Fisher). A total of 48 frames
with a dose of 1.17 e−/Å2 per frame were collected in a defocus range of −0.5 to −3.2 μm. Mag-
nification settings resulted in a pixel size of 1.059 Å/pixel. Frame alignment was executed with
MotionCor2 [58], and the estimation of the contrast transfer function (CTF) was performed
with Gctf [59]. Micrographs were screened manually for ice quality, and the resulting 8,358 micrographs
were used for automated particle picking in Gautomatch (https://www2.mrc-lmb.cam.ac.uk/
download/gautomatch-056/). After a two-dimensional (2D) classification in RELION 3.0 [60]
to discard nonribosomal particles, in total, 115,082 particles were subjected to an initial refine-
ment. Subsequent 3D classification into eight classes led to three classes only containing poorly
resolved 80S ribosomes (7% with 8,234 particles, 1% with 1,226 particles, 0.01% with 149 parti-
cles) and one class showing the 60S subunit only (6%, 6,728 particles). The remaining four
classes showed well-resolved 80S ribosomes, all of which were programmed with tRNAs
(mainly in A/A and P/P states) and showed the mobile expansion segment ES27a solely in the
exit position and a weak extra density between ES27a and the tunnel exit. One of these classes
(12%, 13,804 particles) contained eRF1 and ABCE1/Rli1. These four classes were merged for
further processing (86%, 98,745 particles). In vitro reconstitution of NatB-ribosome complexes Binding assays were performed using 80S and purified NatB complex (either with wt Naa25 or
PP mutant Naa25 variants). All assays were performed using 2 pmol (80 nM) of ribosomes
and 20-fold molar excess of NatB (1.6 μM). The binding buffer for NatB-ribosome complex
formation was adjusted to 50 mM Tris (pH 7.5), 150 mM KOAc, 5 mM Mg(OAc)2, and 1 mM
acetyl-CoA. Sample reactions were pelleted through a sucrose cushion (750 mM sucrose, 20
mM HEPES (pH 7.5), 150 mM KOAc, 5 mM Mg(OAc)2, 1 mM DTT, and 10 μg/ml cyclohexi-
mide). Supernatant and pellet fractions were separated on Nu-PAGE gels and transferred onto
PVDF membranes. After transfer, the lower half of the membrane was decorated with a poly-
clonal antiserum against uL29 and the upper half was analyzed using an anti-His antibody
(Roche). Secondary antibodies were conjugated with horseradish peroxidase. Western blots
were analyzed via chemiluminescence on an Amersham LAS Imager 600, and densitometry
was performed using ImageJ version 1.53Q. See S1 Raw Images for all raw western blot images
and S1 Data for numerical data underlying the densitometric quantification. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 17 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Cryo-electron microscopy of the NatB-ribosome complex Sample preparation. Around 2.5 pmol uL4-RNCMDEL were in vitro reconstituted with an
18-times molar excess (44 pmol) of recombinantly purified inactive NatB complex. Final
buffer conditions were 50 mM HEPES (pH 7.5), 116 mM KOAc, 5 mM Mg(OAc)2, 1 mM
DTT, 0.05% Nikkol (w/v), 1 mM acetyl-CoA. The total reaction volume for cryo-grid making
was 25 μl. Vitrification and data processing. The freshly prepared sample was applied to 2 nm pre-
coated Quantifoil R3/3 holey carbon support grids and plunge frozen under the same condi-
tion as described for the Map1-ribosome complex. Data were collected on a Titan Krios G3
(Thermo Fisher) equipped with a K2 direct detector (Gatan) at 300 keV using the semiauto-
mated data acquisition software EPU (Thermo Fisher). A total of 40 frames with a dose of
1.409 e−/Å2 per frame were collected in a defocus range of 0.5 to 3.5 μm. Magnification settings
resulted in a nominal pixel size of 1.049 Å/pixel. Frame alignment was performed with
MotionCor2 [58]. All further processing steps were carried out in CryoSPARC, version 4.0.0 [61] unless oth-
erwise specified. For a total of 10,380 selected micrographs, CTF estimation was performed
using the patch-based CTF estimator in CryoSPARC. 80S ribosomal particles were picked by
first generating templates from a subset of micrographs using CryoSPARC’s Blob Picker and
performing 2D classification, then picking from all micrographs using the Template Picker
with the thusly generated 2D templates. After 2D classification, 447,470 particles were selected for ab initio reconstruction and
homogenous refinement of a consensus map. The aligned particles were then subjected to 3D
variability analysis using a soft mask around the peptide tunnel exit region on the large ribo-
somal subunit. Roughly half of all particles (45.5%, 203,513 particles) were sorted into classes exhibiting
either no additional density in the masked region, no ES27a in the exit position, or only noisy
signal likely corresponding to NatB-1 around ES27a and were thus discarded. Two of the three remaining classes (77,918 particles and 50,791 particles) showed density for a
rigidly bound copy of NatB (NatB-2) at the second universal adapter site on the 60S tunnel exit
and only fuzzy density for NatB-1. A third class of 115,238 particles contained density only for
NatB-1, but no signal for NatB-2. All three of these classes were subjected to additional rounds of
focused sorting and refinement using a mask around the expected position of NatB-1. Cryo-electron microscopy of the Map1-ribosome complex A subsequent 3D classification using a binary soft
mask enclosing ES27a and the region below the TE revealed one class (25%, 25,245 particles)
that showed a well-shaped ES27a as well as a defined extra density where Map1 was expected. All other classes showed either poorly resolved ES27a or fragmented densities at the expected
Map1 position (24% with 23,499 particles, 28% with 27,590 particles, 23% with 22,411 parti-
cles). The well-resolved class was further refined and subjected to another round of local 3D
classification, this time with a mask covering only the tip of ES27a and the putative Map1 den-
sity. The two resulting classes exhibited Map1 in two different conformations, either tightly
connected to ES27a (47%, 11,938 particles) or with a looser connection to ES27a (53%, 13,307
particles). Both classes were CTF refined to an overall resolution of 3.9 Å and 3.8 Å according
to the gold standard resolution criterion (FSC = 0.143) and comprising 10% or 12% of the total
particle number after 2D classification, respectively. Subsequently local resolution was calcu-
lated using RELION. Model of the Map1-ribosome complex. To interpret the density for Map1, a homology
model was generated by AF2 [37]. To position this model inside the low-resolution density, it was superimposed on the high-
resolution cryo-EM model of human Ebp1 bound to the ribosome (PDB 6SXO; [35]). This
was followed by a rigid-body fit of the Map1 model into the two isolated densities. 18 / 28 PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Supporting information S1 Fig. Affinity purification of native Map1-ribosome complexes. (A) Amido black stained
PVDF membrane of Map1-TAP purification samples separated on a 12% Nu-PAGE gel. (B)
ECL-developed PVDF membrane after western blotting using antibodies against the CaMBD
(α-CAB) moiety of the TAP tag and against ribosomal protein uL29. A shift of the α-CAB sig-
nal upon TEV cleavage indicates the successful cleavage of the Protein A domain from the
TAP tag leaving Map1-CaMBD and copurified ribosomes in the elution fraction. (C) 12% Nu-
PAGE of the elution fraction from the Map1-ribosome purification. Ly, lysate; SN, superna-
tant; P, pellet; FT, flow through; R, resuspension; W, wash; E, elution; B, boiled beads. 0.1 A260
of E was loaded; for wash fractions, 1/17 of the volume was loaded on the gel; for Ly, SN, P,
and FT, 3 μl of the sample were loaded corresponding to 1/6,000 for L, 1/8,000 for SN, and 1/
1,000 for P and FT. TAP = tandem affinity purification; CaMBD = Calmodulin-binding
domain. *, contamination from a viral protein. See S1 Raw Images for all raw gel and western
blot images shown in (A, B, and C). S2 Fig. Classification scheme for native Map1-ribosome complexes. Particles were picked
with Gautomatch followed by 2D classification in RELION to discard nonribosomal particles. Subsequent refinement and 3D classification into eight classes resulted in four high-resolution
classes all showing in the exit position. These classes, comprising 86% of all particles, were
joined and subjected to a masked classification on ES27 and the region around the TE. One-
quarter of the particles formed a stable class with a defined ES27 and an additional density for
Map1. This class was further subclassified applying a mask covering the tip of ES27 and the
Map1 density. The resulting two stable classes showed Map1 in two conformations (red, blue),
harboring 10% and 13% of all particles. Both classes were CTF refined to an overall resolution
of 3.9 Å and 3.8 Å, respectively. All maps are shown at the same contour level; percentages
refer to the previous processing step. S3 Fig. Local resolution and FSC curves for the Map1-C1-80S and Map1-C2-80S cryo-EM
reconstructions. (A) Cryo-EM maps of Map1-C1-80S and Map1-C2-80S before postproces-
sing and colored according to local resolution as determined by RELION. Local resolution for
Map1 in both maps ranged from 6.5 Å to below 12.5 Å, indicating a high degree in flexibility. Cryo-electron microscopy of the NatB-ribosome complex In this process, a majority of the particles (224,091 or 91.9% of the particles selected after
initial sorting) showed a high continuous conformational heterogeneity of NatB-1 and was not
processed further. One subclass of 9,645 particles, however, showed a defined density for both
NatB-2 and NatB-1 in which NatB1 was positioned in direct vicinity to NatB-2 and directly
below the tunnel exit. This class was termed “Class I” and refined to a resolution of 3.8 Å
according to gold standard (FSC = 0.143). All initial classes containing NatB-2 were also subjected to focused sorting on NatB-2 in a
similar fashion and with the resulting class of particles with rigidly bound NatB-2 (45,530 par-
ticles), termed “Class II”, a reconstruction of the NatB2-ribosome complex at a resolution of
3.1 Å was obtained. Model of the NatB-ribosome complex. The model of the ribosome was generated by
adapting a model of the yeast 80S ribosome stalled on the CGA-CCG inhibitory codon combi-
nation [62] for the 60S ribosomal subunit and of ES27a in the exit position from NatA-ribo-
some complex [25]. A homology model of NatB (comprising Naa25 and Naa20) was obtained
by using AF2 in multimer mode [37]. All models were first rigid-body fitted in ChimeraX [63]
after minor adjustments, such as rearranging both ES27a and the C-terminal helices of Naa25 PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 19 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB based on the higher-resolution reconstruction of Class II. The model for Class II, containing
only NatB-2 but not NatB-1, was then refined using real space refinement in Phenix [64] and
manual adjustment in WinCoot [65] using ProSmart and RCrane modules [66,67]. A model
for Class I was then generated by rigid-body fitting both the model for Class II and the Alpha-
fold model for NatB-1 into the corresponding density and performing one round of real space
refinement in Phenix, followed by manual adjustments in WinCoot. All cryo-EM structures
and models were displayed with ChimeraX [63]. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Supporting information (B) FSC curves for both refined classes; the average resolution was estimated according to the
gold standard. (T
) S4 Fig. Comparison of Map1 bound to the ribosome tunnel exit with Map1 homologs. (A)
Zoomed view focusing on the tunnel exit region of the Map1-C1-80S map compared to S.c. Arx1-containing pre-60S (EMD-6615), the H.s. EBP1-bound 80S (EMD-10344 and 10609)
and the PDF-Map-70S ribosome complex from E. coli (EMD-9753). (B) Overlays of the
Map1-C1-80S map with isolated densities for ES27a, Arx1, EBP1, and bacterial Map (bMap) PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 20 / 28 20 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB S5 Fig. Fitting of the Map1 and NatB models into density. (A-D) Two views showing the fit
of the Map1 AlphaFold-2 model into the isolated density from the Map1-C1 class (A, B) and
Map1-C2 class (C, D). (E) Fit of the model for ES27a-bound NatB-1 into isolated density from
Class I (Naa25-1 in rainbow, Naa20 purple, ES27a blue). (F) Side view of (E). (G) View show-
ing the fit of both NatB models into the density of Class I. (H) Fit of the model for NatB-2 into
isolated density from Class II (after focused sorting on NatB-2). Naa25-1 is shown in rainbow,
Naa20 in grey. (I) Side view of (H). (J) View highlighting the interaction of the C-terminal α-
helices of Naa25-2 (from NatB-2) with ribosomal RNA. (H, I). All maps were filtered accord-
ing to local resolution. (TIF) S5 Fig. Fitting of the Map1 and NatB models into density. (A-D) Two views showing the fit
of the Map1 AlphaFold-2 model into the isolated density from the Map1-C1 class (A, B) and
Map1-C2 class (C, D). (E) Fit of the model for ES27a-bound NatB-1 into isolated density from
Class I (Naa25-1 in rainbow, Naa20 purple, ES27a blue). (F) Side view of (E). (G) View show-
ing the fit of both NatB models into the density of Class I. (H) Fit of the model for NatB-2 into
isolated density from Class II (after focused sorting on NatB-2). Naa25-1 is shown in rainbow,
Naa20 in grey. (I) Side view of (H). (J) View highlighting the interaction of the C-terminal α-
helices of Naa25-2 (from NatB-2) with ribosomal RNA. (H, I). All maps were filtered accord-
ing to local resolution. (TIF) S6 Fig. Conformation of ES27a in Map1-, NatA-, and NatB-bound ribosomal complexes. Supporting information View focusing on the exit tunnel with the position of ES27a as observed in the NatA-ribosome
structure [25], in the Map1-ribosome structures (classes C1 and C2), and in the NatB-ribo-
some structure (class I with two stable NatBs bound) outlined. Relative rotation angles around
the H63, ES27a, and ES27b three-way junction as well as the distances between the respective
ES27a tip positions are shown. S7 Fig. NuPAGE analysis of NatB, 80S ribosomes, RNCs, and NatB mutants. 12% Nu-
PAGE gels showing purified components used for the NatB project. (A) Lane 1, RNCMDEL;
lane 2, Marker (PAGE Ruler Unstained, Thermo Fisher, #26614); lane 3, rt80S ribosomes; lane
4, 80S ribosomes, lane 5, empty; lane 6, NatBwt. (B) Lane 1, marker; lane 2, NatBPP1, lane 3,
NatBPP3; lane 4, NatBPP4; lane 5 NatBPPall. See S1 Raw Images for all raw gel images. (TIF) S8 Fig. Classification scheme for in vitro reconstituted NatB-RNC complex. After particle
picking and 2D classification in CryoSPARC, 447,470 particles were selected for ab initio
reconstruction and homogenous refinement of a consensus map. Based on 3D variability anal-
ysis of the region below the peptide exit tunnel, four principal classes were isolated. Two classes
showed density for a rigidly bound copy of NatB (NatB-2) at the second universal adapter site
on the 60S tunnel exit and fuzzy density for NatB-1. A third class of 115,238 particles contained
density only for NatB-1, but no signal for NatB-2. All three of these classes were subjected to
additional rounds of focused sorting and refinement using a mask around the expected posi-
tion of NatB-1. This revealed one subclass showing a defined density for both NatB-2 and
NatB-1. This subclass (class I; 9,645 particles) was refined to a resolution of 3.8 Å according to
gold standard (FSC = 0.143). Other subclasses showed a high degree of conformational hetero-
geneity for ES27a and the bound NatBs, as exemplified by a few selected classes displayed here. In an additional, independent classification branch all initial classes containing NatB-2 were
subjected to focused sorting on NatB-2 resulting in class II (45,530 particles), which was fur-
ther refined to a resolution of 3.1 Å. S9 Fig. Local resolution and FSC curve of NatB-ribosome complexes. (A) Cryo-EM maps of
the two main classes of the NatB-ribosome complex were low-pass filtered and colored accord-
ing to local resolution in CryoSPARC. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Supporting information Local resolution ranged from approximately 4 Å to 9 Å
for the two NatBs in class I (left) and from approximately 3 Å to 6 Å for the focused refined
NatB-2 in class II (right). (B) FSC curves for both refined NatB-ribosome classes; the average 21 / 28 PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB resolution was estimated according to the gold standard to 3.8 Å and 3.1 Å, respectively. (TIF) S10 Fig. Comparison of ribosome-bound NatB-1 and NatB-2. (A) Position of the NatB-1
and NatB-2 models (Naa25 grey, Naa20-1 blue, Naa20-2 red) with respect to the 60S subunit
(shown as grey density). In addition, the position of acetyl-CoA (Ac-CoA) bound to each
Naas20 subunit as well as putative models for the nascent chain are shown, once reaching into
the catalytic center in Naa20-1 (green), once into Naa20-2 (yellow). (B) Same view as (A) but
zoomed and showing only the two catalytic Naa20 subunits. (C, D) Top views of (A) and (B)
(from the tunnel exit down) on the entire NatB complexes (C) or focusing only on the two
Naa20 subunits (D). (TIF) S11 Fig. Comparison of ribosome-bound NAT and Map1 complexes. (A, B) Bottom view
showing an overlay of the NatA-ribosome structure (A) NatB-ribosome structure (B) with iso-
lated densities for ribosome-bound Map1 in C1 and C2 position. (C) and (D) show side views. (TIF) S1 Table. Cryo-EM data collection, refinement, and validation statistics for NatB-ribo-
some complexes. Overview over cryo-EM data collection, data processing, and model fitting
parameters for the NatB-RNCMDEL structures. Class I represents the data subset with two sta-
bly bound NatBs, class I the data subset focused sorted on NatB-1. (PDF) S1 Table. Cryo-EM data collection, refinement, and validation statistics for NatB-ribo-
some complexes. Overview over cryo-EM data collection, data processing, and model fitting
parameters for the NatB-RNCMDEL structures. Class I represents the data subset with two sta-
bly bound NatBs, class I the data subset focused sorted on NatB-1. (PDF) S1 Raw Images. Raw gel and western blot images. (A) Raw image of 12% Nu-PAGE gel from
the Map1-TAP affinity purification. The lane shown in Figs 1A and S1C is labeled with “S.”
Lanes labeled with “X” were not shown or discussed in the manuscript. (B) Raw image of the
Coomassie-stained 15% SDS-PAGE gel used in Fig 1I. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Supporting information Shown are samples from the Map1 co-
sedimentation assay with RNCs, RNaseI-treated RNCs (rtRNCs), and nonprogrammed ribo-
somes (np80S). Lanes labeled with “X” were not shown or discussed in the manuscript. (C)
Raw images of the western blot from the first replicate of NatB binding assay using wild type
(WT) NatB and PP1, PP4, and PP_all NatB mutants. Top: Chemiluminescence image; levels
were adjusted for optimum contrast. This image was also used in the quantification of NatB
binding shown in Fig 2I (see also S1 Data). Bottom: Overlay of adjusted chemiluminescence
image and visible light image for marker. Lanes labeled with “X” were not used for quantifica-
tion. (D) Raw images of the western blot from the second replicate of NatB binding assay
using wild type (WT) NatB and PP1, PP4, and PP_all NatB mutants. Top: Chemiluminescence
image; levels were adjusted for optimum contrast. This image was also used in the quantifica-
tion of NatB binding shown in Fig 2I (see also S1 Data) and is displayed as representative west-
ern blot in Fig 2I. Bottom: Overlay of adjusted chemiluminescence image and visible light
image for marker. Lanes labeled with “S” were shown as representative signals in Fig 2I. Lanes
with “X” were not used for quantification or shown in the manuscript. (E) Raw images of the
western blot from the third replicate of NatB binding assay using wild type (WT) NatB and
PP1, PP4, and PP_all NatB mutants. Top: Chemiluminescence image; levels were adjusted for
optimum contrast. This image was also used in the quantification of NatB binding shown in
Fig 2I (see also S1 Data). Bottom: Overlay of adjusted chemiluminescence image and visible
light image for marker. Lanes labeled with “X” were not used for quantification. (F) Raw
images of the western blot of NatB binding assay using wild type (WT) NatB and the PP3 NatB
mutant. Top: Chemiluminescence image; levels were adjusted for optimum contrast. This
image was also used in the quantification of NatB binding shown in Fig 2I (see also S1 Data). Bottom: Overlay of adjusted chemiluminescence image and visible light image for marker. 22 / 28 PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB Lanes labeled with “X” were not used for quantification. (G) Raw images of the western blot of
NatB binding assay using idle ribosomes (80S) or RNaseI-treated idle ribosomes (rt80S). Acknowledgments We thank Charlotte Ungewickell and Susanne Rieder for technical support and Dr. Thomas
Fro¨hlich for mass spectrometry analysis. Supporting information Top:
Chemiluminescence image; levels were adjusted for optimum contrast. This image was also
used in the quantification of NatB binding shown in Fig 2I (see also S1 Data). Bottom: Overlay
of adjusted chemiluminescence image and visible light image for marker. Lanes labeled with
“S” were shown as representative signals in Fig 2I. Lanes labeled with “X” were not used for
quantification or shown in the manuscript. (H) Raw image of PVDF membrane stained with
Amido black from western blot of affinity purification of native Map1-ribosome complexes as
used in S1A Fig. (I) Raw chemiluminescence images from western blot of affinity purification
of native Map1-ribosome complexes as shown in S1B Fig. Top: raw image after incubation
with anti-CAB antibody. Bottom: raw image after incubation with anti-uL29 antibody. Levels
were uniformly adjusted for optimal contrast. (J) Raw image of Coomassie-stained 12%
NuPAGE gel showing input samples used for NatB binding assays (Fig 2I). Wild type NatB
(NatBWT), RNCs, RNaseI-treated ribosomes (rt80S), and untreated ribosomes (80S) are
labeled and were used in S7A Fig. Lanes labeled with “X” were not shown or discussed in the
manuscript. (K) Raw image of the Coomassie-stained 12% NuPAGE gel showing purified
NatB positive-patch mutants. Lanes shown in S7B Fig are labeled. Lanes labeled with “X” were
not shown or discussed in the manuscript. (PDF) S1 Data. Numerical data for densitometric quantification. Numerical data obtained from
densitometric quantification of gel and western blot images using ImageJ version 1.53Q and
calculations of averages and errors shown in Figs 1I and 2I. For Fig 1I, band intensities relative
to background of the Map1 band in the Coomassie-stained gel were determined and normal-
ized to the control with untreated RNCs. For Fig 2I, band intensities over background for
bands corresponding to Naa25 and uL29 were determined for supernatant and pellet fraction,
and the ratio of the Naa25 band intensities was calculated for each pair of fractions. Ratios
were normalized by the band intensity measured for the ribosomal protein in each corre-
sponding pellet fraction. Averages of these ratios were determined from the replicates and nor-
malized to the wild type control experiment, where the binding efficiency in the control was
set to 100%. Errors were calculated as standard deviations of the averages determined from
replicates. Author Contributions Conceptualization: Thomas Becker, Birgitta Beatrix, Roland Beckmann. Data curation: Timur Mackens-Kiani, Thomas Becker. Data curation: Timur Mackens-Kiani, Thomas Becker. Formal analysis: Alexandra G. Knorr, Timur Mackens-Kiani, Thomas Becker, Roland
Beckmann. Funding acquisition: Roland Beckmann. Funding acquisition: Roland Beckmann. Funding acquisition: Roland Beckmann. Investigation: Alexandra G. Knorr, Timur Mackens-Kiani, Joanna Musial. 23 / 28 PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB Methodology: Alexandra G. Knorr, Timur Mackens-Kiani, Joanna Musial, Otto
Berninghausen, Birgitta Beatrix. Project administration: Thomas Becker, Birgitta Beatrix, Roland Beckmann. Resources: Roland Beckmann. Software: Alexandra G. Knorr, Timur Mackens-Kiani. Software: Alexandra G. Knorr, Timur Mackens-Kiani. Supervision: Thomas Becker, Birgitta Beatrix, Roland Beckmann. Validation: Alexandra G. Knorr, Timur Mackens-Kiani. Visualization: Alexandra G. Knorr, Timur Mackens-Kiani. Writing – original draft: Alexandra G. Knorr, Thomas Becker, Birgitta Beatrix, Roland
Beckmann. Writing – review & editing: Timur Mackens-Kiani, Thomas Becker, Birgitta Beatrix, Roland
Beckmann. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 References Arch Biochem Biophys. 2002; 398(1):87–93. Epub 2002/01/29. https://doi.org/
10.1006/abbi.2001.2675 PMID: 11811952. 14. Giglione C, Boularot A, Meinnel T. Protein N-terminal methionine excision. Cell Mol Life Sci. 2004; 61
(12):1455–1474. Epub 2004/06/16. https://doi.org/10.1007/s00018-004-3466-8 PMID: 15197470. 15. Raue U, Oellerer S, Rospert S. Association of protein biogenesis factors at the yeast ribosomal tunnel
exit is affected by the translational status and nascent polypeptide sequence. J Biol Chem. 2007; 282
(11):7809–7816. Epub 2007/01/19. https://doi.org/10.1074/jbc.M611436200 PMID: 17229726. 16. Nyathi Y, Pool MR. Analysis of the interplay of protein biogenesis factors at the ribosome exit site
reveals new role for NAC. J Cell Biol. 2015; 210(2):287–301. Epub 2015/07/22. https://doi.org/10.1083/
jcb.201410086 PMID: 26195668; PubMed Central PMCID: PMC4508901. 17. Fujii K, Susanto TT, Saurabh S, Barna M. Decoding the Function of Expansion Segments in Ribo-
somes. Mol Cell. 2018; 72(6):1013–1020 e6. Epub 2018/12/24. https://doi.org/10.1016/j.molcel.2018. 11.023 PMID: 30576652; PubMed Central PMCID: PMC6407129. 18. Shankar V, Rauscher R, Reuther J, Gharib WH, Koch M, Polacek N. rRNA expansion segment 27Lb
modulates the factor recruitment capacity of the yeast ribosome and shapes the proteome. Nucleic
Acids Res. 2020; 48(6):3244–3256. Epub 2020/01/22. https://doi.org/10.1093/nar/gkaa003 PMID:
31960048; PubMed Central PMCID: PMC7102955. 19. Aksnes H, Drazic A, Marie M, Arnesen T. First Things First: Vital Protein Marks by N-Terminal Acetyl-
transferases. Trends Biochem Sci. 2016; 41(9):746–760. Epub 2016/08/09. https://doi.org/10.1016/j. tibs.2016.07.005 PMID: 27498224. 20. Starheim KK, Gevaert K, Arnesen T. Protein N-terminal acetyltransferases: when the start matters. Trends Biochem Sci. 2012; 37(4):152–161. Epub 2012/03/13. https://doi.org/10.1016/j.tibs.2012.02. 003 PMID: 22405572. 21. Arnesen T. Towards a functional understanding of protein N-terminal acetylation. PLoS Biol. 2011; 9(5):
e1001074. Epub 2011/06/10. https://doi.org/10.1371/journal.pbio.1001074 PMID: 21655309; PubMed
Central PMCID: PMC3104970. 22. Friedrich UA, Zedan M, Hessling B, Fenzl K, Gillet L, Barry J, et al. N(alpha)-terminal acetylation of pro-
teins by NatA and NatB serves distinct physiological roles in Saccharomyces cerevisiae. Cell Rep. 2021; 34(5):108711. Epub 2021/02/04. https://doi.org/10.1016/j.celrep.2021.108711 PMID: 33535049. 23. Huber M, Bienvenut WV, Linster E, Stephan I, Armbruster L, Sticht C, et al. NatB-Mediated N-Terminal
Acetylation Affects Growth and Biotic Stress Responses. Plant Physiol. 2020; 182(2):792–806. Epub
2019/11/21. https://doi.org/10.1104/pp.19.00792 PMID: 31744933; PubMed Central PMCID:
PMC6997699. 24. Morrison J, Altuwaijri NK, Bronstad K, Aksnes H, Alsaif HS, Evans A, et al. Missense NAA20 variants
impairing the NatB protein N-terminal acetyltransferase cause autosomal recessive developmental
delay, intellectual disability, and microcephaly. Genet Med. 2021. Epub 2021/07/08. https://doi.org/10. 1038/s41436-021-01264-0 PMID: 34230638. 25. References 1. Sherman F, Stewart JW, Tsunasawa S. Methionine or not methionine at the beginning of a protein. Bioessays. 1985; 3(1):27–31. Epub 1985/07/01. https://doi.org/10.1002/bies.950030108 PMID:
3024631. 2. Huang S, Elliott RC, Liu PS, Koduri RK, Weickmann JL, Lee JH, et al. Specificity of cotranslational
amino-terminal processing of proteins in yeast. Biochemistry. 1987; 26(25):8242–8246. Epub 1987/12/
15. https://doi.org/10.1021/bi00399a033 PMID: 3327521. 3. Varshavsky A. The N-end rule: functions, mysteries, uses. Proc Natl Acad Sci U S A. 1996; 93
(22):12142–12149. Epub 1996/10/29. https://doi.org/10.1073/pnas.93.22.12142 PMID: 8901547;
PubMed Central PMCID: PMC37957. 4. Li X, Chang YH. Amino-terminal protein processing in Saccharomyces cerevisiae is an essential func-
tion that requires two distinct methionine aminopeptidases. Proc Natl Acad Sci U S A. 1995; 92
(26):12357–12361. Epub 1995/12/19. https://doi.org/10.1073/pnas.92.26.12357 PMID: 8618900;
PubMed Central PMCID: PMC40356. 5. Roderick SL, Matthews BW. Structure of the cobalt-dependent methionine aminopeptidase from
Escherichia coli: a new type of proteolytic enzyme. Biochemistry. 1993; 32(15):3907–3912. Epub 1993/
04/20. https://doi.org/10.1021/bi00066a009 PMID: 8471602. 6. Bradshaw RA, Brickey WW, Walker KW. N-terminal processing: the methionine aminopeptidase and N
alpha-acetyl transferase families. Trends Biochem Sci. 1998; 23(7):263–267. Epub 1998/08/11. https://
doi.org/10.1016/s0968-0004(98)01227-4 PMID: 9697417. 7. Giglione C, Fieulaine S, Meinnel T. N-terminal protein modifications: Bringing back into play the ribo-
some. Biochimie. 2015; 114:134–146. Epub 2014/12/03. https://doi.org/10.1016/j.biochi.2014.11.008
PMID: 25450248. 8. Vetro JA, Chang YH. Yeast methionine aminopeptidase type 1 is ribosome-associated and requires its
N-terminal zinc finger domain for normal function in vivo. J Cell Biochem. 2002; 85(4):678–688. Epub
2002/04/23. https://doi.org/10.1002/jcb.10161 PMID: 11968008. 9. Datta B. MAPs and POEP of the roads from prokaryotic to eukaryotic kingdoms. Biochimie. 2000; 82
(2):95–107. Epub 2000/03/23. https://doi.org/10.1016/s0300-9084(00)00383-7 PMID: 10727764. 10. Chang SY, McGary EC, Chang S. Methionine aminopeptidase gene of Escherichia coli is essential for
cell growth. J Bacteriol. 1989; 171(7):4071–4072. Epub 1989/07/01. https://doi.org/10.1128/jb.171.7. 4071-4072.1989 PMID: 2544569; PubMed Central PMCID: PMC210164. 11. Miller CG, Kukral AM, Miller JL, Movva NR. pepM is an essential gene in Salmonella typhimurium. J
Bacteriol. 1989; 171(9):5215–5217. Epub 1989/09/01. https://doi.org/10.1128/jb.171.9.5215-5217. 1989 PMID: 2670909; PubMed Central PMCID: PMC210346. 12. Chang YH, Teichert U, Smith JA. Molecular cloning, sequencing, deletion, and overexpression of a
methionine aminopeptidase gene from Saccharomyces cerevisiae. J Biol Chem. 1992; 267(12):8007–
8011. Epub 1992/04/25. PMID: 1569059. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 24 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB 13. Chen S, Vetro JA, Chang YH. The specificity in vivo of two distinct methionine aminopeptidases in Sac-
charomyces cerevisiae. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 References Knorr AG, Schmidt C, Tesina P, Berninghausen O, Becker T, Beatrix B, et al. Ribosome-NatA architec-
ture reveals that rRNA expansion segments coordinate N-terminal acetylation. Nat Struct Mol Biol. 2019; 26(1):35–39. Epub 2018/12/17. https://doi.org/10.1038/s41594-018-0165-y PMID: 30559462. 26. Hong H, Cai Y, Zhang S, Ding H, Wang H, Han A. Molecular Basis of Substrate Specific Acetylation by
N-Terminal Acetyltransferase NatB. Structure. 2017; 25(4):641–649 e3. Epub 2017/04/06. https://doi. org/10.1016/j.str.2017.03.003 PMID: 28380339. 27. Deng S, Pan B, Gottlieb L, Petersson EJ, Marmorstein R. Molecular basis for N-terminal alpha-synu-
clein acetylation by human NatB. Elife. 2020; 9. Epub 2020/09/05. https://doi.org/10.7554/eLife.57491
PMID: 32885784; PubMed Central PMCID: PMC7494357. 28. Layer D, Kopp J, Fontanillo M, Ko¨hn M, Lapouge K, Sinning I. Structural basis of Naa20 activity towards
a canonical NatB substrate. Commun Biol. 2021; 4(1):2. Epub 2021/01/04. https://doi.org/10.1038/
s42003-020-01546-4 PMID: 33398031; PubMed Central PMCID: PMC7782713. 29. Pech M, Spreter T, Beckmann R, Beatrix B. Dual binding mode of the nascent polypeptide-associated
complex reveals a novel universal adapter site on the ribosome. J Biol Chem. 2010; 285(25):19679–
19687. Epub 2010/04/23. https://doi.org/10.1074/jbc.M109.092536 PMID: 20410297; PubMed Central
PMCID: PMC2885246. 30. Schmidt C, Kowalinski E, Shanmuganathan V, Defenouillere Q, Braunger K, Heuer A, et al. The cryo-
EM structure of a ribosome-Ski2-Ski3-Ski8 helicase complex. Science. 2016; 354(6318):1431–1433. Epub 2016/12/17. https://doi.org/10.1126/science.aaf7520 PMID: 27980209. 31. Beckmann R, Spahn CM, Eswar N, Helmers J, Penczek PA, Sali A, et al. Architecture of the protein-
conducting channel associated with the translating 80S ribosome. Cell. 2001; 107(3):361–372. Epub
2001/11/10. https://doi.org/10.1016/s0092-8674(01)00541-4 PMID: 11701126. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 25 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB 32. Bradatsch B, Leidig C, Granneman S, Gnadig M, Tollervey D, Bottcher B, et al. Structure of the pre-60S
ribosomal subunit with nuclear export factor Arx1 bound at the exit tunnel. Nat Struct Mol Biol. 2012; 19
(12):1234–1241. Epub 2012/11/13. https://doi.org/10.1038/nsmb.2438 PMID: 23142978; PubMed Cen-
tral PMCID: PMC3678077. 33. Wu S, Tutuncuoglu B, Yan K, Brown H, Zhang Y, Tan D, et al. Diverse roles of assembly factors
revealed by structures of late nuclear pre-60S ribosomes. Nature. 2016; 534(7605):133–137. Epub
2016/06/03. https://doi.org/10.1038/nature17942 PMID: 27251291; PubMed Central PMCID:
PMC5237361. 34. Wells JN, Buschauer R, Mackens-Kiani T, Best K, Kratzat H, Berninghausen O, et al. Structure and
function of yeast Lso2 and human CCDC124 bound to hibernating ribosomes. PLoS Biol. 2020; 18(7):
e3000780. Epub 2020/07/21. https://doi.org/10.1371/journal.pbio.3000780 PMID: 32687489; PubMed
Central PMCID: PMC7392345. 35. References Wild K, Aleksic M, Lapouge K, Juaire KD, Flemming D, Pfeffer S, et al. MetAP-like Ebp1 occupies the
human ribosomal tunnel exit and recruits flexible rRNA expansion segments. Nat Commun. 2020; 11
(1):776. Epub 2020/02/09. https://doi.org/10.1038/s41467-020-14603-7 PMID: 32034140; PubMed
Central PMCID: PMC7005732. 36. Bhakta S, Akbar S, Sengupta J. Cryo-EM Structures Reveal Relocalization of MetAP in the Presence of
Other Protein Biogenesis Factors at the Ribosomal Tunnel Exit. J Mol Biol. 2019; 431(7):1426–1439. Epub 2019/02/13. https://doi.org/10.1016/j.jmb.2019.02.002 PMID: 30753870. 37. Jumper J, Evans R, Pritzel A, Green T, Figurnov M, Ronneberger O, et al. Highly accurate protein struc-
ture prediction with AlphaFold. Nature. 2021; 596(7873):583–589. Epub 2021/07/16. https://doi.org/10. 1038/s41586-021-03819-2 PMID: 34265844; PubMed Central PMCID: PMC8371605. 38. Kraushar ML, Krupp F, Harnett D, Turko P, Ambrozkiewicz MC, Sprink T, et al. Protein Synthesis in the
Developing Neocortex at Near-Atomic Resolution Reveals Ebp1-Mediated Neuronal Proteostasis at the
60S Tunnel Exit. Mol Cell. 2021; 81(2):304–322 e16. Epub 2020/12/29. https://doi.org/10.1016/j.molcel. 2020.11.037 PMID: 33357414; PubMed Central PMCID: PMC8163098. 39. Petrov AS, Bernier CR, Gulen B, Waterbury CC, Hershkovits E, Hsiao C, et al. Secondary structures of
rRNAs from all three domains of life. PLoS ONE. 2014; 9(2):e88222. Epub 2014/02/08. https://doi.org/
10.1371/journal.pone.0088222 PMID: 24505437; PubMed Central PMCID: PMC3914948. 40. Lasa M, Neri L, Carte B, Ga´zquez C, Arago´n T, Aldabe R. Maturation of NAA20 Aminoterminal End Is
Essential to Assemble NatB N-Terminal Acetyltransferase Complex. J Mol Biol. 2020; 432(22):5889–
5901. Epub 2020/10/05. https://doi.org/10.1016/j.jmb.2020.09.010 PMID: 32976911. 41. Magin RS, Deng S, Zhang H, Cooperman B, Marmorstein R. Probing the interaction between NatA and
the ribosome for co-translational protein acetylation. PLoS ONE. 2017; 12(10):e0186278. Epub 2017/
10/11. https://doi.org/10.1371/journal.pone.0186278 PMID: 29016658; PubMed Central PMCID:
PMC5634638. 42. Zhang X, Rashid R, Wang K, Shan SO. Sequential checkpoints govern substrate selection during
cotranslational protein targeting. Science. 2010; 328(5979):757–760. Epub 2010/05/08. https://doi.org/
10.1126/science.1186743 PMID: 20448185; PubMed Central PMCID: PMC3760334. 43. Wild K, Juaire KD, Soni K, Shanmuganathan V, Hendricks A, Segnitz B, et al. Reconstitution of the
human SRP system and quantitative and systematic analysis of its ribosome interactions. Nucleic Acids
Res. 2019; 47(6):3184–3196. Epub 2019/01/17. https://doi.org/10.1093/nar/gky1324 PMID: 30649417;
PubMed Central PMCID: PMC6451106. 44. Flanagan JJ, Chen JC, Miao Y, Shao Y, Lin J, Bock PE, et al. Signal recognition particle binds to ribo-
some-bound signal sequences with fluorescence-detected subnanomolar affinity that does not diminish
as the nascent chain lengthens. J Biol Chem. 2003; 278(20):18628–18637. Epub 2003/03/07. https://
doi.org/10.1074/jbc.M300173200 PMID: 12621052. 45. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 References Beckert B, Kedrov A, Sohmen D, Kempf G, Wild K, Sinning I, et al. Translational arrest by a prokaryotic
signal recognition particle is mediated by RNA interactions. Nat Struct Mol Biol. 2015; 22(10):767–773. Epub 2015/09/07. https://doi.org/10.1038/nsmb.3086 PMID: 26344568. 46. Zhang Y, Ma C, Yuan Y, Zhu J, Li N, Chen C, et al. Structural basis for interaction of a cotranslational
chaperone with the eukaryotic ribosome. Nat Struct Mol Biol. 2014; 21(12):1042–1046. Epub 2014/11/
05. https://doi.org/10.1038/nsmb.2908 PMID: 25362488. 47. Becker T, Bhushan S, Jarasch A, Armache JP, Funes S, Jossinet F, et al. Structure of monomeric yeast
and mammalian Sec61 complexes interacting with the translating ribosome. Science. 2009; 326
(5958):1369–1373. Epub 2009/10/29. https://doi.org/10.1126/science.1178535 PMID: 19933108;
PubMed Central PMCID: PMC2920595. 48. Gamerdinger M, Kobayashi K, Wallisch A, Kreft SG, Sailer C, Schlo¨mer R, et al. Early Scanning of
Nascent Polypeptides inside the Ribosomal Tunnel by NAC. Mol Cell. 2019; 75(5):996–1006.e8. Epub
2019/07/31. https://doi.org/10.1016/j.molcel.2019.06.030 PMID: 31377116. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 26 / 28 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB 49. Sandikci A, Gloge F, Martinez M, Mayer MP, Wade R, Bukau B, et al. Dynamic enzyme docking to the
ribosome coordinates N-terminal processing with polypeptide folding. Nat Struct Mol Biol. 2013; 20
(7):843–850. Epub 2013/06/19. https://doi.org/10.1038/nsmb.2615 PMID: 23770820. 50. Wegrzyn RD, Hofmann D, Merz F, Nikolay R, Rauch T, Graf C, et al. A conserved motif is prerequisite
for the interaction of NAC with ribosomal protein L23 and nascent chains. J Biol Chem. 2006; 281
(5):2847–2857. Epub 2005/12/01. https://doi.org/10.1074/jbc.M511420200 PMID: 16316984. 51. Leidig C, Bange G, Kopp J, Amlacher S, Aravind A, Wickles S, et al. Structural characterization of a
eukaryotic chaperone—the ribosome-associated complex. Nat Struct Mol Biol. 2013; 20(1):23–28. Epub 2012/12/04. https://doi.org/10.1038/nsmb.2447 PMID: 23202586. 52. Gumiero A, Conz C, Gese GV, Zhang Y, Weyer FA, Lapouge K, et al. Interaction of the cotranslational
Hsp70 Ssb with ribosomal proteins and rRNA depends on its lid domain. Nat Commun. 2016; 7:13563. Epub 2016/11/25. https://doi.org/10.1038/ncomms13563 PMID: 27882919; PubMed Central PMCID:
PMC5123055. 53. Mohr D, Wintermeyer W, Rodnina MV. GTPase activation of elongation factors Tu and G on the ribo-
some. Biochemistry. 2002; 41(41):12520–12528. Epub 2002/10/09. https://doi.org/10.1021/bi026301y
PMID: 12369843. 54. Helgstrand M, Mandava CS, Mulder FA, Liljas A, Sanyal S, Akke M. The ribosomal stalk binds to trans-
lation factors IF2, EF-Tu, EF-G and RF3 via a conserved region of the L12 C-terminal domain. J Mol
Biol. 2007; 365(2):468–479. References Epub 2006/10/31. https://doi.org/10.1016/j.jmb.2006.10.025 PMID:
17070545. 55. Nomura N, Honda T, Baba K, Naganuma T, Tanzawa T, Arisaka F, et al. Archaeal ribosomal stalk pro-
tein interacts with translation factors in a nucleotide-independent manner via its conserved C terminus. Proc Natl Acad Sci U S A. 2012; 109(10):3748–3753. Epub 2012/02/23. https://doi.org/10.1073/pnas. 1112934109 PMID: 22355137; PubMed Central PMCID: PMC3309737. 56. Jomaa A, Gamerdinger M, Hsieh HH, Wallisch A, Chandrasekaran V, Ulusoy Z, et al. Mechanism of sig-
nal sequence handover from NAC to SRP on ribosomes during ER-protein targeting. Science. 2022;
375(6583):839–844. Epub 2022/02/24. https://doi.org/10.1126/science.abl6459 PMID: 35201867;
PubMed Central PMCID: PMC7612438. 57. Mateusz J, Jomaa A, Gamerdinger M, Shrestha S, Leibundgut M, Deuerling E, et al. Molecular basis of
the TRAP complex function in ER protein biogenesis. bioRXiv. 2022. https://doi.org/10.1101/2022.10. 04.510795 58. Zheng SQ, Palovcak E, Armache JP, Verba KA, Cheng Y, Agard DA. MotionCor2: anisotropic correc-
tion of beam-induced motion for improved cryo-electron microscopy. Nat Methods. 2017; 14(4):331–
332. Epub 2017/02/27. https://doi.org/10.1038/nmeth.4193 PMID: 28250466; PubMed Central PMCID:
PMC5494038. 59. Zhang K. Gctf: Real-time CTF determination and correction. J Struct Biol. 2016; 193(1):1–12. Epub
2015/11/26. https://doi.org/10.1016/j.jsb.2015.11.003 PMID: 26592709; PubMed Central PMCID:
PMC4711343. 60. Zivanov J, Nakane T, Forsberg BO, Kimanius D, Hagen WJ, Lindahl E, et al. New tools for automated
high-resolution cryo-EM structure determination in RELION-3. Elife. 2018; 7. Epub 2018/11/09. https://
doi.org/10.7554/eLife.42166 PMID: 30412051; PubMed Central PMCID: PMC6250425. 61. Punjani A, Rubinstein JL, Fleet DJ, Brubaker MA. cryoSPARC: algorithms for rapid unsupervised cryo-
EM structure determination. Nat Methods. 2017; 14(3):290–296. Epub 2017/02/06. https://doi.org/10. 1038/nmeth.4169 PMID: 28165473. 62. Tesina P, Lessen LN, Buschauer R, Cheng J, Wu CC, Berninghausen O, et al. Molecular mechanism of
translational stalling by inhibitory codon combinations and poly(A) tracts. EMBO J. 2020; 39(3):
e103365. Epub 2019/12/20. https://doi.org/10.15252/embj.2019103365 PMID: 31858614; PubMed
Central PMCID: PMC6996574. 63. Pettersen EF, Goddard TD, Huang CC, Meng EC, Couch GS, Croll TI, et al. UCSF ChimeraX: Structure
visualization for researchers, educators, and developers. Protein Sci. 2021; 30(1):70–82. Epub 2020/
10/22. https://doi.org/10.1002/pro.3943 PMID: 32881101; PubMed Central PMCID: PMC7737788. 64. Liebschner D, Afonine PV, Baker ML, Bunko´czi G, Chen VB, Croll TI, et al. Macromolecular structure
determination using X-rays, neutrons and electrons: recent developments in Phenix. Acta Crystallogr D
Struct Biol. 2019; 75(Pt 10):861–877. Epub 2019/10/02. https://doi.org/10.1107/S2059798319011471
PMID: 31588918; PubMed Central PMCID: PMC6778852. 65. Emsley P, Cowtan K. Coot: model-building tools for molecular graphics. Acta Crystallogr D Biol Crystal-
logr. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 66.
Keating KS, Pyle AM. RCrane: semi-automated RNA model building. Acta Crystallogr D Biol Crystal-
logr. 2012; 68(Pt 8):985–995. Epub 2012/07/17. https://doi.org/10.1107/S0907444912018549 PMID:
22868764; PubMed Central PMCID: PMC3413212. 67.
Casañal A, Lohkamp B, Emsley P. Current developments in Coot for macromolecular model building of
Electron Cryo-microscopy and Crystallographic Data. Protein Sci. 2020; 29(4):1069–1078. Epub 2020/
03/02. https://doi.org/10.1002/pro.3791 PMID: 31730249; PubMed Central PMCID: PMC7096722. PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 Cryo-EM structures of ribosome-bound Map1 and NatB References 2004; 60(Pt 12 Pt 1):2126–2132. Epub 2004/11/26. https://doi.org/10.1107/S0907444904019158
PMID: 15572765. 27 / 28 PLOS Biology | https://doi.org/10.1371/journal.pbio.3001995
April 20, 2023 PLOS BIOLOGY Cryo-EM structures of ribosome-bound Map1 and NatB 28 / 28
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English
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Diffusion of Myosin V on Microtubules: A Fine-Tuned Interaction for Which E-Hooks Are Dispensable
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PloS one
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cc-by
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Introduction diffusion of myo V on microtubules is mediated by an
electrostatic interaction of the positively charged loop 2 and
the negatively charged E-hooks. To understand the molecular
basis of this interaction three major questions have been
addressed here: Does indeed the charge of loop 2 contribute
to microtubule binding? Or does rather the amino acid
composition
of
loop
2
make
the
difference? And
most
importantly, after the initial binding to the microtubule, what
biophysical feature enables myo V to start diffusing along the
filament? Efficient long-range intracellular transport of organelles is
powered by processive motors of the kinesin, dynein and myosin
superfamilies [1,2]. Studies over the past two decades have also
shown a coordinated interplay between both microtubule- and
actin-based transport systems [3,4,5,6]. For example, in extracts of
the squid giant axon, a vesicle moving along a microtubule can
suddenly leave its track and continue to move on an invisible track
believed to be an actin filament [7]. In fish and amphibian
melanophores, pigment granules (melanosomes) are transported
on microtubules towards the cell periphery by kinesin-2 where
their movement on actin filaments is driven by myosin V (myo V)
[8,9,10,11]. To date, the regulation of this crosstalk remains
elusive. We used single molecule Total Internal Reflection Fluorescence
Microscopy (TIRFM) to characterize the association and diffusion
of myo V mutants containing negatively charged loop 2 motifs on
microtubules. The previously proposed electrostatic model pre-
dicts that myo V mutants containing a net negative charge on their
loops would cease to interact with the negatively charged
microtubules. Surprisingly, myo V diffusion on microtubules is
neither determined nor limited by the charge of loop 2 as both, the
positively charged Wildtype myo V and the negatively charged loop
2 mutants, bind to and diffuse on microtubules. Most strikingly,
neither for the initial association nor for the subsequent diffusion of
myo V along microtubules E-hooks are required. Additional
analysis of the microtubule binding and diffusion behavior of our
oppositely charged constructs suggests that in addition to charge-
charge interactions between myo V and the microtubule also non-
ionic (e.g. van-der-Waals) attraction co-determines the interaction
between myo V and microtubules, while hydrophilic effects by
loop 2 merely play a subordinate role in facilitating diffusion on
intact microtubules. Studies by Ali et al. Abstract Organelle transport in eukaryotes employs both microtubule and actin tracks to deliver cargo effectively to their
destinations, but the question of how the two systems cooperate is still largely unanswered. Recently, in vitro studies
revealed that the actin-based processive motor myosin V also binds to, and diffuses along microtubules. This biophysical
trick enables cells to exploit both tracks for the same transport process without switching motors. The detailed mechanisms
underlying this behavior remain to be solved. By means of single molecule Total Internal Reflection Microscopy (TIRFM), we
show here that electrostatic tethering between the positively charged loop 2 and the negatively charged C-terminal E-
hooks of microtubules is dispensable. Furthermore, our data indicate that in addition to charge-charge interactions, other
interaction forces such as non-ionic attraction might account for myosin V diffusion. These findings provide evidence for a
novel way of myosin tethering to microtubules that does not interfere with other E-hook-dependent processes. Citation: Zimmermann D, Abdel Motaal B, Voith von Voithenberg L, Schliwa M, O¨ kten Z (2011) Diffusion of Myosin V on Microtubules: A Fine-Tuned Interaction
for Which E-Hooks Are Dispensable. PLoS ONE 6(9): e25473. doi:10.1371/journal.pone.0025473 Editor: Magdalena Bezanilla, University of Massachusetts Amherst, United States of America Editor: Magdalena Bezanilla, University of Massachusetts Amherst, United States of America Received May 9, 2011; Accepted September 5, 2011; Published September 26, 2011 Received May 9, 2011; Accepted September 5, 2011; Published September 26, 2011 Received May 9, 2011; Accepted September 5, 2011; Published September 26, 2011 mermann et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
tion, and reproduction in any medium, provided the original author and source are credited. Copyright: 2011 Zimmermann et al. This is an open-access article distributed under the terms of the Creative Commons Attribut
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Copyright: 2011 Zimmermann et al. This is an open-access article distributed under the t
unrestricted use, distribution, and reproduction in any medium, provided the original author Funding: This work was supported by a Long Term European Molecular Biology Organization (EMBO) fellowship to ZO¨ (#1134-2006) and grants from the
Deutsche Forschungsgemeinschaft (DFG, #OE 501/1-1) and the Friedrich-Baur-Stiftung (#01/09) to ZO¨ and MS. Z.O¨ . acknowledges support from SFB 863. URL
EMBO: http://www.embo.org; URL DFG: http://www.dfg.de; URL Friedrich-Baur-Stiftung: http://www.baur-stiftung.de. Abstract The funders had no role in study design,
data collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. Competing Interests: The authors have declared that no competing interests exist. * E-mail: zoekten@ph.tum.de * E-mail: zoekten@ph.tum.de Dennis Zimmermann, Basma Abdel Motaal, Lena Voith von Voithenberg, Manfred Schliwa, Zeynep
O¨ kten* Institute for Anatomy and Cell Biology, Ludwig-Maximilians-University of Munich, Munich, Germany September 2011 | Volume 6 | Issue 9 | e25473 A negative net charge on loop 2 impairs the myosin V
interaction with actin filaments To assess the functionality of our constructs, we performed
ATPase activity and in vitro single molecule motility measurements
on actin. The in vitro single-molecule velocity and runlength Figure 1. Schematic representations of the myosin V loop 2
constructs. (A) Schematic diagram depicting the domain structure of
myo V with its surface-exposed loop 2 shown in yellow. The C-terminal
GCN4 motif ensures dimerization. (B) Schematic domain model of
truncated myo V in its homodimeric form. The regions are color-coded
for each structural motif. The same set of colors is used in A and B. (C)
Comparison of the loop 2 sequences from myo V Wildtype, Minus4 and
Minus13. Mutants Minus4 (blue) and Minus13 (green) were designed by
altering positively charged amino acids (lysines and arginines) to
alanine and glutamic/aspartic acid, respectively. (+) and (2) indicate
positively and negatively charged amino acids, respectively. The net
charge of each construct is indicated in brackets next to the respective
construct. doi:10 1371/journal pone 0025473 g001 Taken together, our results now make testable predictions for
myo V’s capability to diffuse on the microtubule. If, as previously
proposed [12], the interaction between myo V and microtubules
were exclusively dependent on electrostatic forces, only Wildtype
myo V (positive loop 2 net charge) would be expected to show
diffusion on microtubules. However, if this interaction depends
either on additional attraction forces or/and domain regions other
than the proposed loop 2, the two negatively charged constructs,
Minus4 and Minus13, should as well diffuse along the negatively
charged microtubule lattice. Figure 1. Schematic representations of the myosin V loop 2
constructs. (A) Schematic diagram depicting the domain structure of
myo V with its surface-exposed loop 2 shown in yellow. The C-terminal
GCN4 motif ensures dimerization. (B) Schematic domain model of
truncated myo V in its homodimeric form. The regions are color-coded
for each structural motif. The same set of colors is used in A and B. (C)
Comparison of the loop 2 sequences from myo V Wildtype, Minus4 and
Minus13. Mutants Minus4 (blue) and Minus13 (green) were designed by
altering positively charged amino acids (lysines and arginines) to
alanine and glutamic/aspartic acid, respectively. (+) and (2) indicate
positively and negatively charged amino acids, respectively. The net
charge of each construct is indicated in brackets next to the respective
construct. Indeed, irrespective of their net charge, all three myo V
constructs showed diffusion along microtubules (Figure 2, black
bars). Design of the myosin V loop 2 mutants Loop 2 of myo V is a well-defined region of ,44 amino acids
near the so-called 50/20 kDa junction of the head domain. It has
been implicated in binding the motor domain to actin [14,15] and
recently has been suggested to also mediate the interaction of myo
V with microtubules [12]. It is surface-exposed and exhibits a net
positive charge of +5. To dissect the contribution of the myo V loop 2 on the
interaction with microtubules, we have generated two heavy mero
myosin (HMM)-like myo V mutants with surplus net negative
charge by substituting the positively charged residues of loop 2
with either alanine (Minus4, four negative net charges) or glutamic
and
aspartic acid (Minus13, thirteen negative
net charges)
(Figure 1). Loop 2 is not the prime determinant of the interaction
between myosin V and microtubules y
To uncover the role of electrostatic interactions via myo V loop
2, we assessed the effects of increasing KCl-concentrations on the
Wildtype and loop 2 mutants by quantifying the number of
microtubule-interacting myo V molecules. Here, we discriminated
between microtubule-colocalization events (defined as association
events) and events where association was followed by subsequent
diffusion (defined as diffusion events). To this end, the number of
events
per
microtubule
unit
length
and
time
period
was
determined at KCl concentrations of 25, 50, 100 and 200 mM. An increase in ionic strength significantly decreased microtubule
association of all three constructs (gray bars in Figure 2, A–C and
Table S2). The Minus13 mutant, in particular, showed the most
dramatic reduction of microtubule association, even at moderate
ionic strength (Figure 2C). We attribute this behavior to a
pronounced repulsion between the highly negatively charged
motor loop and the negatively charged surface of the microtubule
[29]. Although this finding indicates that the surface-exposed loop
2 may indeed participate in myo V’s affinity for microtubules, for
two obvious reasons, the observed attraction cannot be primarily
attributed to simple charge-charge interactions between the
negatively charged microtubule and the normally positively
charged loop 2: first, the positively and the negatively charged
loop 2 constructs display similar salt-dependent decrease in
microtubule association (gray bars in Figure 2, A–C); second,
despite carrying opposite net charges on their loop 2, Wildtype and
Minus4 show comparable levels of association at 25 mM salt
(Table S2). Introduction [12] have added a further facet to the
interaction between actin and microtubule motor systems,
where myo V was found to switch from an actin filament onto
an
intersecting
microtubule
followed
by
one-dimensional
diffusive motion over large distances in vitro. In previous studies
it was shown, that a positively charged structural element (loop
2) of the myo V catalytic head stabilizes the weakly bound state
of myo V to negative patches on the actin filament via
electrostatic interactions [13,14,15,16]. Likewise, several kine-
sins interact via a positively charged motor domain structure (K-
loop) [17,18,19,20,21,22] with the negatively
charged C-
Terminus (E-hook) of microtubules extending from the surface
[23,24]. Based on these findings, and to explain the observed
myo V-microtubule interaction, the authors proposed that the PLoS ONE | www.plosone.org September 2011 | Volume 6 | Issue 9 | e25473 September 2011 | Volume 6 | Issue 9 | e25473 1 E-Hook-Independent Diffusion of Myosin V Results measurements (Figure S1, A-B and Table S1), as well as the
ATPase activity values of HMM-like Wildtype myo V (Figure S1C
and Table S1) were in good agreement with those reported
previously [13,15,25,26,27]. Several previous studies showed that
decreasing the positive net charge on loop 2 leads to a decreased
affinity for actin [14,15,28]. In line with that, the ATPase activity
on F-actin was significantly decreased (Minus4) or abolished
(Minus13) for the myo V constructs carrying a negative net charge
on their loop 2. (Figure S1C and Table S1). Accordingly, in vitro
motility studies did not yield any single molecule runs for those two
constructs. Thus only a positively charged loop 2 promotes a
productive interaction with actin. Design of the myosin V loop 2 mutants Myosin V diffusion takes place without the help of
E-hooks E-hooks give rise to a pronounced negatively charged mantle
around the microtubule [34]. They have long been known to
facilitate one-dimensional diffusion of a number of microtubule-
associated proteins by tethering them electrostatically to microtu-
bules
[17,18,20,36,37]. Besides
the
fact
that
the
observed
electrostatic attraction towards microtubules is not mediated by
positive charges on loop 2 of myosin, additional non-ionic
attraction forces might also be involved in myo V’s interaction
with microtubules. To test if the negatively charged E-hooks play a
substantial role in microtubule association and diffusion of the myo
V constructs, we made use of limited proteolysis by subtilisin to
generate S-microtubules that lack the E-hook [23,31]. E-hook
removal was confirmed by SDS-PAGE and Western blot analysis
(Figure 4A) [17,23,38]. Figure 2. Interaction of myosin V with microtubules under
increasing ionic strength conditions. TIRFM movie sequences of
single-molecule experiments with 100 nM Cy3-labeled myo V Wildtype
(A), Minus4 (B) and Minus13 (C) on Atto488-labeled microtubules under
increasing salt concentrations (i.e. 25, 50, 100 and 200 mM KCl), were
analyzed for microtubule-association and subsequent diffusion over a
70-seconds time period. For this, the total number of microtubule-
associated myo V particles (shaded) and the number of diffusing
particles (solid) per unit length of the microtubules and time of
measurement are plotted as a function of KCl concentration. (*) indicates that in those cases only one event in total was counted. Error bars represent mean 6 confidence interval (a = 0.95). doi:10.1371/journal.pone.0025473.g002 In favor of the non-ionic attraction model, the absence of E-
hooks does not interfere with the ability of Wildtype to associate
with microtubules (Figure 4B and Table S3). Moreover, for all
three loop 2 constructs the number of associated motors per
microtubule unit length leveled off (gray bars in Figure 4B and
Table S3). For the most negative Minus13 construct, E-hook
removal
resulted
in
a
significant
increase
in
microtubule
association by 75% (p,0.005, Table S2 vs. Table S3). Most importantly, the removal of E-hooks did not interfere with
the ability of Wildtype myo V to diffuse along S-microtubules. The
diffusion behavior of Wildtype on S-microtubules meets all the
criteria of a one-dimensional diffusion process (Figure 5A and
Figure S4) [12,31,32,33,34]. Compared to untreated microtubules,
with 1.2160.09 mm/s myo V’s diffusion on S-microtubules E-Hook-Independent Diffusion of Myosin V We next assessed the proposed role of the negatively charged E-
hooks [12] in tethering myo V to the microtubule surface. E-Hook-Independent Diffusion of Myosin V E-Hook-Independent Diffusion of Myosin V diffusion constant (D = 0.113 mm2/s) which is in good agreement
with previous work [30] (Table 1 and Video S2). Strikingly, our
analysis demonstrates that the D-values for the loop 2 mutants
were similar compared with D of Wildtype (Table 1). Additional
support came from the linear increase in mean square displace-
ment (MSD) over time (Figure S2, B–D) [31,32,33]. As expected,
by calculating D from the obtained slopes in the MSD-plots, we
could
confirm
the
validity
of
the
Gaussian-based
D-value
calculations. Figure 2. Interaction of myosin V with microtu
increasing ionic strength conditions. TIRFM movie
single-molecule experiments with 100 nM Cy3-labeled m
(A), Minus4 (B) and Minus13 (C) on Atto488-labeled micro
increasing salt concentrations (i.e. 25, 50, 100 and 200
analyzed for microtubule-association and subsequent d
70-seconds time period. For this, the total number o
associated myo V particles (shaded) and the numbe
particles (solid) per unit length of the microtubules
measurement are plotted as a function of KCl c
(*) indicates that in those cases only one event in tota
Error bars represent mean 6 confidence interval (a = 0.9
doi:10.1371/journal.pone.0025473.g002 The diffusion-derived single displacements of all three con-
structs distributed as zero-centered Gaussians (Figure 3B), as
expected for one-dimensional Brownian motion [34]. Zero net
displacement was also confirmed by boxplots (Figure S2A). During
diffusion, the time of association with the microtubule (tA) for all
four constructs
distributed
exponentially
(Figure
S3, A–C). Individual mean values of tA (Table 1) ranged from 14.1 s to
23.8 s, with tA of Wildtype being the shortest. Finally, the average
distance scanned by the respective constructs during diffusional
events did not vary significantly amongst Wildtype and Minus13 and
was only slightly larger for Minus4 (Table 1). As expected, diffusion did not require ATP [12,31,35]. Control
experiments confirmed that the observed diffusion was not caused
by the antibody that coupled the motor to the fluorophore, nor did
the antibody display any specific association with microtubules. In line with the above myo V-microtubule association analysis,
the diffusion analysis performed here strongly supports the notion
that the interaction between the motor and the microtubule is not
restricted to probable loop 2-conveyed electrostatic forces only. Most notably, Minus13, a construct carrying 13 negative net
charges on its loop 2, shows a highly similar diffusion behavior as
the positively charged Wildtype (Figure 3B). A negative net charge on loop 2 impairs the myosin V
interaction with actin filaments Due to the clear salt-dependent interactions shown here,
charge-charge interactions are likely to dominate the binding of
myo V to microtubules. Notably, not only at low-salt conditions
but also, at 100 mM KCl (Wildtype and Minus13) and 200 mM
KCl (Wildtype) did we observe diffusion (Figure 2, black bars, Table
S2 and Video S1). Hence it can be concluded that electrostatic
attraction mediated by loop 2 cannot be considered the sole
molecular determinant for microtubule association. Therefore, it
cannot be ruled out that other attraction forces (e.g. non-ionic) co-
determine myo V’s affinity toward microtubules. doi:10.1371/journal.pone.0025473.g001 September 2011 | Volume 6 | Issue 9 | e25473 September 2011 | Volume 6 | Issue 9 | e25473 PLoS ONE | www.plosone.org 2 Discussion Compared to motor-driven directed movement, unbiased one-
dimensional diffusion is faster over short distances and does not
consume energy, thus representing an efficient and supportive
mechanism for intracellular transport processes [33,35,37,40,41]. Recent studies by Ali et al. [12,30] suggested that one-dimensional
diffusion of myo V on microtubules is based on electrostatic
interaction between the positively charged loop 2 of myo V and
the negatively charged E-hooks of microtubules. Here we probed the
proposed model of electrostatic myo V-tethering to the microtubule
via complementary charged stretches. For this myo V mutants
carrying either moderate or high surplus negative charges on their loop
2 were generated. To gain detailed mechanistic insights into the
unbiased diffusion of myo V, we distinguished between association of
myo V with microtubules (i.e. binding without additional quantifi-
cation of subsequent diffusion events) and diffusion per se. From our
analyses now a more complex and multilayered picture of the
interaction modes between myo V and microtubules emerges. Figure 3. One-dimensional diffusion of myosin V loop 2
constructs on microtubules. (A) Kymographs of sequential frames
depicting diffusive movement of single Cy3-labeled myo V Wildtype,
Minus4 and Minus13 molecules (top to bottom, pseudo-colored green)
on Atto488-labeled microtubules in 25 mM KCl. Microtubules are not
shown for this purpose. Control represents a stationary, non-diffusing
motor molecule on the microtubule. (B) TIRFM movie sequences of
single myo V molecules on microtubules in 25 mM KCl were analyzed
and then plotted as a displacement histogram. A single Gaussian (solid
color-coded lines) was fitted to the data using equation 1 (Methods). From the obtained fit, the variance s was used to calculate the diffusion
coefficient D according to the equation, D = s/2t, where t is the time
interval between images, resulting in DWt = 0.113 mm2/s (n = 464),
DMinus4 = 0.089 mm2/s (n = 801) and DMinus13 = 0.081 mm2/s (n = 425). Black, blue and green color-coded fit-lines depict the Gaussian fit for
the individual displacement distribution of myo V Wildtype, Minus4 and
Minus13, respectively. Figure 3. One-dimensional diffusion of myosin V loop 2
constructs on microtubules. (A) Kymographs of sequential frames
depicting diffusive movement of single Cy3-labeled myo V Wildtype,
Minus4 and Minus13 molecules (top to bottom, pseudo-colored green)
on Atto488-labeled microtubules in 25 mM KCl. Microtubules are not
shown for this purpose. Control represents a stationary, non-diffusing
motor molecule on the microtubule. All myosin V loop 2 charge mutants show unperturbed
diffusion on microtubules Next, we characterized the behavior of the diffusion events for
myo V Wildtype and the loop 2 mutants on microtubules
(Figure 3A, Videos S2 and S3). Diffusion of Wildtype yielded a September 2011 | Volume 6 | Issue 9 | e25473 PLoS ONE | www.plosone.org 3 E-Hook-Independent Diffusion of Myosin V Figure 3. One-dimensional diffusion of myosin V loop 2
constructs on microtubules. (A) Kymographs of sequential frames
depicting diffusive movement of single Cy3-labeled myo V Wildtype,
Minus4 and Minus13 molecules (top to bottom, pseudo-colored green)
on Atto488-labeled microtubules in 25 mM KCl. Microtubules are not
shown for this purpose. Control represents a stationary, non-diffusing
motor molecule on the microtubule. (B) TIRFM movie sequences of
single myo V molecules on microtubules in 25 mM KCl were analyzed
and then plotted as a displacement histogram. A single Gaussian (solid
color-coded lines) was fitted to the data using equation 1 (Methods). From the obtained fit, the variance s was used to calculate the diffusion
coefficient D according to the equation, D = s/2t, where t is the time
interval between images, resulting in DWt = 0.113 mm2/s (n = 464),
DMinus4 = 0.089 mm2/s (n = 801) and DMinus13 = 0.081 mm2/s (n = 425). Black, blue and green color-coded fit-lines depict the Gaussian fit for association time of 12.4 s with microtubules remained essentially
unchanged (Table 1 and Figure S4A). Notably, the diffusion
coefficient D = 0.226 mm2/s was twice as high as that of Wildtype
on untreated microtubules (Table 1 and Figure 5). Non-electrostatic attraction forces contribute to the
interaction of myosin V with microtubules (A) Kymographs of sequential frames
depicting diffusive movement of single Cy3-labeled myo V Wildtype,
Minus4 and Minus13 molecules (top to bottom, pseudo-colored green)
on Atto488-labeled microtubules in 25 mM KCl. Microtubules are not
shown for this purpose. Control represents a stationary, non-diffusing
motor molecule on the microtubule. (B) TIRFM movie sequences of
single myo V molecules on microtubules in 25 mM KCl were analyzed
and then plotted as a displacement histogram. A single Gaussian (solid Figure 3. One-dimensional diffusion of myosin V loop 2
constructs on microtubules. (A) Kymographs of sequential frames
depicting diffusive movement of single Cy3-labeled myo V Wildtype,
Minus4 and Minus13 molecules (top to bottom, pseudo-colored green)
on Atto488-labeled microtubules in 25 mM KCl. Microtubules are not
shown for this purpose. Control represents a stationary, non-diffusing
motor molecule on the microtubule. (B) TIRFM movie sequences of September 2011 | Volume 6 | Issue 9 | e25473 Non-electrostatic attraction forces contribute to the
interaction of myosin V with microtubules The striking observation that irrespective of the net charge of loop
2 all three constructs bind to S-microtubules, while only Wildtype
(Figures 4B and 5, Table S3 and Video S4) diffuses, raises the
question whether besides electrostatics also additional attraction
forces contribute to the interaction between myo V and microtubules. We propose that due to the E-hook removal, the formerly
homogeneously negatively charged microtubule is now marked by
negative and also positive surface charges [29,39]. Hence, formerly
prevalent electrostatic repulsion forces (negative loop 2 vs. negative E-
hooks) are now eliminated and electrostatic attraction forces (negative
loop 2 vs. positive patches on the microtubule surface) are now free to
exert their effects. The absence of the ,4 nm E-hook spacers would
enhance additional, non-ionic attraction forces that have strong
effects over short distances, thereby preventing the individual
molecule from advancing from an associative to a diffusive state (as
is the case for Minus4 and Minus13) (Figure 4B). Under such
circumstances, only constructs bearing a residual ionic repulsive
capacity (positive loop 2 vs. positive patches on the microtubule
surface), such as the Wildtype, display diffusion (Figure 4B). Taken
together, we suggest that additional, non-electrostatic attraction
forces contribute to myo V’s interaction with microtubules. Figure 3. One-dimensional diffusion of myosin V loop 2
constructs on microtubules. (A) Kymographs of sequential frames
depicting diffusive movement of single Cy3-labeled myo V Wildtype,
Minus4 and Minus13 molecules (top to bottom, pseudo-colored green)
on Atto488-labeled microtubules in 25 mM KCl. Microtubules are not
shown for this purpose. Control represents a stationary, non-diffusing
motor molecule on the microtubule. (B) TIRFM movie sequences of
single myo V molecules on microtubules in 25 mM KCl were analyzed
and then plotted as a displacement histogram. A single Gaussian (solid
color-coded lines) was fitted to the data using equation 1 (Methods). From the obtained fit, the variance s was used to calculate the diffusion
coefficient D according to the equation, D = s/2t, where t is the time
interval between images, resulting in DWt = 0.113 mm2/s (n = 464),
DMinus4 = 0.089 mm2/s (n = 801) and DMinus13 = 0.081 mm2/s (n = 425). Black, blue and green color-coded fit-lines depict the Gaussian fit for
the individual displacement distribution of myo V Wildtype, Minus4 and
Mi
13
ti
l Figure 3. One-dimensional diffusion of myosin V loop 2
constructs on microtubules. Discussion (B) TIRFM movie sequences of
single myo V molecules on microtubules in 25 mM KCl were analyzed
and then plotted as a displacement histogram. A single Gaussian (solid
color-coded lines) was fitted to the data using equation 1 (Methods). From the obtained fit, the variance s was used to calculate the diffusion
coefficient D according to the equation, D = s/2t, where t is the time
interval between images, resulting in DWt = 0.113 mm2/s (n = 464),
DMinus4 = 0.089 mm2/s (n = 801) and DMinus13 = 0.081 mm2/s (n = 425). Black, blue and green color-coded fit-lines depict the Gaussian fit for
the individual displacement distribution of myo V Wildtype, Minus4 and
Minus13, respectively. d
l The observation that not only positively but also negatively
charged loop 2 constructs displayed a salt-dependent decrease in
microtubule association (Figure 2) allows the following two
conclusions. First, electrostatic interaction is indeed the prevailing
force mediating the association of myo V with microtubules. Second, loop 2 is not the site responsible for such attraction
because the oppositely charged loop 2 constructs Wildtype and
Minus4 (+5 vs. 24) display equivalent salt-sensitive binding
behavior. Along with the observation that the Wildtype and Minus4
associate at equivalent levels with microtubules further supports
the notion that loop 2 neither mediates nor maintains the
interaction between myo V and microtubules (Figure 2A and 2B). Thus another charged patch (or even multiple patches) on the myo
V surface, mediating the observed salt-dependent interaction with
the microtubule, need to be considered. Interestingly, as soon as
enough negative charges were introduced into myo V loop 2 (e.g. doi:10.1371/journal.pone.0025473.g003 exhibits on average larger maximum displacements per frame
interval (i.e., maximum speed) and shows a trend toward
prolonged scan distances (3.0260.34 mm), while the average PLoS ONE | www.plosone.org September 2011 | Volume 6 | Issue 9 | e25473 September 2011 | Volume 6 | Issue 9 | e25473 4 E-Hook-Independent Diffusion of Myosin V Table 1. Key parameters of diffusion of myosin V (Wildtype) and two myosin V loop 2 mutants. Discussion Most strikingly, and contrary to the predictions inferred from
the electrostatic model, the charge of loop 2 neither determines
nor limits the diffusion behavior of myo V. The narrow range of
the diffusion constants (0.113 mm2/s of Wildtype to 0.089 mm2/s of
Minus13) (Figure 3B, and Table 1) argues against a loop 2-biased
charge-dependence of diffusion. In analogy to recent findings by Minoura et al. [34] and based on
our results, we propose the following two-phase model for diffusion of
myo V on microtubules. Phase One is the initial association with the
filament. This step represents a prerequisite for diffusion and is
accomplished as long as electrostatic surface effects exerted from
both, the interactor and the substrate, cause attraction rather than
repulsion. Phase Two is the advancement to the diffusive state. This
phase heavily depends on a balanced interplay between attraction
and repulsion of myo V to and from the microtubule. Here, it is
crucial that the strength of attraction is restricted to such an extent
that the motor is free to move laterally. Simply put, strong attraction
forces may bind a high number of motor molecules to the surface but
they also prevent those motors from moving (Minus4 and Minus13 on
S-microtubules); conversely, weak attraction favors the diffusion
along filaments, but at the same time gives the molecule a hard time
to initially bind (Minus13 on untreated microtubules). Since the
dosage makes the difference, in this specific case the actual dosage of
electrostatic vs. non-ionic attraction on the surface determines the
strength of binding and the likelihood of moving (Figure 6). The fact that on the side of the interactor (i.e., myo V) loop 2 as
the potential electrostatic tether structure is neither required for the
binding to nor for the diffusion along microtubules, prompted us to
dissect the potential contributions of the substrate (i.e., microtubule)
to myo V association and diffusion. If indeed attraction forces other
than electrostatic tethering contribute to the interaction between
myo V and microtubules, then microtubule E-hooks representing
the proposed electrostatic tethering structures should be dispens-
able. Indeed, on S-microtubules lacking E-hooks, association levels
for Wildtype and Minus4 remained unchanged compared to
untreated microtubules (Figure 4B vs. 2A and 2B), demonstrating
that E-hook-mediated tethering is not involved in microtubule
association of myo V. Removing the E-hooks only affected the
Minus13 construct containing an unusually high negative charge on
its surface (as discussed above). Discussion Diffusion was quantified by single displacement measurements. Parameters of myo V diffusion on subtilisin-
treated microtubules (S-microtubules) for Wildtype are shown in the bottom part. All parameters were obtained from experiments in 25 mM KCl. n represents the total
number of analyzed diffusion and displacement events. Values represent mean 6 S.E.M. Statistical significance at *P.0.05, **P,0.05 and ***P,0.005 vs. Wildtype was
determined using Student’s t-Test. doi:10.1371/journal.pone.0025473.t001 Minus13), microtubule ‘‘affinity’’ for myo V was significantly
reduced. This finding points to strong repulsion forces arising from
the evenly distributed negative charges on its loop 2 motif
(Figure 2C). This effect is readily revoked after the repulsive
microtubule element (i.e., E-hooks) is removed (compare Figure 2C
with Figure 4B). Taken together, we suggest that the dominating
force that tethers myo V to the microtubule is due to charge-
charge interactions. However, those interactions are by no means
mediated by loop 2. In addition to electrostatic forces, non-
electrostatic forces may exert significant influence at the myo V-
microtubule interface. Minus13), microtubule ‘‘affinity’’ for myo V was significantly
reduced. This finding points to strong repulsion forces arising from
the evenly distributed negative charges on its loop 2 motif
(Figure 2C). This effect is readily revoked after the repulsive
microtubule element (i.e., E-hooks) is removed (compare Figure 2C
with Figure 4B). Taken together, we suggest that the dominating
force that tethers myo V to the microtubule is due to charge-
charge interactions. However, those interactions are by no means
mediated by loop 2. In addition to electrostatic forces, non-
electrostatic forces may exert significant influence at the myo V-
microtubule interface. myo V constructs, while the overall affinity remains comparable to
that of Wildtype myo V on untreated microtubules. In addition,
when E-hooks are present, they may act as negatively charged 4 nm
spacers [29,34] that via repulsion force facilitate transitions from the
stationary to the diffusion phase. Hence on microtubules that lack
E-hooks, constructs containing a pronounced negatively charged
loop 2 region (Minus4 and Minus13) are now free to productively
interact with the un-shielded positive patches on the ‘‘naked’’
microtubule surface [29,39] (Figure 4B). In contrast, the Wildtype
construct with its net positive loop 2 charge, retains some residual
ionic repulsive capacity (positive loop 2 vs. positive patches on the
microtubule surface) and thereby on S-microtubules still manages to
advance into the diffusive state (Figure 4B and 5, Video S4). PLoS ONE | www.plosone.org September 2011 | Volume 6 | Issue 9 | e25473 Discussion Diffusion coefficient (D)
(mm2 s21)
Maximum speed
(Vmax) (mm s21)
Scan distance
(xscan) (mm)
Association
time (tA) (s)
n Diffusion
events
n Displacement events
MyoV (Wildtype)
0.11360.004***
1.0460.06**
2.2160.27*
14.160.5***
31
464
MyoV (Minus4)
0.08960.003***
0.9960.06*
2.9560.28*
23.863.2 ***
35
801
MyoV (Minus13)
0.08160.003***
0.8460.06**
2.0760.23*
16.260.8**
32
425
on S-microtubules
MyoV (Wildtype)
0.22660.006***
1.2160.09**
3.0260.34*
12.462.7*
20
327
Diffusion coefficients (D) were measured from the variance of the Gaussian fit function of the displacement histogram (Figure 3B). Values for maximum speed (Vmax)
reflect the average maximum displacement along a microtubule during one frame interval (i.e., 5 frames per s) and were calculated from the respective number of
analyzed diffusion events. Scan distances (xscan) were calculated as the distance between the two extreme positions the motor has scanned on the microtubule during
one diffusion event. Association times (tA) represent the total time a myo V molecule spent on the microtubule during one diffusion event. Mean values for tA were
measured from the exponential fit of the plotted histogram of single tA-values (Figure S3). Diffusion events are defined as events during which the myo V molecule has
bound to the filament and subsequently started diffusing. Diffusion was quantified by single displacement measurements. Parameters of myo V diffusion on subtilisin-
treated microtubules (S-microtubules) for Wildtype are shown in the bottom part. All parameters were obtained from experiments in 25 mM KCl. n represents the total
number of analyzed diffusion and displacement events. Values represent mean 6 S.E.M. Statistical significance at *P.0.05, **P,0.05 and ***P,0.005 vs. Wildtype was
determined using Student’s t-Test. doi:10.1371/journal.pone.0025473.t001 Diffusion coefficients (D) were measured from the variance of the Gaussian fit function of the displacement histogram (Figure 3B). Values for maximum speed (Vmax)
reflect the average maximum displacement along a microtubule during one frame interval (i.e., 5 frames per s) and were calculated from the respective number of
analyzed diffusion events. Scan distances (xscan) were calculated as the distance between the two extreme positions the motor has scanned on the microtubule during
one diffusion event. Association times (tA) represent the total time a myo V molecule spent on the microtubule during one diffusion event. Mean values for tA were
measured from the exponential fit of the plotted histogram of single tA-values (Figure S3). Diffusion events are defined as events during which the myo V molecule has
bound to the filament and subsequently started diffusing. Discussion (A)
Removal of the Carboxy-terminal E-hook from microtubules. (Left panel)
SDS/12% PAGE gel of untreated microtubules (lane 1), and after
subtilisin-treatment (lane 2). (Middle and right panel) Western blots of
these two lanes with anti-a or anti-b tubulin antibodies. Subtilisin-
treatment resulted in the complete loss of epitope reactivity, hence
complete E-hook removal can be assumed. (B) TIRFM movie sequences
of single-molecule experiments with 100 nM Cy3-labeled myo V
Wildtype, Minus4 and Minus13 on Atto488-labeled S-microtubules, in
25 mM KCl were analyzed for microtubule-association and subsequent
diffusion over a 70-seconds time period. The total number of S-
microtubule-associated and diffusing myo V particles per unit length of
the microtubules and time of measurement is plotted as category plot
for the respective myo V constructs. Error bars represent mean 6
confidence interval (a = 0.95). doi:10.1371/journal.pone.0025473.g004
Figure 5. One-dimensional diffusive motion of myosin V on
microtubules lacking the E-hook. (A) The displacement between
successive image frames of diffusive movements for myo V Wildtype on S-
microtubules was determined. TIRFM movie sequences of 100 nM Cy3-
labeled myo V Wildtype on Atto488-labeled microtubules were analyzed
and plotted as a displacement histogram. The diffusion coefficient D was
calculated according to the equation, D = s/2t, where t represents the time
interval between images and s the variance. s was obtained from the
Gaussian fit (solid line), resulting in D = 0.226 mm2/s (n = 327). (B)
Kymograph of sequential frames depicting the diffusive motion of a
single Cy3-labeled myo V Wildtype molecule (pseudo-colored green) on
Atto488-labeled S-mmicrotubules (for this purpose not visualized). Control
represents a stationary, non-diffusing motor molecule on the microtubule. doi:10.1371/journal.pone.0025473.g005 Figure 4. Interaction of myosin V with S-microtubules. (A)
Removal of the Carboxy-terminal E-hook from microtubules. (Left panel)
SDS/12% PAGE gel of untreated microtubules (lane 1), and after
subtilisin-treatment (lane 2). (Middle and right panel) Western blots of
these two lanes with anti-a or anti-b tubulin antibodies. Subtilisin-
treatment resulted in the complete loss of epitope reactivity, hence
complete E-hook removal can be assumed. (B) TIRFM movie sequences
of single-molecule experiments with 100 nM Cy3-labeled myo V
Wildtype, Minus4 and Minus13 on Atto488-labeled S-microtubules, in
25 mM KCl were analyzed for microtubule-association and subsequent
diffusion over a 70-seconds time period. Discussion While the capacity to interact with S-microtubules did not differ
significantly, diffusion was observed exclusively with the Wildtype
construct (Figure 4B and Table S3). In other words, on microtubules
lacking E-hooks, the fraction of associated motors remains high,
though fewer of the attached myo V molecules advance to the
diffusive state and thus remain stationary. As soon as the nearly
homogeneous mantle of negatively charged E-hooks is removed,
non-ionic forces (e.g. van-der-Waals interactions) that show strong
effects over short distances [reviewed in 42,43] become a substantial
attraction force. We therefore suggest that non-ionic attraction
forces account for the observed decrease in diffusion for all three The fact that only Wildtype is still capable of diffusing on S-
microtubules (Figure 5) suggests that only the native form is
capable of balancing the interplay between ionic and non-ionic
effects, making Wildtype almost ‘‘immune’’ to harsh changes on the
microtubule (Figure 6). A closer look at the diffusion behavior of
Wildtype reveals that compared to untreated microtubules, its
diffusion along S-microtubules in fact is smoother (larger single
displacements), yielding an increased diffusion constant (Figure 5A
and Table 1). The E-hook-independent mode of interaction
displayed by myo V offers an attractive explanation for the recent
observation of myo V-aided movement of kinesin. Myo V was PLoS ONE | www.plosone.org September 2011 | Volume 6 | Issue 9 | e25473 5 E-Hook-Independent Diffusion of Myosin V Figure 4. Interaction of myosin V with S-microtubules. (A)
Removal of the Carboxy-terminal E-hook from microtubules. (Left panel)
SDS/12% PAGE gel of untreated microtubules (lane 1), and after
subtilisin-treatment (lane 2). (Middle and right panel) Western blots of
these two lanes with anti-a or anti-b tubulin antibodies. Subtilisin-
treatment resulted in the complete loss of epitope reactivity, hence
complete E-hook removal can be assumed. (B) TIRFM movie sequences
of single-molecule experiments with 100 nM Cy3-labeled myo V
Wildtype, Minus4 and Minus13 on Atto488-labeled S-microtubules, in
25 mM KCl were analyzed for microtubule-association and subsequent
diffusion over a 70-seconds time period. The total number of S-
microtubule-associated and diffusing myo V particles per unit length of
the microtubules and time of measurement is plotted as category plot
for the respective myo V constructs. Error bars represent mean 6
confidence interval (a = 0.95). doi:10.1371/journal.pone.0025473.g004 shown to increase kinesin’s run length on microtubules in vitro [30]
Figure 4. Interaction of myosin V with S-microtubules. Discussion The total number of S-
microtubule-associated and diffusing myo V particles per unit length of
the microtubules and time of measurement is plotted as category plot
for the respective myo V constructs. Error bars represent mean 6
confidence interval (a = 0.95). Figure 5. One-dimensional diffusive motion of myosin V on
microtubules lacking the E-hook. (A) The displacement between
successive image frames of diffusive movements for myo V Wildtype on S-
microtubules was determined. TIRFM movie sequences of 100 nM Cy3-
labeled myo V Wildtype on Atto488-labeled microtubules were analyzed
and plotted as a displacement histogram. The diffusion coefficient D was
calculated according to the equation, D = s/2t, where t represents the time
interval between images and s the variance. s was obtained from the
Gaussian fit (solid line), resulting in D = 0.226 mm2/s (n = 327). (B)
Kymograph of sequential frames depicting the diffusive motion of a
single Cy3-labeled myo V Wildtype molecule (pseudo-colored green) on
Atto488-labeled S-mmicrotubules (for this purpose not visualized). Control
represents a stationary, non-diffusing motor molecule on the microtubule. doi:10.1371/journal.pone.0025473.g005 doi:10.1371/journal.pone.0025473.g004 shown to increase kinesin’s run length on microtubules in vitro [30]. Our results point to a synergism between E-hook-independent
tethering by myo V to microtubules that enhances the E-hook-
dependent processive movement of kinesin. Buffers Buffers used in this study are defined as: Buffer A (80 mM Pipes,
pH 6.9, 1 mM MgCl2, and 1 mM EGTA); Buffer B (25 mM
imidazole, pH 7.4, 25 mM KCl, 4 mM MgCl2, 1 mM EGTA, and
10 mM DTT); Buffer C (Buffer B plus oxygen scavenging system
composed of 1700 U/ml catalase, 26 U/ml glucose oxidase, and
0.4 mg/ml glucose); Buffer D (0.3 M KCl, 25 mM imidazole,
pH 7.4, 4 mM MgCl2, 1 mM EGTA, and 10 mM DTT); Buffer E
(Buffer B plus 5 mg/ml BSA); Buffer F (50 mM KCl, 10 mM
imidazole, pH 7.0, 1 mM EGTA, 1 mM MgCl2, and 1 mM DTT);
Buffer G (25 mM potassium acetate, 12.5 mM Aces?KOH, 2 mM
magnesium acetate, 1 mM EGTA). In this respect unbiased diffusion of myo V contrasts with biased
diffusion of certain kinesins such as MCAK along microtubules,
which is E-hook-dependent [20,44]. A different kinesin motor,
kip3 from yeast, which belongs to the kinesin-8 class, also diffuses
on microtubules, but does so without the help of E-hooks [45]. Thus different types of motors can diffuse on microtubules, but the
underlying mode of interaction differs. PLoS ONE | www.plosone.org Reagents All reagents were the highest purity commercially available and
were obtained from Sigma-Aldrich (Munich, Germany), unless
mentioned otherwise. The constructs described below were cloned from the p2Bac/
pFastBac-dhM5-CaM plasmid [46] and contain the first 1098
amino acids (D1098) of chicken myo Va HMM (6 IQ), with a PLoS ONE | www.plosone.org September 2011 | Volume 6 | Issue 9 | e25473 6 E-Hook-Independent Diffusion of Myosin V Figure 6. The balance between attraction forces determines the diffusive state of myosin V on microtubules. (Left part) Strong
attraction forces prevent microtubule-bound myo V molecules from advancing to the diffusive state. This Trapped State is achieved, if in addition to
electrostatic also non-ionic attraction forces become increasingly dominant (Minus4 and Minus13 on S-microtubules). (Middle part) Diffusion takes
place if for myo V the attraction toward the microtubule is of moderate strength. This Diffusive State in general is achieved when attraction and
repulsion outweigh each other. Two different possibilities might account for that behavior. First, electrostatic and non-electrostatic interaction forces
at the myo V binding-interface are well-balanced (Wildtype on untreated and S-microtubules); second, strong loop 2-derived ionic attraction is
dominated by ionic repulsion elements (E-hooks) on the microtubule binding-interface (Minus4 on untreated microtubules). (Right part) Weak
attraction toward microtubules prevents myo V from binding effectively to the filament, and hence diffusion becomes unlikely. This Dissociative State
is given, if electrostatic repulsion via hydrophilic surface structures (E-hooks) becomes predominant (Minus13 on untreated microtubules). Red and
blue colors indicate strong and weak attraction forces toward the microtubule surface, respectively. doi:10.1371/journal.pone.0025473.g006 Figure 6. The balance between attraction forces determines the diffusive state of myosin V on microtubules. (Left part) Strong
attraction forces prevent microtubule-bound myo V molecules from advancing to the diffusive state. This Trapped State is achieved, if in addition to
electrostatic also non-ionic attraction forces become increasingly dominant (Minus4 and Minus13 on S-microtubules). (Middle part) Diffusion takes
place if for myo V the attraction toward the microtubule is of moderate strength. This Diffusive State in general is achieved when attraction and
repulsion outweigh each other. Two different possibilities might account for that behavior. First, electrostatic and non-electrostatic interaction forces
at the myo V binding-interface are well-balanced (Wildtype on untreated and S-microtubules); second, strong loop 2-derived ionic attraction is
dominated by ionic repulsion elements (E-hooks) on the microtubule binding-interface (Minus4 on untreated microtubules). Reagents (Right part) Weak
attraction toward microtubules prevents myo V from binding effectively to the filament, and hence diffusion becomes unlikely. This Dissociative State
is given, if electrostatic repulsion via hydrophilic surface structures (E-hooks) becomes predominant (Minus13 on untreated microtubules). Red and
blue colors indicate strong and weak attraction forces toward the microtubule surface, respectively. doi:10.1371/journal.pone.0025473.g006 leucine zipper fused in frame to the native coiled coil to ensure
dimerization. To facilitate purification, a FLAG-tag epitope
(DYKDDDDK) was introduced at the N-terminus. Myo Va was
co-expressed with the human essential light chain using the
Baculovirus Expression System (Invitrogen, Darmstadt, Germany)
and purified as described [46]. The loop 2 mutations were
introduced by custom DNA synthesis (Sloning BioTechnology,
Puchheim, Germany). For myo V Minus4, all lysines and arginines
within loop 2 were changed to alanines (K607A, R619A, R624A,
K628A, K631A, R633A, K639A, K642A, K643A). For myo V
Minus13, all lysines and arginines were substituted with glutamic or
aspartic acid (K607E, R619D, R624E, K628E, K631D, R633E,
K639E, K642E, K643E). Both loop 2 mutants were cloned into
the p2Bac/pFastBac-dhM5-CaM plasmid. Expression and purifi-
cation of the constructs were performed as described [46,47]. The
purified proteins were dialyzed for 1 h at 4uC in the absence of
ATP against Buffer B (plus 50% glycerol) and stored at 220uC. leucine zipper fused in frame to the native coiled coil to ensure
dimerization. To facilitate purification, a FLAG-tag epitope
(DYKDDDDK) was introduced at the N-terminus. Myo Va was
co-expressed with the human essential light chain using the
Baculovirus Expression System (Invitrogen, Darmstadt, Germany)
and purified as described [46]. The loop 2 mutations were
introduced by custom DNA synthesis (Sloning BioTechnology,
Puchheim, Germany). For myo V Minus4, all lysines and arginines
within loop 2 were changed to alanines (K607A, R619A, R624A,
K628A, K631A, R633A, K639A, K642A, K643A). For myo V
Minus13, all lysines and arginines were substituted with glutamic or
aspartic acid (K607E, R619D, R624E, K628E, K631D, R633E,
K639E, K642E, K643E). Both loop 2 mutants were cloned into
the p2Bac/pFastBac-dhM5-CaM plasmid. Expression and purifi-
cation of the constructs were performed as described [46,47]. The
purified proteins were dialyzed for 1 h at 4uC in the absence of
ATP against Buffer B (plus 50% glycerol) and stored at 220uC. Western blot analysis After gel electrophoresis, proteins were transferred onto a
nitrocellulose membrane (Protran-Whatman, Dassel, Germany)
using
a
semi-dry
transfer
apparatus
(Peq
Lab,
Erlangen,
Germany). Incubation with primary (anti a- and b-tubulin) and
secondary (anti-rat IgG and anti-mouse IgG) antibodies was Fluorescent labeling of proteins FLAG-purified myo V protein was conjugated to monoclonal
anti-FLAG Cy3 antibody (#A9594 clone M2) by incubating
500 nM myo V protein with 11 mg/ml antibody at room
temperature for 5 min in Buffer B and subsequent storage on
ice. The mixture was further diluted in Buffer C to the desired
final myo V concentration before use. Subtilisin-treatment of microtubules Microtubules were prepared from porcine brain tubulin [48]. Labeling of tubulin with Atto488 (AttoTec, Siegen, Germany) and
the polymerization of microtubules was performed as described in
[49]. For the preparation of fluorescent microtubules, Atto488-
tubulin was mixed with unlabeled tubulin at 1:50 ratio. Tubulin (3.5 mg/ml) and Atto488 tubulin at a 50:1 ratio was
polymerized in Buffer A (plus 1 mM GTP) at 36uC for 90 min. To
stabilize the microtubules, 20 mM taxol (Invitrogen, Darmstadt,
Germany) was added, followed by an incubation at 36uC for
40 min. The C-terminal ends of a- and b-tubulin (E-hook) were
removed by incubation (36uC for 45 min) of 0.6 mg/ml with subtilisin
A (#P5380) at 1:0.8 ratio in Buffer A (plus 20 mM taxol). The reaction
was stopped by the addition of 2 mM PMSF (dissolved in isopropanol)
and incubation at room temperature for 10 min. A previous study [12]
used a nine- to twenty-three-fold higher concentration, which in our
hands not only removes E-hooks but also affects microtubule integrity. Subtilisin-treated microtubules were pelleted at 27,0006g for 25 min. Pellets were washed with and resuspended in Buffer A (plus 20 mM
taxol and 1 mM GTP). Samples were resolved on a 12% SDS-PAGE
with subsequent Coomassie-stain or Western Blot analysis. Actin from chicken pectoralis was extracted from an acetone
powder according to [50]. Purified G-actin (5 mM) was polymerized
in Buffer B (plus 5 mM phalloidin) for 1 h at room temperature. For
the preparation of fluorescent actin filaments, polymerization was
performed in the presence of 5 mM TRITC-phalloidin. Reagents assays with microtubules as the cytoskeletal track, fluorescent
microtubules (1 mM) (Buffer A plus 5 mM taxol) were infused into
the flow cell and incubated for 3 min, followed by a wash with
Buffer A (plus 5 mM taxol, and 0.7 mg/ml casein). 100 nM
fluorescent-labeled myo V in Buffer C was added to the flow cell
and incubated for 1 min. For experiments in which different ionic
strength-conditions were applied to the flow cell, the required
volume of KCl (1 M) was added to Buffer C yielding a final assay
concentration of 50, 100 or 200 mM KCl. For assays in which actin filaments served as cytoskeletal tracks,
flow cells were pre-incubated with 0.1 mg/ml N-ethyl maleimide
(NEM)-modified heavy mero myosin (HMM) [51] in Buffer D for
3 min, rinsed with Buffer B, incubated with 0.1 mM TRITC-
labeled actin filaments in Buffer B for 3 min, rinsed with Buffer B
and then incubated with Buffer E for 5 min. 100 nM fluorescent-
labeled myo V in Buffer C was applied and incubated for 1 min,
followed by a wash step with Buffer C containing 1 mM ATP. Data acquisition Distances and single displacements were measured by brightest
centroid tracking, using IMAGEJ. Single-displacement boxplots as
well as all other data plotting and fitting, but also the statistical
analysis was performed with IgorPro software (WaveMetrics, Inc.,
Portland, OR). Single-molecule motility was observed at room temperature
using a total internal reflection fluorescent microscope (IX71,
Olympus Biosystems, Planegg, Germany) equipped with a Plan
objective lens (1006; numerical aperture, 1.65) and linked to a
front-illuminated CCD camera (C-9100, Hamamatsu Photonics,
Herrsching, Germany). Fluorophores were excited with a solid-
state laser at wavelengths of 532 or 488 nm. The optical resolution
was 160 nm per 262 -binned pixel, the integration time 200 ms. Typically, 350 images were recorded for a total of 70 s. Supporting Information Figure S1
Movement and activity of myosin V Wildtype
and loop 2 mutants on actin filaments. Velocity (A) and
runlength (B) distributions of myo V Wildtype were plotted as
histograms. Data were obtained from single-molecule TIRFM
experiments, where 100 nM Cy3-labeled myo V was incubated with
Atto488-labeled F-actin in 25 mM KCl and 1 mM ATP. In (A) the
data was fitted to a single Gaussian (according to equation 1, Methods
section), yielding a mean velocity of 0.23 mm/s (n=62) for Wildtype. For the runlength distribution in (B) an exponential curve was fitted to
the histograms (solid line), resulting in a mean value of 1.41 mm
(n=62) for Wildtype. (C) Actin-activated ATPase for myo V Wildtype
(black, open circles), Minus4 (blue, open diamonds) and Minus13
(green, open triangles) were measured with the NADH-coupled assay
and plotted as a function of actin concentration (myo V concentration,
100 nM). The data were fitted to the Michaelis-Menten equation to
determine the maximum ATPase rate (kcat) and the actin concentra-
tion at which myo V is activated half-maximally (Km). Data shown is
representative and was reproducible. (D) Kymograph of representa-
tive motions of single Cy3-labeled myo V Wildtype on Atto488-labeled
F-actin in buffer containing 25 mM KCl and 1 mM ATP. On actin,
no movement for Minus4 and Minus13 was observed and hence no
histograms (A and B) or kymographs (D) are depicted. All data
obtained from A–C are summarized in Table S1. (TIF) Flow cell preparation For single-molecule motility assays 15-ml flow cells (area
1865 mm), covered by a nitrocellulose coverslip, were used. For PLoS ONE | www.plosone.org September 2011 | Volume 6 | Issue 9 | e25473 7 E-Hook-Independent Diffusion of Myosin V E-Hook-Independent Diffusion of Myosin V bules were generated with the MultipleKymograph macro for
IMAGEJ. performed overnight at 4uC and at room temperature for 1 h,
respectively. Monoclonal anti-a-Tubulin (clone YL 1/2) was a
kind gift from Prof. Schleicher, M. (Ludwig-Maximilians Univer-
sity, Munich, Germany) and monoclonal anti-b-Tubulin (clone
SAP.4G5)
was
purchased
from
Santa
Cruz
Biotech.,
Inc. (Heidelberg, Germany). Quantification of microtubule association and diffusion was
carried out with the data obtained from the performed single-
molecule experiments on microtubules. For each microtubule, the
numbers of diffusing and stationary particles during a 70-seconds
period were counted. The numbers of diffusing and stationary
particles on microtubule lengths of 1000–3000 mm were summed
and divided by the corresponding microtubule lengths and time of
measurement. By this procedure, the number of associated and
diffusing myo V particles per microtubule unit length and time at
the respective salt concentration (25, 50, 100 and 200 mM KCl)
was obtained. Quantification on S-microtubules is based on data
obtained from experiments in 25 mM KCl. Steady-State ATPase assays Microtubule- and actin-activated ATPase activity of myo V was
determined in a coupled enzymatic assay [14,52] with a final
MgATP concentration of 1 mM. ATPase activity assays for myo V
on microtubules were performed with 100 nM myo V in Buffer F
and increasing amounts of microtubules (0–35 mM in Buffer G). ATP hydrolysis by myo V (100 nM) in the presence or absence of
F-actin (0–20 mM) was examined in Buffer F. Measurements were
carried out in 96-well plates (Greiner, Frickenhausen, Germany)
using a spectrophotometer (Biotek, Friedrichshall, Germany) at an
excitation wavelength of 340 nm and 23uC. The data was
analyzed with Kaleidagraph 3.6 (Synergy Software, Reading,
PA) software and fitted to the Michaelis-Menten function [53]. On actin, only events of individual myo V molecules (n$25)
walking along the filaments with an interaction time $2 s were
classified as processive. The length of a processive run was
determined manually with CellR software (Olympus Biosystems,
Planegg, Germany). Velocities and runlength distributions were
obtained from the single Gaussian fit according to equation 1 and
the single exponential fit (as for tA of myo V on microtubules),
respectively. PLoS ONE | www.plosone.org Image and data analysis For details
of the conditions for counting see Methods. n.a., not applicable. (DOC) represents the median. As expected for one-dimensional diffusion
motions, no net displacement for the respective constructs was
observed and hence all respective median values center at zero. (B–
D) The mean-squared displacement (MSD) data of myo V Wildtype,
Minus4 and Minus13 is plotted versus time, with the individual slopes
providing an estimate of the respective D-values. The following D-
values were calulated: DWt = 0.11 mm2/s (60.004 mm2/s S.D.),
DMinus4 = 0.06 mm2/s
(60.002 mm2/s
S.D.)
and
DMi-
nus13 = 0.07 mm2/s (60.002 mm2/s S.D.). Data were obtained from
single-molecule TIRFM experiments with 100 nM Cy3-labeled
myo V on Atto488-labeled microtubules in 25 mM KCl. Error bars
represent the S.E.M. of the squared displacement values. Diffusive
motion of myo V constructs on microtubules. Color-code: myo V
Wildtype (black), Minus4 (blue) and Minus13 (green). (TIF) represents the median. As expected for one-dimensional diffusion
motions, no net displacement for the respective constructs was
observed and hence all respective median values center at zero. (B–
D) The mean-squared displacement (MSD) data of myo V Wildtype,
Minus4 and Minus13 is plotted versus time, with the individual slopes
providing an estimate of the respective D-values. The following D-
values were calulated: DWt = 0.11 mm2/s (60.004 mm2/s S.D.),
DMinus4 = 0.06 mm2/s
(60.002 mm2/s
S.D.)
and
DMi-
nus13 = 0.07 mm2/s (60.002 mm2/s S.D.). Data were obtained from
single-molecule TIRFM experiments with 100 nM Cy3-labeled
myo V on Atto488-labeled microtubules in 25 mM KCl. Error bars
represent the S.E.M. of the squared displacement values. Diffusive
motion of myo V constructs on microtubules. Color-code: myo V
Wildtype (black), Minus4 (blue) and Minus13 (green). (TIF) Table S3
Summary of association and diffusion of
various constructs on S-microtubules. Values for microtu-
bule association and diffusion were calculated as described in
Table S2. Data were obtained from single-molecule studies on
subtilisin-treated microtubules (S-microtubules) in 25 mM KCl. Significance levels in association and diffusion on S-microtubules
vs. untreated microtubules (*P.0.05, **P,0.05 and ***P,0.005,
Table S2) were determined using Student’s t-Test. For details of
the counting conditions applied see Methods. (DOC) Video S1
One-dimensional diffusion of Wildtype myo-
sin V on microtubules under high ionic strength. Cy3-
labeled myosin V Wildtype (bright particles) was infused into a flow
cell containing surface-attached Atto 488-labeled microtubules
(dim filaments). Assay was performed in 100 mM KCl. Image and data analysis Diffusion events were defined as follows: Those events in which
the myo V moves on microtubules in both directions (for
.300 nm) were classified as diffusive events. For the characterization of myo V diffusion on microtubules,
the following parameters were determined: (i) maximum speed of
diffusion for a given encounter was defined as the maximum
displacement along the microtubule during one frame interval (i.e.,
5 frames per s); (ii) scan distance for a given encounter was calculated
as the distance between the two extreme positions of the
microtubule, on which the respective myo V molecule has diffused
along; (iii) association time (tA) was defined as the total time an
individual myo V molecule spent on the microtubule during
recording. The individual values for tA of the respective myo V
constructs were obtained from an exponential fit as described [20]. The mean square displacement (MSD) for all diffusion events
was calculated as described in [54], plotted as a function of time
and fitted to linear function. Single displacements of individual diffusion events for a given
myo V construct were plotted as a displacement histogram. A
single Gaussian was fitted to the data according to equation 1. y~a: exp : { x{x0
ð
Þ=b
ð
Þ2
h
i
ð1Þ Figure S2
Diffusive motion of myosin V constructs on
microtubules. (A) Box-Whisker plot of the diffusion-derived
displacement distribution for myo V on microtubules. Upon the
analysis of TIRFM movie sequences of single myo V molecules on
microtubules in 25 mM KCl, single displacements between
successive image frames were determined (Figure 2B). The
displacement distribution of the respective myo V constructs (as
indicated) is plotted as box-whisker plot, where the top and bottom
of the boxes indicate the 75 and 25 percentile, the whiskers indicate
the 90 and 10 percentile, while the solid line within the boxes ð1Þ Based on the obtained Gaussian fit curve for the respective
displacement histogram, the variance s = b2 was calculated. From
these data, the diffusion coefficient (D) was determined according
to the 1st law of diffusion-derived equation, D = s/2t, where t is the
time interval between successive images. Kymographs of representative movie -sequences from the
performed single-molecule TIRFM assays on actin and microtu- PLoS ONE | www.plosone.org September 2011 | Volume 6 | Issue 9 | e25473 8 E-Hook-Independent Diffusion of Myosin V number of microtubule-associated particles (right column). Image and data analysis (A) The distribution of the
values for tA is plotted as histogram with an exponential curve fit (solid
line), yielding a mean tA-value of 12.4 s (n=20). (B) In this graph, the
displacement distribution of myo V Wildtype on S-microtubules is
plotted as Box-Whisker Plot, where the top and bottom of the boxes
indicate the 75 and 25 percentile, the whiskers indicate the 90 and 10
percentile, while the solid line within the box represents the median. As it was observed for myo V Wildtype on untreated microtubules
(Figure S2A), also on S-microtubules myo V Wildtype exhibits no net
displacement during diffusion and hence the median centers at zero. (TIF) Video S3
One-dimensional diffusion of Minus13 myosin
V on microtubules. Cy3-labeled myosin V Minus13 (bright
particles) was infused into a flow cell containing surface-attached
Atto 488-labeled microtubules (dim filaments). Assay was per-
formed in 25 mM KCl. Excitation wavelength was 532 nm and
representative image sequences were false-colored. This movie
(272 frames) was recorded at 5 frames s21 and is displayed at
three-fold speed. Scale bar represents 2 mm. (AVI) Table S1
Summary of behavior of various constructs on
F-actin in 25 mM KCl. Velocities and runlengths of the single-
molecule measurements on F-actin were obtained at 1 mM ATP. Values for velocity and runlength are mean 6 S.E.M. from
Gaussian and exponential fits to the data (Figure S1, A and B),
respectively. n is the number of processive runs. Km represents the
actin concentration at which the ATPase rate is half the maximal
rate, determined from the Michaelis-Menten curve fit (Figure
S1C). kcat shows the maximum rate of ATP turnover as determined
from fitting the data to the Michaelis-Menten equation (Figure
S1C). n.m., not measurable. (DOC) Video S4
One-dimensional diffusion of Wildtype myosin
V on microtubules lacking E-hooks. Cy3-labeled myosin V
Wildtype (bright particles) was infused into a flow cell containing
surface-attached Atto 488-labeled subtilisin-treated microtubules
(dim filaments). Assay was performed in 25 mM KCl. Excitation
wavelength was 532 nm and representative image sequences were
false-colored. This movie (328 frames) was recorded at 5 frames s21
and is displayed at three-fold speed. Scale bar represents 2 mm. (AVI) Image and data analysis Excitation
wavelength was 532 nm and representative image sequences were
false-colored. This movie (89 frames) was recorded at 5 frames s21
and is displayed at three-fold speed. Scale bar represents 2 mm. (AVI) Figure S3
Interaction lifetime of diffusing myosin V on
microtubules. (A–D) The distribution of the association times
(tA) for myo V Wildtype, Minus4 and Minus13 were plotted as
histograms. Data were obtained from single-molecule TIRFM
experiments with 100 nM Cy3-labeled myo V on Atto488-labeled
microtubules in 25 mM KCl. Exponential curves fitted to the
respective histograms (solid lines) yield mean tA-values of 14.1 s
(n = 31), 23.8 s (n = 35) and 16.2 s (n = 32) for myo V Wildtype (A),
Minus4 (B) and Minus13 (C), respectively. (TIF) Video S2
One-dimensional diffusion of Wildtype myo-
sin V on microtubules. Cy3-labeled myosin V Wildtype (bright
particles) was infused into a flow cell containing surface-attached
Atto 488-labeled microtubules (dim filaments). Assay was per-
formed in 25 mM KCl. Excitation wavelength was 532 nm and
representative image sequences were false-colored. This movie
(236 frames) was recorded at 5 frames s21 and is displayed at
three-fold speed. Scale bar represents 2 mm. (AVI) Figure S4
One-dimensional diffusion behavior of myosin
V Wildtype on microtubules lacking the E-hook. (A and B)
Data were obtained from single-molecule TIRFM experiments with
100 nM Cy3-labeled myo V Wildtype on subtilisin-treated microtu-
bules (Atto488-labeled) in 25 mM KCl. (A) The distribution of the
values for tA is plotted as histogram with an exponential curve fit (solid
line), yielding a mean tA-value of 12.4 s (n=20). (B) In this graph, the
displacement distribution of myo V Wildtype on S-microtubules is
plotted as Box-Whisker Plot, where the top and bottom of the boxes
indicate the 75 and 25 percentile, the whiskers indicate the 90 and 10
percentile, while the solid line within the box represents the median. As it was observed for myo V Wildtype on untreated microtubules
(Figure S2A), also on S-microtubules myo V Wildtype exhibits no net
displacement during diffusion and hence the median centers at zero. (TIF) Figure S4
One-dimensional diffusion behavior of myosin
V Wildtype on microtubules lacking the E-hook. (A and B)
Data were obtained from single-molecule TIRFM experiments with
100 nM Cy3-labeled myo V Wildtype on subtilisin-treated microtu-
bules (Atto488-labeled) in 25 mM KCl. Acknowledgments We thank Thorsten Hugel, Gu¨nther Woehlke and Matthias Rief
(Biophysics Department, TU Munich, Germany) for critical discussions;
Thi-Hieu Ho and Renate Dombi for excellent technical assistance; GW for
providing the TIRF microscope; and MR for his helpful critiques of our
manuscript. Table S2
Summary of microtubule association and
diffusion of various constructs at increasing salt-concen-
trations. Values for microtubule association were calculated as
mean 6 S.E.M. from the total count of microtubule-associated
(stationary and diffusing) particles per unit length and time at the
indicated salt-concentrations (left column). Among those, the diffusing
fraction of motors was determined and calculated as mean 6
S.E.M. of the total number of diffusing motors per unit length and
time. The portion of diffusing particles is expressed in % of the total References Cooper JR, Wordeman L (2009) The diffusive interaction of microtubule
binding proteins. Current Opinion in Cell Biology 21: 68–73. y
J
9. Tuma MC, Zill A, Le Bot N, Vernos I, Gelfand V (1998) Heterotrimeric kinesin
II is the microtubule motor protein responsible for pigment dispersion in
Xenopus melanophores. J Cell Biol 143: 1547–1558. 36. Vale RD, Soll DR, Gibbons IR (1989) One dimensional diffusion of
microtubules bound to flagellar dynein. Cell 59: 915–925. 37. Wang ZH, Sheetz MP (1999) One-dimensional diffusion on microtubules of
particles coated with cytoplasmic dynein an immunoglobulins. Cell Structure
and Function 24: 373–383. 10. Langford GM (2002) Myosin-V, a versatile motor for short-range vesicle
transport. Traffic 3: 859–865. 11. Wu XF, Bowers B, Rao K, Wei Q, Hammer JA (1998) Visualization of
melanosome dynamics within wild-type and dilute melanocytes suggests a
paradigm for myosin V function in vivo. Journal of Cell Biology 143:
1899–1918. 38. Okada Y, Hirokawa N (1999) Mechanism of the single-headed processivity:
Diffusional anchoring between ‘‘K-loop’’ of kinesin and the C-terminal of
tubulin. Molecular Biology of the Cell 10: 1366. 39. Baker NA, Sept D, Joseph S, Holst MJ, McCammon JA (2001) Electrostatics of
nanosystems: Application to microtubules and the ribosome. Proceedings of the
National Academy of Sciences of the United States of America 98:
10037–10041. 12. Ali MY, Krementsova EB, Kennedy GG, Mahaffy R, Pollard TD, et al. (2007)
Myosin Va maneuvers through actin intersections and diffuses along
microtubules. Proc Natl Acad Sci U S A 104: 4332–4336. 13. Hodges AR, Krementsova EB, Trybus KM (2007) Engineering the processive
run length of Myosin V. J Biol Chem 282: 27192–27197. 40. Walker ML, Burgess SA, Sellers JR, Wang F, Hammer JA, 3rd, et al. (2000)
Two-headed binding of a processive myosin to F-actin. Nature 405: 804–807. 14. Yengo CM, Sweeney HL (2004) Functional role of loop 2 in myosin V. Biochemistry 43: 2605–2612. 41. Culver-Hanlon TL, Lex SA, Stephens AD, Quintyne NJ, King SJ (2006) A
microtubule-binding domain in dynactin increases dynein processivity by skating
along microtubules. Nature Cell Biology 8: 264–270. y
15. Joel PB, Sweeney HL, Trybus KM (2003) Addition of lysines to the 50/20 kDa
junction of myosin strengthens weak binding to actin without affecting the
maximum ATPase activity. Biochemistry 42: 9160–9166. 42. Claesson PM, Kjellin M, Rojas OJ, Stubenrauch C (2006) Short-range
interactions between non-ionic surfactant layers. Physical Chemistry Chemical
Physics 8: 5501–5514. y
y
16. References Lorenz M, Holmes KC (2010) The actin-myosin interface. Proceedings of the
National Academy of Sciences of the United States of America 107:
12529–12534. 43. Bishop KJM, Wilmer CE, Soh S, Grzybowski BA (2009) Nanoscale Forces and
Their Uses in Self-Assembly. Small 5: 1600–1630. 17. Lakamper S, Meyhofer E (2005) The E-hook of tubulin interacts with kinesin’s
head to increase processivity and speed. Biophysical Journal 89: 3223–3234. 44. Cooper JR, Wagenbach M, Asbury CL, Wordeman L (2010) Catalysis of the
microtubule on-rate is the major parameter regulating the depolymerase activity
of MCAK. Nature Structural & Molecular Biology 17: 77–U98. p
y
p
p y
J
18. Thorn KS, Ubersax JA, Vale RD (2000) Engineering the processive run length
of the kinesin motor. Journal of Cell Biology 151: 1093–1100. 45. Bormuth V, Varga V, Howard J, Schaffer E (2009) Protein Friction Limits
Diffusive and Directed Movements of Kinesin Motors on Microtubules. Science
325: 870–873. 19. Okada Y, Hirokawa N (1999) A processive single-headed motor: Kinesin
superfamily protein KIF1A. Science 283: 1152–1157. 20. Helenius J, Brouhard G, Kalaidzidis Y, Diez S, Howard J (2006) The
depolymerizing kinesin MCAK uses lattice diffusion to rapidly target
microtubule ends. Nature 441: 115–119. 46. Churchman LS, Okten Z, Rock RS, Dawson JF, Spudich JA (2005) Single
molecule high-resolution colocalization of Cy3 and Cy5 attached to macromol-
ecules measures intramolecular distances through time. Proc Natl Acad Sci U S A
102: 1419–1423. 21. Woehlke G, Ruby AK, Hart CL, Ly B, HomBooher N, et al. (1997) Microtubule
interaction site of the kinesin motor. Cell 90: 207–216. 47. Sweeney HL, Rosenfeld SS, Brown F, Faust L, Smith J, et al. (1998) Kinetic
tuning of myosin via a flexible loop adjacent to the nucleotide binding pocket. J Biol Chem 273: 6262–6270. 22. Alonso MC, van Damme J, Vandekerckhove J, Cross RA (1998) Proteolytic
mapping of kinesin/ncd-microtubule interface: nucleotide-dependent confor-
mational changes in the loops L8 and L12. Embo Journal 17: 945–951. J
48. Mandelkow EM, Herrmann M, Ruhl U (1985) Tubulin domains probed by
limited proteolysis and subunit-specific antibodies. J Mol Biol 185: 311–327. 23. Okada Y, Hirokawa N (2000) Mechanism of the single-headed processivity:
Diffusional anchoring between the K-loop of kinesin and the C terminus of
tubulin. Proceedings of the National Academy of Sciences of the United States of
America 97: 640–645. 49. Hyman A, Drechsel D, Kellogg D, Salser S, Sawin K, et al. References 1. Gross SP, Tuma MC, Deacon SW, Serpinskaya AS, Reilein AR, et al. (2002)
Interactions and regulation of molecular motors in Xenopus melanophores. J Cell Biol 156: 855–865. electrostatic properties of microtubules. Mathematical and Computer Modelling
41: 1055–1070. electrostatic properties of microtubules. Mathematical and Computer Modelling
41: 1055–1070. 30. Ali MY, Lu H, Bookwalter CS, Warshaw DM, Trybus KM (2008) Myosin V
and Kinesin act as tethers to enhance each others’ processivity. Proc Natl Acad
Sci U S A 105: 4691–4696. J
2. Brunstein M, Bruno L, Desposito M, Levi V (2009) Anomalous Dynamics of
Melanosomes Driven by Myosin-V in Xenopus laevis Melanophores. Biophys-
ical Journal 97: 1548–1557. unstein M, Bruno L, Desposito M, Levi V (2009) Anomalous Dynam 31. Lu HL, Ali MY, Bookwalter CS, Warshaw DM, Trybus KM (2009) Diffusive
Movement of Processive Kinesin-1 on Microtubules. Traffic 10: 1429–1438. J
3. Mallik R, Gross SP (2004) Molecular motors: Strategies to get along. Current
Biology 14: R971–R982. 32. Graneli A, Yeykal CC, Robertson RB, Greene EC (2006) Long-distance lateral
diffusion of human Rad51 on double-stranded DNA. Proceedings of the
National Academy of Sciences of the United States of America 103: 1221–1226. 4. Vale RD (2003) The molecular motor toolbox for intracellular transport. Cell
112: 467–480. 5. Gross SP, Vershinin M, Shubeita GT (2007) Cargo transport: two motors are
sometimes better than one. Curr Biol 17: R478–486. 33. Blainey PC, van Oijent AM, Banerjee A, Verdine GL, Xie XS (2006) A base-
excision DNA-repair protein finds intrahelical lesion bases by fast sliding in
contact with DNA. Proceedings of the National Academy of Sciences of the
United States of America 103: 5752–5757. 6. Soldati T, Schliwa M (2006) Powering membrane traffic in endocytosis and
recycling. Nat Rev Mol Cell Biol 7: 897–908. recycling. Nat Rev Mol Cell Biol 7: 897–908. 7. Kuznetsov SA, Langford GM, Weiss DG (1992) Actin-dependent organelle
movement in squid axoplasm. Nature 356: 722–725. 34. Minoura I, Katayama E, Sekimoto K, Muto E (2010) One-Dimensional
Brownian Motion of Charged Nanoparticles along Microtubules: A Model
System for Weak Binding Interactions. Biophysical Journal 98: 1589–1597. 8. Rogers SL, Karcher RL, Roland JT, Minin AA, Steffen W, et al. (1999)
Regulation of melanosome movement in the cell cycle by reversible association
with myosin V. J Cell Biol 146: 1265–1276. g
p
g
System for Weak Binding Interactions. Biophysical Journal 98: 158 35. E-Hook-Independent Diffusion of Myosin V E-Hook-Independent Diffusion of Myosin V Author Contributions Conceived and designed the experiments: DZ MS ZO¨ . Performed the
experiments: DZ BAM LV. Analyzed the data: DZ BAM LV. Wrote the
paper: DZ MS ZO¨ . PLoS ONE | www.plosone.org September 2011 | Volume 6 | Issue 9 | e25473 9 References (1991) Preparation
of modified tubulins. Methods Enzymol 196: 478–485. 50. Spudich JA, Watt S (1971) The regulation of rabbit skeletal muscle contraction. I. Biochemical studies of the interaction of the tropomyosin-troponin complex
with actin and the proteolytic fragments of myosin. J Biol Chem 246:
4866–4871. 24. Audebert S, Koulakoff A, Berwaldnetter Y, Gros F, Denoulet P, et al. (1994)
Developmental regulation of polyglutamylated alpha-tubulin and beta-tubulin in
mouse-brain neurons. Journal of Cell Science 107: 2313–2322. 25. Mehta AD, Rock RS, Rief M, Spudich JA, Mooseker MS, et al. (1999) Myosin-
V is a processive actin-based motor. Nature 400: 590–593. 51. Meeusen RL, Cande WZ (1979) N-ethylmaleimide-modified heavy meromyosin. A probe for actomyosin interactions. J Cell Biol 82: 57–65. V is a processive actin-based motor. Nature 400: 590–593 26. Yildiz A, Forkey JN, McKinney SA, Ha T, Goldman YE, et al. (2003) Myosin V
walks hand-over-hand: single fluorophore imaging with 1.5-nm localization. Science 300: 2061–2065. 52. Huang TG, Hackney DD (1994) Drosophila kinesin minimal motor domain
expressed in Escherichia coli. Purification and kinetic characterization. J Biol
Chem 269: 16493–16501. 27. Vale RD, Milligan RA (2000) The way things move: Looking under the hood of
molecular motor proteins. Science 288: 88–95. 53. Adio S, Bloemink M, Hartel M, Leier S, Geeves MA, et al. (2006) Kinetic and
mechanistic basis of the nonprocessive Kinesin-3 motor NcKin3. J Biol Chem
281: 37782–37793. 28. Trybus KM, Gushchin MI, Lui H, Hazelwood L, Krementsova EB, et al. (2007)
Effect of calcium on calmodulin bound to the IQ motifs of myosin V. J Biol
Chem 282: 23316–23325. 54. Nishikawa M, Takagi H, Shibata T, Iwane AH, Yanagida T (2008) Fluctuation
analysis of mechanochemical coupling depending on the type of biomolecular
motors. Phys Rev Lett 101: 128103. 29. Tuszynski JA, Brown JA, Crawford E, Carpenter EJ, Nip MLA, et al. (2005)
Molecular dynamics simulations of tubulin structure and calculations of PLoS ONE | www.plosone.org September 2011 | Volume 6 | Issue 9 | e25473 10
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English
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What’s new for ESC Congress 2013? (Amsterdam 30 August – 4 September 2013)
|
Netherlands heart journal
| 2,013
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cc-by
| 817
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Neth Heart J (2013) 21:304–306
DOI 10.1007/s12471-013-0419-6 Neth Heart J (2013) 21:304–306
DOI 10.1007/s12471-013-0419-6 SPECIAL ARTICLE SPECIAL ARTICLE Keywords Heart The innovative Spotlight of the Congress is ‘The heart
interacting with systemic organs’. For our patients, the
interaction of cardiac conditions with other organs is funda-
mentally important to outcome, to safety and to clinical
management. Related speciality areas have much to learn from
each other and the ESC Congress 2013 will attract specialists
from other organ systems to help understand disease mecha-
nisms and improve the management of our patients. What’s new for ESC Congress 2013?
(Amsterdam 30 August – 4 September 2013) K. A. A. Fox Published online: 19 April 2013 Published online: 19 April 2013 Published online: 19 April 2013
# The Author(s) 2013. This article is published with open access at Springerlink.com # The Author(s) 2013. This article is published with open access at Springerlink.com Abstract The innovative Spotlight of the Congress is “The
heart interacting with systemic organs”. For our patients, the
interaction of cardiac conditions with other organs is funda-
mentally important to outcome, to safety and to clinical
management. Related specialty areas have much to learn
from each other and the ESC Congress 2013 will attract
specialists from other organ systems to help understand
disease mechanisms and improve the management of
our patients. experts and thought leaders. For the first time this year we
have ‘rapid fire’ posters followed by interactive discussion
around an electronic display featuring the key findings from
each of the presented studies (Figs. 1, 2 and 3). Also for the
first time, poster presentations will be stimulated by discus-
sants who are experts in that field of investigation. Another
innovation is ‘Meet the Legends in Cardiology’, where
participants will be able to post questions in advance or
during the session to individuals who have changed our
understanding and helped determine the shape of cardiology
in 2013. ‘Villages’ of linked topics There is huge and international enthusiasm for partici-
pation in the congress with a record number of sub-
missions for scientific planned sessions (more than 400
were selected) and the second highest ever number of
abstracts were submitted (10490). To make the congress
more manageable we have again arranged the congress
into ‘villages’ of related topics. Thus, a village may
include presentations in one room on heart failure and K. A. A. Fox (*)
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Autoregressive models for time series of random sums of positive variables: application to tree growth as a function of climate and insect outbreaks
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Autoregressive models for time series of
random sums of positive variables: application
to tree growth as a function of climate and
insect outbreaks Autoregressive models for time series of
random sums of positive variables: application
to tree growth as a function of climate and
insect outbreaks Email: zinsou-max.debaly@ensai.fr, philippe.marchand@uqat.ca,
miguel.montoro@uqat.ca Zinsou Max Debaly,a Philippe Marchandb and Miguel
Montoro Gironab,c,d aCREST-ENSAI, UMR CNRS 9194, ,
,
Campus de Ker-Lann, 51 rue Blaise Pascal, BP 37203, 35 Campus de Ker-Lann, 51 rue Blaise Pascal, BP 37203, 35172 Bruz cedex, bINSTITUT DE RECHERCHE SUR LES FORÊTS, 445, boul. de l’Université Rouyn-Noranda QC J9X 5E4 , Canada. cGROUPE DE RECHERCHE EN ECOLOGIE DE LA MRC-Abitibi (GREMA) 341, rue
Principale Nord, Amos, QC, J9T 2L8, Canada13 cGROUPE DE RECHERCHE EN ECOLOGIE DE LA MRC-Abitibi (GREMA) 341, rue
Principale Nord, Amos, QC, J9T 2L8, Canada13 cGROUPE DE RECHERCHE EN ECOLOGIE DE LA MRC-Abitibi (GREMA) 341, rue
Principale Nord, Amos, QC, J9T 2L8, Canada13 dRESTORATION ECOLOGY RESEARCH GROUP, Department of Wildlife, Fish and En-
vironmental Studies, Swedish University of Agricultural Sciences, Skogsmarksgränd, Umeå
907 36, Sweden dRESTORATION ECOLOGY RESEARCH GROUP, Department of Wildlife, Fish and En-
vironmental Studies, Swedish University of Agricultural Sciences, Skogsmarksgränd, Umeå
907 36, Sweden Email: zinsou-max.debaly@ensai.fr, philippe.marchand@uqat.ca,
miguel.montoro@uqat.ca Email: zinsou-max.debaly@ensai.fr, philippe.marchand@uqat.ca,
miguel montoro@uqat ca Abstract. We present a broad class of semi-parametric models for time series of random
sums of positive variables. Our methodology allows the number of terms inside the sum to
be time-varying and is therefore well suited to many examples encountered in the natural
sciences. We study the stability properties of the models and provide a valid statistical
inference procedure to estimate the model parameters. It is shown that the proposed quasi-
maximum likelihood estimator is consistent and asymptotically normally distributed. This
work is complemented by simulation results and applied to annual growth rate time series
of white spruce (Picea glauca) trees from a few dozen sites in Quebec spanning 41 years,
including one major spruce budworm (Choristoneura fumiferana) outbreak from around 1968
to 1991. We found significant growth reductions due to budworm-induced by defoliation up
to two years in the past. Our results also revealed positive effects of maximum temperature,
precipitation and the climate moisture index in the summer, as well as negative effects of the
climate moisture index in the spring and the maximum temperature in the previous summer. However, considering the interaction of climate and defoliation on growth did not improve
the model’s performance on this dataset. Zinsou Max Debaly,a Philippe Marchandb and Miguel
Montoro Gironab,c,d This study represent a major advances and our
result represent an useful tool in the understanding of the combined effects of climate and
insect defoliation on tree growth in the face of climate change, where the frequency and the
severity of outbreaks, as well as an increase of temperature is expected. Keywords:
dendrochronology, ecological modelling, natural disturbances, quasi-likelihood
estimation, semi-parametric autoregressive models . 1
Introduction In many studies in ecology, we measure positive dependent variables on random numbers
of statistical individuals sampled over time (Montoro Girona et al., 2019). One can find
two main reasons why: first, researchers cannot observe the whole population; second, which
individuals researchers can observe depends on their time-varying resources. Examples range
from species behaviour to ecological services. For instance, in forestry, one can be interested
in the time series of mass or size of certain species, taking a random sample of trees each year
and observing the corresponding quantity (see Vourlitis et al. (2022) for example). Another – 2 – example consists in the occupied land area of colonies in relationship with the availables
resources across time (Labrecque-Foy et al., 2020). In fisheries, scientists often investigate
the temporal changes in fish catch weight, see Chan et al. (2020) for more details. In this paper, we contribute to the ongoing ecological study of the impact of climate
change and insect outbreaks on tree growth, as measured by growth rings. Spruce budworm
(Choristoneura fumiferana; SBW) outbreak is the most important defoliator of conifer trees
in the North American boreal forest (Montoro Girona et al., 2018). Only in the province
of Quebec (Canada), the forest surface affected by this species of Lepidoptera over the last
century is twice the size of Ukrania (Navarro et al., 2018). At the epidemic stage, massive
populations of larvae cause widespread damage to tree foliage: defoliation (Lavoie et al.,
2019). SBW affect the main conifer boreal species in Canada, balsam fir (Abies balsamea),
white spruce (Picea glauca) and black spruce (Picea Mariana). For this reason, SBW has
a major impact in the regeneration and dynamics of boreal forest (Martin et al., 2020). However, SBW outbreaks periods, not only have major ecological impacts but also produce
important economic consequences due to the loss of forest productivity. Previous works in this field have studied the changes of forests composition following
insect outbreaks (see for instance Morin et al. (2021)), the response of SBW outbreaks to
climate change (Fleming and Volney (1995) and Berguet et al. (2021)) and the demography
i.e the rate of mortality of spruce during outbreaks (Gauthier et al., 2015). However, even
the major implication in the face of climate change, there is limited knowledge regarding
the combined effects of outbreaks and climate on tree growth. 1
Introduction Given that variations of
temperature and precipitation affect organisms’ survival, reproduction cycles and spatial
dispersion (Aber et al., 2001), it is critical to understand the links between past SBW
outbreaks, climate and tree growth to understand how future climate change scenarios would
impact forest productivity during outbreaks (Klapwijk et al., 2013). This is a major concern
due to the increase in the severity of frequency excepted in the future for SBW outbreaks
(Navarro et al., 2018; Seidl et al., 2017). We contribute to filling this gap by proposing a broad class of semi-parametric for
positive-valued time series. Indeed, even though this type of data is common in forestry, the
statistical approaches commonly used suffer from several drawbacks. These approaches range
from descriptive exploratory techniques to linear mixed-effect models with time-varying vari-
ables on transformed data (see Montoro Girona et al. (2016) and Boulanger and Arseneault
(2004) for example) and correlated error terms (Girardin et al., 2016). Whereas the first one – 3 – (exploratory techniques) do not allow us to draw inferences, we can note at least two limits
for the latter one. Firstly, as pointed out by several papers, see for example Chou et al. (2015), specifying a linear model on transformed data often leads to worst performances
in prediction. Secondly, models with autocorrelated error terms do not take into account
the complex dependency structure of tree-ring growth. The class of semi-parametric au-
toregressive models we present here will be applied to investigate the relationship between
climate, insect outbreaks and growth of white spruce. It also presents the advantage of
accommodating the usual repeated measures design in ecology. Many previous works have focused on modelling non-Gaussian time series, such as
positive-valued processes. Indeed, Gaussian processes can be represented as linear models,
whereas time series of count or binary data are modelled by non-linear dynamics, see for
example Sim (1990) and references therein. For positive-valued time series data, the range
volatility model was proposed by Engle and Russell (1998) as an alternative for garch model
in finance and its use has been rapidly expanding due to its various applications. We refer
the interested reader to the review of Chou et al. (2015). Recently, Aknouche and Francq
(2020) have considered a positive-valued time series whose conditional distribution has a
time-varying mean that can depend on exogenous variables. 1
Introduction Our approach here is slightly
different from theirs, since the positive process under consideration is itself the sum of a
random number of other positive variables. It is strongly driven by the data we have to deal
with. Indeed, these data consist of multiple time series collected over several ecological sites,
where the number of individuals sampled changes over time as well as across sites. Hence,
considering an aggregate value like the sum or the mean of growth rings leads to the loss
of variability linked to the sampling schema. Moreover, one can note that in different fields
like finance, some modeling strategies consisting in considering empirical quantities such
as the realized volatility are employed. Historical returns of investment products within a
defined time period are then analysed (see for example Allen et al. (2010)). However, unlike
our framework and ecological studies in general, all transactions on investment products are
recorded, i.e the whole statistical population is observed. The rest of this paper is organised as follows. In Section 2, we define the model under
consideration throughout this paper and discuss our modelling choices. Time-series proper-
ties of the models are also studied in that section. Maximum-likelihood based inference and
its asymptotics properties are presented in Section 3. Section 4 contains a small simulation
study and an application to empirical data on the growth of white spruce. All auxiliary – 4 – lemmas and mathematical proofs are contained in Section 5. lemmas and mathematical proofs are contained in Section 5. 2
Models and stability results We introduce here a generalized linear dynamic model for time series of random sum of pos-
itive variables, motivated by the empirical application where we analyze the annual growth
of spruce trees subject to climate variation and outbreaks of SBW. In this case, growth is
measured by taking cores at 1.30 m heigh from the trunk of a sample of trees in a forest
(Montoro Girona et al., 2017). The samples were prepared, measured and analyzed conform-
ing to standard dendroecological protocol (Krause and Morin, 1995). Cores were air-dried,
mounted on wood boards and sanded before tree rings were measured with WinDendro sys-
tem (Guay et al., 1992) or a manual Henson micrometer with an accuracy of 0.01 mm. The
tree-ring series measurements covered the last 41 years, and were cross-dated using TSAP-Wi
(Rinntech, Heidelberg, Germany). We denote by Yk,t, t ∈Z, k = 1, . . . , K the time series of the total basal area increment
related to the k−th observational site, i.e. the sum of the increases in trunk cross-sectional
area for the nk,t trees sampled for site k on year t. We aim to model the dynamics of this
process both in terms of its own past and m additional covariates Xk,t ∈Rm. In the empirical
application presented in section 4, the covariate process encompasses climate variables such
as temperature and precipitation, as well as the level of defoliation due to SBW in previous
years. Our model is given by : Yk,t|nk,t, Xk,t, n−
k,t, Y −
k,t =
nk,t
X
l=1
ζl,k,t Yk,t|nk,t, Xk,t, n−
k,t, Y −
k,t =
nk,t
X
l=1
ζl,k,t
(2.1) (2.1) where conditionally on nk,t, Xk,t, n−
k,t = (nk,t−s, s ≥1) and Y −
k,t = (Yk,t−s, s ≥1), the variables
ζl,k,t, 1 ≤l ≤nk,t, representing the basal area increments of individual sampled trees, are
independent and identically distributed like a random variable ζk,t of mean λk,t. Moreover,
(nk,t)t∈Z is a sequence of i.i.d random variables and conditionally on n−
k,t, the variable nk,t is
independent from Xk,t and Y −
k,t. The mean process is written φδ(λk,t) =: ηk,t = ωk +
p
X
j=1
αj
Yk,t−j
nk,t−j
+ β⊤Xk,t,
k = 1, . . . , K and t = 1, . . . , T,
(2.2) (2.2) – 5 – ωk ∈R, αj ∈R, β = (β1, . . . 2
Models and stability results , βm) ∈Rm and φδ is a real-valued function defined on R+ that
can depend on a parameter δ. It is worth mentioning, without loss of generality, that the
covariate process considered at time t is included in the specification of λk,t since multiple
lags of a given set of variables can be included by simply stacking them into a vector. It is
for example the case of the defoliation level in our application, since growth can be affected
by defoliation up to 5 years prior (from t −5 to t −1). The variables ζk,t will be referred to as the unity random variables. We do not make
any assumption about the distribution of the variables ζk,t. Any distribution on (0, +∞)
can be chosen. For example, an Exponential distribution with parameter 1/λk,t, log-Normal
distribution with parameters log λk,t −σ2/2 and σ or a Gamma distribution with parameters
αλk,t and α, to name a few. Whatever the distributions of unity random variables are, the
conditional expectation of Yk,t is nk,tλk,t. However, under the assumption of the indenpen-
dence of ζl,k,t, 1 ≤l ≤nk,t, if they are exponentially distributed, the conditional variance is
nk,tλ2
k,t i.e a quadratic function of λk,t. For our example of Gamma-distributed unity ran-
dom variables, the conditional variance is nk,tλk,t/α, i.e. a linear function of λk,t. But in the
case of the log-Normal distribution, the conditional variance is nk,tλ4
k,t(exp σ2 −1). With our
semi-parametric framework, we will only focus on the estimation of regression parameters
θ = (δ, ω1, . . . , ωK, α1, . . . , αp, β⊤)⊤without the need to perform any distributional goodness
of fit test. Notes 2.1 Copies of unity variables
In our general set up, the copies ζl,k,t, 1 ≤l ≤nk,t
of the unity random variables ζk,t are not required to be independent. In practice where
for example ζl,k,t represents the measure of annual growth for a sampled tree, the general
assumption of identical distribution can be thought as a local stationary condition inside the
site k at time t. Notes 2.2 Marginal stationary distributions , p for some mapping h such that
Eh(Yk,t−i/nk,t−i, λk,t−i) = 0 in (2.2) at the place of Yk,t−i/nk,t−i, i = 1, . . . , p. Indeed, with the
latter two mentioned specifications, (2.1)-(2.2) define the so-called GLARMA model (see for
example, Weiß (2018) for more details). In the present form (2.1)-(2.2) has some similarities
with the well known ARCH model (Bollerslev (1986)). We leave the topic of GLARMA
specification for furthers works. Notes 2.4 Contrast with the non-linear mixed model
The model (2.1)-(2.2) has
some similarities with the well-known mixed models. Indeed, as for mixed models, the ωk
stands for the site fixed effect and the random effect in embedded is the distribution of
unity variables. The simple example of ζl,k,t = λk,tϵl,k,t, where (ϵl,k,t)l≥1 is a sequence of
identically distributed random variables of mean 1, fit with the so-called multiplicative form
random effect models (Cameron and Trivedi, 2013). But more complex random effects can
be handled. However, the model (2.1)-(2.2) is more general since it allows the individuals
sampled over time to change. Indeed, as we will see in section 3, the individual measures are
no longer needed when the sequence (Yk,t, nk,t) are available. Also, in terms of the application
to resource management, it is often of interest to model and predict a population quantity
like the sum of basal area growth in a forest. Notes 2.2 Marginal stationary distributions Notes 2.2 Marginal stationary distributions
Note from equations (2.1)-(2.2),
Yk,t = fθk(Xk,t−s, nk,t−s, ζℓ,k,t−s, s ≥0, ℓ≥1) for θk = (δ, ωk, α1, . . . , αp, β⊤)⊤. Then for 1 ≤
k1 ̸= k2 ≤K the distributions of (Yk1,0, nk1,0, Xk1,0) and (Yk2,0, nk1,0, Xk2,0) are not equal
unless ωk1 = ωk2 and (Xk1,0, ζℓ,k1,0, ℓ≥1) is equal in distribution to (Xk2,0, ζℓ,k2,0, ℓ≥1). We will investigate in section 4 the consequences of the latter conditions on the proposed
estimation procedure. Notes 2.3 Form of regression function (2.2)
Note that ηk,t in (2.2) does not de-
pend linearly on Yk,t−i, i = 1, . . . , p, but on Yk,t−i/nk,t−i, i = 1, . . . , p. In fact, through – 6 – (2.2), we make a link between the underlying mean process and the empirical estimate
of the past mean process. Even for a constant size process, i.e. nk,t = nk, ∀t, since the
regression parameter αi, i = 1, . . . , p is free of k, we still cannot yet express ηk,t as a lin-
ear combination of Yk,t−i, i = 1, . . . , p. Moreover, one can expect Yk,t−i/nk,t−i −λk,t−i, i =
1, . . . , p or more generally h(Yk,t−i/nk,t−i, λk,t−i), i = 1, . . . , p for some mapping h such that
Eh(Yk,t−i/nk,t−i, λk,t−i) = 0 in (2.2) at the place of Yk,t−i/nk,t−i, i = 1, . . . , p. Indeed, with the
latter two mentioned specifications, (2.1)-(2.2) define the so-called GLARMA model (see for
example, Weiß (2018) for more details). In the present form (2.1)-(2.2) has some similarities
with the well known ARCH model (Bollerslev (1986)). We leave the topic of GLARMA
specification for furthers works. (2.2), we make a link between the underlying mean process and the empirical estimate
of the past mean process. Even for a constant size process, i.e. nk,t = nk, ∀t, since the
regression parameter αi, i = 1, . . . , p is free of k, we still cannot yet express ηk,t as a lin-
ear combination of Yk,t−i, i = 1, . . . , p. Moreover, one can expect Yk,t−i/nk,t−i −λk,t−i, i =
1, . . . , p or more generally h(Yk,t−i/nk,t−i, λk,t−i), i = 1, . . . Choice of the link function φ The logarithmic link function is often applied and coincides with the well known log-linear
model, see for example Cameron and Trivedi (2013) for models for count data. This link
function assumes a linear relationship between the logarithm of the mean process and the co-
variates. However, there exist some other link functions that preserve the linear correlation at
least on the positive part of R. Consider for example, the threshold mapping x 7→max(x, 0). This mapping is not smooth and most of time, one makes some restrictions on model pa-
rameters to directly obtain the positiveness of the mean. Here, we will apply the inverse of
the so-called softplus function as a link function. Indeed, the softplus function (see Glorot
et al. (2011)) is interesting for two reasons. The first one related to modelling is that it pre- – 7 – serves the linearity on the positive part of real line. This is also pertinent for our biological
application, as we expect a linear effect of covariates on growth above a certain threshold rep-
resenting the minimal favorable conditions for growth. The minimum growth expected may
not be exactly zero, which is why we will consider later a slightly different version of softplus
that we will refer to as softplusδ for δ > 0 defined as softplusδ(x) = log(1 + δ + exp(x)). The
second one and technical advantage is that the mapping softplusδ is infinitely differentiable. The Figure 1 in the Appendix shows the difference between the softplusδ link function and
max(x, 0) where softplus stands for softplus0. One can note that softplusδ is lower bounded
by log(1 + δ). Notes 2.5 Model Interpretation
Obviously, with the softplusδ link function, the mean
process increases with the j−th covariate process if βj > 0 and decreases with this one when
βj < 0. Since softplusδ(x) ∼∞x, the mean process can be approximated, all other things
remaining equal, by βjXj,t for large values of Xj,t and βj > 0 and then increases by βjα for
increasing value α of Xj,t. Let us denote by RG(x, y), the relative rate of growth of the mean
process between x and y i.e RG(x, y) = γδ(x)/γδ(y) where γδ is the derivative function of
softplusδ. For β < 0, limx→∞RG(β(x + α), βx) = eβα. Therefore, the rate toward log(1 + δ)
driven by Xj,t is given by eβjα when βj < 0. Choice of the link function φ Theorem 1 gives some stability conditions of model (2.1)-(2.2) with the inverse of the
softplus function as the link whereas Lemma 1 in the section 5 stands for a general result
for φ. Theorem 1. Under the assumptions (ST.1)-(ST.2) in section 5 and Pp
j=1 |αj| < 1, there
exists a unique set of K stationary, ergodic sequences (Yk,t, nk,t, Xk,t), k = 1, . . . , K that are
the solution of equations (2.1)-(2.2) with E|ηk,0| < ∞, k = 1, . . . , K. Theorem 1. Under the assumptions (ST.1)-(ST.2) in section 5 and Pp
j=1 |αj| < 1, there
exists a unique set of K stationary, ergodic sequences (Yk,t, nk,t, Xk,t), k = 1, . . . , K that are
the solution of equations (2.1)-(2.2) with E|ηk,0| < ∞, k = 1, . . . , K. 3
Estimation and asymptotics properties This section is devoted to the estimation of the conditional mean parameters by the Quasi-
Maximum Likelihood Estimator (QMLE) based on a member of the exponential family. We
consider the Exponential QMLE (EQMLE) because this estimator coincides with the Maxi-
mum Likelihood Estimator (MLE) when the unity random variables follow the Exponential
Γ(1, λ−1
k,t) distribution and the copies ζl,k,t, 1 ≤l ≤nk,t are independent. For our application of the model, the K time series are observed between the time points
1 and T. We provide an asymptotic theory for the estimated parameters and present the – 8 – results of a small simulation study investigating the finite-sample properties of the estimator. In the following, we will make λk,t depend on the parameter θ(∈Θ a compact set); that is log(exp ◦λk,t(θ)−1−δ) = ωk+
p
X
j=1
αj
Yk,t−j
nk,t−j
+β⊤Xk,t =: ηk,t(θ),
k = 1, . . . , K and t = 1, . . . , T, where δ ≥δ_ > 0. Let us denote the true, data-generating parameter value by θ0. The loss function from the Exponential quasi-maximum likelihood is given by : rT(θ) =
K
X
k=1
T −1
T
X
t=1
Yk,t
λk,t(θ) + nk,t log ◦λk,t(θ)
=:
K
X
k=1
T −1
T
X
t=1
ℓk,t(θ) =:
K
X
k=1
ℓk(θ) (3.1) and ˆθT = argmin
θ∈Θ
rT(θ). (3.2) ˆθT = argmin
θ∈Θ
rT(θ). (3.2) The derivative of λk,t(θ) with respect to θ is given by : ∂λk,t(θ)
∂θ
=: ˙λk,t(θ)
=
1
1 + δ + eηk,t(θ),
eηk,t(θ)
1 + δ + eηk,t(θ)
ιk, Yk,t−1
nk,t−1
. . . Yk,t−p
nk,t−p
, X⊤
k,t
⊤
. where ιk is a vector of size K with 1 at the k−th position and 0 elsewhere. We will denote
by ˙λk,t (resp. λk,t) the vector ˙λk,t(θ) (resp. λk,t(θ)) evaluated at the point θ = θ0. t (resp. λk,t) the vector ˙λk,t(θ) (resp. λk,t(θ)) evaluated at the point θ = θ0. We will study the asymptotic properties of the QMLE estimator (3.2). To do so, we
employ Taniguchi and Kakizawa (2002) (Thm 3.2.23), which was extended in Klimko and
Nelson (1978). The lemmas in the section 5 give the general result for the asymptotic prop-
erties of QMLE (3.2). The following theorem stands for the consistency and the asymptotic
normality of (3.2) for softplus −δ link function. 3
Estimation and asymptotics properties Let us set Vk = E
"
1
λ2
k,0
nk,0 −Yk,0
λk,0
2
˙λk,0 ˙λ⊤
k,0
#
and Jk = E
"
nk,0
1
λ2
k,0
˙λk,0 ˙λ⊤
k,0
#
. Theorem 2. Suppose that the assumptions (C.1)-(C.4) in section 5 are met. Then, almost – 9 – surely, y
lim
T→∞
ˆθT = θ0. lim
T→∞
ˆθT = θ0. lim
T→∞
ˆθT = θ0. If in addition (AN.1)-(AN.3) hold true and θ0 is located in the interior of Θ, If in addition (AN.1)-(AN.3) hold true and θ0 is located in the interior of Θ, lim
T→∞
√
T(ˆθT −θ0) = N(0, J−1V J−⊤) where J = PK
k=1 Jk and V = PK
k=1 Vk. 4.1
Simulation We examined the finite-sample performance of the QMLE presented in the previous section
through a small simulation study. We present the result for QMLE under two different
data generating processes referred to as scenario 1 and scenario 2. For the first one, the
number of covariates is m = 10; Xk,t does not depend on k and is a sequence of i.i.d random
variables distributed as exponential random variables of means λ1, . . . , λm. For the second
one, for a fixed k, Xk,t is independently sampled from exponential distributions of mean
0.4kλ1, . . . , 0.4kλm. For the two data generating processes, for a fixed k, the process (nk,t)t≥1
is independently sampled from a Poisson distribution of mean τk. We sequentially choose
K = 5, 10, 15, 20 and T = 50, 100, 200. The samples are nested, i.e the sample for the first
scenario and K = 5, T = 50 is a subset of that of K = 5, T = 100. Indeed, we aim here
to evaluate the consequences of increasing K and T on the performance of our estimator. For each sample, we compute the estimator (3.2) and the corresponding standard errors. The table 1 presents the simulation results. It appears that the model parameters are well
estimated except for the ωk, k = 1, . . . , K when K is very small compared to T, which
coincides here with K = 5, T = 50, 100, 200. It is worth noting that these results are partial
since they are based on a one sampling schema. We leave deep simulation studies for further
works. 4.2
Application to the white spruce growth series Dendrochronology, i.e. the studies of the time series of tree growth rings, is a powerful
tool to reconstruct past natural and anthropic disturbances (Montoro Girona et al. (2016),
Boulanger and Arseneault (2004) and Labrecque-Foy et al. (2020)). Tree-rings are hard disks – 10 – of information, able to record each environmental change, having thus a strong potential to
understand complex phenomena such as disturbance ecology. Many previous studies used
dendrochronological data to better understand insect outbreak dynamics (Navarro et al. (2018), Camarero et al. (2003) and Speer and Kulakowski (2017)). In this research, we used the dendroecological series from the study by Jardon et al. (2003), which includes annual tree-ring width measurements for 631 white spruce (Picea
glauca) trees distributed across 45 sites in southwestern Quebec, Canada, with 1 to 23 trees
per site. These time series comprise between 63 and 247 rings according to the tree’s age. We
converted the ring width increments to basal area increments (BAI) using the full series, but
due to covariate availability, we limit our analysis to the 1955-1995 time period (41 years)
to study only one insect outbreak period (see fig 2 in Appendix). We interpolated climate variables at the study sites for the 41-year period using BioSIM
(Régnière et al., 2014), a software package that interpolates daily climate station data based
on latitudinal and elevational climate gradients, as well the spatial correlations estimated
from 30-year climate normals. We computed the following climate summaries from daily data
for the spring (April to June) and summer (July to September) seasons separately: mean of
the daily maximum temperatures, total precipitation, and the climate moisture index (CMI)
equal to the difference between precipitation and potential evapotranspiration (PET). Daily
PET values were estimated by the Penman-Monteith equation as implemented in the SPEI
package (Beguería and Vicente-Serrano, 2017) in R, based on BioSIM-interpolated values of
the minimum and maximum temperature, wind speed at 2 m, solar radiation, dew point
temperature and atmospheric pressure, using the "tall" crop model in SPEI. One major SBW outbreak occurred in Quebec during the study period, from 1967 to
1991. We obtained annual estimates of the severity of SBW outbreaks at the location of
each study site from defoliation maps produced by the Quebec Ministry of Forests, Wildlife
and Parks (MFFP). These maps are digitized versions of hand-drawn outlines of defoliated
areas produced by aerial surveys of the affected regions. 4.2
Application to the white spruce growth series The defoliation level for each area is
classified on a scale of 1 to 3 corresponding to a low (approx. 1 – 35%), moderate (36 – 70%)
or high (71 – 100%) fraction of the year’s foliage defoliated by the SBW. We note that these
defoliation levels mainly reflect the status of balsam fir (Abies balsamea) trees, which is the
main SBW host and is generally more severely affected than white spruce. Therefore, these
defoliation levels are a proxy for the outbreak severity, i.e. the potential herbivory pressure
exerted by the budworm on spruce trees at the site. – 11 – Since tree growth and its vulnerability to both climate and defoliation depends on the
tree-age, we split the dataset and separately fit our models for the following five age classes:
< 75, 75 – 100, 100 – 125, 125 – 150 and > 150 years. We include as covariates the mean
daily maximum of temperature, the total precipitation and the mean CMI for the current and
previous spring and summer. Only one of precipitation and CMI appears in a given model
version due to the correlation between those two variables. We also include as covariates
the defoliation levels for the five previous years, a delay which estimates the time needed
to fully regrow the lost foliage after an outbreak. Note that we do not expect defoliation
to have a marked effect on the same year’s growth ring (Krause et al., 2003). Finally, we
consider models with interaction effects of the previous year’s defoliation level and climate
variables, representing the possibility that climate conditions can increase or decrease the
tree’s sensitivity to SBW outbreaks. Data processing and analyses were performed in R Core Team (2021) with the package
dplR (Bunn, 2008) used to process tree-ring data. We minimize the criterion (3.1) with
the R command nlm (Dennis and Schnabel (1983)). All the developed software are made
available under the Creative Commons (CC) license (see data availability statements). The
model selection was carried out through the the QAIC criterion. The primary analysis based
on partial autocorrelation plots leads us to select p = 1. According to the QAIC, the best models were those without an interaction between
climate and defoliation. 4.2
Application to the white spruce growth series Our model results (Figures 3 and 4) reveal that higher defoliation
levels leads to reduced tree-ring growth, but this effect vanishes after two years; however,
note that while the direct effect vanishes, expected growth will remain lower in successive
years due to the large estimated first-order autocorrelation coefficient (0.8 to 0.9, depending
on age class). Moreover, there is no significant effect of defoliation on the next year’s growth
for the youngest and oldest trees, even though it produces an effect two years following
the defoliation. The result are quite different for middle aged trees, which are significantly
affected one year following the defoliation but not in the second year. For the climate
variables, high maximum temperatures in the summer produce increased growth, with up
to 5.6 square centimetre increase in basal area from a 10 degree Celsius increase in summer
maximum temperature. However, the previous summer’s temperature has a negative effect
on growth. Finally, the spring CMI is negatively correlated with tree-ring growth whereas
the summer CMI has a positive effect. However, both the CMI and precipitation in the
previous spring increase tree-ring growth of the current year: an increase of 100 millimetres – 12 – n precipitation leads to at least a 6.8 square centimetre increase in basal area in precipitation leads to at least a 6.8 square centimetre increase in basal area growth. Proof of lemma 1
From (2.2), ηk,t = ωk +
p
X
j=1
αj
1
nk,t−j
nk,t−j
X
ℓ=1
ζk,t−j,ℓ(ϕδ(ηk,t−j), ζt−j,ℓ) + β⊤Xk,t. Then under the condition (ST.1), the processes (ηk,t = φδ(λk,t)t∈Z, k = 1, . . . , K obey some
recursive stochastic equations Then under the condition (ST.1), the processes (ηk,t = φδ(λk,t)t∈Z, k = 1, . . . , K obey some
recursive stochastic equations ηk,t = f(ηk,t−1, . . . , ηk,t−p; nk,t−1, . . . , nk,t−p, ζ∞
k,t−1, . . . , ζ∞
k,t−p, Xk,t). and with (A.1), for k = 1, . . . , K, (x, y) ∈R2p,
E(|f(x; nk,t−1, . . . , nk,t−p, ζ∞
k,t−1, . . . , ζ∞
k,t−p, Xk,t)−f(y; nk,t−1, . . . , nk,t−p, ζ∞
k,t−1, . . . , ζ∞
k,t−p, Xk,t)||F ηk,t = f(ηk,t−1, . . . , ηk,t−p; nk,t−1, . . . , nk,t−p, ζ∞
k,t−1, . . . , ζ∞
k,t−p, Xk,t). and with (A.1), for k = 1, . . . , K, (x, y) ∈R2p,
E(|f(x; nk,t−1, . . . , nk,t−p, ζ∞
k,t−1, . . . , ζ∞
k,t−p, Xk,t)−f(y; nk,t−1, . . . , nk,t−p, ζ∞
k,t−1, . . . , ζ∞
k,t−p, Xk,t)||Fk,t−1,n) ≤υα⊤|x−
with α = (α1, . . . , αp). Moreover E|f(x; nk −1, . . . , nk −p, ζ∞
k
1, . . . , ζ∞
k
p, Xk 0)| < ∞. Then, with α = (α1, . . . , αp). Moreover E|f(x; nk,−1, . . . , nk,−p, ζ∞
k,−1, . . . , ζ∞
k,−p, Xk,0)| < ∞. Then,
from Debaly and Truquet (2021) theorem 4, we get the stationary and ergodic solution with
E|ηk,0| < ∞, k = 1, . . . , K.□ with α = (α1, . . . , αp). Moreover E|f(x; nk,−1, . . . , nk,−p, ζ∞
k,−1, . . . , ζ∞
k,−p, Xk,0)| < ∞. Then,
from Debaly and Truquet (2021) theorem 4, we get the stationary and ergodic solution with
E|ηk,0| < ∞, k = 1, . . . , K.□ The theorem 1 is a straight consequence of lemma 1 and follows the Lipschitz property
of x 7→log(exp(x) + 1 + δ) for any δ > 0. For the asymptotic results for ˆθT, the following
assumptions will be needed. 5
Proofs for the main results Throughout this section, we will denote by ζ∞
k,t = (ζk,t,l)l≥1, the sequence of copies of the
unity random variables ζk,t. Moreover ζk,t can be decomposed into two components : its mean
λk,t function of Xk,t and a free random variable ζt. For example, ζk,t = λk,tζt for a positive
random variable ζt of mean 1. We will write ζk,t := ζk,t(λk,t, ζt) to denote the relationship
between ζk,t and λk,t and ζt. Accordingly, ζk,t,l = λk,tζt,l with ζt,l, l ≥1 i.i.d with mean 1 or
in general ζk,t,l := ζk,t,l(λk,t, ζt,l) with Eζk,t,l = λk,t. Let Fk,t denote the σ-algebra generated
by ζs, Xk,s+1, s ≤t and Fk,t,n generated by nk,s, ζs, Xk,s+1, s ≤t. Finally, we will denote by
ϕδ the inverse of φδ : ϕδ(x) = φ−1
δ (x). For stability, we will consider the following set of
assumptions : (A.1) The function ϕδ is υ−Lipschitz and υ Pp
i=1 |αi| < 1. (A.1) The function ϕδ is υ−Lipschitz and υ Pp
i=1 |αi| < 1. (ST.1) For k = 1, . . . , K, (nk,t−1, ζ∞
k,t−1, Xk,t)t∈Z is stationary, ergodic, (nk,t, ζ∞
k,t) is independent
from Fk,t−1,n and E|Xk,0|1 < ∞. (ST.1) For k = 1, . . . , K, (nk,t−1, ζ∞
k,t−1, Xk,t)t∈Z is stationary, ergodic, (nk,t, ζ∞
k,t) is independent
from Fk,t−1,n and E|Xk,0|1 < ∞. (ST.2) For k = 1, . . . , K, E(|ζk,t(λk,t, ζt) −ζk,t(λk,t, ζt)||Fk,t−1,n) ≤|λk,t −λk,t|. It is worth noting that the example ζk,t = λk,tζt for a positive random variable ζk of
mean 1 verifies the condition (ST.2). Lemma 1. Under the assumptions (A.1)-(ST.1), there exists a unique set of K stationary,
ergodic sequences (Yk,t, nk,t, Xk,t), k = 1, . . . , K that are a solution of equations (2.1)-(2.2)
with E|ηk,0| < ∞, k = 1, . . . , K. The proof of lemma 1 uses the techniques of iterated random maps. We refer the
interested readers to Debaly and Truquet (2021) theorem 2 and 4 which investigated the
problem of the solution of recursive stochastic equations with covariates or Debaly and
Truquet (2019) in the case where no covariates are included in the dynamic. – 13 – Proof of lemma 1
From (2.2), Proof of lemma 1
From (2.2), Proof of lemma 1
From (2.2), (A.2) The conditons (A.1) and (ST.1) are met and θ0 verifies : υ Pp
i=1 |αi,0| < 1. (A.3) For k = 1, . . . , K, Enk,0 < ∞and E sup
θ
ϕδ(ηk,0(θ0))
ϕδ(ηk,0(θ)) + | log ◦ϕδ(ηk,0(θ))|
< ∞. (A.4) For (δ, δ) ∈[δ−, ∞)2, (η, η) ∈R2, ϕδ(η) = ϕδ(η) ⇒(δ = δ, η = η). (C.1) The conditons (ST.1) and (ST.2) are met and θ0 verifies : Pp
i=1 |αi,0| < 1. (C.2) For k = 1, . . . , K, Enk,0 < ∞. (C.3) For k = 1, . . . , K, conditionally on Xk,0, the distribution of
Yk,−1
nk−1 , · · · , Yk,−p
nk−p
is not
supported by an hyperplan of Rp. (C.3) For k = 1, . . . , K, conditionally on Xk,0, the distribution of
Yk,−1
nk−1 , · · · , Yk,−p
nk−p
is not
supported by an hyperplan of Rp. – 14 – (C.4) For k = 1, . . . , K, the distribution of Xk,0 is not degenerate. For k = 1, . . . , K, the distribution of Xk,0 is not degenerate. (C.4) For k = 1, . . . , K, the distribution of Xk,0 is not degenerate. Lemma 2. Suppose that the assumptions (A.2)-(A.4) and (C.3)-(C.4) are met. Then, al-
most surely, Lemma 2. Suppose that the assumptions (A.2)-(A.4) and (C.3)-(C.4) are met. Then, al-
most surely, Lemma 2. Suppose that the assumptions (A.2)-(A.4) and (C.3)-(C.4) are met. Then, al-
most surely, lim
T→∞
ˆθT = θ0. We do not prove the lemma 2. Similar results for time-series models can be found in
Diop and Kengne (2021), Aknouche and Francq (2020) or Debaly and Truquet (202x) among
others. Proof of consistency part of theorem 2
We will check (A.2) to (A.4). Proof of consistency part of theorem 2
We will check (A.2) to (A.4). • (A.2) comes from (C.1). • (A.2) comes from (C.1). • One can note that here ϕδ(x) = log(1 + δ + exp(x)) and ϕδ(x) ≥log(1 + δ), ϕδ(x) ≤
κ1(θ)(1 + |x|) and | log ◦ϕδ(x)| ≤κ2(θ)(1 + |x|) + κ3(θ), where κi, i = 1, 2, 3 are contin-
uous functions of θ. Then (A.3) holds since E supθ |ηk,0(θ)| < ∞. Indeed EYk,0/nk,0 =
ϕδ(ηk,0) < ∞since E|ηk,0| < ∞. Proof of lemma 1
From (2.2), • One can note that here ϕδ(x) = log(1 + δ + exp(x)) and ϕδ(x) ≥log(1 + δ), ϕδ(x) ≤
κ1(θ)(1 + |x|) and | log ◦ϕδ(x)| ≤κ2(θ)(1 + |x|) + κ3(θ), where κi, i = 1, 2, 3 are contin-
uous functions of θ. Then (A.3) holds since E supθ |ηk,0(θ)| < ∞. Indeed EYk,0/nk,0 =
ϕδ(ηk,0) < ∞since E|ηk,0| < ∞. • For (A.4), we note that • For (A.4), we note that ϕδ(η) = ϕδ(η) ⇒δ −δ = exp η −exp η and 0 = limη→−∞,η→−∞exp η −exp η = δ −δ. Then δ = δ and η = η.□ Let us set σ2
k,0 = Var
Yk,0
λk,0 | Fk,−1,n ∨nk,0
, ∂δϕδ the derivative of ϕδ with respect to δ,
θ−δ the vector of parameters without δ. We will consider the following assumptions for the
asymptotic distribution of ˆθT. Let us set σ2
k,0 = Var
Yk,0
λk,0 | Fk,−1,n ∨nk,0
, ∂δϕδ the derivative of ϕδ with respect to δ,
θ−δ the vector of parameters without δ. We will consider the following assumptions for the
asymptotic distribution of ˆθT. (A.5) The function ϕδ is twice continuously differentiable and for k = 1, . . . , K, E
σ2
k,0
ϕ2
δ(ηk,0)
h
∂δϕδ(ηk,0(θ0))2 + ϕ′
δ(ηk,0(θ0))2∥∇θ−δηk,0(θ0)∥2
2
i
< ∞and
E
1
ϕ2
δ(ηk,0)
h
∂δϕδ(ηk,0(θ0))2 + ϕ′
δ(ηk,0(θ0))2∥∇θ−δηk,0(θ0)∥2
2
i
< ∞. E
σ2
k,0
ϕ2
δ(ηk,0)
h
∂δϕδ(ηk,0(θ0))2 + ϕ′
δ(ηk,0(θ0))2∥∇θ−δηk,0(θ0)∥2
2
i
< ∞and E
1
ϕ2
δ(ηk,0)
h
∂δϕδ(ηk,0(θ0))2 + ϕ′
δ(ηk,0(θ0))2∥∇θ−δηk,0(θ0)∥2
2
i
< ∞. (A.6) For k = 1, . . . , K, the distribution of (∂δϕδ(ηk,0(θ0)), ϕ′
δ(ηk,0(θ0))∇θ−δηk,0(θ0)) is not
degenarate. (A.6) For k = 1, . . . , K, the distribution of (∂δϕδ(ηk,0(θ0)), ϕ′
δ(ηk,0(θ0))∇θ−δηk,0(θ0)) is not
degenarate. – 15 – (A.7) For k = 1, . . . , K, E supθ |W i,j
k,0(θ)| < ∞, where W i,j
k,0(θ) is one of the following quantities
for all pairs i, j 1
ϕ2
δ(ηk,0(θ))
ϕδ(ηk,0(θ0))
ϕδ(ηk,0(θ)) + 1
∂ϕδ(ηk,0(θ))
∂θi
∂ϕδ(ηk,0(θ))
∂θj
1
ϕ2
δ(ηk,0(θ))
ϕδ(ηk,0(θ0))
ϕδ(ηk,0(θ))
∂ϕδ(ηk,0(θ))
∂θi
∂ϕδ(ηk,0(θ))
∂θj
1
ϕδ(ηk,0(θ))
ϕδ(ηk,0(θ0))
ϕδ(ηk,0(θ)) + 1
∂2ϕδ(ηk,0(θ))
∂θi∂θj
. (AN.1) The K stationary sequences solution of (2.1)-(2.2) are independent of each other. (AN.1) The K stationary sequences solution of (2.1)-(2.2) are independent of each other. (AN.2) For k = 1, . . . Proof of lemma 1
From (2.2), , K, En2
k,0 < ∞ Eσ4
k,0 < ∞ (AN.3) For k = 1, . . . , K,
E|Xk,0|4
1 < ∞and EY 4
k,0 < ∞. E|Xk,0|4
1 < ∞and EY 4
k,0 < ∞. E|Xk,0|4
1 < ∞and EY 4
k,0 < ∞. Lemma 3. Under the assumptions of lemma 1 and if (A.5)-(A.7) and (AN.1) hold, then Lemma 3. Under the assumptions of lemma 1 and if (A.5)-(A.7) and (AN.1) hold, then lim
T→∞
√
T(ˆθT −θ0) = N(0, J−1V J−⊤) where J = PK
k=1 Jk and V = PK
k=1 Vk,
Vk = E
"
1
λ2
k,0
nk,0 −Yk,0
λk,0
2
˙λk,0 ˙λ⊤
k,0
#
, Jk = E
"
nk,0
1
λ2
k,0
˙λk,0 ˙λ⊤
k,0
#
and
˙λk,0 = (∂δϕδ(ηk,0(θ0)), ϕ′
δ(ηk,0(θ0))∇θ−δηk,0(θ0))⊤. where J = PK
k=1 Jk and V = PK
k=1 Vk, where J = PK
k=1 Jk and V = PK
k=1 Vk, Vk = E
"
1
λ2
k,0
nk,0 −Yk,0
λk,0
2
˙λk,0 ˙λ⊤
k,0
#
, Jk = E
"
nk,0
1
λ2
k,0
˙λk,0 ˙λ⊤
k,0
#
and
˙λk 0 = (∂δϕδ(ηk 0(θ0)) ϕ′
δ(ηk 0(θ0))∇θ
ηk 0(θ0))⊤ Vk = E
"
1
λ2
k,0
nk,0 −Yk,0
λk,0
2
˙λk,0 ˙λ⊤
k,0
#
, Jk = E
"
nk,0
1
λ2
k,0
˙λk,0 ˙λ⊤
k,0
#
and ˙λk,0 = (∂δϕδ(ηk,0(θ0)), ϕ′
δ(ηk,0(θ0))∇θ−δηk,0(θ0))⊤. ˙λk,0 = (∂δϕδ(ηk,0(θ0)), ϕ′
δ(ηk,0(θ0))∇θ−δηk,0(θ0))⊤. As for lemma 2, we do not prove the lemma 3. We refer the interested reader to Diop
and Kengne (2021), Aknouche and Francq (2020) or Debaly and Truquet (202x) among
others. Proof of asymptotic normality part of theorem 2
For the proof of asymptotic nor-
mality part of theorem 2, one can note that in the single framework (k = 1), assumptions
(AN.2) yield the asymptotic normality of
√
T∇ℓk(θ0) using the central limit theorem for
difference martingale. Next, – 16 – ∂2ℓk,t(θ)
∂θi∂θj
=
1
λ2
k,t(θ)
Yk,t
λk,t(θ) −nk,t
∂λk,t(θ)
∂θi
∂λk,t(θ)
∂θj
+
1
λ2
k,t(θ)
Yk,t
λk,t(θ)
∂λk,t(θ)
∂θi
∂λk,t(θ)
∂θj
−
1
λk,t(θ)
Yk,t
λk,t(θ) −nk,t
∂2λk,t(θ)
∂θi∂θj
=: Ik,t(θ) + IIk,t(θ) + IIIk,t(θ). Proof of lemma 1
From (2.2), For the first term, For the first term, sup
θ
|Ik,t(θ)| ≤ni,t
λi,t
log(1 + δ_) + 1
sup
θ
1
λ2
k,t(θ)
∂λk,t(θ)
∂θi
∂λk,t(θ)
∂θj and and 1
λk,t(θ)
˙λk,t(θ) ≼κδ_
1, ιk, Yk,t−1
nk,t−1
. . . Yk,t−p
nk,t−p
, X⊤
k,t
⊤ where for x = (x1, . . . , xd), y = (y1, . . . , yd), x ≼y means xi ≤yi, i = 1, . . . , d and κδ_ a
function of δ_. Then, E supθ |Ik,t(θ)| < ∞under the assumption (AN.3). It can be shown
similarly that E supθ |IIk,t(θ)| < ∞and E supθ |IIIk,t(θ)| < ∞. By the Taylor expansion of
rT(·) between ˆθT and θ, 0 =
√
T∇rT(ˆθT) =
K
X
k=1
√
T∇ℓk(ˆθT)
=
K
X
k=1
√
T∇ℓk(θ0)
! +
K
X
k=1
∇2ℓk(θ0)
! √
T(ˆθT −θ0) + oP(1) The independence condition on paths (AN.1), assumption (AN.2) and central limit
theorem for difference martingale allow us to conclude PK
k=1
√
T∇ℓk(θ0) converges in dis-
tribution to central Gaussian vector of variance V as T tends to infinity. The assumption
(AN.3) and ergodic theorem entails that PK
k=1 ∇2ℓk(θ0) converges to J. Moreover, condition
(AN.1), (C.3) and (C.4) ensure that the matrix J is invertible.□ (C.4) Acknowledgements
Funding was provided by the Contrat de service de recherche forestière
number 3329-2019-142332177 obtained by PM and MMG from the Ministère des Forêts, de
la Faune et des Parcs (Quebec, Canada), the Doctoral scholarships from GENES (EN- – 17 – SAE/ENSAI) obtained by ZMD. We thank G. Tougas for its data management work and
A. Subedi for the map of study sites. All the authors acknowledge the Quebec Ministry of
Forests, Wildlife and Parks (MFFP), H. Morin and for providing them with data and for
the support to this project. Data avaibility statements
All softwares and data used in this paper are available at
the following public zenedo repository : https://doi.org/10.5281/zenodo.6340148. Author Contributions
ZMD, PM and M.M.G. conceived and designed the study. ZMD
and PM analyzed the data. ZMD wrote the first draft. PM and MMG contributed to the
funding, and provided statistical and interpretation inputs. All authors contributed to the
revision of the manuscript. References John Aber, Ronald P Neilson, Steve McNulty, James M Lenihan, Dominique Bachelet,
and Raymond J Drapek. Forest processes and global environmental change: predicting
the effects of individual and multiple stressors: we review the effects of several rapidly
changing environmental drivers on ecosystem function, discuss interactions among them,
and summarize predicted changes in productivity, carbon storage, and water balance. BioScience, 51(9):735–751, 2001. Abdelhakim Aknouche and Christian Francq. Count and duration time series with equal
conditional stochastic and mean orders. Econometric Theory, page 1–33, 2020. doi: 10. 1017/S0266466620000134. D.E. Allen, M. McAleer, M. Scharth, University of Canterbury. Department of Economics,
and Finance. Realized Volatility Risk. Working paper (University of Canterbury. De-
partment of Economics and Finance). Department of Economics and Finance, College of
Business and Economics, University of Canterbury, 2010. URL https://books.google. fr/books?id=YD-RtgEACAAJ. Santiago Beguería and Sergio M. Vicente-Serrano. SPEI: Calculation of the Standard-
ised Precipitation-Evapotranspiration Index, 2017. URL https://CRAN.R-project.org/
package=SPEI. R package version 1.7. – 18 – Cassy Berguet, Maxence Martin, Dominique Arseneault, and Hubert Morin. Spatiotemporal
dynamics of 20th-century spruce budworm outbreaks in eastern canada: Three distinct
patterns of outbreak severity. Frontiers in Ecology and Evolution, 8, 2021. ISSN 2296-
701X. doi: 10.3389/fevo.2020.544088. URL https://www.frontiersin.org/article/
10.3389/fevo.2020.544088. T. Bollerslev. Generalized autoregressive conditional heteroskedasticity. Journal of Econo-
metrics, 31:307–327, 1986. Yan Boulanger and Dominique Arseneault. Spruce budworm outbreaks in eastern quebec
over the last 450 years. Canadian Journal of Forest Research, 34(5):1035–1043, 2004. Andrew G Bunn. A dendrochronology program library in r (dplr). Dendrochronologia, 26
(2):115–124, 2008. JJ Camarero, E Martín, and E Gil-Pelegrín. The impact of a needleminer (epinotia sub-
sequana) outbreak on radial growth of silver fir (abies alba) in the aragón pyrenees: a
dendrochronological assessment. Dendrochronologia, 21(1):3–12, 2003. A Colin Cameron and Pravin K Trivedi. Regression analysis of count data, volume 53. Cambridge university press, 2013. Bunyeth Chan, Peng Bun Ngor, Zeb S. Hogan, Nam So, Sébastien Brosse, and Sovan Lek. Temporal dynamics of fish assemblages as a reflection of policy shift from fishing concession
to co-management in one of the world’s largest tropical flood pulse fisheries. Water, 12
(11), 2020. ISSN 2073-4441. doi: 10.3390/w12112974. URL https://www.mdpi.com/
2073-4441/12/11/2974. Ray Yeutien Chou, Hengchih Chou, and Nathan Liu. Range volatility: a review of models
and empirical studies. Handbook of financial econometrics and statistics, pages 2029–2050,
2015. Zinsou Max Debaly and Lionel Truquet. Stationarity and moment properties of some mul-
tivariate count autoregressions. arXiv preprint arXiv:1909.11392, 2019. References Zinsou Max Debaly and Lionel Truquet. Iterations of dependent random maps and ex-
ogeneity in nonlinear dynamics. Econometric Theory, page 1–38, 2021. doi: 10.1017/
S0266466620000559. – 19 – Zinsou Max Debaly and Lionel Truquet. Multivariate time series models for mixed data. to
appear in Bernoulli, 202x. JE Dennis and RB Schnabel. Numerical methods for unconstrained optimization and non-
linear equations prentice-hall. Inc.: Englewood Cli s, 1983. Mamadou Lamine Diop and William Kengne. Inference and model selection in general causal
time series with exogenous covariates. arXiv preprint arXiv:2102.02870, 2021. Robert F. Engle and Jeffrey R. Russell. Autoregressive conditional duration: A new model for
irregularly spaced transaction data. Econometrica, 66(5):1127–1162, 1998. ISSN 00129682,
14680262. URL http://www.jstor.org/stable/2999632. Richard A Fleming and W Jan A Volney. Effects of climate change on insect defoliator
population processes in canada’s boreal forest: some plausible scenarios. Water, Air, and
Soil Pollution, 82(1):445–454, 1995. Sylvie Gauthier, Patrick Bernier, T Kuuluvainen, AZ Shvidenko, and DG Schepaschenko. Boreal forest health and global change. Science, 349(6250):819–822, 2015. Martin P. Girardin, Olivier Bouriaud, Edward H. Hogg, Werner Kurz, Niklaus E. Zim-
mermann, Juha M. Metsaranta, Rogier de Jong, David C. Frank, Jan Esper, Ulf Bünt-
gen, Xiao Jing Guo, and Jagtar Bhatti. No growth stimulation of canada’s boreal
forest under half-century of combined warming and co2 fertilization. Proceedings of
the National Academy of Sciences, 113(52):E8406–E8414, 2016. ISSN 0027-8424. doi:
10.1073/pnas.1610156113. URL https://www.pnas.org/content/113/52/E8406. Xavier Glorot, Antoine Bordes, and Yoshua Bengio. Deep sparse rectifier neural networks. In
Proceedings of the fourteenth international conference on artificial intelligence and statis-
tics, pages 315–323. JMLR Workshop and Conference Proceedings, 2011. Régent Guay, Réjean Gagnon, and Hubert Morin. A new automatic and interactive tree ring
measurement system based on a line scan camera. The Forestry Chronicle, 68(1):138–141,
1992. Yves Jardon, Hubert Morin, and Pierre Dutilleul. Périodicité et synchronisme des épidémies
de la tordeuse des bourgeons de l’épinette au québec. Canadian Journal of Forest Research,
33(10):1947–1961, 2003. – 20 – Maartje J Klapwijk, György Csóka, Anikó Hirka, and Christer Björkman. Forest insects
and climate change: Long-term trends in herbivore damage. Ecology and evolution, 3(12):
4183–4196, 2013. Lawrence A Klimko and Paul I Nelson. On conditional least squares estimation for stochastic
processes. The Annals of statistics, pages 629–642, 1978. Cornelia Krause and Hubert Morin. Changes in radial increment in stems and roots of balsam
fir [abies balsamea (l.) mill.] after defoliation spruce budworm. The forestry chronicle, 71
(6):747–754, 1995. References Cornelia Krause, F Gionest, Hubert Morin, and David A MacLean. Temporal relations be-
tween defoliation caused by spruce budworm (choristoneura fumiferana clem.) and growth
of balsam fir (abies balsamea (l.) mill.). Dendrochronologia, 21(1):23–31, 2003. Julie-Pascale Labrecque-Foy, Hubert Morin, and Miguel Montoro Girona. Dynamics of ter-
ritorial occupation by north american beavers in canadian boreal forests: A novel den-
droecological approach. Forests, 11(2):221, 2020. Janie Lavoie, Miguel Montoro Girona, and Hubert Morin. Vulnerability of conifer regenera-
tion to spruce budworm outbreaks in the eastern canadian boreal forest. Forests, 10(10):
850, 2019. Maxence Martin, Miguel Montoro Girona, and Hubert Morin. Driving factors of conifer
regeneration dynamics in eastern canadian boreal old-growth forests. PLoS One, 15(7):
e0230221, 2020. MFFP. Données sur les perturbations naturelles - insecte :
Tordeuse des bourgeons
de
l’épinette. URL
https://www.donneesquebec.ca/recherche/fr/dataset/
donnees-sur-les-perturbations-naturelles-insecte-tordeuse-des-bourgeons-de
Accessed: 2019-05-19. Miguel Montoro Girona, Hubert Morin, Jean-Martin Lussier, and Denis Walsh. Radial
growth response of black spruce stands ten years after experimental shelterwoods and
seed-tree cuttings in boreal forest. Forests, 7(10):240, 2016. – 21 – Miguel Montoro Girona, Sergio Rossi, Jean-Martin Lussier, Denis Walsh, and Hubert Morin. Understanding tree growth responses after partial cuttings: A new approach. PLoS One,
12(2):e0172653, 2017. Miguel Montoro Girona, Lionel Navarro, and Hubert Morin. A secret hidden in the sediments:
Lepidoptera scales. Frontiers in Ecology and Evolution, 6:2, 2018. Miguel Montoro Girona, Hubert Morin, Jean-Martin Lussier, and Jean-Claude Ruel. Post-
cutting mortality following experimental silvicultural treatments in unmanaged boreal
forest stands. Frontiers in Forests and Global Change, page 4, 2019. Hubert Morin, Réjean Gagnon, Audrey Lemay, and Lionel Navarro. Chapter thirteen
- revisiting the relationship between spruce budworm outbreaks and forest dynamics
over the holocene in eastern north america based on novel proxies. In Edward A. Johnson and Kiyoko Miyanishi, editors, Plant Disturbance Ecology (Second Edition),
pages 463–487. Academic Press, San Diego, second edition edition, 2021. ISBN 978-
0-12-818813-2. doi: https://doi.org/10.1016/B978-0-12-818813-2.00013-7. URL https:
//www.sciencedirect.com/science/article/pii/B9780128188132000137. Lionel Navarro, Hubert Morin, Yves Bergeron, and Miguel Montoro Girona. Changes in
spatiotemporal patterns of 20th century spruce budworm outbreaks in eastern canadian
boreal forests. Frontiers in Plant Science, 9:1905, 2018. R Core Team. R: A Language and Environment for Statistical Computing. R Foundation
for Statistical Computing, Vienna, Austria, 2021. URL https://www.R-project.org/. Jacques Régnière, Rémi Saint-Amant, Ariane Béchard, and Ahmed Moutaoufik. BioSIM 10:
User’s manual. Laurentian Forestry Centre Québec, QC, Canada, 2014. Christian H Weiß. An introduction to discrete-valued time series, chapter 4. John Wiley &
Sons, 2018. References Rupert Seidl, Dominik Thom, Markus Kautz, Dario Martin-Benito, Mikko Peltoniemi, Gior-
gio Vacchiano, Jan Wild, Davide Ascoli, Michal Petr, Juha Honkaniemi, et al. Forest
disturbances under climate change. Nature climate change, 7(6):395–402, 2017. Chiaw-Hock Sim. First-order autoregressive models for gamma and exponential processes. Journal of Applied Probability, 27(2):325–332, 1990. James H Speer and Dominik Kulakowski. Creating a buzz: insect outbreaks and disturbance
interactions. In Dendroecology, pages 231–255. Springer, 2017. – 22 – Masanobu Taniguchi and Yoshihide Kakizawa. Asymptotic theory of statistical inference for
time series. Springer Science & Business Media, 2002. Masanobu Taniguchi and Yoshihide Kakizawa. Asymptotic theory of statistical inference for
time series. Springer Science & Business Media, 2002. George L. Vourlitis, Osvaldo Borges Pinto, Higo J. Dalmagro, Paulo Enrique Zanella de
Arruda, Francisco de Almeida Lobo, and José de Souza Nogueira. Tree growth re-
sponses to climate variation in upland and seasonally flooded forests and woodlands
of the cerrado-pantanal transition of brazil. Forest Ecology and Management, 505:
119917, 2022. ISSN 0378-1127. doi: https://doi.org/10.1016/j.foreco.2021.119917. URL
https://www.sciencedirect.com/science/article/pii/S0378112721010082. Christian H Weiß. An introduction to discrete-valued time series, chapter 4. John Wiley &
Sons, 2018. – 23 – Appendix Appendix Table 1: Results for simulations
α1
β1
β2
β3
β4
β5
β6
β7
β8
β9
β10
K
T
Scenario
0.6
0
1
-1
0.5
-0.5
-1.5
1.5
-2
2
0
5
50
1
0.552
-0.162
0.731
-0.991
0.308
-0.626
-1.636
1.416
-1.382
1.871
0.046
0.049
0.095
0.137
0.196
0.192
0.287
0.333
0.249
0.281
0.210
0.073
2
0.596
0.110
0.852
-0.852
0.441
-0.658
-1.615
1.534
-1.476
1.881
0.053
0.045
0.064
0.107
0.128
0.168
0.320
0.262
0.260
0.202
0.203
0.056
100
1
0.502
0.109
0.876
-0.777
0.539
-0.732
-1.173
1.466
-1.769
1.622
-0.021
0.036
0.065
0.116
0.138
0.106
0.205
0.2240
0.130
0.121
0.132
0.060
2
0.512
0.064
0.917
-0.815
0.508
-0.626
-1.129
1.500
-1.773
1.778
-0.017
0.032
0.055
0.111
0.107
0.103
0.204
0.175
0.112
0.105
0.122
0.055
200
1
0.524
0.068
0.869
-0.625
0.601
-0.235
-1.249
1.300
-1.780
1.664
-0.056
0.028
0.041
0.089
0.122
0.095
0.151
0.165
0.107
0.115
0.102
0.046
2
0.558
0.096
0.935
-0.679
0.609
-0.202
-1.357
1.347
-1.854
1.780
-0.061
0.025
0.041
0.072
0.099
0.074
0.132
0.152
0.101
0.092
0.099
0.035
10
50
1
0.380
-0.030
0.659
-0.848
0.529
-0.420
-1.138
0.890
-1.678
1.470
-0.028
0.052
0.073
0.136
0.155
0.174
0.242
0.228
0.164
0.231
0.155
0.088
2
0.375
-0.139
0.555
-0.702
0.407
-0.141
-1.190
0.903
-1.618
1.389
0.078
0.055
0.065
0.125
0.181
0.165
0.246
0.299
0.180
0.242
0.146
0.119
100
1
0.410
-0.018
0.771
-0.702
0.478
-0.146
-1.638
1.184
-1.392
1.418
0.1176
0.035
0.070
0.106
0.129
0.129
0.189
0.194
0.132
0.162
0.124
0.062
2
0.35
-0.021
0.800
-0.770
0.384
-0.286
-1.721
1.102
-1.318
1.396
0.101
0.039
0.077
0.120
0.186
0.384
-0.286
-1.721
1.102
-1.318
1.396
0.101
200
1
0.429
-0.004
0.712
-0.830
0.219
-0.576
-1.135
1.005
-1.372
1.496
-0.028
0.027
0.037
0.086
0.111
0.082
0.135
0.135
0.088
0.123
0.089
0.043
2
0.399
-0.060
0.748
-0.802
0.184
-0.577
-1.010
1.101
-1.521
1.583
0.021
0.027
0.042
0.083
0.139
0.093
0.142
0.163
0.103
0.141
0.111
0.048
15
50
1
0.345
0.024
0.429
-1.004
0.569
-0.419
-0.981
0.896
-1.233
1.278
-0.037
0.034
0.055
0.113
0.169
0.152
0.144
0.153
0.117
0.127
0.129
0.0713
2
0.320
-0.013
0.363
-1.231
0.615
-0.728
-1.163
1.082
-0.882
1.280
0.008
0.047
0.101
0.156
0.291
0.223
0.344
0.270
0.222
0.310
0.209
0.125
100
1
0.367
0.006
0.617
-0.620
0.311
-0.241
-0.898
0.965
-1.214
1.314
-0.057
0.028
0.040
0.075
0.105
0.080
0.147
0.134
0.096
0.115
0.088
0.042
2
0.366
0.015
0.722
-0.580
0.095
-0.229
-0.978
0.902
-0.929
1.327
-0.002
0.033
0.067
0.113
0.202
0.116
0.213
0.188
0.122
0.187
0.123
0.068
200
1
0.414
-0.035
0.660
-0.549
0.235
-0.428
-0.797
0.938
-1.203
1.281
0.0511
0.019
0.030
0.060
0.069
0.058
0.104
0.102
0.064
0.070
0.063
0.028
2
0.400
-0.018
0.763
-0.585
0.258
-0.656
-0.765
1.093
-1.265
1.298
0.093
0.022
0.039
0.098
0.096
0.087
0.130
0.139
0.084
0.107
0.083
0.039
20
50
1
0.406
-0.076
0.502
-0.382
0.326
-0.215
-1.033
0.995
-0.993
1.069
-0.010
0.045
0.0591
0.091
0.138
0.113
0.228
0.198
0.132
0.171
0.121
0.048
2
0.371
-0.041
0.368
-0.388
0.249
-0.440
-1.426
1.047
-1.127
1.204
-0.022
0.050
0.097
0.158
0.172
0.143
0.128
0.226
0.227
0.172
0.159
0.066
100
1
0.299
-0.046
0.478
-0.462
0.226
-0.297
-0.993
0.786
-1.062
1.114
-0.048
0.032
0.048
0.074
0.108
0.119
0.152
0.124
0.088
0.114
0.095
0.050
2
0.275
-0.087
0.578
-0.385
0.089
-0.229
-0.978
0.876
-1.143
1.326
0.058
0.033
0.047
0.098
0.149
0.139
0.173
0.166
0.139
0.116
0.123
0.064 Table 1: Results for simulations – 24 – −10
−5
0
5
10
0
2
4
6
8
10
x
softplus
softplus−1
softplus−2
max(x,0)
Figure 1: Comparaison between softplus and max(x,0) −10
−5
0
5
10
0
2
4
6
8
10
x
softplus
softplus−1
softplus−2
max(x,0) Figure 1: Comparaison between softplus and max(x,0) – 25 – Figure 2: Location of study sites from Jardon Project (2003) in Canadian boreal ecoregions. Appendix Figure 2: Location of study sites from Jardon Project (2003) in Canadian boreal ecoregions. – 26 – (a) (a)
(b)
(c)
Figure 3: Model with Temperature + CMI + Defoliation. classes of age 1 : < 75, 2 : 75 –
100, 3 : 100 – 125, 4 : 125 – 150 and 5 : > 150 years (a) effects of maximum temperature
in spring and summer in current and previous year; (b) effects of cmi index in spring and
summer in current and previous year and (c) delayed effect of level of defoliation. The dashed
horizontal line corresponds to zero. ( )
(b) ) (b) (c) (c) (c) Figure 3: Model with Temperature + CMI + Defoliation. classes of age 1 : < 75, 2 : 75 –
100, 3 : 100 – 125, 4 : 125 – 150 and 5 : > 150 years (a) effects of maximum temperature
in spring and summer in current and previous year; (b) effects of cmi index in spring and
summer in current and previous year and (c) delayed effect of level of defoliation. The dashed
horizontal line corresponds to zero. – 27 – (a) (a)
(b)
(c)
Figure 4: Model with Temperature + Precipitation + Defoliation. classes of age 1 : <
75, 2 : 75 – 100, 3 : 100 – 125, 4 : 125 – 150 and 5 : > 150 years (a) effects of maximum
temperature in spring and summer in current and previous year; (b) effects of precipitation
ndex in spring and summer in current and previous year and (c) delayed effect of level of
defoliation. The dashed horizontal line corresponds to zero. (a)
(b) (b) (c) (c) Figure 4: Model with Temperature + Precipitation + Defoliation. classes of age 1 : <
75, 2 : 75 – 100, 3 : 100 – 125, 4 : 125 – 150 and 5 : > 150 years (a) effects of maximum
temperature in spring and summer in current and previous year; (b) effects of precipitation
index in spring and summer in current and previous year and (c) delayed effect of level of
defoliation. The dashed horizontal line corresponds to zero. – 28 –
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https://openalex.org/W2936248173
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https://www.repository.cam.ac.uk/bitstream/1810/297899/2/stz2412.pdf
|
English
| null |
Potential softening and eccentricity dynamics in razor-thin, nearly Keplerian discs
|
Monthly Notices of the Royal Astronomical Society
| 2,019
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cc-by
| 23,153
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ABSTRACT In many astrophysical problems involving discs (gaseous or particulate) orbiting a dominant
central mass, gravitational potential of the disc plays an important dynamical role. Its impact
on the motion of external objects, as well as on the dynamics of the disc itself, can usually
be studied using secular approximation. This is often done using softened gravity to avoid
singularities arising in calculation of the orbit-averaged potential – disturbing function – of
a razor-thin disc using classical Laplace–Lagrange theory. We explore the performance of
several softening formalisms proposed in the literature in reproducing the correct eccentricity
dynamics in the disc potential. We identify softening models that, in the limit of zero softening,
give results converging to the expected behaviour exactly, approximately or not converging at
all. We also develop a general framework for computing secular disturbing function given an
arbitrary softening prescription for a rather general form of the interaction potential. Our results
demonstrate that numerical treatments of the secular disc dynamics, representing the disc as a
collection of N gravitationally interacting annuli, are rather demanding: for a given value of the
(dimensionless) softening parameter, ς ≪1, accurate representation of eccentricity dynamics
requires N ∼Cς−χ ≫1, with C ∼O(10), 1.5 ≲χ ≲2. In discs with sharp edges a very small
value of the softening parameter ς (≲10−3) is required to correctly reproduce eccentricity
dynamics near the disc boundaries; this finding is relevant for modelling planetary rings. Key words: methods: analytical – celestial mechanics – planets and satellites: rings – planet–
disc interactions. averaging of the fast-evolving dynamical variables over the orbits of
particles under consideration (Murray & Dermott 1999). The orbit-
averaging procedure, also known as Gauss’ method, is equivalent to
calculating the time-averaged potential due to orbiting point masses
by smearing them into massive elliptical ‘wires’ (having shape of
their eccentric orbits) with non-uniform linear density proportional
to the time spent by an object at a particular phase of its orbit. Such
orbit-averaged potential, also known as secular disturbing function
Rd, fully determines the secular dynamics of the system. ⋆E-mail: aas79@cam.ac.uk MNRAS 489, 4176–4195 (2019)
doi:10.1093/mnras/stz2412
Advance Access publication 2019 September 2 MNRAS 489, 4176–4195 (2019)
doi:10.1093/mnras/stz2412
Advance Access publication 2019 September 2 doi:10.1093/mnras/stz2412 Accepted 2019 August 15. Received 2019 August 14; in original form 2019 April 11 Accepted 2019 August 15. Received 2019 August 14; in original form 2019 April 11 Potential softening and eccentricity dynamics in razor-thin, nearly
Keplerian discs Antranik A. Sefilian
1‹ and Roman R. Rafikov1,2
1Department of Applied Mathematics and Theoretical Physics, CMS, University of Cambridge, Wilberforce Road, Cambridge CB3 0WA, UK
2Institute of Advanced Study, Einstein Drive, Princeton, NJ 08540, USA Antranik A. Sefilian
1‹ and Roman R. Rafikov1,2
1Department of Applied Mathematics and Theoretical Physics, CMS, University of Cambridge, Wilberforce Road, Cambridge CB3 0WA, UK
2Institute of Advanced Study, Einstein Drive, Princeton, NJ 08540, USA Downloaded from https://academic.oup.com/mnras/article-abstract/489/3/4176/5558240 by University of Cambridge user on 17 October 2019 1 INTRODUCTION Astrophysical discs orbiting a central mass Mc are ubiquitous in a
variety of contexts – galactic, stellar, and planetary (Latter, Ogilvie
& Rein 2017). In many instances, masses of such discs Md are
much less than the central object mass. Despite this fact, gravity of
such discs can still play an important dynamical role in the orbital
evolution of their constituent particles as well as the dynamics of
external objects (e.g. Goldreich & Tremaine 1979; Heppenheimer
1980; Ward 1981; Kocsis & Tremaine 2011; Kazandjian & Touma
2013; Teyssandier, Terquem & Papaloizou 2013; Meschiari 2014;
Silsbee & Rafikov 2015; Petrovich, Wu & Ali-Dib 2019; Sefilian
& Touma 2019). Consequently, characterizing dynamical effects of
disc gravity is important. For a test particle with semimajor axis ap, eccentricity ep, and
apsidal angle ϖ p due to a co-planar point mass δmd orbiting with
semimajor axis a, eccentricity ed, and apsidal angle ϖ d, upon
smearing into elliptical rings, the secular disturbing function takes
the form (Murray & Dermott 1999) Whenever Md ≪Mc, particles perturbed by the disc gravity move
on nearly Keplerian orbits that evolve rather slowly. This justifies
the use of the so-called secular approximation which implies δR = Gδmdap
a2
1
8b(1)
3/2
ap
a
e2
p
−1
4b(2)
3/2
ap
a
eped cos(ϖp −ϖd)
,
(1)
C⃝The Author(s) 2019 (1) ( )
Published by Oxford University Press on behalf of The Royal Astronomical Society. This is an Open Access article distributed under the terms of the Creative
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provided the original work is properly cited. Softened potentials of discs 4177 Unfortunately, by construction Heppenheimer’s method is in-
applicable in situations where the disc eccentricity rapidly varies
with semimajor axis, potentially resulting in orbit crossings (Davy-
denkova & Rafikov 2018). An alternative approach, which avoids
this problem, while at the same time alleviating the aforementioned
singularity, is to use softened gravity by spatially smoothing the
Newtonian point-mass potential in various ways – both analytically
(e.g. 1 INTRODUCTION Com-
plementary to this, we develop a general framework for computing
the well-behaved secular disturbing function for a broad range of
softened gravitational potentials. Rd =
aout
ain
δR, Rd =
aout
ain
δR,
(3) (3) where ain and aout are the semimajor axes of the inner and outer
disc edges. In this case, provided that δR is known as a function of
a, only a single integration (over the semimajor axes of the rings)
is needed, significantly accelerating calculations.1 Our work is organized as follows. We describe the general
analytical expressions governing the orbit-averaged potential due
to a coplanar disc of arbitrary structure and arbitrary softening
prescription in Section 2. Having provided a brief account of the
different softened potentials under our probe and the unsoftened
approach of Heppenheimer in Sections 2.1 and 2.2, respectively, we
analyse the performance of softening formalisms in reproducing the
correct secular dynamics for various disc models in Sections 3–5. We discuss and briefly summarize our results in Sections 6 and 7,
respectively. Technical details of our calculations can be found in
appendices. Unfortunately, this straightforward procedure is ill-posed from
the mathematical point of view. Indeed, it is well known that
the Laplace coefficients b(m)
3/2 featured in equation (1) diverge as
b(m)
3/2(α) →(1 −α)−2 when α →1. This implies that the radial
integration in equation (3) encounters an essential singularity at a
= ap. As a result, for a co-planar particle orbiting inside a razor-thin
disc, ain ≤ap ≤aout, this direct way of computing Rd does not
converge to a finite value. This divergence, as well as the pressing need for having an
efficient way of computing Rd (via a one-dimensional integration
over a only), have motivated the development of alternative analytic
approaches for calculating Rd. These approaches can be generally
grouped into two classes. Calculations of one kind are rooted in the
derivation of the potential of an axisymmetric disc with power-
law surface density profile presented in Heppenheimer (1980),
which does not suffer from the singularity of Laplace–Lagrange
secular theory. A number of subsequent studies used this approach
(Ward 1981) and extended it to the case of eccentric discs, both
apsidally aligned (Silsbee & Rafikov 2015; Davydenkova & Rafikov
2018) and misaligned (Davydenkova & Rafikov, in preparation). Higher order (in eccentricity) extensions of this approach have
also been developed (Sefilian & Touma 2019). 1 INTRODUCTION Tremaine 1998, 2001; Touma 2002; Hahn 2003; Touma
& Sridhar 2012; Teyssandier & Ogilvie 2016) and numerically
(e.g. Touma et al. 2009). In these models, the classical Laplace–
Lagrange disturbing function (equation 1) is modified by softening
the interaction potential in some way to circumvent the divergence
of Rd as a →ap. In this method, orbit crossing does not lead
to problems as long as the softening scale is finite. However, a
physical justification for a specific form of softening (absent in the
Heppenheimer 1980 approach) often remains unclear, making the
introduction of softening rather arbitrary. valid for a > ap as well as a < ap, as long as particle orbits do not
cross. Here, b(m)
s (α) is the Laplace coefficient defined by b(m)
s (α) = 2
π
π
0
cos(mθ)[1 + α2 −2α cos θ]−sdθ,
(2) (2) which obeys b(m)
s (α−1) = α2sb(m)
s (α). Explicit time independence of
δR guarantees that the semimajor axes of the secularly interacting
objects stay fixed. When considering gravitational effects of a razor-thin continuous
disc with smooth distribution of surface density, a straightforward
way to compute the secular disturbing function would be to orbit-
average the disc potential (obtained by direct integration over its full
surface) along the particle orbit. However, this procedure involves
a triple integration (two-dimensional integral over the disc surface
and orbit averaging) and is numerically challenging. A more efficient approach lies in representing the disc as a
collection of massive, nested, confocal elliptical ‘wires’ (also
referred to as ‘annuli’ or ‘rings’ in this work) with fixed semimajor
axes (e.g. Touma, Tremaine & Kazandjian 2009; Batygin 2012). Due to the additive nature of gravity, the disturbing function due to
a disc can be represented as a sum of individual contributions in the
form (1) produced by all wires, which amounts to integration of δR
(equation 1) over the radial extent of the disc: The primary goal of our present work is to assess how well
the different calculations relying on potential softening reproduce
secular dynamics driven by the gravity of a razor-thin disc. The
main metric we use in this exercise is the convergence of the results
of such calculations to the true secular evolution (represented by
the unsoftened Heppenheimer method) in the limit of vanishing
softening, when the limit of Newtonian gravity is recovered. 1 INTRODUCTION This framework for
treating secular dynamics has been extensively verified using direct
orbit integrations under different conditions (Silsbee & Rafikov
2015; Fontana & Marzari 2016; Davydenkova & Rafikov 2018). In this work, we refer to this type of calculation as the unsoftened
Heppenheimer method. 2 DISTURBING FUNCTION DUE TO A DISC The coefficients Ad and Bd in equation (4) are related to the disc
mass (or surface density) and eccentricity profiles in the following
fashion: Ad(ap) =
2G
npa3
p
×
ap
ain
μd(a)φ22
a
ap
da
+
aout
ap
μd(a)ap
a φ11
ap
a
da
,
(5)
Bd(ap) =
G
npa3
p
×
ap
ain
μd(a)ed(a)φ12
a
ap
da
+
aout
ap
μd(a)ed(a)ap
a φ12
ap
a
da
,
(6) (5) (6) where ed = ed(a)(cos ϖd(a), sin ϖd(a)) is the eccentricity vector
for an annular disc element.2 Functions φij(α), with i, j = 1, 2, entering these expressions
fully characterize the softened ring–ring secular interaction, see
equation (11). They are unique for each potential softening pre-
scription, with explicit forms for the models that we explore in
this work specified in Table 1. This Table shows that coefficients
φij appearing in the literature are linear combinations of softened
Laplace coefficients B(m)
s
defined by B(m)
s
(α, ϵ) = 2
π
π
0
cos(mθ)[1 + α2 −2α cos θ + ϵ2(α)]−sdθ. (7) The softening parameter ϵ(α) appearing in this definition remains
non-zero as α →1, thus preventing the divergence of the softened
Laplace coefficients B(m)
s
(α, ϵ) at α = 1 (unlike the classical
b(m)
s (α)). The explicit form of ϵ(α) is different for every softening
method considered in this work, see Section 2.1 and Table 1. Appendix C collates some useful relations for softened Laplace
coefficients B(m)
s
(α, ϵ), as well as their approximate asymptotic
behaviour and relationships to complete elliptic integrals. The softening parameter ϵ(α) appearing in this definition remains
non-zero as α →1, thus preventing the divergence of the softened
Laplace coefficients B(m)
s
(α, ϵ) at α = 1 (unlike the classical
b(m)
s (α)). The explicit form of ϵ(α) is different for every softening
method considered in this work, see Section 2.1 and Table 1. Appendix C collates some useful relations for softened Laplace
coefficients B(m)
s
(α, ϵ), as well as their approximate asymptotic
behaviour and relationships to complete elliptic integrals. The mathematical structure of Rd given by equation (4) is similar
to that of the classical Laplace–Lagrange planetary theory (Murray
& Dermott 1999), see equation (1). 2 DISTURBING FUNCTION DUE TO A DISC The Laplace coefficients that are softened by the introduction of a softening parameter ϵ2(α) are defined in equation (7). Note that the expressions of
φij reported in Touma (2002) have been corrected in a subsequent paper of Touma & Sridhar (2012). Formalism
ϵ2(α)
φ11
φ12
φ22
Laplace–Lagrange
–
1
8 αb(1)
3/2
−1
4 αb(2)
3/2
φ11
Tremaine (1998) (Tr98)
β2
c
1
8 (2α d
dα + α2 d2
dα2 )B(0),Tr
1/2
1
4 (2 −2α d
dα −α2 d2
dα2 )B(1),Tr
1/2
φ11
= 1
8 α[B(1),Tr
3/2
−3αβ2
c B(0),Tr
5/2 ]
= −1
4 α[B(2),Tr
3/2
−3αβ2
c B(1),Tr
5/2 ]
Touma (2002) (T02)
β2 = b2
c/a2
>
−5
8 αB(1),T
3/2 +
3
16 α2B(0),T
5/2 + 3
8 α(1 + α2)B(1),T
5/2
9
8 αB(0),T
3/2 + 1
8 αB(2),T
3/2 −9
8 α(1 + α2)B(0),T
5/2
−5
8 αB(1),T
3/2 +
3
16 α2B(0),T
5/2 + 3
8 α(1 + α2)B(1),T
5/2
−15
16 α2B(2),T
5/2 −3
8 αβ2(αB(0),T
5/2 −B(1),T
5/2 )
+ 21
16 α2B(1),T
5/2 + 3
8 α(1 + α2)B(2),T
5/2 +
3
16 α2B(3),T
5/2
−15
16 α2B(2),T
5/2 −3
8 β2(B(0),T
5/2 −αB(1),T
5/2 )
Hahn (2003) (H03)
H2(1 + α2)
1
8 α[B(1),H
3/2
−3αH 2(2 + H 2)B(0),H
5/2 ]
−1
4 α[B(2),H
3/2
−3αH 2(2 + H 2)B(1),H
5/2 ]
φ11
Teyssandier & Ogilvie (2016)
(TO16)
S2α
1
8 αB(1),TO
3/2
−1
4 αB(2),TO
3/2
φ11
Downloaded from https://academic.oup.com/mnras/article-abstract/489/3/4176/5558240 by University of Cambridge user on 17 October 2019 Rd = npa2
p
1
2Ad(ap)e2
p + Bd(ap) · ep
. (4) (4) Downloaded from https://academic.oup.com/mnras/article-abstract/489/3/4176/5558240 by University of Cambridge user on 17 October 2019 Here, np is the test-particle mean motion (n2
p = GMc/a3
p), and
we have introduced a two-component eccentricity vector for a test
particle such that ep = ep(cos ϖp, sin ϖp). 2 DISTURBING FUNCTION DUE TO A DISC Prior to providing the details of different softening prescriptions
examined in this work in Section 2.1, we briefly summarize some of
their common features. The ultimate goal of all these prescriptions
is the calculation of the disturbing function Rd due to gravity of
a (generally eccentric) disc comprised of massive objects (stars,
planetesimals, ring particles) or fluid elements (in gaseous discs)
moving on Keplerian orbits. We consider the disc to be razor-thin and coplanar. Mass
distribution of such a disc can be uniquely characterized by the
mass density per unit semimajor axis μd(a), eccentricity ed(a), and
apsidal angle ϖ d(a) of the trajectories of its constituent elements, as
functions of the semimajor axis a. In practice, it is often convenient
to use the surface density at periastron
d(a) instead of μd(a);
its relation to μd for arbitrary profiles of ed and ϖ d has been
established in Statler (2001), Davydenkova & Rafikov (2018), and
Davydenkova & Rafikov (in preparation). Constancy of semimajor
axis in secular theory implies that μd(a) does not change in time. The same statement is true for
d(a) to lowest order in ed since
μd(a) ≈2πa
d(a) + O(ed) (Davydenkova & Rafikov 2018). 1The Laplace coefficients entering in δR can be easily evaluated, without
relying on integration over θ in equation (2), by expressing them through
elliptic integrals, see Appendix C3. Close inspection of the various softening methods for computing
secular disc potential (Section 2.1) reveals that all of them arrive MNRAS 489, 4176–4195 (2019) 4178 A. A. Sefilian and R. R. Rafikov at the following general form of the disturbing function for a test
particle moving on an orbit with semimajor axis ap, eccentricity ep,
and apsidal angle ϖ p: Table 1. The coefficients φij(α) of the secular disturbing function with softened gravity featured in equations (5) and (6), which govern the individual secular ring–ring interaction (equation 11), adopted from the
literature (listed in the first column). Here α is defined such that α = a</a> where a> = max(a1, a2) and a< = min(a1, a2). The softened interactions under consideration are those of Tremaine (1998), Touma
(2002), Hahn (2003), and Teyssandier & Ogilvie (2016) – see Section 2.1 for further details. For reference, the expressions of φLL
ij corresponding to the (unsoftened) Newtonian ring–ring interaction (i.e. classical
Laplace–Lagrange formalism) are also shown in the first row. 2.1.2 Formalism of Touma (2002) – T02 (here i = 1, 2 and j ̸= i) is given by equations (A22)–(A24) in
terms of B(m)
s
(α, F). In the above expression, we have defined a>
= max(a1, a2) and a< = min(a1, a2) such that 4 α = a</a>. Touma (2002) derived the orbit-averaged potential of a disc by
assuming individual particles comprising the disc to interact via
Plummer potential with a fixed length scale bc (Binney & Tremaine
2008). Smearing particles into gravitating eccentric wires, Touma
(2002, see also Touma & Sridhar 2012) derived the expressions
(equations 6 of Touma 2002) for φij(α) in the form of linear
combinations of softened Laplace coefficients B(m),T
s
, similar to
those of Tremaine (1998): Note that in equations (5) and (6) we split integration over a in two
parts: over the part of the disc interior to ap, and exterior to it. We do
this because for some softening functions F the coefficients φij(α)
do not obey certain symmetry properties when a/ap is replaced with
ap/a, see equation (C4). Moreover, in general φ11 and φ22 are not
necessarily identical as in classical Laplace–Lagrange theory (i.e. equation 8); see Table 1 and Appendix A for further details. B(m),T
s
= 2
π
π
0
cos(mθ)
1 + α2 −2α cos θ + β2−s dθ. (13) (13) As to the physical meaning of Ad and Bd, we remind the reader
that Ad represents the precession rate of the free eccentricity vector
of a test particle in the disc potential, while Bd characterizes However, in Touma (2002) the softening parameter ϵ2(α) = β2 is
no longer a constant but depends on the distance such that β =
bc/max (a1, a2). Within this formalism, one can think of a disc as
comprised of nested annuli with a constant thickness bc. 3Note that the interparticle force resulting from such potential does not, in
general, obey Newton’s third law (as long as F(r1, r2) ̸= const).
4Here, we clarify that the definitions of φ11(α) and φ22(α), even when
different (see Table 1 and Appendix A), are swapped upon interchanging a1
with a2 but keeping, by construction, α = a</a> < 1 – see equations (A22)
and (A23) for details. 2 DISTURBING FUNCTION DUE TO A DISC Indeed, let us consider mass
distribution of a point mass smeared along an elliptical orbit, μd(a)
→mplδ(a −apl) (where δ(z) is the Dirac delta-function), and set
softening to zero (so that B(m)
s
(α, ϵ →0) →b(m)
s (α)). Then, one
finds that Rd reduces to the unsoftened, orbit-averaged potential
δR due to a planet with mass mpl and semimajor axis apl, with the
unsoftened coefficients φij in the form (Murray & Dermott 1999) φLL
11 (α) = φLL
22 (α) = 1
8αb(1)
3/2(α),
(8)
φLL
12 (α) = −1
4αb(2)
3/2(α),
(9) φLL
11 (α) = φLL
22 (α) = 1
8αb(1)
3/2(α), (8) (9) 2We refer the reader to Heppenheimer (1980), Silsbee & Rafikov (2015), and
Davydenkova & Rafikov (2018) for the expressions of Ad and Bd computed
using the unsoftened Heppenheimer method for different disc models. 2We refer the reader to Heppenheimer (1980), Silsbee & Rafikov (2015), and
Davydenkova & Rafikov (2018) for the expressions of Ad and Bd computed
using the unsoftened Heppenheimer method for different disc models. MNRAS 489, 4176–4195 (2019) MNRAS 489, 4176–4195 (2019) Softened potentials of discs 4179 see equation (1). the torque exerted on the particle orbit by the non-axisymmetric
component of the disc gravity. Corresponding forced eccentricity
vector is ep,f = −Bd/Ad. In particular, test particles initiated on
circular orbits experience eccentricity oscillations of maximum
amplitude em
p = 2|ep,f |. Accordingly, it is intuitive to think of equations (4)–(6) as the
continuous version of classical Laplace–Lagrange planetary theory,
modified by the introduction of non-zero softening parameter ϵ
to avoid the mathematical divergence of the classical disturbing
function as a →ap. p
As Ad(ap) and Bd(ap) uniquely determine Rd for different forms
of softening, comparison of their behaviour in the limit of ϵ →0
with that found in the unsoftened Heppenheimer (1980) approach
(validated in Silsbee & Rafikov 2015; Fontana & Marzari 2016;
Davydenkova & Rafikov 2018) is sufficient to assess the validity of
a particular softening model, see Section 3. We emphasize that the functional forms of φij are not simple
replacements of b(m)
s
appearing in the unsoftened definitions (8)–(9)
by B(m)
s
. This can be seen in Table 1 where we summarize some of
the expressions for φij(α) proposed in the literature and analysed
in this paper (see Section 2.1). 2.1.1 Formalism of Tremaine (1998) – Tr98 i(r1, r2) = −Gmj
(r1 −r2)2 + F(r1, r2)
−1/2,
(10) (10) Tremaine (1998) suggested an expression for the secular disturbing
function due to a continuous disc, which uses modified Laplace
coefficients in the form Tremaine (1998) suggested an expression for the secular disturbing
function due to a continuous disc, which uses modified Laplace
coefficients in the form with i, j = 1, 2 and j ̸= i. Here F(r1, r2) represents an arbitrary
softening function introduced to cushion the singularity which arises
otherwise at null interparticle separations. Note that in general this
potential may depend not only on the relative distance between the
two masses r1 −r2, but also on their distances to the dominant
central mass r1, r2. B(m),Tr
s
= 2
π
π
0
cos(mθ)
1 + α2 −2α cos θ + β2
c
−s dθ. (12) (12) Here, β2
c is the dimensionless softening parameter, treated as a
constant, i.e. independent of distance. The physical interpretation
of this manoeuvre is that βc, inhibiting the formal divergence of
Rd as a →ap, can be viewed as the disc aspect ratio. Within
this prescription, it is intuitive to think of the eccentric ‘wires’
that comprise the disc as having a distance-dependent radius b
= βcmax (a1, a2). In Tremaine (1998), coefficients φ ij(α) were
expressed as derivatives of B(m),Tr
1/2
with respect to α; see equations 26
of Tremaine (1998). These expressions, along with their versions
modified using the recursive relations for Laplace coefficients (see
Appendix C1), can be found in Table 1. Explicit demonstration of the connection between the potential
(equation 10) and Rd given by equation (4) represents a stand-
alone result of this work. In particular, our calculations in Ap-
pendix A, which can be skipped at first reading, show that the
softening parameter ϵ featured in equation (7) is related to F
via ϵ2 = [max(a1, a2)]−2F(a1, a2), where a1, 2 are the semimajor
axes of the interacting particles (see equation A21). The most
general expressions of φij entering the arbitrarily softened ring–
ring disturbing function, Ri = Gmj
a>
φ11(α) e2
1 + φ22(α) e2
2 + φ12(α) e1e2 cos(ϖ1 −ϖ2)
, Ri = Gmj
a>
φ11(α) e2
1 + φ22(α) e2
2 + φ12(α) e1e2 cos(ϖ1 −ϖ2)
,
(11) (11) 2 DISTURBING FUNCTION DUE TO A DISC Nevertheless, examination of these
expressions shows that when ϵ2(α) →0, the coefficients φij(α) do
reduce to their unsoftened versions φLL
ij (α) given by equations (8)
and (9). 2.1 Summary of existing softening models In Appendix A, we show that the form of the disturbing function
given by equations (4)–(6) is generic for a wide class of softening
models (and not just the ones covered in Section 2.1), for which the
interaction potential between the two masses m1 and m2 (mi ≪Mc)
located at r1 and r2, correspondingly, relative to the central mass,
has a form3 Here we provide a brief description of the four different softening
prescriptions that have been previously proposed in the literature. Corresponding expressions for their softening parameters ϵ2(α) and
coefficients φij(α) are provided in Table 1. 2.1.1 Formalism of Tremaine (1998) – Tr98 3Note that the interparticle force resulting from such potential does not, in
general, obey Newton’s third law (as long as F(r1, r2) ̸= const). 4Here, we clarify that the definitions of φ11(α) and φ22(α), even when
different (see Table 1 and Appendix A), are swapped upon interchanging a1
with a2 but keeping, by construction, α = a</a> < 1 – see equations (A22)
and (A23) for details. 3Note that the interparticle force resulting from such potential does not, in
general, obey Newton’s third law (as long as F(r1, r2) ̸= const). 5Note that the order of these procedures is opposite to what is usual in
the Laplace–Lagrange treatment (e.g. Murray & Dermott 1999). For further
details, see e.g. Heppenheimer (1980). 2.2 The unsoftened Heppenheimer method A different approach to computing the disturbing function of a
razor-thin disc has been developed by Heppenheimer (1980) without
resorting to any form of softened gravity (see also Ward 1981). The essence of this method is in computing the potential by direct
integration over the disc surface before expanding the integral limits
(which involve instantaneous particle position r) in terms of small
eccentricity of a test particle.5 This expansion is followed by time-
averaging over the orbit of a test particle. ψ2 = 2
1
α1
α1−p−qφ12(α)dα + 2
1
α2
αp+q−2φ12(α)dα,
(19) (19) with α1 = ain/ap and α2 = ap/aout. with α1 = ain/ap and α2 = ap/aout. The coefficients ψ1 and ψ2 are functions of the power-law indices
(p and q), any softening parameter involved (through φij), as well as
the test-particle semimajor axis ap (through α1, 2). They are related
to Ad and Bd via The outcome of this procedure is a set of expressions, akin to
equations (4)–(6), which are convergent throughout the disc, in con-
trast to the classical Laplace–Lagrange theory. Mathematically, this
convergent behaviour is due to the fact that the emergent expressions
contain Laplace coefficients b(m)
1/2(α) – and not b(m)
3/2 – which diverge
only weakly (logarithmically) as α →1: b(m)
1/2(α) ∝log(1 −α). As
a result, upon integrating these expressions over the radial extent of
the disc, one obtains a convergent and finite result for Rd. Physically,
convergent expression is only natural since the calculation of the
disc potential by direct two-dimensional integration over its surface
is fully convergent at every point in the disc. The Heppenheimer
method simply allows one to properly capture this property, unlike Ad(ap) = 2K
npa2
p
ψ1, Bd(ap) =
K
npa2
p
ed(ap)ψ2. (20) (20) As shown in Appendix D, for certain ranges of power-law indices
p and q both ψ1 and ψ2 converge to values depending only on p and
q and any softening parameter used, provided that the test-particle
orbit is well separated from the disc boundaries (i.e. in the limit
α1, 2 →0). For p and q in these ranges (determined in Appendix D
for each of the considered softened formalisms, similar to SR15),
the coefficients ψ1 and ψ2 are determined by the local behaviour
of
d(a) and ed(a) in the vicinity of test-particle semimajor axis. 2.1.4 Formalism of Teyssandier & Ogilvie (2016) – TO16 2.1.4 Formalism of Teyssandier & Ogilvie (2016) – TO16 Teyssandier & Ogilvie (2016) modified the unsoftened expressions
(8), (9) for φLL
ij (α) by simply replacing the usual Laplace coefficients
b(m)
s
with softened versions defined such that We start this exercise using a model of apse-aligned (i.e. dϖ d/da
= 0), truncated power-law (hereafter PL) disc as a simple example. We characterize surface density and eccentricity of such a disc by b(m)
s
with softened versions defined such that B(m),TO
s
= 2
π
π
0
cos(mθ)
1 + α2 −2α cos θ + S2α
−s dθ. (15) (15) d(a) =
0
a0
a
p
,
ed(a) = e0
a0
a
q
(16) (16) Thus, their softening parameter is ϵ2(α) = S2α, where S is a
dimensionless constant. According to the authors, this substitution
approximates the process of vertical averaging over the disc with
constant aspect ratio S, and alleviates the classical singularity. The
corresponding expressions for φij(α) are given by equations 7– 9 of
Teyssandier & Ogilvie (2016). for ain ≤a ≤aout, where
0 and e0 are the pericentric surface
density and eccentricity of the disc at some reference semimajor
axis a0. Plugging this ansatz into equations (4)–(6), the secular disturbing
function Rd due to PL discs can be simplified to (cf. Silsbee &
Rafikov 2015) The aforementioned softening prescriptions have their softening
parameters ϵ2(α) controlled by different constants — βc, bc, H, and
S. For this reason, in what follows – with some abuse of notation – we
will collectively refer to these constants as ‘softening parameters’
and denote them by ς. Rd = K
ψ1e2
p + ψ2eped(ap) cos(ϖp −ϖd)
,
(17) (17) where K = πG
0ap
0 a1−p
p
and the dimensionless coefficients ψ1
and ψ2 are given by 0
0
and ψ2 are given by ψ1 = 2
1
α1
α1−pφ22(α)dα + 2
1
α2
αp−2φ11(α)dα,
(18) (18) 2.1.3 Formalism of Hahn (2003) – H03 Hahn (2003) computed the orbit-averaged interaction between two
eccentric wires by accounting for their vertical thickness. The MNRAS 489, 4176–4195 (2019) MNRAS 489, 4176–4195 (2019) A. A. Sefilian and R. R. Rafikov 4180 the standard Laplace–Lagrange procedure (when applied to contin-
uous discs). vertical extent h of a ring effectively softens its gravitational
potential over a dimensionless scale H ∼h/a, which was assumed
to be constant in that work (see also Ward 1989). Hahn (2003)
demonstrated that the resultant φij(α) are functions of softened
Laplace coefficients In his pioneering calculation, Heppenheimer (1980) applied this
method to axisymmetric power-law discs to recover the orbit-
averaged disc potential to second order in eccentricities. This
calculation has been subsequently extended to more general disc
structures (Silsbee & Rafikov 2015; Davydenkova & Rafikov 2018,
hereafter, SR15 and DR18 respectively), as well as to higher order
in eccentricities (Sefilian & Touma 2019). This framework has been
extensively verified for eccentric discs using direct integrations of
test-particle orbits in actual disc potentials (e.g. SR15, Fontana &
Marzari 2016, DR18), validating this approach. B(m),H
s
= 2
π
π
0
cos(mθ)
1 + α2 −2α cos θ + H 2(1 + α2)
−s dθ
(14) (14) with constant H ≪1. In other words, the softening parameter is
given by ϵ2(α) = H2(1 + α2) in that work. The explicit expressions
for φij(α) in terms of B(m),H
s
are given by equations 17 of Hahn
(2003). 3 COMPARISON: POWER-LAW DISCS Our goal is to examine the performance of different softening
prescriptions outlined in Section 2.1 in comparison with the results
obtained using the unsoftened Heppenheimer method (Section 2.2). 2.2 The unsoftened Heppenheimer method Given this, we first focus on infinitely extended (α1, 2 →0) PL
discs with p and q within these ranges (we defer discussion of
secular dynamics near the disc edges to Section 5). Then, ψ1 and
ψ2 become independent of ap (i.e. functions of p, q, and ς only),
making them useful as simple metrics for judging the validity of
different models of softening. MNRAS 489, 4176–4195 (2019) Softened potentials of discs 4181 Softened potentials of discs
4181
100
101
102
103
C. 0.5/S
1
10-3
10-2
10-1
100
-103
-102
-100
D. -1/S
-101
-10-1
10-1
2
TO16
p = - 0.5, q = 1.0
p = +1.0, q = 0.5
Softening
10-3
10-2
10-1
100
0.5
1
1.5
2
B. -1
-0.5
0
0.5
1
A. Softening
SR15
H03
T02
Tr98
1
p = - 0.5, q = 1.0
p = +1.0, q = 0.5
2
Figure 1. Behaviour of the axisymmetric (ψ1, equation 18, top panels) and non-axisymmetric (ψ2, equation 19, bottom panels) components of the softened
gravitational potential due to an infinite power-law disc as a function of softening ς. The calculations assume two different disc structures specified by the
values of p and q shown by different line types as explained in legend. For clarity, the results obtained by the softened formalisms of Tremaine (1998), Touma
(2002), and Hahn (2003) are collated in the left-hand panels and those obtained by the softening method of Teyssandier & Ogilvie (2016) are shown in the
right-hand panels. The left-hand panels also show the coefficients ψ1 and ψ2 obtained by SR15 not assuming any softening (black horizontal lines). See the
text (Section 3.1) for details. 10-3
10-2
10-1
100
0.5
1
1.5
2
B. -1
-0.5
0
0.5
1
A. Softening
SR15
H03
T02
Tr98
1
p = - 0.5, q = 1.0
p = +1.0, q = 0.5
2 100
101
102
103
C. 0.5/S
1
10-3
10-2
10-1
100
-103
-102
-100
D. -1/S
-101
-10-1
10-1
2
TO16
p = - 0.5, q = 1.0
p = +1.0, q = 0.5
Softening Downloaded from https://academic.oup.com/mnras/article-abstract/489/3/4176/5558240 by University of Cambridge user on 17 October 2019 Figure 1. Behaviour of the axisymmetric (ψ1, equation 18, top panels) and non-axisymmetric (ψ2, equation 19, bottom panels) components of the softened
gravitational potential due to an infinite power-law disc as a function of softening ς. 6The softening length bc present in the formulation of Touma (2002) is
scaled by the test-particle semimajor axis ap in all the figures where we
present results for infinite PL discs. We do this to properly collate the results
computed by different softening formalisms in one figure.
7Equations A37 and A38 in Silsbee & Rafikov (2015) provide analytic
expressions for ψ1 and ψ2, respectively, for infinite PL discs. 2.2 The unsoftened Heppenheimer method The calculations assume two different disc structures specified by the
values of p and q shown by different line types as explained in legend. For clarity, the results obtained by the softened formalisms of Tremaine (1998), Touma
(2002), and Hahn (2003) are collated in the left-hand panels and those obtained by the softening method of Teyssandier & Ogilvie (2016) are shown in the
right-hand panels. The left-hand panels also show the coefficients ψ1 and ψ2 obtained by SR15 not assuming any softening (black horizontal lines). See the
text (Section 3.1) for details. 3.1 Behaviour with respect to variation of softening softening. Nevertheless, we generally8 find that ς ≲10−3 guarantees
the convergence of ψ1 and ψ2 to within few per cent of the correct
values for all p and q as long as ain ≪ap ≪aout (see Fig. 4). Fig. 1 illustrates the behaviour of ψ1 and ψ2 predicted by each of
the softening formalisms described in Section 2.1 for an infinite PL
disc, shown as a function of the corresponding ‘softening’6 ς for
two different sets of p, q (indicated in panel B). For reference,
black horizontal lines show the values of ψ1 and ψ2 expected
from the calculations of SR15 using the unsoftened Heppenheimer
approach.7 The same panels also indicate that ψ1(ς) and ψ2(ς) predicted
by the softened formalism of Tremaine (1998, in green), while
converging to finite values as ς = βc →0, do not reproduce the
SR15 results exactly in this limit. Indeed, one can see that even for
the smallest adopted value of βc = 10−3, the softening prescription
of Tremaine (1998) yields ψ1 and ψ2 different by tens of per
cent from SR15. It is easy to demonstrate that these quantitative
differences do not vanish by further decreasing βc. For instance,
when p = 1, the coefficient ψ1 can be evaluated analytically as The left-hand panels of Fig. 1 illustrate the behaviour of the
softening models of Tremaine (1998), Touma (2002), and Hahn
(2003). They demonstrate that the latter two formalisms predict ψ1
and ψ2 in quantitative agreement with the unsoftened calculations
of SR15: results of both Touma (2002, in blue) and Hahn (2003, in
red) converge to the SR15 results as their corresponding softening
ς approaches zero; both the amplitude and sign of ψ1 and ψ2
are reproduced. It is also evident that, depending on disc model,
ψ1 and ψ2 converge to values given by SR15 at different values of ψTr98
1
= −
1
2
β2
c + 1
+
E
2/
β2
c + 4
π
β2
c + 4
= −1
2 + 1
2π + O(β2
c )
(21) ψTr98
1
= −
1
2
β2
c + 1
+
E
2/
β2
c + 4
π
β2
c + 4 = −1
2 + 1
2π + O(β2
c )
(21) (21) in agreement with Panel A (E(k) is the complete elliptic integral of
a second kind). 3.1 Behaviour with respect to variation of softening 10-8
10-7
10-6
10-5
10-4
10-3
10-2
10-1
100
10-2
10-1
100
101
102
103
10-8
10-7
0.5
1
Distance separating a test-particle and its neighboring disc rings
0
∞
x-1
p = -0.5
H03
T02
Tr98
TO16
DR18
Softening
10 -3
10 -2
10 -1
x = 1-
m Right-hand panels of Fig. 1 show the behaviour of ψ1 (Panel C)
and ψ2 (Panel D) as a function of ‘softening’, ς = S, resulting from
the approach of Teyssandier & Ogilvie (2016). There are several
features to note here. First, this model predicts ψ1 > 0 for all values
of softening S and disc models (i.e. p and q), implying prograde free
precession. This is in contrast with the other softening prescriptions,
as well as SR15, which correctly capture retrograde free precession
for p = 1 and prograde for p = −0.5 (see Panel A). Similarly,
ψ2 is always negative, contrary to the expectations (see Panel B). Secondly, in the limit of S →0, both ψ1 and ψ2 attain values
independent of the disc model, which is clearly inconsistent with
the dependence on (p, q) seen in Figs 1(A) and (B). Thirdly, and
most importantly, both ψ1 and ψ2 diverge as the softening S →
0. Indeed, it suffices to employ the asymptotic expansion of the
Laplace coefficients B(m),TO
3/2
in the limit of α →1 (equation C7) to
demonstrate that both ψ1 and ψ2 (equations 18 and 19) behave as ψTO16
1
≈1
2S + O(S),
ψTO16
2
≈−1
S + O(S)
(22) (22) Figure 3. Same as Fig. 2, but now for an axisymmetric power-law disc with
p = −0.5. Note that for this disc model softened ˜ψ1(x) does not cross zero
and converges to a positive value as x →0, in agreement with the results in
Fig. 1(A). as S →0 for all values of p and q. The behaviour shown in Figs 1(C)
and (D) agrees with these asymptotic expressions. as S →0 for all values of p and q. The behaviour shown in Figs 1(C)
and (D) agrees with these asymptotic expressions. 3.1 Behaviour with respect to variation of softening Distance separating a test-particle and its neighboring disc rings
0
∞
x = 1-
m
10-8
10-7
10-6
10-5
10-4
10-3
10-2
10-1
100
-103
-102
-101
-100
-10-1
-10-2
-10-3
-x-1 Distance separating a test-particle and its neighboring disc rings
0
∞ Distance separating a test-particle and its neighboring disc rings
0
∞ Distance separating a test-particle and its neighboring disc rings
0
∞
10-3
10-2
10-1
100
101
102
103
p = 1
A. x-1
10-8
10-7
10-6
10-5
10-4
10-3
10-2
10-1
100
x = 1-
m
-103
-102
-101
-100
-10-1
-10-2
-10-3
10-8
10-7
-0.5
-0.4
-0.3
H03
T02
Tr98
TO16
DR18
Softening
10 -3
10 -2
10 -1 Downloaded from https://academic.oup.com/mnras/article-abstract/489/3/4176/5558240 by University of Cambridge user on 17 October 2 Downloaded from https://academic.oup.com/mnras/article-abstract/489/3/4176/5558240 by University of Cambridge user on 17 October 2019 Figure 2. Behaviour of the cumulative pre-factors ˜ψ1(x) (panel A) and ˜ψ2(x) (panel B) of the disturbing function due to a power-law disc (p = 1, q = 0.5 and
ain →0, aout →∞) with softened gravity, shown as a function of x – relative separation between a given test-particle orbit and the nearest neighbouring disc
rings. Formalisms of Hahn (2003), Touma (2002), Tremaine (1998), and Teyssandier & Ogilvie (2016) are shown by different colours as indicated in panel
(A), for different values of softening (shown by different line types). The purple lines represent results obtained by the unsoftened expressions of Davydenkova
& Rafikov (2018, DR18) based on the Heppenheimer method (see Section 6.3). Insets illustrate the behaviour as x →0 for the three convergent softened
formalisms – see the text (Section 3.2) for more details. 10-8
10-7
10-6
10-5
10-4
10-3
10-2
10-1
100
10-2
10-1
100
101
102
103
10-8
10-7
0.5
1
Distance separating a test-particle and its neighboring disc rings
0
∞
x-1
p = -0.5
H03
T02
Tr98
TO16
DR18
Softening
10 -3
10 -2
10 -1
x = 1-
m
Figure 3. Same as Fig. 2, but now for an axisymmetric power-law disc with
p = −0.5. Note that for this disc model softened ˜ψ1(x) does not cross zero
and converges to a positive value as x →0, in agreement with the results in
Fig. 1(A). 3.1 Behaviour with respect to variation of softening At the same time, the unsoftened approach of SR15
predicts ψ1 = −1/2 for p = 1 disc. Moreover, close inspection
of Figs 1(A) and (B) shows that, in the limit of βc →0, the ψ1 8For particles with orbits near sharp disc edges, we find that smaller values
of ς is required to recover the expected dynamics, see Section 5. MNRAS 489, 4176–4195 (2019) MNRAS 489, 4176–4195 (2019) 4182 82
A. A. Sefilian and R. R. Rafikov Distance separating a test-particle and its neighboring disc rings
0
∞
10-3
10-2
10-1
100
101
102
103
p = 1
A. x-1
10-8
10-7
10-6
10-5
10-4
10-3
10-2
10-1
100
x = 1-
m
-103
-102
-101
-100
-10-1
-10-2
-10-3
10-8
10-7
-0.5
-0.4
-0.3
H03
T02
Tr98
TO16
DR18
Softening
10 -3
10 -2
10 -1
10-3
10-2
10-1
100
101
102
103
10-8
10-7
1.4
1.6
1.8
2
p = 1.0
q = 0.5
B. Distance separating a test-particle and its neighboring disc rings
0
∞
x = 1-
m
10-8
10-7
10-6
10-5
10-4
10-3
10-2
10-1
100
-103
-102
-101
-100
-10-1
-10-2
-10-3
-x-1
Figure 2. Behaviour of the cumulative pre-factors ˜ψ1(x) (panel A) and ˜ψ2(x) (panel B) of the disturbing function due to a power-law disc (p = 1, q = 0.5 and
ain →0, aout →∞) with softened gravity, shown as a function of x – relative separation between a given test-particle orbit and the nearest neighbouring disc
rings. Formalisms of Hahn (2003), Touma (2002), Tremaine (1998), and Teyssandier & Ogilvie (2016) are shown by different colours as indicated in panel
(A), for different values of softening (shown by different line types). The purple lines represent results obtained by the unsoftened expressions of Davydenkova
& Rafikov (2018, DR18) based on the Heppenheimer method (see Section 6.3). Insets illustrate the behaviour as x →0 for the three convergent softened
formalisms – see the text (Section 3.2) for more details. 10-3
10-2
10-1
100
101
102
103
10-8
10-7
1.4
1.6
1.8
2
p = 1.0
q = 0.5
B. 3.2 Details of convergence of different softening prescriptions To this goal, we compute the values of ψ1 and ψ2 in an infinitely
extended PL disc, like in Section 3.1, but now with a narrow clean
gap (in semimajor axis) just around the test-particle orbit, and
explore the effect of varying the width of this gap (Ward 1981). The
inner and outer edges of the gap, in which
d(a) is set to zero, are
at ad, i = (1 −x)ap ≤ap and ad, o = (1 −x)−1ap ≥ap, respectively,
with a single parameter x controlling the gap width. As x →0,
the width of the gap goes to zero. We compute secular coefficients
in such a gapped disc denoted ˜ψ1(x) and ˜ψ2(x), by appropriately
changing the upper integration limits in equations (18) and (19), i.e. from 1 to αm ≡1 −x. This eliminates gravitational effect of the
disc annuli with ad, i(x) < a < ad, o(x). -0.5
0
0.5
1
1.5
2
2.5
3
3.5
p+q
0.5
1
1.5
2
B. 2 In Fig. 2, we display the behaviour of ˜ψ1(x) (Panel A) and
˜ψ2(x) (Panel B) as a function of x = 1 −
ad,i/ad,o for various
values of softening ς to highlight the effects of different softening
prescriptions. The calculations assume a base PL disc model with
p = 1 and q = 0.5 (recall that ψ1 depends on p, while ψ2 depends
on p + q; equations 18and 19). There are several notable features
in this figure. First, when the gap is wider than the characteristic softening
length ςap, i.e. ς ≲x ≤1, the amplitudes of both ˜ψ1(x) and
˜ψ2(x) increase from zero at x = 1 (infinitely wide gap) to their
maximum values reached at x ∼ς. In all cases ψ1 is positive,
meaning prograde precession of a test-particle orbit in a wide
gap, in agreement with the unsoftened results of Ward (1981) and
Davydenkova & Rafikov (2018) – secular effect of a collection
of distant disc ‘wires’ conforms to expectations of the classical
Laplace–Lagrange theory (i.e. prograde precession). -1.5
-1
-0.5
0
0.5
1
1.5
2
2.5
q
2
3
4
5
m
ep / ed(a)
p = 1
C. In the range ς ≲x ≪1, we find that ˜ψ1(x) ∼| ˜ψ2(x)| ∼x−1,
irrespective of the softening model used; their maximum values are
always ∼ς−1. 3.2 Details of convergence of different softening prescriptions and ψ2 curves computed using softening model of Tremaine (1998)
are offset vertically from the unsoftened calculations by 1/2π and
−1/π, respectively, for any (p, q) – see also Fig. 4. We will analyse
reasons for this quantitative discrepancy in Section 6.1. Different softening prescriptions explored in this work are designed
to modify the behaviour of the integrand in equations (5) and (6)
primarily in the vicinity of the test-particle orbit, i.e. as a →ap MNRAS 489, 4176–4195 (2019) MNRAS 489, 4176–4195 (2019) -0.5
0
0.5
1
1.5
2
2.5
3
3.5
p
-0.5
0
0.5
1
SR15
H03
T02
Tr98
A. Softening = 0.001
1
-1.5
-1
-0.5
0
0.5
1
1.5
2
2.5
q
2
3
4
5
m
ep / ed(a)
p = 1
-0.5
0
0.5
1
1.5
2
2.5
3
3.5
p+q
0.5
1
1.5
2
B. C. 2
Figure 4. Dependence of the coefficients ψ1 (panel A) and ψ2 (panel
B) on the power-law disc model represented by the indices p and p + q,
respectively. Panel C shows the amplitude em
p of eccentricity oscillations
(normalized by disc eccentricity ed) induced by disc gravity. Results
for softened formalisms of Hahn (2003, in red), Touma (2002, in blue)
and Tremaine (1998, in green) are computed using softening ς = 10−3. Calculations assume infinitely extended disc (i.e. no edge effects). For
reference, open black circles show the profiles of ψ1, ψ2, and em
p as
computed by SR15: curves for Hahn (2003) and Touma (2002) fall on
t
f th
hil th
f
T
i
(1998) h
t
t ff
t i t Softened potentials of discs 4183 -0.5
0
0.5
1
1.5
2
2.5
3
3.5
p
-0.5
0
0.5
1
SR15
H03
T02
Tr98
A. Softening = 0.001
1
-0.5
0
0.5
1
1.5
2
2.5
3
3.5
p+q
0.5
1
1.5
2
B. 2 -0.5
0
0.5
1
1.5
2
2.5
3
3.5
p
-0.5
0
0.5
1
SR15
H03
T02
Tr98
A. Softening = 0.001
1 or α →1. For this reason, it is interesting to look in more detail
on how this modification actually allows each softening model to
achieve (or not) the expected results. This exercise also illustrates
the contribution of different parts of the disc to secular dynamics. 3.2 Details of convergence of different softening prescriptions This convergent behaviour is easy to understand since
for ς ≲x the role of softening is negligible, B(m)
s
(α, ς) ≈b(m)
s (α),
and all φij effectively reduce to their classical counterparts φLL
ij given
by equations (8) and (9), which can be easily verified using the
expressions listed in Table 1. The scaling of ˜ψ1(x) and | ˜ψ2(x)| with
x is simply a result of asymptotic behaviour of b(m)
3/2(α) →(1 −α)−2
as α →1, upon radial integration in equations (18) and (19). Secondly, upon reaching their extrema at x ∼ς, amplitudes of
˜ψ1(x) and ˜ψ2(x) computed using softening prescriptions of Tr98,
T02, and H03 start decreasing as x decreases. In the range of
semimajor axes corresponding to x ≲ς, softening significantly
modifies the behaviour of B(m)
s
(α, ς) away from the divergent
behaviour of b(m)
s (α). The modification is such that the softened
interaction with the disc annuli ≲ςap away from the test-particle
orbit starts to dynamically counteract the contribution of the more
distant annuli (with x ≈1). As a result of this compensation, ˜ψ1 and
˜ψ2 cross zero and change sign at some x = Cς2, where C ∼1 is a
constant.9 Figure 4. Dependence of the coefficients ψ1 (panel A) and ψ2 (panel
B) on the power-law disc model represented by the indices p and p + q,
respectively. Panel C shows the amplitude em
p of eccentricity oscillations
(normalized by disc eccentricity ed) induced by disc gravity. Results
for softened formalisms of Hahn (2003, in red), Touma (2002, in blue)
and Tremaine (1998, in green) are computed using softening ς = 10−3. Calculations assume infinitely extended disc (i.e. no edge effects). For
reference, open black circles show the profiles of ψ1, ψ2, and em
p as
computed by SR15: curves for Hahn (2003) and Touma (2002) fall on
top of them, while those for Tremaine (1998) show constant offset in terms
of both ψ1 and ψ2 (illustrated by scale bars in panels A and B) resulting in
deviation between em
p curves (panel C). Figure 4. Dependence of the coefficients ψ1 (panel A) and ψ2 (panel
B) on the power-law disc model represented by the indices p and p + q,
respectively. Panel C shows the amplitude em
p of eccentricity oscillations
(normalized by disc eccentricity ed) induced by disc gravity. 9For p = 1, ˜ψ1 becomes analytic for the softened formalisms of both H03
and Tr98 allowing us to quantify the value of C. Performing the integral
over dα in equations (18) and (19), we find CTr98 = (π −1)/2 and CH03 =
π; in agreement with Fig. 2. For other values of p and q, for which ψ1 < 0
(c.f. Fig. 4), we numerically find that C varies by at most a factor of 10. 3.2 Details of convergence of different softening prescriptions Results
for softened formalisms of Hahn (2003, in red), Touma (2002, in blue)
and Tremaine (1998, in green) are computed using softening ς = 10−3. Calculations assume infinitely extended disc (i.e. no edge effects). For
reference, open black circles show the profiles of ψ1, ψ2, and em
p as
computed by SR15: curves for Hahn (2003) and Touma (2002) fall on
top of them, while those for Tremaine (1998) show constant offset in terms
of both ψ1 and ψ2 (illustrated by scale bars in panels A and B) resulting in
deviation between em
p curves (panel C). At the same time, ˜ψTO16
1
and ˜ψTO16
2
calculated according to
Teyssandier & Ogilvie (2016) clearly show different behaviour. Instead of decreasing in amplitude as x ≲ς, they remain essentially MNRAS 489, 4176–4195 (2019) A. A. Sefilian and R. R. Rafikov 4184 by Silsbee & Rafikov (2015) using the unsoftened Heppenheimer
approach. constant, having reached their saturated values ∼ς−1 at x ∼ς. This explains the lack of convergence with S obvious in Figs 1(C)
and (D), since the values to which | ˜ψTO16
1
| and | ˜ψTO16
2
| converge
keeps increasing as ς →0. Moreover, both coefficients also never
change sign, always predicting prograde precession ( ˜ψTO16
1
> 0). The origin of this difference with other smoothing prescriptions
will be addressed in Section 6.2. It is clear that the softened formalisms of both Touma (2002)
and Hahn (2003) perfectly reproduce the expected behaviour of the
pre-factors ψ1 and ψ2 as a function of p and q (i.e. for various PL
disc models). On the other hand, the prescription of Tremaine (1998)
predicts a behaviour of ψ1 and ψ2 only in qualitative agreement with
the expected results: the computed values of secular coefficients
deviate by tens of per cent from that of SR15. For all values of p and
q, the formalism of Tremaine (1998) yields an additional positive
contribution to ψ1 equal to 1/2π and a negative contribution to
ψ2 equal to −1/π (these offsets are highlighted in Figs 4A and B
by scale bars). 4.1 Quartic disc model We start by looking at the secular dynamics in the potential of a
Quartic disc characterized by the surface density To summarize, Figs 2 and 3 indicate that secular dynamics in
softened power-law discs is dictated by the delicate balance of the
opposing contributions due to nearby (i.e. with x ≲ς) and distant
disc annuli (i.e. with x ≳ς), in qualitative agreement with the
unsoftened results of Ward (1981). These figures also demonstrate
that the softening prescription of TO16 yields inaccurate results
due to its inability to capture the dynamical effects of disc annuli
adjacent to the test-particle orbit (those with x ≲ς), see Section 6.2. We will discuss additional implications of these calculations in
Section 6.3. d(a) = ˜
0
(aout −a)2(ain −a)2
(aout −ain)4
,
(23) (23) and linear eccentricity profile in the form ed(a) = ˜e0
1 + aout −a
aout −ain
(24) (24) for ain ≤a ≤aout (with ain = 0.1 au, aout = 5 au), where ˜
0 = 1153 g
cm−2 and ˜e0 = 0.01 are normalization constants (one of the models
in DR18). Fig. 5 summarizes the salient features of secular dynamics in the
potential of such a disc adopting a softening value of ς = 10−3. It
shows the excellent agreement between the radial profiles of Ad, Bd,
and em
p computed using the unsoftened calculations of Davydenkova
& Rafikov (2018) and those computed using softening prescriptions
of Touma (2002) and Hahn (2003). Similar to the case of PL discs,
we find that the softening prescription of Tremaine (1998) yields
results that agree qualitatively with the expected results but differ
quantitatively. Deviations of Ad and Bd computed using this model
from Davydenkova & Rafikov (2018), in particular, modify the
locations at which Ad and Bd become zero. This explains the slight
shift in the semimajor axes at which em
p = 2Bd/Ad goes through
zero or diverges, see Fig. 5. 4 COMPARISON: NON-POWER-LAW DISCS We now turn our attention to the performance of the different
softening prescriptions for more general discs. Namely, we focus on
two apse-aligned, non-PL disc models previously studied by Davy-
denkova & Rafikov (2018) based on the unsoftened Heppenheimer
method. The dynamics in such non-PL discs, according to DR18,
differ from the PL discs in a very important way: the free-precession
of test particles can naturally change from retrograde to prograde
(and vice versa) within such discs. Furthermore, an important
feature of the models considered below is that
d smoothly goes to
zero at finite radii in a manner that does not give rise to the edge
effects, see DR18 and Section 5. In Fig. 3, we show calculations for ˜ψ1(x) similar to those in
Fig. 2(A) but for a different disc model – axisymmetric PL disc with
p = −0.5. In this case unsoftened calculations (e.g. SR15) predict
that disc gravity should drive prograde precession of a test particle
in a smooth disc. One can clearly see that many of the features
present in Fig. 2 are reproduced for this model as well: discrepancy
between the TO16 model and others, ˜ψ1(x) ∼x−1 scaling for ς ≲
x ≪1, decay of ˜ψ1(x) for ς2 ≲x ≲ς, and ultimate convergence
to ψ1 in a disc with no gap. The only obvious difference is the
fact that ˜ψ1 does not cross zero10 for this disc model with p =
−0.5. 3.2 Details of convergence of different softening prescriptions Although these differences are not very significant,
they lead to (1) predicting a wrong sign for the test-particle free-
precession rate for p ≈0 or p ≈3 (for which SR15 yields ψ1 ≈0),
and (2) a mismatch of tens of per cent between the disc-driven forced
eccentricity oscillations, em
p /ed(a) = |ψ2/ψ1|, and the expectations
based on SR15. The latter point is illustrated in Fig. 4(C). Upon further decrease of x below ς2, both ˜ψ1 and ˜ψ2 computed
using models of Tr98, T02, and H03 ultimately converge to their
corresponding values obtained for a continuous disc (i.e. for x = 0,
see Fig. 1) independent of the assumed value of ς. We note that the opposite contributions to e.g. ψ1 produced by
the distant (x ≳ς, positive) and nearby (i.e. with x ≲ς, negative)
disc annuli is not unique to softened gravity. Indeed, both Ward
(1981) and Davydenkova & Rafikov (2018), using the unsoftened
Heppenheimer method, found that a particle orbit fully embedded
in a p = 1 disc has negative precession rate, whereas a particle
orbiting fully in the gap precesses in the positive sense (and at high
rate if the gap is narrow). As the gap width is reduced, a smooth
transition between the two regimes must occur as the test-particle
orbit starts crossing the gap edge (i.e. for x ≲ep), with the disc annuli
crossing the particle orbit giving rise to a negative contribution to
˜ψ1. Eventually, the shrinking of the gap brings ˜ψ1 to a finite negative
value (for p = 1 disc) as x →0. This sequence is very similar to the
behaviour we find with softened gravity for x ≲ς. 10This is the case for all power-law disc models with p < 0 or p > 3 for
which the expected free precession rate is positive, see Fig. 4.
11We do not present results obtained by the method of Teyssandier & Ogilvie
(2016). profile profile
d(a) = ˜
0 exp
4 −[(a/ac) + (ac/a)]2
wc
(25) (25) centred around ac = 1.5 au with width wc = 0.18 and surface
density ˜
0 = 100 g cm−2 at ac. The eccentricity profile is still
given by equation (24). In Fig. 6, we plot the behaviour of the corresponding Ad, Bd, and
em
p for the three (convergent) softened formalisms with ς = 10−3,
together with those of unsoftened Heppenheimer method (DR18,
in black). Once again, the results obtained using the formalisms
of Touma (2002) and Hahn (2003) fall on top of the expecta-
tions. However, for this disc model the formalism of Tremaine
(1998) reproduces the unsoftened calculations of Davydenkova &
Rafikov (2018) quite well: the relative deviations are always less
than 10 per cent. This improvement will be discussed further in
Section 6.1. quantitative differences between the studies of Tremaine (2001)
and Gulati, Saini & Sridhar (2012), who analysed the slow (m
= 1) modes supported by softened Kuzmin discs with softening
prescriptions b∝r and b = const, respectively. 3.3 Variation of disc model – p and q We now examine the dependence of ψ1 and ψ2 on the specifics of
the disc model reflected in power-law indices p and q. Figs 4(A) and
(B) illustrate the results based on different softening prescriptions11
assuming a softening value of ς = 10−3 (for which Figs 1(A) and
(B) suggest good convergence of ψ1 and ψ2). For reference, black
open circles show the expected behaviour of ψ1 and ψ2 computed 10This is the case for all power-law disc models with p < 0 or p > 3 for
which the expected free precession rate is positive, see Fig. 4. 11We do not present results obtained by the method of Teyssandier & Ogilvie
(2016). 10This is the case for all power-law disc models with p < 0 or p > 3 for
which the expected free precession rate is positive, see Fig. 4. The difference between the Tremaine (1998) and Touma (2002)
calculations illustrated here could be relevant for understanding the 11We do not present results obtained by the method of Teyssandier & Ogilvie
(2016). MNRAS 489, 4176–4195 (2019) Softened potentials of discs Softened potentials of discs
4185
0
0.01
0.02
0.03
0.04
0.05
0.06
0.07
ep
m
1.4
1.6
1.8
0.037
0.039
0.041
A. Gaussian
-1.5
-1
-0.5
0
0.5
Ad, 10-3yr-1
1.4
1.6
1.8
-1.4
-1.2
-1
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
5
-1
-0.5
0
0.5
1
1.5
2
2.5
Bd, 10-5yr-1
1.4
1.6
1.8
1
1.5
2
2.5
p
a , AU
B. C. DR18
H03
T02
Tr98
Figure 6. Same as Fig. 5, but now for a Gaussian disc with
d(a) and
ed(a) given by equations (25) and (24), respectively. Note that for this
disc model the formalism of Tremaine (1998, in green) shows quite good
agreement with the unsoftened results, even at the quantitative level. See the
text (Section 4.2) for details. 4185 f
p
f
-0.6
-0.4
-0.2
0
0.2
0.4
Ad, 10-3yr-1
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
5
p
a , AU
-0.5
0
0.5
1
Bd, 10-5yr-1
0
0.01
0.02
0.03
0.04
0.05
0.06
0.07
ep
m
4.3
4.4
4.5
0
0.05
B. C. A. DR18
H03
T02
Tr98
Quartic
Figure 5. Performance of different softening formalisms (different colours)
with softening parameter ς = 10−3 in the potential of a Quartic disc, see
equation (23), with the eccentricity profile (24). 3.3 Variation of disc model – p and q The disc extends from ain =
0.1 au to aout = 5 au. Shown as a function of semimajor axis ap are the profiles
of (A) the amplitude em
p of the disc-induced eccentricity oscillations, (B) the
rate of disc-driven free precession Ad, and (C) the coefficient Bd appearing
in the non-axisymmetric part of the disturbing function (4). The black lines
represent the expected unsoftened results as computed by Davydenkova &
Rafikov (2018). Curves for Hahn (2003) and Touma (2002) fall on top of the
unsoftened results, while the softening method of Tremaine (1998) shows
only qualitative agreement. 0
0.01
0.02
0.03
0.04
0.05
0.06
0.07
ep
m
1.4
1.6
1.8
0.037
0.039
0.041
A. Gaussian
-1.5
-1
-0.5
0
0.5
Ad, 10-3yr-1
1.4
1.6
1.8
-1.4
-1.2
-1
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
5
-1
-0.5
0
0.5
1
1.5
2
2.5
Bd, 10-5yr-1
1.4
1.6
1.8
1
1.5
2
2.5
p
a , AU
B. C. DR18
H03
T02
Tr98
Figure 6. Same as Fig. 5, but now for a Gaussian disc with
d(a) and
ed(a) given by equations (25) and (24), respectively. Note that for this
disc model the formalism of Tremaine (1998, in green) shows quite good
agreement with the unsoftened results, even at the quantitative level. See the
text (Section 4.2) for details. profile
d(a) = ˜
0 exp
4 −[(a/ac) + (ac/a)]2
wc
(25)
centred around ac = 1.5 au with width wc = 0.18 and surface
density ˜
0 = 100 g cm−2 at ac. The eccentricity profile is still
Downloaded from https://academic.oup.com/mnras/article-abstract/489/3/4176/5558240 by University of Cambridge user on 17 Octob -0.6
-0.4
-0.2
0
0.2
0.4
Ad, 10-3yr-1
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
5
p
a , AU
-0.5
0
0.5
1
Bd, 10-5yr-1
0
0.01
0.02
0.03
0.04
0.05
0.06
0.07
ep
m
4.3
4.4
4.5
0
0.05
B. C. A. DR18
H03
T02
Tr98
Quartic 0
0.01
0.02
0.03
0.04
0.05
0.06
0.07
ep
m
1.4
1.6
1.8
0.037
0.039
0.041
A. Gaussian
-1.5
-1
-0.5
0
0.5
Ad, 10-3yr-1
1.4
1.6
1.8
-1.4
-1.2
-1
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
5
-1
-0.5
0
0.5
1
1.5
2
2.5
Bd, 10-5yr-1
1.4
1.6
1.8
1
1.5
2
2.5
p
a , AU
B. C. 3.3 Variation of disc model – p and q DR18
H03
T02
Tr98 Downloaded from https://academic.oup.com/mnras/article-abstract/489/3/4176/5558240 by University of Cambridge user on 17 October 2019 Figure 6. Same as Fig. 5, but now for a Gaussian disc with
d(a) and
ed(a) given by equations (25) and (24), respectively. Note that for this
disc model the formalism of Tremaine (1998, in green) shows quite good
agreement with the unsoftened results, even at the quantitative level. See the
text (Section 4.2) for details. Figure 5. Performance of different softening formalisms (different colours)
with softening parameter ς = 10−3 in the potential of a Quartic disc, see
equation (23), with the eccentricity profile (24). The disc extends from ain =
0.1 au to aout = 5 au. Shown as a function of semimajor axis ap are the profiles
of (A) the amplitude em
p of the disc-induced eccentricity oscillations, (B) the
rate of disc-driven free precession Ad, and (C) the coefficient Bd appearing
in the non-axisymmetric part of the disturbing function (4). The black lines
represent the expected unsoftened results as computed by Davydenkova &
Rafikov (2018). Curves for Hahn (2003) and Touma (2002) fall on top of the
unsoftened results, while the softening method of Tremaine (1998) shows
only qualitative agreement. profile 6 DISCUSSION So far the disc models that we explored were either infinitely
extended (Section 3) or had surface density smoothly petering out
to zero at finite radii (Section 4). This allowed us to not worry about
the effects of sharp disc edges – discontinuous drops of the surface
density – on secular dynamics, which are known to be important
(Silsbee & Rafikov 2015; Davydenkova & Rafikov 2018). Results of previous sections reveal a diversity of outcomes when
different softening models are applied. Two models – those of Hahn
(2003) and Touma (2002) – successfully reproduce the unsoftened
calculations based on the Heppenheimer method in the limit of
zero softening. In the same limit, the formalism of Tremaine (1998)
yields convergent results which are, however, different from the
unsoftened calculations, typically by tens of per cent. Finally, the
softening method of Teyssandier & Ogilvie (2016) does not lead
to convergent results in the limit of vanishing softening parameter. Interestingly, the two successful models (Touma 2002; Hahn 2003)
have been derived using rather different underlying assumptions
(see Sections 2.1.2 and 2.1.3), producing different mathematical
expressions for φij (see Table 1), and yet their results are consistent
with the unsoftened calculations as ς →0. We now relax this assumption and examine the performance of
different softening models in the vicinity of a sharp edge of the disc,
where surface density drops discontinuously from a finite value to
zero at a finite semimajor axis a = aedge. To that effect we analyse the
behaviour of secular coefficient Ad computed using the formalism
of Hahn (2003) for different values of softening (results for B d
are very similar) near the disc edge (we verified that softening
prescriptions of Touma 2002 and Tremaine 1998 give very similar
results in the limit ς →0). Fig. 7 shows the run of Ad near the
inner edge ain of the disc for test particles both inside ( ap < ain) and
within ( ap > ain) the disc as predicted by the formalism of Hahn
(2003). The calculation assumes circular PL disc with p = 1 and
0 = 100 g cm−2 extending between ain = 1 au to aout = 10 au,
where we have set a0 = aout (equation 16). 4.2 Gaussian rings Similar results can be obtained by the softened formalisms of both
Touma (2002) and Tremaine (1998). Figure 7. The behaviour of the free precession rate Ad near the inner
edge ain = 1 au of a circular power-law disc with surface density
d(a)
= 100 g cm−2 (10 au/a) (equation 16). One can see that the expected
divergent behaviour of Ad near the disc edge is reproduced by the softening
prescription of Hahn (2003) in the limit ς →0. However, very near the
sharp edge of the disc ς has to be very small for quantitative accuracy to be
attained. Similar results can be obtained by the softened formalisms of both
Touma (2002) and Tremaine (1998). Finally, we note that the dynamics of particles orbiting outside the
disc (where
d(a) = 0) is successfully reproduced by the classical
Laplace–Lagrange theory without adopting any softening prescrip-
tion (e.g. see Petrovich et al. 2019). Indeed, outside the radial extent
of the disc semimajor axis overlap (i.e. ap = a) is naturally excluded
thus avoiding the classical singularity. Outside the disc the unsoft-
ened calculations based on the Heppenheimer method (e.g. SR15,
DR18) reduce to the classical Laplace–Lagrange theory exactly. 4.2 Gaussian rings Next we investigate secular dynamics in the potential of another
disc model from DR18 – a Gaussian ring with the surface density MNRAS 489, 4176–4195 (2019) A. A. Sefilian and R. R. Rafikov 4186 Figure 7. The behaviour of the free precession rate Ad near the inne
edge ain = 1 au of a circular power-law disc with surface density
d(a
= 100 g cm−2 (10 au/a) (equation 16). One can see that the expected
divergent behaviour of Ad near the disc edge is reproduced by the softening
prescription of Hahn (2003) in the limit ς →0. However, very near the
sharp edge of the disc ς has to be very small for quantitative accuracy to be
attained. Similar results can be obtained by the softened formalisms of both
Touma (2002) and Tremaine (1998). edge by more than an order of magnitude. Thus, accurately capturing
secular dynamics near the sharp edges of discs/rings requires using
very small values of softening.12 This finding could be problematic,
for instance, for numerical modelling of planetary rings, often
found to have very sharp edges (Graps et al. 1995; Tiscareno
2013). Note that in Fig. 7 softened Ad passes through zero exactly at ain,
showing two sharp peaks of opposite signs just around this radius. Similar behaviour was found by Davydenkova & Rafikov (2018) for
zero-thickness discs with
d dropping sharply but continuously near
the edge, demonstrating that variation of the sharpness of the edge
is akin to softening gravity. In the case of truly zero-thickness disc
and no softening (e.g. SR15) the segment of Ad curve connecting
the two peaks turns into a vertical line at ain. Similar divergent behaviour of Ad (and Bd) arises also at the outer
edge of the disc considered in Fig. 7 and, in general, at any radius
within a disc where
d(a) exhibits a discontinuity. Figure 7. The behaviour of the free precession rate Ad near the inner
edge ain = 1 au of a circular power-law disc with surface density
d(a)
= 100 g cm−2 (10 au/a) (equation 16). One can see that the expected
divergent behaviour of Ad near the disc edge is reproduced by the softening
prescription of Hahn (2003) in the limit ς →0. However, very near the
sharp edge of the disc ς has to be very small for quantitative accuracy to be
attained. 6.1 On the softening prescription of Tremaine (1998) Results of Sections 3 and 4 indicate that the softening prescription of
Tremaine (1998) – unlike that of Touma (2002) and Hahn (2003) –
leads to quantitative differences when compared to the unsoftened
calculations. We now demonstrate where these differences come
from. Downloaded from https://academic.oup.com/mnras/article-abstract/489/3/4176/5558 Downloaded from https://academic.oup.com/mnras/a The form of the softened Laplace coefficient B(m),Tr
s
defined by
equation (12) suggests interaction potential (10) with F(r1, r2) =
β2
c max(r2
1, r2
2) for the softening model of Tremaine (1998). In
Appendix B, we show that propagating this form of F(r1, r2)
through our general framework results in the following expressions
for the coefficients φij: φ11 = φ22 = α
8
B(1),Tr
3/2
−3αβ2
c B(0),Tr
5/2
−δ(α −1)β2
c B(0),Tr
3/2
,
(26)
φ12 = −α
4
B(2),Tr
3/2
−3αβ2
c B(1),Tr
5/2
−δ(α −1)β2
c B(1),Tr
3/2
. (27) φ11 = φ22 = α
8
B(1),Tr
3/2
−3αβ2
c B(0),Tr
5/2
−δ(α −1)β2
c B(0),Tr
3/2
,
(26) (26) φ12 = −α
4
B(2),Tr
3/2
−3αβ2
c B(1),Tr
5/2
−δ(α −1)β2
c B(1),Tr
3/2
. (27) (27) These expressions are different from the entries in Table 1 for
Tremaine (1998) in a single but very important way – presence
of terms involving Dirac delta-function. Such terms arise because
the form of F(r1, r2) adopted in Tremaine (1998) is not sufficiently
smooth – its first derivative is discontinuous at r1 = r2, while the
calculation of φij involves second-order derivatives of F, see equa-
tions (A25)–(A27), as well as equation (A28). Such singular terms
do not arise in other types of softening prescriptions examined in our
work since they all use infinitely differentiable versions of F(r1, r2). Thus, these terms should not be interpreted as representing some
kind of ‘self-interaction’ within the disc, they merely reflect the
mathematical smoothness properties of F used in Tremaine (1998). Figure 8. Similar to Fig. 1, but now using the expressions for φij given by
equations (26) and (27) and equations (32) and (33) obtained by propagating
F(r1, r2) = ς2max(r2
1, r2
2) of Tremaine (1998) and F(r1, r2) = ς2r1r2 of
Teyssandier & Ogilvie (2016), respectively, through the general framework
outlined in Appendix A. Shown as a function of softening ς are ψ1 (panel
A) and ψ2 (panel B) for two PL disc models specified by p and q indicated in
panel A. 6 DISCUSSION To understand this variation of outcomes, we developed a
general framework for computing secular coefficients φij (thus fully
determining the softened secular model via equations 4–6) given an
arbitrary softened two-point interaction potential in the form (10). This procedure involves orbit-averaging the softened potential along
the particle trajectories; its details are presented in Appendix A. There is also an alternative approach, sketched in Appendix A4,
which assumes the disc to be a continuous entity from the start. Both of them arrive at the same expressions for Rd. The unsoftened calculations based on Heppenheimer (1980)
invariably predict that the free eccentricity precession rate Ad, as
well as Bd, should diverge as the sharp edge of the disc is approached
(e.g. SR15, DR18). Tremaine (2001) also found precession rate to
diverge near the edge of a Jacobs–Sellwod ring (Jacobs & Sellwood
2001). This is indeed the case as shown by the dashed curve
computed using SR15. Using these results we show in Appendix B that the expressions
for φij found by Touma (2002) and Hahn (2003) can be recovered
exactly using this general framework if we set F(r1, r2) = b2
c and
F(r1, r2) = H 2(r2
1 + r2
2), respectively, in expression (10) for the
two-point potential. This approach also allows us to address some The softened calculation using Hahn (2003) does largely repro-
duce this behaviour. However, we find that very close to the ring
edge (at |a −ain|/ain ∼10−3) the agreement is achieved only for ς
≤10−4, which is considerably smaller than the values (ς ∼10−2)
required to reproduce the dynamics of particles far from the disc
edges, ain ≪ap ≪aout, see Fig. 1. For ς = 10−2 the softened
calculation predicts Ad different from the SR15 results near the disc 12On the other hand, this condition is relaxed when the edge is not exactly
sharp but rather has a finite width r over which the disc surface density
smoothly peters out to zero; in this case ς only needs to be ≲r/r. MNRAS 489, 4176–4195 (2019) Softened potentials of discs
4187 4187 Softening
-0.9
-0.8
-0.7
-0.6
-0.5
-0.4
-0.3
1
A. p = +1.0, q = 0.5
p = +0.5, q = 0.0
SR15
TO16*
Tr98 *
10-3
10-2
10-1
100
0.5
1
1.5
2
2
B. Figure 8. Similar to Fig. 6.1 On the softening prescription of Tremaine (1998) Black lines represent the expectations based on Silsbee & Rafikov
(2015), to which the new expressions for ψ1 and ψ2 successfully converge
as ς →0. Presence of these terms in equations (26)–(27) introduces correc-
tions to coefficients Ad and Bd (equations 5 and 6) in apse-aligned
discs in the form see equation (20). These corrections exactly match the offsets seen
in Fig. 4 between the calculations of Tremaine (1998) and the
unsoftened calculations, thus explaining the origin of these uniform
shifts. We also confirmed this explanation in Fig. 8, where we show
the convergence of modified Tremaine (1998) coefficients to the
correct unsoftened values as softening is varied for two values of p
and q. δAd(ap) = −πG
2npap
β2
c
d(ap)B(0),Tr
3/2
α=1
,
(28)
δBd(ap) = + πG
2npap
β2
c
d(ap)ed(ap)B(1),Tr
3/2
α=1
. (29) δAd(ap) = −πG
2npap
β2
c
d(ap)B(0),Tr
3/2
α=1
,
(28) (28) δBd(ap) = + πG
2npap
β2
c
d(ap)ed(ap)B(1),Tr
3/2
α=1
. (29) (29) To summarize, equations (26) and (27) should replace the
expressions given by equation 26 of Tremaine (1998) in applications
to continuous discs. However, when considering the interaction of
two individual annuli with different semimajor axes (like in the
classical Laplace–Lagrange theory), one has α ̸= 1 and terms in
equations (26) and (27) containing Dirac delta-function naturally
vanish, reducing ψ1 and ψ2 back to the expressions quoted in
Tremaine (1998). Accounting for these corrections, we confirmed that the correct (un-
softened) behaviour of the coefficients of Rd can be reproduced for
the non-PL discs – Quartic and Gaussian models, see Section 4. Note
that δAd(ap) and δBd(ap) are proportional to the local disc surface
density
d(ap) and B(m),Tr
3/2
(α = 1) ∼β−2
c , see equation (C7). This
likely explains the improved agreement between the calculations of
Tremaine (1998) and Davydenkova & Rafikov (2018) for Gaussian
rings (see Fig. 6), which feature mass concentration in a narrow
range of radii (in contrast to the Quartic model, see Fig. 5). For PL discs the terms proportional to Dirac delta-function in
equations (26) and (27) give rise to the following modifications of
the coefficients ψ1 and ψ2 defined by equations (18) and (19): 6 DISCUSSION 1, but now using the expressions for φij given by
equations (26) and (27) and equations (32) and (33) obtained by propagating
F(r1, r2) = ς2max(r2
1, r2
2) of Tremaine (1998) and F(r1, r2) = ς2r1r2 of
Teyssandier & Ogilvie (2016), respectively, through the general framework
outlined in Appendix A. Shown as a function of softening ς are ψ1 (panel
A) and ψ2 (panel B) for two PL disc models specified by p and q indicated in
panel A. Black lines represent the expectations based on Silsbee & Rafikov
(2015), to which the new expressions for ψ1 and ψ2 successfully converge
as ς →0. of the questions raised above, which we do in Sections 6.1 and 6.2
below. Softening
-0.9
-0.8
-0.7
-0.6
-0.5
-0.4
-0.3
1
A. p = +1.0, q = 0.5
p = +0.5, q = 0.0
SR15
TO16*
Tr98 *
10-3
10-2
10-1
100
0.5
1
1.5
2
2
B. Downloaded from https://academic.oup.com/mnras/article-abstract/489/3/4176/5558240 by University of Cambridge user on 17 October 2019 6.2 On the softening prescription of Teyssandier & Ogilvie
(2016) We now turn our attention to the model of Teyssandier & Ogilvie
(2016) trying to understand its distinct (divergent) behaviour. From
the expression for B(m),TO
s
in equation (15) one infers that this
model features softening parameter in the form ϵ2(α) = S2α. To
soften secular interaction, Teyssandier & Ogilvie (2016) directly
substituted b(m)
3/2 in the classical expressions (8) and (9) for φLL
ij with δψ1 = −1
4β2
c B(0),Tr
3/2
α=1
= −1
2π + O
β2
c
,
(30)
δψ2 = 1
2β2
c B(1),Tr
3/2
α=1
= 1
π + O
β2
c
,
(31) δψ1 = −1
4β2
c B(0),Tr
3/2
α=1
= −1
2π + O
β2
c
,
(30) (30) δψ2 = 1
2β2
c B(1),Tr
3/2
α=1
= 1
π + O
β2
c
,
(31) (31) MNRAS 489, 4176–4195 (2019) 4188 A. A. Sefilian and R. R. Rafikov This is typically not a problem for the unsoftened calculations,
which converge to the expected full disc result even with a relatively
coarse radial sampling of the integral contribution to e.g. the free
precession rate. Indeed, purple curves in Figs 2 and 3 demonstrate
this by showing the unsoftened ˜ψ1(x) and ˜ψ2(x) computed without
accounting14 for the contributions from ad, i < ap < ad, o (see
Section 3.2) to the integral terms in the unsoftened expressions
of Davydenkova & Rafikov (2018). These curves converge to the
correct full disc result without exhibiting large variations in ˜ψ1(x)
and ˜ψ2(x), typical for softened cases. B(m),TO
3/2
, see Section 2.1.4; this simple swap of Laplace coefficients
has not been justified rigorously. On the other hand, in Appendix B we show that softening
parameter in the form ϵ2(α) = ς2α corresponds to softening
function F(r1, r2) = ς2r1r2 in the two-point potential (10), see
equation (A21). Propagating such a form of F(r1, r2) through
our general framework in Appendix A, we find the following
expressions for the coefficients φij with ς = S (Appendix B): φ11 = φ22
= α
8
B(1),TO
3/2
+ 1
2S2B(0),TO
3/2
−3
4S2(2 + 2α2 + S2α)B(0),TO
5/2
,
(32)
φ12 = −α
4
B(2),TO
3/2
+ 1
2S2B(1),TO
3/2
−3
4S2(2 + 2α2 + S2α)B(1),TO
5/2
. 6.2 On the softening prescription of Teyssandier & Ogilvie
(2016) (33) On the contrary, the results for the softened gravity presented
in Section 3.2 do elicit concern about the number of rings N
that is needed to accurately capture the eccentricity dynamics of
continuous razor-thin discs. Indeed, Figs 2 and 3 reveal that the
expected secular dynamics can be recovered using various softened
gravity prescriptions only when one properly accounts for the
gravitational effects of all disc annuli, including those very close to
the orbit of particle under consideration. Indeed, we demonstrated
that to reproduce both the magnitude and the sign of e.g. the free
precession rate, the distance a separating a given test-particle orbit
from nearest neighbouring inner and outer disc rings should be quite
small, a/ap ≲0.1ς2. Only then does the delicate cancellation of
large (in magnitude) contributions produced by different parts of the
disc recovers the expected (unsoftened) result. Thus, the separation
between the modelled disc rings has to be substantially lower than
the softening length itself (ςap), meaning that N has to be very
large, N ≳10ς−2. This could easily make numerical studies of the
secular eccentricity dynamics in discs very challenging. (32) Approach of Teyssandier & Ogilvie (2016) accounts for only
the first terms in equations (32) and (33), with coefficients which
are O(S0), see Table 1. However, as we show below, the correct
behaviour of φij as S →0 is guaranteed only when all the terms
present in the above expressions are taken into account. To demonstrate this, in Fig. 8 we repeat the same convergence
study as in Section 3.1 but with the modified φij given by equa-
tions (32) and (33). One can see that the correct implementation of
the softening ϵ2(α) = S2α proposed by TO16 leads to the recovery
of the expected test-particle dynamics in infinite PL discs; this is
very different from the divergent behaviour obvious in Figs 1(C)
and (D). Similar to Hahn (2003) and Touma (2002), both ψ1 and ψ2
smoothly converge to their expected unsoftened values in the limit
of S →0 for various PL disc models (i.e. p and q). Further tests
using other disc models, looking at the edge effects, etc. reinforce
this conclusion. We further confirmed this expectation by studying the conver-
gence of disc-driven free precession rate in numerically discretized
softened discs to the precession rate Ad computed exactly for
continuous softened discs (equations 5 and 18). 6.2 On the softening prescription of Teyssandier & Ogilvie
(2016) To this end, we
represented a given disc model as a collection of N logarithmically
spaced rings, and measured the agreement between the radial
profiles of theoretical and numerical results for Ad (or ψ1 for PL
discs) by using the following global metric:15 This discussion strongly suggests that for any adopted form of
softening, the expansion of the secular disturbing function must be
performed following a certain rigorous procedure 13 as done, for
instance, in Appendix A. In other words, a direct replacement of the
classical Laplace coefficients b(m)
3/2 in equation (1) with their softened
analogues is, evidently, not sufficient for obtaining a well-behaved
softened version of Laplace–Lagrange theory for co-planar discs. M(f ) =
aout
ain [ftheor(a) −fnum(a)]2da
aout
ain f 2
theor(a)da
. (34) (34) Here, fnum(ai) is the value of the metric basis (e.g. precession rate
Ad) evaluated at the position ai of ith ring by summing up the
contributions of all other rings in the disc, while ftheor(ai) is the
analogous quantity computed in the limit of a continuous disc, i.e. as N →∞(it is given by the non-discretized version of equation (5)
if f = Ad, or equation (18) if f = ψ1). Repeating this calculation
for various combinations of (N, ς), we can determine the smallest
number of rings N(ς) that ensures the desired convergence to within,
e.g. ∼10 per cent (i.e. M(f ) ∼0.1), for a given value of softening
ς. Here, fnum(ai) is the value of the metric basis (e.g. precession rate
Ad) evaluated at the position ai of ith ring by summing up the
contributions of all other rings in the disc, while ftheor(ai) is the
analogous quantity computed in the limit of a continuous disc, i.e. as N →∞(it is given by the non-discretized version of equation (5)
if f = Ad, or equation (18) if f = ψ1). Repeating this calculation
for various combinations of (N, ς), we can determine the smallest
number of rings N(ς) that ensures the desired convergence to within,
e.g. ∼10 per cent (i.e. M(f ) ∼0.1), for a given value of softening
ς. 14Note that, technically, in the unsoftened case this mathematical procedure
is not equivalent to introducing an actual physical gap in the disc, as the
latter would result in additional boundary terms.
15For PL discs, we neglect rings within 10 per cent of disc edges when
computing M(ψ1). 13An analogous method is to modify the literal expansion of disturbing
function (see Murray & Dermott 1999, Ch. 6) to account for softened
interactions (e.g. Tr98, Lee, Dempsey & Lithwick 2019, H03). This could
be done by replacing b(m)
1/2 with B(m)
1/2 in equation 7.1 of Murray & Dermott
(1999) before applying the derivatives with respect to α. We note that this
procedure could apply for all F(r1, r2) with continuous first derivatives
satisfying D1 + D2 = −1; see Appendix A. 6.4 Further generalizations and extensions All calculations in this work are based on the expansion of the
secular disturbing function Rd due to a coplanar disc – softened and
unsoftened – to second order in eccentricities. This approximation
may yield inaccurate results when the disc or particle eccentricities
are high, e.g. in the vicinity of secular resonances where Ad(ap) = 0
(Davydenkova & Rafikov 2018), see Figs 5 and 6. Such situations
may necessitate a higher order extension of the disc potential. Figure 9. Scaling of number of softened annuli (rings) N with softening
parameter ς to ensure convergence of disc-driven free precession Ad (or
ψ1) in discretized discs to the expected results in continuous softened
discs (equations 5 and 18). Calculations assume axisymmetric disc models
extending from ain = 0.1 au to aout = 5 au: two PL discs (specified by
p), a Quartic disc (same as Fig. 5), and a Gaussian ring (same as Fig. 6). We have used the softening methods of Hahn (2003), Tremaine (1998),
and (corrected) Teyssandier & Ogilvie (2016), as specified in the panel. Convergence is measured using the metric M(f ) defined by equation (34). One can see that, when ς ≲0.1, N ∼Cς−χ, with C ∼10 and 1.5 ≲χ ≲
2. Similar results can be obtained for eccentric discs, and other softening
prescriptions. See the text (Section 6.3) for details. Such an exercise was pursued recently by Sefilian & Touma
(2019), who presented a calculation of Rd to fourth order in eccen-
tricities based on the unsoftened method of Heppenheimer (1980). The general framework for calculating Rd with arbitrary softening
prescriptions presented in Appendix A can also be extended to
higher order in eccentricities in similar way,18 see e.g. Touma &
Sridhar (2012). We expect that conclusions similar to those drawn
from our analysis in Sections 3–5 will also apply to the higher order
expansions. metric disc models as indicated in the legend.16 Fig. 9 shows that as
ς →0, the number of rings scales as N ∼Cς−χ with17 C ∼10 and
χ ≈(1.8−1.9). The only notable exception is the Gaussian ring,
for which convergence is faster (i.e. N∝ς−1.5), probably because of
mass concentration in a narrow range of radii. Additionally, although we only analysed coplanar configurations
in this work, the general framework presented in Appendix A may
be extended to account for non-coplanar configurations and study
the inclination dynamics. 6.3 Implications for numerical applications In numerical studies of secular dynamics, self-gravitating discs are
often treated as a collection of N eccentric annuli (rings), with
prescribed spacing (justified by the constancy of the semimajor
axis), interacting gravitationally with each other (e.g. Touma et al. 2009; Batygin 2012). This representation approximates a continu-
ous particulate or fluid disc in the limit of N →∞. Fig. 9 depicts a sample of the results obtained using the soft-
ening methods of Hahn (2003), Tremaine (1998), and (rectified)
Teyssandier & Ogilvie (2016); see section 6.2, for various axisym- Computational cost associated with the evaluation of mutual
ring–ring interactions in this setup, going as O(N2), imposes
limitations on the number of rings that can be used in practice. 13An analogous method is to modify the literal expansion of disturbing
function (see Murray & Dermott 1999, Ch. 6) to account for softened
interactions (e.g. Tr98, Lee, Dempsey & Lithwick 2019, H03). This could
be done by replacing b(m)
1/2 with B(m)
1/2 in equation 7.1 of Murray & Dermott
(1999) before applying the derivatives with respect to α. We note that this
procedure could apply for all F(r1, r2) with continuous first derivatives
satisfying D1 + D2 = −1; see Appendix A. MNRAS 489, 4176–4195 (2019) Softened potentials of discs 4189 0.03
0.05 0.07
0.1
0.2
0.3 0.4
102
103
104
*
Figure 9. Scaling of number of softened annuli (rings) N with softening
parameter ς to ensure convergence of disc-driven free precession Ad (or
ψ1) in discretized discs to the expected results in continuous softened
discs (equations 5 and 18). Calculations assume axisymmetric disc models
extending from ain = 0.1 au to aout = 5 au: two PL discs (specified by
p), a Quartic disc (same as Fig. 5), and a Gaussian ring (same as Fig. 6). We have used the softening methods of Hahn (2003), Tremaine (1998),
and (corrected) Teyssandier & Ogilvie (2016), as specified in the panel. Convergence is measured using the metric M(f ) defined by equation (34). One can see that, when ς ≲0.1, N ∼Cς−χ, with C ∼10 and 1.5 ≲χ ≲
2. Similar results can be obtained for eccentric discs, and other softening
prescriptions. See the text (Section 6.3) for details. 0.03
0.05 0.07
0.1
0.2
0.3 0.4
102
103
104
* Fig. 6.4 Further generalizations and extensions We note that the proportionality constant C in the N(ς) relation
is not perfectly defined in the sense that it depends on the (i)
desired accuracy (roughly inversely proportional to M(f )), (ii)
adopted metric of accuracy (mild dependence), and (iii) softening
prescription used – Fig. 9 shows that discretized calculations using
softening model of Hahn (2003) require substantially lower (by
∼2) number of annuli than those using the models of Teyssandier
& Ogilvie (2016) and Tremaine (1998). Nevertheless, these results
further reinforce the requirement of large number of rings, with N ∼
ς−2, to capture the expected secular eccentricity dynamics in nearly
Keplerian discs. 6.3 Implications for numerical applications 9, indicate that accurate representation of eccentricity dynamics
in a cold, razor-thin disc requires a very large number of rings N
whenever small values of the softening parameter are used. As we have shown in Section 5, very small values of softening
ς ≲10−3 are, in fact, necessary to accurately capture eccentricity
dynamics near the sharp edges of thin discs. This suggests that N
has to be prohibitively large when softened gravity is applied e.g. to
study the dynamics of planetary ring (Goldreich & Tremaine 1979;
Chiang & Goldreich 2000; Pan & Wu 2016), which are known to
have sharp edges. 16We exclude the softening method of Touma (2002) from this analysis as it
introduces additional complexity due to the nature of softening parameter;
ϵ2 = b2/max(a2
1, a2
2), see Section 2.1.2.
17For example, the curve computed using the (corrected) model of
Teyssandier & Ogilvie (2016) has C = 10.9 and χ = 1.91, while the one for
Quartic disc has C = 7.2 and χ = 1.75. 17For example, the curve computed using the (corrected) model of
Teyssandier & Ogilvie (2016) has C = 10.9 and χ = 1.91, while the one for
Quartic disc has C = 7.2 and χ = 1.75. 7 SUMMARY I., Goldreich P., 2000, ApJ, 540, 1084 Davydenkova I., Rafikov R. R., 2018, ApJ, 864, 74 Fontana A., Marzari F., 2016, A&A, 589, A133 Goldreich P., Tremaine S., 1979, AJ, 84, 1638 Goldreich P., Tremaine S., 1979, AJ, 84, 1638 (v) We developed a general analytical framework for computing
the secular disturbing function between two co-planar rings with
arbitrary interaction potential of rather general form (equation 10). This framework accurately reproduces the orbit-averaged razor-thin
disc potential as ς →0 for a wide class of softened gravity models. Goldreich P., Tremaine S., 1980, ApJ, 241, 425 Graps A. L., Showalter M. R., Lissauer J. J., Kary D. M., 1995, AJ, 109,
2262 Gulati M., Saini T. D., Sridhar S., 2012, MNRAS, 424, 348 Hahn J. M., 2003, ApJ, 595, 531 (vi) Using this general framework, we demonstrated that an
accurate implementation of the softened potentials suggested in
both Tremaine (1998) and Teyssandier & Ogilvie (2016) leads to
the recovery of the expected dynamical behaviour in the limit of
small softening. Heppenheimer T. A., 1980, Icarus, 41, 76 Jacobs V., Sellwood J. A., 2001, ApJ, 555, L25 Kazandjian
M. V.,
Touma
J. R.,
2013,
MNRAS,
430,
2732 Kocsis B., Tremaine S., 2011, MNRAS, 412, 187 Latter
H. N.,
Ogilvie
G. I.,
Rein
H.,
2017,
in
Tiscareno
M. S.,
Murray
C. D.,
eds,
Planetary
Ring
Systems. Properties,
Structure, and Evolution. Cambridge Univ. Press, Cambridge, p. 549 (vii) Our results suggest that the numerical treatments of the
secular eccentricity dynamics in softened, nearly Keplerian discs
must obey important constraints. Namely, a fine numerical sampling
(i.e. large number N of discrete annuli representing the disc, with
N ∼Cς−χ, C ∼O(10), 1.5 ≲χ ≲2) is required to ensure that the
correct secular behaviour is properly captured by such calculations
when ς is small. This finding has important ramifications for
numerical treatments of planetary rings with sharp edges. Lee W.-K., Dempsey A. M., Lithwick Y., 2019, ApJ, 872, 184 Meschiari S., 2014, ApJ, 790, 41 Meschiari S., 2014, ApJ, 790, 41 Murray C. D., Dermott S. F., 1999, Solar System Dynamics. Cambridge
Univ. Press, Cambridge Pan M., Wu Y., 2016, ApJ, 821, 18 Petrovich C., Wu Y., Ali-Dib M., 2019, AJ, 157, 5 In the future our results for the disc-driven eccentricity dynamics
may be extended to higher order in eccentricity, as well as general-
ized for treating inclination dynamics. Plummer H. C. 7 SUMMARY K., 1918, An Introductory Treatise on Dynamical Astron-
omy. Cambridge Univ. Press, Cambridge Press W. H., Teukolsky S. A., Vetterling W. T., Flannery B. P., 2002,
Numerical recipes in C++ : the art of scientific computing. Cambridge
Univ. Press, Cambridge ACKNOWLEDGEMENTS Sefilian A. A., Touma J. R., 2019, AJ, 157, 59 Silsbee K., Rafikov R. R., 2015, ApJ, 798, 71 We express our gratitude to Scott Tremaine and Jihad Touma for
a number of stimulating discussions, which have led to substantial
improvements of the manuscript. We are also grateful to Gordon
Ogilvie, Jean Teyssandier, Yoram Lithwick, and Cristobal Petrovich
for useful discussions, and an anonymous referee for constructive
comments. AAS acknowledges a scholarship by the Gates Cam-
bridge Trust (OPP1144), while RRR was supported by NASA via
grant 15-XRP15-2-0139. Open Access for this article was funded
by the Bill & Melinda Gates Foundation. Statler T. S., 2001, AJ, 122, 2257 Teyssandier J., Ogilvie G. I., 2016, MNRAS, 458, 3221 Teyssandier J., Terquem C., Papaloizou J. C. B., 2013, MNRAS, 428,
658 Tiscareno M. S., 2013, in Oswalt T. D., French L. M., Kalas P.,
eds, Planets, Stars and Stellar Systems. Springer-Verlag, Berlin, p. 309 Touma J. R., 2002, MNRAS, 333, 583 Touma J. R., Sridhar S., 2012, MNRAS, 423, 2083 Touma J. R., Tremaine S., Kazandjian M. V., 2009, MNRAS, 394,
1085 7 SUMMARY In this work, we investigated the applicability of softened gravity
for computing the orbit-averaged potential of razor-thin eccentric
discs. We compared disc-driven secular dynamics of coplanar test
particles computed using softening prescriptions available in the
literature with the calculations based on the unsoftened method of
Heppenheimer (1980). Our findings are summarized below. (i) We confirmed that the softening methods of both Touma
(2002) and Hahn (2003) correctly reproduce eccentricity dynamics
of razor-thin discs in the limit of vanishing softening parameter ς
for all disc models. Qualitatively similar results were stated in Hahn (2003), who
showed that the secular effects of a continuous disc can be recovered
only when the disc rings are sufficiently numerous that their radial
separation is below the softening length. Although, interestingly,
Hahn (2003) and Lee et al. (2019) claimed good convergence of
the precession rate to the expected value already for N ∼O(ς−1)
[however, note that Lee et al. (2019) also included effects of gas
pressure in their calculations, in addition to disc gravity]. In our case,
the condition on the separation between disc rings motivated by
Figs 2 and 3 (i.e. a/ap ≲0.1ς2), along with the results presented in (ii) The softening prescription proposed in Tremaine (1998)
yields convergent results as ς →0. However, quantitative dif-
ferences of up to ∼(20 −30) per cent from the unsoftened cal-
culations are observed. We demonstrate that these differences
arise because of the insufficient smoothness of the interparticle
interaction assumed in Tremaine (1998). (iii) The softening formalism suggested in Teyssandier & Ogilvie
(2016) does not result in convergent results in the limit of zero
softening. 16We exclude the softening method of Touma (2002) from this analysis as it
introduces additional complexity due to the nature of softening parameter;
ϵ2 = b2/max(a2
1, a2
2), see Section 2.1.2. 18Another way to calculate the softened disturbing function for arbitrarily
high eccentricities is to numerically compute the ring–ring interaction
potential, as was done by Touma et al. (2009). 17For example, the curve computed using the (corrected) model of
Teyssandier & Ogilvie (2016) has C = 10.9 and χ = 1.91, while the one for
Quartic disc has C = 7.2 and χ = 1.75. MNRAS 489, 4176–4195 (2019) 4190 A. A. Sefilian and R. R. Rafikov (iv) Very small values of the (dimensionless) softening parameter
are required for correctly reproducing secular eccentricity dynamics
near sharp edges of discs/rings. Chiang E. Batygin K., 2012, Nature, 491, 418 Batygin K., 2012, Nature, 491, 418 Ward W. R., 1981, Icarus, 47, 234
ty o Ward W. R., 1981, Icarus, 47, 234 Binney J., Tremaine S., 2008, Galactic Dynamics: Second Edition. Princeton
Univ. Press, Princeton, NJ Ward W. R., 1989, ApJ, 336, 526 APPENDIX A: CALCULATION OF THE SECULAR RING–RING INTERACTION REFERENCES Tremaine S., 1998, AJ, 116, 2015 Tremaine S., 2001, AJ, 121, 1776 Tremaine S., 2001, AJ, 121, 1776 19Note that we do not deal with the indirect part of the potential – which is left unsoftened – as it contains only periodic terms and does not affect the secular
dynamics (Murray & Dermott 1999). A1 Expansion of the interaction function around small eccentricities Following the classical techniques of celestial mechanics (see, Plummer 1918, Ch. XVI), we start by expanding around circular orbits. Using Taylor expansion we write 3 + (f2 −M2)D4
0
≡
T0
(A2) = exp
log
r1
a1
D1 + log
r2
a2
D2 + (f1 −M1)D3 + (f2 −M2)D4
0
≡
T0 = exp
log
r1
a1
D1 + log
r2
a2
D2 + (f1 −M1)D3 + (f2 −M2)D4
0
≡
T0
(A2) (A2) with 0 =
a2
1 + a2
2 −2a1a2 cos θ + F(a1, a2)
−1/2 , (A3) 0 =
a2
1 + a2
2 −2a1a2 cos θ + F(a1, a2)
−1/2 ,
(A3)
where θ = M1 −M2 + ϖ 1 −ϖ 2, Mi represents the mean anomaly of the ith ring characterized with semimajor axis ai, and the linear
operators Dk are given by (Plummer 1918) where θ = M1 −M2 + ϖ 1 −ϖ 2, Mi represents the mean anomaly of the ith ring characterized with semimajor axis ai, and the linear
operators Dk are given by (Plummer 1918) D1 = a1
∂
∂a1
≡a1∂1,
D2 = a2
∂
∂a2
≡a2∂2,
and
D3 = −D4 = ∂
∂θ . (A4) (A4) Note that this expansion, as well as subsequent steps, is completely symmetric with respect to interchanging the particle indices. A1 Expansion of the interaction function around small eccentricities (A9) (A9) We have used the fact that cos (M1 −M2) = cos θcos (ϖ 1 −ϖ 2) and sin (M1 −M2) = sin θcos (ϖ 1 −ϖ 2) in the secular regime (Plummer
1918). We have used the fact that cos (M1 −M2) = cos θcos (ϖ 1 −ϖ 2) and sin (M1 −M2) = sin θcos (ϖ 1 −ϖ 2) in the secular regime (Plummer
1918). APPENDIX A: CALCULATION OF THE SECULAR RING–RING INTERACTION MNRAS 489, 4176–4195 (2019) MNRAS 489, 4176–4195 (2019) Softened potentials of discs
4191 Softened potentials of discs
4191 A1 Expansion of the interaction function around small eccentricities APPENDIX A: CALCULATION OF THE SECULAR RING–RING INTERACTION Here, we present a calculation of the secular disturbing function due to two co-planar rings interacting with each other via softened gravity in
the form (10). We do not assume any specific form for the softening function F apart from requiring it to be a function of the instantaneous
positions of interacting particles with respect to the centre of the system. We first write the ring–ring interaction function as19 2 =
r2
1 + r2
2 −2r1r2 cos(f1 −f2 + ϖ1 −ϖ2) + F(r1, r2)
−1/2 ,
(A1) −r2)2 + F(r1, r2)]−1/2 =
r2
1 + r2
2 −2r1r2 cos(f1 −f2 + ϖ1 −ϖ2) + F(r1, r2)
−1/2 , = [(r1 −r2)2 + F(r1, r2)]−1/2 =
r2
1 + r2
2 −2r1r2 cos(f1 −f2 + ϖ1 −ϖ2) + F(r1, r2)
−1/2 , (A1) where F(r1, r2) is an arbitrary softening function introduced to cushion the singularity which arises otherwise at null interparticle separations. In the above expression, fi is the true anomaly of the ith ring, ϖ i is its longitude of periapse and ri is its instantaneous position, i = 1, 2. Our
goal is to obtain the orbit-averaged expansion of to second order in eccentricities ei valid for arbitrary F(r1, r2). where F(r1, r2) is an arbitrary softening function introduced to cushion the singularity which arises otherwise at null interparticle separations. In the above expression, fi is the true anomaly of the ith ring, ϖ i is its longitude of periapse and ri is its instantaneous position, i = 1, 2. Our
goal is to obtain the orbit-averaged expansion of to second order in eccentricities ei valid for arbitrary F(r1, r2). p
f
y
g
g
p
p
p
btain the orbit-averaged expansion of to second order in eccentricities ei valid for arbitrary F(r1, r2). 19Note that we do not deal with the indirect part of the potential – which is left unsoftened – as it contains only periodic terms and does not affect the secular
dynamics (Murray & Dermott 1999). 19Note that we do not deal with the indirect part of the potential – which is left unsoftened – as it contains only periodic terms and does not affect the secular
dynamics (Murray & Dermott 1999). A2 Computation of the action of relevant operators Equipped with expression (A7) for , we proceed to compute the action of operator T on 0 prior to orbit-averaging the resultant expression. With this in mind, we compute the action of several operators appearing in the definitions of A, B, and C on 0 and list them below: Equipped with expression (A7) for , we proceed to compute the action of operator T on 0 prior to orbit-averaging the resultant expression. A1 Expansion of the interaction function around small eccentricities Next, in order to calculate the action of the operator T defined by equation (A2) on the disturbing function of circular softened rings 0,
we make use of the elliptical expansions of r/a and f −M, 1
2e2[1 −cos(2M)] · D + 1
4e2[1 + cos(2M)] · D(D −1) + O(e3),
(A5) (a−1r)D = 1 −e cos M · D + 1
2e2[1 −cos(2M)] · D + 1
4e2[1 + cos(2M)] · D(D −1) + O(e3), (a−1r)D = 1 −e cos M · D + 1
2e2[1 −cos(2M)] · D + 1
4e2[1 + cos(2M)] · D(D −1) + O(e3),
(A5) (A5) = 1 + 2e sin M · D + 5
4e2 sin(2M) · D + e2[1 −cos(2M)] · D2 + O(e3) exp{(f −M)D} = 1 + 2e sin M · D + 5
4e2 sin(2M) · D + e2[1 −cos(2M)] · D2 + O(e3) exp{(f −M)D} = 1 + 2e sin M · D + 5
4e2 sin(2M) · D + e2[1 −cos(2M)] · D2 + O(e3)
(A6) (A6) to multiply individual terms appearing in T, keep the ones up to second order in eccentricities, and drop all terms that do not contain the
difference of mean anomalies, k(M1 −M2), as they are evidently periodic and vanish upon orbit-averaging. Performing this procedure and
dropping an irrelevant constant term, one can demonstrate that reduces to to multiply individual terms appearing in T, keep the ones up to second order in eccentricities, and drop all terms that do not contain the
difference of mean anomalies, k(M1 −M2), as they are evidently periodic and vanish upon orbit-averaging. Performing this procedure and
dropping an irrelevant constant term, one can demonstrate that reduces to 0 ≡A0 e2
1 + B0 e2
2 + C0 e1e2 cos(ϖ1 −ϖ2),
(A7)
operators A, B, and C acting on 0 are defined as
+ 1
4D1(D1 + 1),
B ≡D2
4 + 1
4D2(D2 + 1),
(A8) = T0 ≡A0 e2
1 + B0 e2
2 + C0 e1e2 cos(ϖ1 −ϖ2), (A7) where the operators A, B, and C acting on 0 are defined as A ≡D2
3 + 1
4D1(D1 + 1),
B ≡D2
4 + 1
4D2(D2 + 1), C ≡cos θ
2D3D4 + 1
2D1D2
−sin θ(D2D3 −D1D4). C ≡cos θ
2D3D4 + 1
2D1D2
−sin θ(D2D3 −D1D4). (A9) −sin θ(D2D3 −D1D4). A3 Orbit-averaging the interaction function Expressions (A10)–(A17) allow the computation of = T0, which needs to be time-averaged in order to recover the secular disturbing
function. We do not show the cumbersome collated expression for T0 and proceed to the final step of orbit-averaging, which will conclude
our derivation. In short, our goal is to compute ⟨⟩= ⟨T0⟩= 1
2π
2π
0
T0 dθ, (A18) which essentially reduces to computing the individual terms ⟨A0⟩, ⟨B0⟩and ⟨C0⟩. At the outset, it is important to note that each of the
terms appearing in T0 (through A0, B0, and C0, or the operators they entail) are proportional to cos(mθ)2s
0 . By making use of α =
a</a>, where a < = min(a1, a2) and a> = max(a1, a2), this combination can be reduced to cos(mθ)2s
0 = a−2s
>
cos(mθ)
1 + α2 −2α cos θ + a−2
> F(a1, a2)
−s . (A19) mθ)
1 + α2 −2α cos θ + a−2
> F(a1, a2)
−s . ( cos(mθ)2s
0 = a−2s
>
cos(mθ)
1 + α2 −2α cos θ + a−2
> F(a1, a2)
−s . (A19) For that reason, calculation of the orbit-averaged (by integrating over dθ) yields integrals of the form For that reason, calculation of the orbit-averaged (by integrating over dθ) yields integrals of the form For that reason, calculation of the orbit-averaged (by integrating over dθ) yields integrals of the form B(m)
s
(α) ≡2
π
π
0
cos(mθ)
1 + α2 −2α cos θ + ϵ2(α)
−sdθ, B(m)
s
(α) ≡2
π
π
0
cos(mθ)
1 + α2 −2α cos θ + ϵ2(α)
−sdθ,
(A20) (A20) which is the generalization of the classical Laplace coefficients b(m)
s
(recovered when F(a1, a2) = 0, see equation 2) with the dimensionless
softening parameter which is the generalization of the classical Laplace coefficients b(m)
s
(recovered when F(a1, a2) = 0, see equation 2) with the dimensionless
softening parameter ϵ2(α) ≡a−2
> F(a1, a2), ϵ2(α) ≡a−2
> F(a1, a2), (A21) see equation (7). Employing this notation, we present the simplified expressions of ⟨A0⟩, ⟨B0⟩, and ⟨C0⟩obtained as a result of
orbit-averaging: see equation (7). A2 Computation of the action of relevant operators With this in mind, we compute the action of several operators appearing in the definitions of A, B, and C on 0 and list them below:
D2
3 0 = D2
4 0
=
3a2
1a2
2 sin2 θ 5
0 −a1a2 cos θ 3
0,
(A10) sin2 θ 5
0 −a1a2 cos θ 3
0,
(A10) D2
3 0 = D2
4 0
=
3a2
1a2
2 sin2 θ 5
0 −a1a2 cos θ 3
0,
(A10) D1D2 0 = a1a2
cos θ −1
2∂1∂2F
3
0 + 3
a2
2 −a1a2 cos θ + a2
2 ∂2F
a2
1 −a1a2 cos θ + a1
2 ∂1F
5
0,
(A11)
D2D3 0 = −a1a2 sin θ 3
0 + 3a1a2 sin θ
a2
2 −a1a2 cos θ + a2
2 ∂2F
5
0,
(A12)
D1D4 0 = a1a2 sin θ 3
0 −3a1a2 sin θ
a2
1 −a1a2 cos θ + a1
2 ∂1F
5
0,
(A13)
D1 3
0 = −3
a2
1 −a1a2 cos θ + a1
2 ∂1F
5
0,
(A14)
D2 3
0 = −3
a2
2 −a1a2 cos θ + a2
2 ∂2F
5
0,
(A15) D1D2 0 = a1a2
cos θ −1
2∂1∂2F
3
0 + 3
a2
2 −a1a2 cos θ + a2
2 ∂2F
a2
1 −a1a2 cos θ + a1
2 ∂1F
5
0,
(A11)
D2D3 0 = −a1a2 sin θ 3
0 + 3a1a2 sin θ
a2
2 −a1a2 cos θ + a2
2 ∂2F
5
0,
(A12)
D1D4 0 = a1a2 sin θ 3
0 −3a1a2 sin θ
a2
1 −a1a2 cos θ + a1
2 ∂1F
5
0,
(A13) a2
2 ∂2F
5
0,
(A12) D1 3
0 = −3
a2
1 −a1a2 cos θ + a1
2 ∂1F
5
0,
D2 3
0 = −3
a2
2 −a1a2 cos θ + a2
2 ∂2F
5
0, (A15) MNRAS 489, 4176–4195 (2019) MNRAS 489, 4176–4195 (2019) MNRAS 489, 4176–4195 (2019) 4192 A. A. Sefilian and R. R. Rafikov where for conciseness we have written F instead of F(a1, a2). A2 Computation of the action of relevant operators Here, it is worthwhile to mention that, as far as the expansion technique is
concerned, the terms ∂iF (with i = 1, 2) appearing in the above expressions are the only difference brought upon by softening the Newtonian
point–mass interaction (equation A1). Another set of operators useful in computing T0 is the following: where for conciseness we have written F instead of F(a1, a2). Here, it is worthwhile to mention that, as far as the expansion technique is
concerned, the terms ∂iF (with i = 1, 2) appearing in the above expressions are the only difference brought upon by softening the Newtonian
point–mass interaction (equation A1). Another set of operators useful in computing T0 is the following: D1(D1 + 1) 0 = −D1D2 0 + 1
2D1
(2F −a1∂1F −a2∂2F) 3
0
, D2(D2 + 1) 0 = −D1D2 0 + 1
2D2
(2F −a1∂1F −a2∂2F) 3
0
, (A17) which can be obtained by making use of the identity (D1 + D2 + 1)0 = 1
2(2F −a1∂1F −a2∂2F)3
0. Here, we note that for all softening
functions F for which 2F −a1∂1F −a2∂2F = 0, one finds D1 + D2 = −1. Consequently, in such cases, the operators D1(D1 + 1) and
D2(D2 + 1) become identical rendering A0 = B0 (since D2
3 = D2
4, see equations A8 and A10). As a result, the resultant orbit-averaged
disturbing function (A7) is symmetric in e1 and e2, similar to the case of classical Laplace–Lagrange theory. This is not true in general, for
instance, when F(r1, r2) = const ̸= 0. A3 Orbit-averaging the interaction function The functional forms of the coefficients Ti(α) given by equations (A25)–(A27) appearing in the orbit-averaged disturbing function due to two
coplanar (arbitrarily) softened rings (equations A22–A24) such that α ≡a</a> ≤1. The first column lists the softening prescriptions analysed in this work
(see Section 2.1), while the second column shows the specific forms of the softening function F(r1, r2) in equation (A1). The corresponding expressions for
the dimensionless softening parameters ϵ2(α) = a−2
> F(a1, a2) (equation A21) entering in the definition of softened Laplace coefficients (equation A20) are
also shown. Here, (x) represents the Heaviside step function and δ(x) = d(x)/dx stands for Dirac delta-function. Method
F(r1, r2)
ϵ2(α)
T1(α)
T2(α)
T3(α)
T4(α)
T5(α)
T6(α)
T7(α)
T8(α)
H03
H 2(r2
1 + r2
2)
H2(1 + α2)
0
2H2(1 + α2)
0
0
4αH2(2 + H2)
0
2H 2 a1
a2
2H 2 a2
a1
T02
b2
c
β2 = (bc/a>)2
2β2
0
0
0
0
0
0
0
Tr98
β2
c max(r2
1, r2
2)
β2
c
0
2β2
c
−2β2
c δ(α −1)
0
4αβ2
c
0
2β2c
α (a1 −a2)
2β2c
α (a2 −a1)
TO16
S2r1r2
S2α
0
2αS2
S2
0
S2(S2α + 2α2 +
2)
0
S2
S2 T6 = a2
a2
>
∂2[2F −a1∂1F −a2∂2F],
T7 = a−1
2 ∂1F,
T8 = a−1
1 ∂2F, (A27) where, as before, F ≡F(a1, a2), α = a</a>, and ∂i ≡∂/∂ai. Note that the expressions for φ11 and φ22 swap definitions upon replacing a1 by
a2, whilst keeping α < 1 by construction. This can be understood by first noting that functions Ti with i = 1, 2, 3, and 5 are invariant under
a1 ⇋a2 while, at the same time, T4 and T7 (appearing in the second line of equation A22) translate to T6 and T8 (appearing in the second
line of equation A23); and vice versa. where, as before, F ≡F(a1, a2), α = a</a>, and ∂i ≡∂/∂ai. Note that the expressions for φ11 and φ22 swap definitions upon replacing a1 by
a2, whilst keeping α < 1 by construction. This can be understood by first noting that functions Ti with i = 1, 2, 3, and 5 are invariant under
a1 ⇋a2 while, at the same time, T4 and T7 (appearing in the second line of equation A22) translate to T6 and T8 (appearing in the second
line of equation A23); and vice versa. A4 Alternative calculation: secular disc–particle interaction F′ = ∂F/∂ap), a> = max (ap, a), α = min (ap, a)/max (ap, a) and integration is
done over the semimajor axis a of the disc elements. Calculation of the non-axisymmetric part of Rd resulting from non-zero disc eccentricity
(i.e. Bd) is somewhat more tedious but can nevertheless be done similar to Davydenkova & Rafikov (2018). A3 Orbit-averaging the interaction function These identities, when combined, yield the desired expression of ⟨⟩= ⟨T0⟩; see equations (A7)–(A9). Subsequently, the softened
ring–ring disturbing function in form (11) is recovered, with the coefficients φij defined by equations (A22)–(A24). This completes our
calculation of the secular ring–ring interaction between two softened coplanar rings, up to second order in eccentricity and valid for arbitrary
softening functions F(r1, r2). Note that in the absence of softening (i.e. F(r1, r2) = 0) Ti = 0 for all i and the classical expressions for φLL
11 , φLL
22 and φLL
12 – equations (8)
and (9) – are recovered. Finally, we mention that the expansion technique exploited here can be used to recover the orbit-averaged disturbing
function valid to arbitrary order in eccentricity, as well as inclinations. A3 Orbit-averaging the interaction function Employing this notation, we present the simplified expressions of ⟨A0⟩, ⟨B0⟩, and ⟨C0⟩obtained as a result of
orbit-averaging: a> ⟨A0⟩(α) ≡φ11(α) = α
2
−5
4B(1)
3/2 + 3
8αB(0)
5/2 + 3
4(1 + α2)B(1)
5/2 −15
8 αB(2)
5/2 + 3
8T2B(1)
5/2 −3
16T5B(0)
5/2
+ 1
8
T3 + α−1T4
B(0)
3/2 −3
8T1
a1
a2
B(0)
5/2 −B(1)
5/2 + 1
2T7B(0)
5/2
,
(A22) α) = α
2
−5
4B(1)
3/2 + 3
8αB(0)
5/2 + 3
4(1 + α2)B(1)
5/2 −15
8 αB(2)
5/2 + 3
8T2B(1)
5/2 −3
16T5B(0)
5/2
+ 1
8
T3 + α−1T6
B(0)
3/2 −3
8T1
a2
a1
B(0)
5/2 −B(1)
5/2 + 1
2T8B(0)
5/2
, a> ⟨B0⟩(α) ≡φ22(α) = α
2
−5
4B(1)
3/2 + 3
8αB(0)
5/2 + 3
4(1 + α2)B(1)
5/2 −15
8 αB(2)
5/2 + 3
8T2B(1)
5/2 −3
16T5B(0)
5/2
+ 1
8
T3 + α−1T6
B(0)
3/2 −3
8T1
a2
a1
B(0)
5/2 −B(1)
5/2 + 1
2T8B(0)
5/2
,
(A23) (A23) a> ⟨C0⟩(α) ≡φ12(α) = α
2
9
4B(0)
3/2 + 1
4B(2)
3/2 + 3
8αB(3)
5/2 + 21
8 αB(1)
5/2 + 3
4(1 + α2)B(2)
5/2 −9
4(1 + α2)B(0)
5/2
−1
4T3B(1)
3/2 −9
8T2B(0)
5/2 + 3
8T5B(1)
5/2 + 3
8T2B(2)
5/2
. (A24) In equations (A22)–(A24), we have defined the dimensionless functions Ti(α) such that In equations (A22)–(A24), we have defined the dimensionless functions Ti(α) such that T1 = a−2
>
2F −a1∂1F −a2∂2F
,
T2 = α
∂1F
a2
+ ∂2F
a1
,
T3 = ∂1∂2F,
T4 = a1
a2
>
∂1[2F −a1∂1F −a2∂2F],
T5 = α
2∂1F
a1
+ 2∂2F
a2
+ ∂1F
a1
∂2F
a2
, T1 = a−2
>
2F −a1∂1F −a2∂2F
,
T2 = α
∂1F
a2
+ ∂2F
a1
,
T3 = ∂1∂2F, T4 = a1
a2
>
∂1[2F −a1∂1F −a2∂2F],
T5 = α
2∂1F
a1
+ 2∂2F
a2
+ ∂1F
a1
∂2F
a2
, = α
2∂1F
a1
+ 2∂2F
a2
+ ∂1F
a1
∂2F
a2
,
(A26) MNRAS 489, 4176–4195 (2019) MNRAS 489, 4176–4195 (2019) 4193 Softened potentials of discs Table B1. A4 Alternative calculation: secular disc–particle interaction Calculations presented above describe the orbit-averaged coupling between the two individual annuli, which subsequently need to be integrated
over the semimajor axes of the disc elements to represent the effect of a continuous disc. In principle, one can also arrive at expressions (4)
by assuming a continuous mass distribution in the disc from the start and performing a calculation similar to that in Davydenkova & Rafikov
(2018). Namely, one would need to compute Rd = ⟨G
S
(rd)(rd, rp)dS⟩, where is the interaction potential given by equation (10), angle
brackets indicate averaging over the orbit of the test particle given by rp and integration is carried out over the full surface of the disc S with rd
denoting the location of a disc element. To obtain the expression for Rd accurate to second order in eccentricities one would need to expand
(rd, rp) to second order in particle and disc eccentricities by e.g. writing rp = ap(1 −epcos Ep), where Ep is the eccentric anomaly of the
particle orbit. This expansion should explicitly account for the dependence of F on rd and rp. Averaging the resulting expressions over Ep,
one would arrive at the proper expression for Rd in the form (4). In particular, after a lengthy but straightforward calculation this method gives the following expression for t hy but straightforward calculation this method gives the following expression for the disc-driven precession rate Ad =
πG
2npa2
p
a
(a)da
a>
1
4
3apF′
F′ + 4ap
−2
2F′ + apF′′
a2
p + a2 + F
−12apF
apB(0)
5/2(α)
a4
>
+ αB(1)
3/2(α) −
F′ −apF′′ apαB(1)
5/2(α)
a2
>
,
(A28) + αB(1)
3/2(α) −
F′ −apF′′ apαB(1)
5/2(α)
a2
>
, (A28) where prime denotes differentiation with respect to ap (e.g. F′ = ∂F/∂ap), a> = max (ap, a), α = min (ap, a)/max (ap, a) and integration is
done over the semimajor axis a of the disc elements. Calculation of the non-axisymmetric part of Rd resulting from non-zero disc eccentricity
(i.e. Bd) is somewhat more tedious but can nevertheless be done similar to Davydenkova & Rafikov (2018). where prime denotes differentiation with respect to ap (e.g. APPENDIX C: GENERALIZED LAPLACE COEFFICIENTS As demonstrated in Appendix A, softening the Newtonian point-mass potential by an arbitrary function F(r1, r2) modifies the definition of
the Laplace coefficients as shown by equations (7) and (A20) by the introduction of a softening parameter ϵ2(α) = a−2
> F(a1, a2) (equation
A21), 0 ≤α = a</a> ≤1. Here, we present some useful recursive relationships amongst different generalized Laplace coefficients B(m)
s
(α),
along with their asymptotic behaviour in the limits of α →0, 1 as well as their relationship to complete elliptic integrals. C1 Recursive relations Generalizing the results for the usual (unsoftened) Laplace coefficients b(m)
s
(e.g. Plummer 1918, p. 159), the following relationships can be
easily obtained for the generalized Laplace coefficients defined by equations (7) and (A20): mB(m)
s
= sαB(m−1)
s+1
−sαB(m+1)
s+1 , (C1) m(1 + α2 + ϵ2)B(m)
s
= α(m + 1 −s)B(m+1)
s
+ α(m + s −1)B(m−1)
s
, (m + s)B(m)
s
= s(1 + α2 + ϵ2)B(m)
s+1 −2sαB(m+1)
s+1 . (m + s)B(m)
s
= s(1 + α2 + ϵ2)B(m)
s+1 −2sαB(m+1)
s+1 . (C3) The difference with the classical recursive relations for b(m)
s
amounts to substituting the combination 1 + α2 appearing in the case of ordinary
Laplace coefficients with 1 + α2 + ϵ2(α). Another useful expression relating the generalized Laplace coefficients of arguments α and α−1 is Another useful expression relating the generalized Laplace coefficients of arguments α and α−1 is B(m)
s
(α−1) = α2sB(m)
s
(α). (C4) Note that the above relationship is valid only as long as the softening parameter satisfies α2ϵ2(1/α) = ϵ2(α). For instance, this condition is
violated when the softening parameter ϵ has no dependence on α (e.g. that of Tremaine 1998, see Table 1). Note that the above relationship is valid only as long as the softening parameter satisfies α2ϵ2(1/α) = ϵ2(α)
violated when the softening parameter ϵ has no dependence on α (e.g. that of Tremaine 1998, see Table 1). Note that the above relationship is valid only as long as the softening parameter satisfies α2ϵ2(1/α) = ϵ2(α). For instance, this condition is
violated when the softening parameter ϵ has no dependence on α (e.g. that of Tremaine 1998, see Table 1). APPENDIX B: SPECIFIC CASES OF F(r1, r2) Indeed, equation (C2) with m = 1
and s = 5/2 and equation (C1) with m = 1 and s = 3/2 read 3(1 + α2 + S2α)B(1),TO
5/2
= −3α
2 B(2),TO
5/2
+ 15
2 αB(0),TO
5/2
, (B2) −6B(1),TO
3/2
= 9α
B(2),TO
5/2
−B(0),TO
5/2
, (B3) respectively. Inserting the above two identities in equation (B1) one arrives at equation (32). Similarly, the expression of φ12 (equation A24)
can be simplified with the aid of equation (C3) (with m = 0, s = 3/2), equation (C2) (with m = 2, s = 5/2) and equation (C1) (with m = 2, s
= 3/2) resulting in equation (33) after some algebra. As discussed in Section 6.2, the terms in equations (32) and (33) explicitly proportional
to S2 are absent in the original formulation of Teyssandier & Ogilvie (2016); see Table 1. 2
2
2 respectively. Inserting the above two identities in equation (B1) one arrives at equation (32). Similarly, the expression of φ12 (equation A24)
can be simplified with the aid of equation (C3) (with m = 0, s = 3/2), equation (C2) (with m = 2, s = 5/2) and equation (C1) (with m = 2, s
= 3/2) resulting in equation (33) after some algebra. As discussed in Section 6.2, the terms in equations (32) and (33) explicitly proportional
to S2 are absent in the original formulation of Teyssandier & Ogilvie (2016); see Table 1. Similarly, for the formalism of Tremaine (1998), propagating their functional form of F(r1, r2) = β2
c max(r2
1, r2
2) through our general
framework, we arrive at the expressions for φij(α) differing from those reported in Tremaine (1998) in a very special way: we find φij to
contain additional terms proportional to T3(α) ∼δ(α −1), where δ(x) is the Dirac delta-function. Such terms are absent in the original
formulation of Tremaine (1998); see Tables 1 and B1. Emergence of these terms can be easily demonstrated by first noting that in this case
φ 11 = φ22 (as T1 = T4 = T6 = 0), employing the recursive relationships for Laplace coefficients (in a similar order as done above for TO16)
to simplify the general expressions of φ11(= φ22) and φ12, and finally arriving at equations (26) and (27). The ramifications of this finding is
discussed in Section 6.1. APPENDIX B: SPECIFIC CASES OF F(r1, r2) The general framework developed in Appendix A allows us to recover the expressions of φij arrived at by Touma (2002) and Hahn (2003)
upon specifying certain functional forms of F(r1, r2). Indeed, Touma (2002) performed the same calculations as presented in Appendix A
for the case of Plummer potential – F(r1, r2) = b2
c – to second order in eccentricities, and later to fourth order in eccentricities (Touma
& Sridhar 2012). Furthermore, we find that the results obtained by Hahn (2003) can be recovered from our general framework by setting
F(r1, r2) = H 2(r2
1 + r2
2). For reference, the functional forms of Ti for these forms of F(r1, r2), along with their softening parameters ϵ2(α),
are summarized in Table B1, which can be used to show that equations (A22)–(A24) reduce to those in Table 1 after some algebra with the
aid of the recursive relationships for B(m)
s
presented in Appendix C. s
As to the formalism of Teyssandier & Ogilvie (2016), we find, using their softening prescription of F(r1, r2) = S2r1r2, that our general
framework yields φij expressions different from those reported by Teyssandier & Ogilvie (2016). Indeed, we first note that in this case, T1 = MNRAS 489, 4176–4195 (2019) 4194 A. A. Sefilian and R. R. Rafikov T4 = T6 = 0 (Table B1) rendering the expressions of φ11 and φ22 identical such that T4 = T6 = 0 (Table B1) rendering the expressions of φ11 and φ22 identical such that T4 = T6 = 0 (Table B1) rendering the expressions of φ11 and φ22 identical such that T4 = T6 = 0 (Table B1) rendering the expressions of φ11 and φ22 identical such that T4 = T6 = 0 (Table B1) rendering the expressions of φ11 and φ22 identical such that φ11 = φ22 = α
8
−5B(1),TO
3/2
+ 3
2αB(0),TO
5/2
+ 3(1 + α2 + S2α)B(1),TO
5/2
−15
2 αB(2),TO
5/2
−3
4S2(S2α + 2α2 + 2)B(0),TO
5/2
+ 1
2S2B(0),TO
3/2
(B1) (B1) Using the recursive relationships listed in Appendix C1, the above expression can be simplified further. Indeed, equation (C2) with m = 1
and s = 5/2 and equation (C1) with m = 1 and s = 3/2 read Using the recursive relationships listed in Appendix C1, the above expression can be simplified further. C3 Relationship to elliptic integrals Here, we express the generalized Laplace coefficients B(m)
s
in terms of complete elliptic integrals. These expressions can be used for rapid
numerical evaluation of the generalized Laplace coefficients without relying on numerical integration of equation (A20) (or equation 7). Let
us write, as before, 2αγ = 1 + α2 + ϵ2(α) and define χ = √2/(γ + 1) such that, for any general softening parameter ϵ2(α), we have 0 ≤χ
≤1 and γ ≥1. Now let us express B(m)
s
in terms of γ to write B(m)
s
= 21−s
παs
π
0
cos(mθ)
(γ −cos θ)s dθ. B(m)
s
= 21−s
παs
π
0
cos(mθ)
(γ −cos θ)s dθ. C2 Asymptotic behaviour ve approximate expressions for B(m)
s
in the asymptotic limits; for α →0 and α →1. Here, we derive approximate expressions for B(m)
s
in the asymptotic limits; for α →0 and α →1. Case 1: In the limit of α ≈0, one can factor out the term 1 + α2 + ϵ2(α) from the integrand of B(m)
s
to expand the denominator around γ −1
≈0, where γ = (2α)−1[1 + α2 + ϵ2(α)]. This allows us to approximate B(m)
s
as B(m)
s
(α) ≈
2
π(2αγ )s
π
0
cos(mθ) ×
1 + s
γ cos θ + s(s + 1)
2γ 2
cos2 θ + s(s + 1)(s + 2)
6γ 3
cos3 θ
dθ. (C5) B(m)
s
(α) ≈
2
π(2αγ )s
π
0
cos(mθ) ×
1 + s
γ cos θ + s(s + 1)
2γ 2
cos2 θ + s(s + 1)(s + 2)
6γ 3
cos3 θ
dθ. (C5) B(m)
s
(α) ≈
2
π(2αγ )s
π
0
cos(mθ) ×
1 + s
γ cos θ + s(s + 1)
2γ 2
cos2 θ + s(s + 1)(s + 2)
6γ 3
cos3 θ
dθ. (C5) MNRAS 489, 4176–4195 (2019) 4195 Softened potentials of discs
4195 Softened potentials of discs Using the orthogonality of the cosine functions, it is straightforward to show that Using the orthogonality of the cosine functions, it is straightforward to show that B(m)
s
≈
αmFm
(2αγ )s+m
as α →0, where Fm =
⎧
⎪
⎪
⎨
⎪
⎪
⎩
2
if m = 0
2s
if m = 1
s(s + 1)
if m = 2
1
3s(s + 1)(s + 2)
if m = 3
(C6) B(m)
s
≈
αmFm
(2αγ )s+m
as α →0, where Fm =
⎧
⎪
⎪
⎨
⎪
⎪
⎩
2
if m = 0
2s
if m = 1
s(s + 1)
if m = 2
1
3s(s + 1)(s + 2)
if m = 3
(C6) (C6) Case 2: In the opposite limit of x = 1 −α ≈0, the dominant contribution to B(m)
s
comes from θ ≪1 (Goldreich & Tremaine 1980). Thus,
one can set cos (mθ) →1 in the numerator, approximate cos θ ≈1 −θ2/2 in the denominator and extend the integration limit to infinity. Furthermore, setting α = 1 (i.e. C2 Asymptotic behaviour x = 0) everywhere except when it appears in the combination 1 −α, the generalized Laplace coefficient can
be approximated as B(m)
s
≈2
π
∞
0
dθ
x2 + θ2 + ϵ2
α=1
s = 2
π
(x2 + ϵ2
α=1)−1
if s = 3/2
2
3(x2 + ϵ2
α=1)−2
if s = 5/2 B(m)
s
≈2
π
∞
0
dθ
x2 + θ2 + ϵ2
α=1
s = 2
π
(x2 + ϵ2
α=1)−1
if s = 3/2
2
3(x2 + ϵ2
α=1)−2
if s = 5/2
(C7) B(m)
s
≈2
π
∞
0
dθ
x2 + θ2 + ϵ2
α=1
s = 2
π
(x2 + ϵ2
α=1)−1
if s = 3/2
2
3(x2 + ϵ2
α=1)−2
if s = 5/2
(C7) (C7) where ϵ2
α=1 is the softening parameter evaluated at α = 1. C3 Relationship to elliptic integrals (C8) (C8) ) =
π/2
0
(1 −χ2 sin2 φ)−1/2dφ and E(χ) =
π/2
0
1 −χ2 sin2 φ
1/2 dφ, we find that
B(1)
3/2 = 2[−(γ −1)K(χ) + γ E(χ)]
πα(γ −1)√2α(γ + 1)
,
(C9) Introducing complete elliptic integrals K(χ) =
π/2
0
(1 −χ2 sin2 φ)−1/2dφ and E(χ) =
π/2
0
1 −χ2 sin2 φ
1/2 dφ, we find that
B(0)
3/2 =
2E(χ)
πα(γ −1)√2α(γ + 1),
B(1)
3/2 = 2[−(γ −1)K(χ) + γ E(χ)]
πα(γ −1)√2α(γ + 1)
,
(C9) Introducing complete elliptic integrals K(χ) =
π/2
0
(1 −χ2 sin2 φ)−1/2dφ and E(χ) =
π/2
0
1 −χ2 Introducing complete elliptic integrals K(χ) =
π/2
0
(1 −χ2 sin2 φ)−1/2dφ and E(χ) =
π/2
0
1 −χ2 sin2 φ
1/2 dφ, we find that Introducing complete elliptic integrals K(χ) =
/
0
(1 −χ2 sin2 φ) 1/2dφ and E(χ) =
/
0
1 −χ2 sin2 φ
/ dφ, we find that
B(0)
3/2 =
2E(χ)
πα(γ −1)√2α(γ + 1),
B(1)
3/2 = 2[−(γ −1)K(χ) + γ E(χ)]
πα(γ −1)√2α(γ + 1)
,
(C9)
B(2)
3/2 = 2[−4γ (γ −1)K(χ) + (4γ 2 −3)E(χ)]
πα(γ −1)√2α(γ + 1)
,
B(3)
3/2 = 2
3
[−(γ −1)(32γ 2 −5)K(χ) + γ (32γ 2 −29)E(χ)]
πα(γ −1)√2α(γ + 1)
,
(C10)
B(0)
5/2 = 4[−(γ −1)K(χ) + 4γ E(χ)]
3π(2α)5/2(γ + 1)3/2(γ −1)2 ,
B(1)
5/2 = 4[−γ (γ −1)K(χ) + (γ 2 + 3)E(χ)]
3π(2α)5/2(γ + 1)3/2(γ −1)2
,
(C11)
B(2)
5/2 = 4[(γ −1)(4γ 2 −5)K(χ) −4γ (γ 2 −2)E(χ)]
3π(2α)5/2(γ + 1)3/2(γ −1)2
,
B(3)
5/2 = 4[γ (γ −1)(32γ 2 −33)K(χ) −(32γ 4 −57γ 2 + 21)E(χ)]
3π(2α)5/2(γ + 1)3/2(γ −1)2
. (C12) B(0)
3/2 =
2E(χ)
πα(γ −1)√2α(γ + 1), B(3)
3/2 = 2
3
[−(γ −1)(32γ 2 −5)K(χ) + γ (32γ 2 −29)E(χ)]
πα(γ −1)√2α(γ + 1)
,
(C10) B(1)
5/2 = 4[−γ (γ −1)K(χ) + (γ 2 + 3)E(χ)]
3π(2α)5/2(γ + 1)3/2(γ −1)2
,
(C11) B(2)
5/2 = 4[(γ −1)(4γ 2 −5)K(χ) −4γ (γ 2 −2)E(χ)]
3π(2α)5/2(γ + 1)3/2(γ −1)2
,
B(3)
5/2 = 4[γ (γ −1)(32γ 2 −33)K(χ) −(32γ 4 −57γ 2 + 21)E(χ)]
3π(2α)5/2(γ + 1)3/2(γ −1)2
. This paper has been typeset from a TEX/LATEX file prepared by the author. PPENDIX D: CONVERGENCE CRITERION FOR THE PRE-FACTORS OF POWE Astrophysical discs often extend over a few orders of magnitude in radius so that aout/ain ≫1. In such situations, far from the disc edges one
can take the limit of both α1 = ain/ap and α2 = ap/aout going to zero, provided that the gravitational potential of a power-law disc is insensitive
to the locations of the disc boundaries (see equations 18 and 19). Then the pre-factors ψ1 and ψ2 of the disturbing function converge to values
depending only on the power-law indices p and p + q, respectively, as well as on the adopted softening prescription. The conditions on the values of p and q which guarantee this convergence can be determined by expanding the coefficients φij(α), which
appear in the integrands of each of ψ1 and ψ2, in the limit of α ≈0. Using the Taylor expansions of softened Laplace coefficients B(m)
s
, we
determined that both ψ1 and ψ2 calculated using the softening methods of Hahn (2003) and Tremaine (1998), as well as its rectified version,
are convergent as long as −1 < p < 4 and −2 < p + q < 5, respectively, for all values of softening (i.e. H, βc). This follows from the fact
that for both Hahn (2003) and Tremaine (1998) we have φ11 = φ22 ∼α2 and φ12 ∼α3 to lowest order in α. These ranges of p and p + q are
in line with the findings of Silsbee & Rafikov (2015). As to the (rectified) softening model of Teyssandier & Ogilvie (2016), a similar exercise yields that φ11 = φ22 ≈−1
4S2α + 3
8(1 + 3
2S4)α2
and φ12 ≈3
2S2α2 −15
16(1 + 5S4)α3 which, in the limit of S →0, translate to the same ranges for ψ1 and ψ2 convergence as Silsbee & Rafikov
(2015). However, when S is relatively large, it is trivial to show that ψ1 and ψ2 are convergent over limited ranges of 0 < p < 3 and −1 < p
+ q < 4, respectively. A similar analysis for the softening method of Touma (2002) reveals that the ranges for ψ1 and ψ2 convergence are in
line with the findings of Silsbee & Rafikov (2015) when the corresponding softening parameter bc →0. However, when bc is non-zero, the
ranges are narrowed down to −1 < p < 2 and −2 < p + q < 3, respectively. C3 Relationship to elliptic integrals (C12) (C12) These expressions permit efficient numerical evaluation of arbitrarily softened Laplace coefficients as functions of α, since effective algorithms
for computing K and E exist (e.g. Press et al. 2002). These expressions permit efficient numerical evaluation of arbitrarily softened Laplace coefficients as function
for computing K and E exist (e.g. Press et al. 2002). PPENDIX D: CONVERGENCE CRITERION FOR THE PRE-FACTORS OF POWE This paper has been typeset from a TEX/LATEX file prepared by the author. MNRAS 489, 4176–4195 (2019)
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Teoría y práctica de las Relaciones Internacionales en la encrucijada: la (im)posibilidad del cosmopolitismo
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Res publica
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NOTAS CRÍTICAS
Res Publica. Revista de Historia de las Ideas Políticas
ISSN: 1576-4184
http://dx.doi.org/10.5209/RPUB.54897
Teoría y práctica de las Relaciones Internacionales en la encrucijada: la
(im)posibilidad del cosmopolitismo
A propósito de Cristina García Pascual, Norma mundi. La lucha por
el Derecho Internacional, Prólogo de Javier de Lucas, Madrid, Trotta,
2015, 270 pp.
Laila Yousef Sandoval*
La mayoría de los libros dedicados al pensamiento de las Relaciones Internacionales
comienza constatando el mismo factum: la aporía interna que sufre la disciplina
al constituirse como una pléyade de teorías, a veces complementarias y otras
contrapuestas. No hay acuerdo en el ámbito de la teoría internacional, del mismo
modo que parece no haberlo en la práctica de la política internacional. Tal como
explica Javier de Lucas en el prólogo de este libro, esta situación genera una especie
de desasosiego ante el Derecho Internacional, el cual puede llegar a ser visto como
un “rara avis”: “incluso peor: una disciplina, más que singular, peligrosa: por fatua,
por generar unas expectativas que conducen a la frustración de la confianza en el
derecho por parte de los millones de ciudadanos”1. Pese a la variedad y dispersión
de teorías internacionales y los valiosos matices que ofrece cada una de ellas, se
puede considerar que la disputa teórica final queda reducida a la dicotomía clásica,
presente en todos los niveles de la reflexión política, entre una concepción que cree
que es posible realizar la paz en la tierra a través del derecho, y el pensamiento
de que únicamente la violencia y el poder político pueden crear ley. Pero aquello
que da una especificidad y problematicidad propias a la materia de las Relaciones
Internacionales es que en la extensión del debate entre validez y facticidad al plano
internacional lo que se juega es de alcance universal, esto es, la posibilidad o no de
instituciones globales y cosmopolitas: “…problemática y discutida sigue siendo su
entidad [la del Derecho Internacional], sus características, su objeto y su naturaleza
jurídica, pero, sobre todo, en la medida en que constituye la plataforma necesaria
sobre la que edificar cualquier proyecto de cosmopolitismo jurídico”2. El “problema
del derecho internacional”3, tal y como lo denomina la autora García Pascual, no
sólo refiere a la dificultad que implica el ejercicio de la política interestatal sino a
*
1
2
3
Universidad Complutense de Madrid
lyousef@ucm.es
J. de Lucas, Prólogo a C. García Pascual, Norma mundi. La lucha por el Derecho Internacional, Madrid, Trotta,
2015, p. 13.
C. García Pascual, Norma mundi. La lucha por el Derecho Internacional, op.cit., p. 17.
Ibidem, p. 17. “Las dificultades de dar un fundamento objetivo al derecho internacional parecen [….] ciertamente
insuperables”. Ibidem, pp. 49-50.
Res publica (Madrid), 20(1) 2017: 165-172
165
166
Yousef Sandoval, L. Res publica (Madrid), 20(1) 2017: 165-172
la complejidad de la teoría misma que se encarga de ello, que por sus pretensiones
totales, carece de la unidad y cohesión que se pide a toda materia teórica. El punto
arquimédico a partir del cual García Pascual reconstruye y engarza los distintos relatos
que ha ofrecido la filosofía acerca de las Relaciones Internacionales es “el concepto y
el fundamento del orden jurídico”. Esto sirve de base y punto de partida para lograr
un estudio común y unificado de las diferentes teorías, ya que la concepción que cada
una de ellas tenga del propio derecho permitirá explicar sus diferencias específicas.
Este recorrido está articulado en torno a cinco grandes apartados que componen
el índice del libro: el origen de la idea cosmopolita en la Modernidad, la defensa
del derecho internacional; su rechazo; la posible viabilidad del cosmopolitismo; y
las deprimentes expectativas que augura para el futuro el Derecho Internacional del
siglo XX.
En el primer bloque del libro, titulado Tradición y modernidad del cosmopolitismo jurídico, se discuten los orígenes mismos del derecho internacional y de la intención cosmopolita. Es fundamental resaltar la importancia de Francisco de Vitoria
como uno de los inauguradores del cosmopolitismo en los albores de la Modernidad4. Según Vitoria, el orden jurídico que funda esta comunidad universal debiera
asentarse en el vínculo creado por la condición de ser seres humanos que comparten
todos los individuos. Esto ofrece a los hombres una primacía jurídica, la de ser ellos,
en vez de los estados, los verdaderos sujetos del derecho. Esta idea de comunidad
global anticipada por Vitoria se ve continuada por la teoría del gobierno mundial
de Kant que, desarrollada en pleno contexto westfaliano, constituye otro hito del
cosmopolitismo. La radicalidad del proyecto kantiano estriba en que la paz mundial
tiene una condición jurídica fundamental: la paz interna entendida como republicanismo: “Si la república es la mejor constitución para proteger la libertad de los individuos dentro del Estado, también constituye la mejor garantía de que esa libertad
sea disfrutada en una convivencia pacífica entre los Estados”5. No hay que olvidar
que para Kant la posibilidad de dicha comunidad cosmopolita no es alcanzable en el
ámbito de la experiencia, sino que es la culminación de la idea de paz, pensable de
manera necesaria en el campo del deber ser, imposible de completar en el ámbito del
ser6, pero susceptible de ser realizada de manera aproximada.
Una vez explicados los orígenes fundamentales del cosmopolitismo, García Pascual procede a trazar un estudio de aquellas doctrinas que han apostado por la posibilidad del cosmopolitismo y las que, por el contrario, han considerado que es
una empresa inalcanzable, en los capítulos titulados La lucha por el derecho internacional. La teoría pura y los retos de la paz perpetua y La negación del derecho
internacional. Uno de los mayores defensores de la primera tesis es Hans Kelsen.
Su normativismo se enmarca en el “monismo jurídico”, esto es, en la doctrina que
concibe el derecho internacional y el interno como dos sistemas incardinados, por
contraste con las teorías dualistas, que reconocen que el derecho externo e interno
son dos órdenes jurídicos completamente diferentes e incomparables. El monismo de
4
5
6
Ibidem, pp. 22-23
Ibidem, p. 41. Véase el Primer artículo definitivo para la paz perpetua: “La constitución civil de todo Estado debe
ser republicana”. I. Kant, Sobre la paz perpetua, en: Ensayos sobre la paz, el progreso y el ideal cosmopolita,
Madrid, Cátedra, 2005, p. 148. Trad. Joaquín Abellán.
“La paz perpetua (el fin último del derecho de gentes en su totalidad) es ciertamente una idea irrealizable”. I.
Kant, Metafísica de las costumbres, Madrid, Tecnos, 2008. Estudio preliminar de Adela Cortina. Trad. Adela
Cortina y Jesús Conill, §61, pp. 190-191.
Yousef Sandoval, L. Res publica (Madrid), 20(1) 2017: 165-172
167
Kelsen entiende el derecho internacional del mismo modo que el interno, como un
sistema de normas que es capaz de imponer una sanción y que posee el monopolio de
la fuerza: “en ese sentido la búsqueda de la paz […] no constituye tanto una tarea política (en ningún caso moral) cuanto técnica”7. Partiendo de esa igualdad de estatus
entre los dos derechos, Kelsen defiende la primacía del derecho internacional sobre
el derecho interno. Esto funciona en el ámbito teórico, sin embargo, el propio Kelsen
reconoce que en la práctica, el derecho internacional está en una fase primitiva de
desarrollo y menos perfeccionado que el estatal8. Esto es así, en parte, porque no
hay una autoridad central que pueda ejercer su derecho soberano de decisión, pues
aunque haya instituciones internacionales, éstas no son capaces de ejecutar sus directrices directamente. Lo que le falta a las instituciones internacionales es un tribunal
de justicia que se encargue de aplicar las sanciones conforme a derecho. Esto, junto
con la noción de derecho que defiende Kelsen, entendido como edificio de normas
sin contenido hasta el punto que “no puede haber legislador sin juez, aunque puede
haber muy bien juez sin legislador”9, hace surgir varios interrogantes, tal y como
señala García Pascual: quién decide cuándo aplicar una sanción y dónde situar fuera
del derecho la piedra de toque normativa, ya que según Kelsen fuera del derecho no
hay nada. La autora destaca que el aspecto positivo de esta concepción jurídica es
que, en la medida en que las instituciones quedan libres de las influencias políticas,
se aleja cualquier fantasma ideológico o imperial ya que “lo político se disuelve en
lo jurídico y todo se convierte en derecho”.10 Como para Kelsen el problema radica
en que no hay una autoridad jurídica suprema que medie imparcialmente cuando
hay disputas entre los estados, idea como solución un gobierno mundial o “comunidad judicial” en la que la guerra quedaría terminantemente prohibida y que, al estar
regido por derecho, jamás sería imperial. Si la SDN ha fracasado es, según Kelsen,
porque no estuvo dirigida por un tribunal de justicia, sino por el Consejo, un órgano
gubernamental11.
Hay varios aspectos controvertidos en la teoría de Kelsen. Según García Pascual,
“se muestra limitada en su capacidad propositiva o, si se quiere, vacía a la hora de
ofrecer un fundamento fuerte del orden internacional”12. Otra crítica, la de Martti
Koskenniemi, que desarrolla García Pascual a lo largo del libro, se centra en la reducción de la política al derecho que parece estar a la base de la teoría kelnesiana13.
Todo parece indicar que la absoluta juridificación de la política es imposible y que
la separación entre derecho y moral que Kelsen toma como punto de partida, acaba
siendo por él mismo refutado en favor de un Derecho que no puede abandonar el
horizonte normativo. Pues, el carácter de la Grundnorm, la norma fundamental del
Derecho Internacional, origen y fundamento de las demás, no queda del todo claro
ya que esa norma tiene que ser anterior al pacto contingente entre los estados. A ello
7
8
9
10
11
12
13
C. García Pascual, Norma mundi. La lucha por el Derecho Internacional, op.cit., p. 54
Ibidem, p. 62
H. Kelsen, op.cit., p. 54 apud C. García Pascual, Norma mundi. La lucha por el Derecho Internacional, op.cit.,
p. 72.
C. García Pascual, Norma mundi. La lucha por el Derecho Internacional, op.cit., p. 77.
H. Kelsen, La paz por medio del derecho, Madrid, Trotta, 2008, p. 75.
C. García Pascual, Norma mundi. La lucha por el Derecho Internacional, op.cit., p. 78.
“Al empujar la política fuera del ámbito de la ciencia y de la teoría, Kelsen disminuyó su importancia en las
luchas diplomáticas y constitucionales de la época”. M. Koskenniemi, The Gentle Civilizer of Nations. The Rise
and Fall of International Law 1870-1960 (Hersch Lauterpacht Memorial Lectures), Cambridge, Cambridge
University Press, 2004, p. 247. Traducción personal.
168
Yousef Sandoval, L. Res publica (Madrid), 20(1) 2017: 165-172
se suma la incertidumbre acerca de qué mecanismos de cooperación harían de ese
Derecho Internacional una instancia imparcial sin la sombra de los instintos hegemónicos de los estados, que se antojan inextirpables.
Como contrapunto a estas doctrinas reafirmadoras del derecho, García Pascual
dedica al negacionismo jurídico una sección del libro, que inicia con la siguiente
pregunta: “¿existe algo que podamos denominar con propiedad derecho internacional?”14. El repaso a las teorías de estos negacionistas de la coexistencia cosmopolita
entre estados está centrado, entre otros autores, en el pensamiento de Carl Schmitt15.
Al jurista lo que le interesa es conservar el equilibrio internacional y, según él, para
ello es necesario que cada estado soberano mantenga su capacidad de decisión sin
injerencias de terceros estados. Por eso para Schmitt un gobierno mundial o un tribunal internacional resultan indeseables, porque supondría aceptar una homogeneidad
entre los estados que iría en contra de la pluralidad que es propia del sistema mundial. Implicaría además que un estado ejerciera su hegemonía sobre los demás, ya
que Schmitt no entiende, como pueda hacerlo Kant, que un gobierno mundial pueda
estar basado en la idea de republicanismo.
Para comprender la importancia que Schmitt otorga al estado soberano y el
decisionismo que está a la base de su pensamiento, es fundamental comprender
el carácter existencial de su política, muy visible en su teoría de amigo/enemigo
y en su concepto de nomos. El nomos, entendido como “la forma inmediata en
la que se hace visible, en cuanto al espacio, la ordenación política y social de un
pueblo”16 viene a expresar cómo la ligazón existencial con la tierra, la concreción
del suelo, genera derecho, más allá de las normas jurídicas concretas que luego
se establezcan: “podríamos denominar el momento constitutivo por encima del
estudio y la reflexión en torno al momento ya constituido (el derecho positivo o la
ordenación existente), la positividad concreta y originaria del nomos por encima
de la positividad abstracta de la norma”17. Como señala García Pascual, no se
trata solo de una cuestión geográfica, sino sobre todo de cómo esa distribución
geográfica determina la estructura política18. Pues bien, el nomos de la tierra, la
configuración espacial del globo que configura el desarrollo político internacional, está atravesado por la pluralidad y la heterogeneidad, por la peculiar manera
14
15
16
17
18
C. García Pascual, Norma mundi. La lucha por el Derecho Internacional, op.cit., p. 89.
A parte de Schmitt, García Pascual desarrolla extensamente un análisis sobre la tradición anglosajona de Austin
y Hardt. Esta tradición entiende el derecho internacional como “uso social normativo” (Ibidem, p. 92), considera
las leyes como un mero producto positivo fruto de la costumbre, como es el caso de Austin (“Para el profesor
inglés, las reglas del derecho de gentes forman parte de las leyes morales positivas, como tales emanan de la
opinión pública, más o menos difusa y, por tanto, son análogas a las reglas del honor, de la moda, de la cortesía y
diversas de las leyes jurídicas positivas”, Ibidem, p. 93), sin algo que podamos llamar centro decisorio soberano,
véase la teoría de Hart (“Lo que llamamos derecho internacional, nos dice Hart, se asemeja formalmente a un
sistema simple de derecho consuetudinario o primitivo, y materialmente, es decir, en cuanto a los contenidos
de sus norma, a cualquier sistema de derecho estatal”, Ibidem, p. 106). García Pascual no queda satisfecha con
estas argumentaciones porque no terminan de dar respuestas al problema del derecho internacional. La autora
también incluye un comentario a la teoría de Hermann Heller, para quien la soberanía constituye la condición
de la existencia del derecho internacional. “En Heller, el derecho aparece como producto del Estado, es decir,
de la instancia con capacidad decisoria que hace positivo lo que hasta entonces permanecía en el ámbito de los
principios o normas éticas aceptados por la comunidad”, Ibidem, p. 140.
C. Schmitt, El Nomos de la Tierra en el Derecho de Gentes del Ius publicum europaeum (1950), Granada, Comares, 2002, pp. 35-36.
C. García Pascual, Norma mundi. La lucha por el Derecho Internacional, op.cit., p. 117.
Ibidem, p. 118.
Yousef Sandoval, L. Res publica (Madrid), 20(1) 2017: 165-172
169
que cada estado soberano tiene de relacionarse con el espacio sobre el que decide.
Eso se manifiesta, en el contexto del derecho de la Modernidad, en la importancia
del estado, cuyo “efecto racionalizador”19 marca el fin del contexto teológico y
el inicio del Ius publicum europaeum20. Y si uno de sus principales adversarios
teóricos21 es Hans Kelsen es porque para Schmitt el derecho es política y ésta no
puede ser subsumida bajo condiciones jurídicas: al derecho hay que reconocerle
su rasgo político constituyente y no meramente su carácter constituido como mera
aplicación técnica de las leyes.
Su animadversión al pensamiento de Kelsen aumenta en el ámbito de la teoría
acerca de la guerra. Schmitt es un gran crítico de las guerras basadas en causas
justas, típicas de la Edad Media y reimplantadas en el siglo XX, pues en base a una
argumentación moralizadora consideran al adversario, no como un enemigo justo,
sino como un criminal injusto. Por eso está en contra de cualquier tipo de tribunal internacional, más aún viendo cómo el Tratado de Versalles y el Protocolo de Ginebra
criminalizaron al adversario y menoscabaron la soberanía de ciertos estados. Schmitt
se posiciona en contra de relacionar la guerra con la sanción o el delito,22 como hace
Kelsen, pues para él toda guerra es justa en la medida en que es llevada a cabo por
estados soberanos: “De este modo, la imposibilidad de determinar por un tercero con
cierta objetividad y con cierta eficacia la causa justa de los conflictos bélicos, si estos
son aplicación del derecho o violación del mismo, deriva no en la consideración de
cualquier guerra como injusta, sino en la declaración de toda guerra como legítima
o justa. Pensar de otro modo sería pretender limitar lo que por definición no puede
ser limitado: la soberanía de los Estados, especialmente la de aquellos creadores y
portadores del jus publicum europaeum”23.
La autora observa que, para Schmitt, aceptar el conflicto limitado entre estados
es lo que precisamente garantiza el equilibro interestatal y lo que permite “acotar la
guerra pero no eliminarla, regular el ejercicio de la guerra pero no el derecho a la
misma”24. Esto escondería una contradicción, la contradicción de una paz basada
en la soberanía absoluta: “Lo que no parece claro en la exposición de Schmitt es la
razón por la cual un Estado soberano que ejerce la guerra como un derecho propio,
debería limitar las consecuencias de esta y no caer en la llamada guerra de aniquilamiento simplemente por el hecho de que también los demás Estados son soberanos
y tienen un jus belli ilimitado. Una soberanía sin límites, parece sostener el jurista
alemán, genera de facto una situación de soberanías limitadas, por su propio coexis19
20
21
22
23
24
Ibidem, p. 123.
En la época en la que escribe Schmitt el Ius publicum europaeum ya estaba superado. Sin embargo, Schmitt,
aunque consciente de que el estado soberano ya no puede tener la preeminencia política que tuvo en la
Modernidad, intenta recuperar en cierta medida la capacidad de decisión de los entes políticos a través de su
teoría de los grandes espacios. Esta teoría schmittiana, pensada para el contexto contemporáneo y que algunos
consideran de tintes imperiales, está basada en la creación de grandes bloques regionales que ejercerían su poder
de decisión sin la intromisión de terceros.
También es crítico con Francisco de Vitoria, por no haber superado el paradigma teológico y por desarrollar una
teoría de la guerra en base a causas justas.
Schmitt tampoco apoya un normativismo abstracto, sino un decisionismo basado en el orden concreto: “Así,
refutando la tesis kelseniana de la norma fundamental como base del orden dinámico que es el derecho, Schmitt
considera que las decisiones de los órganos estatales o las decisiones políticas tienen un valor jurídico autónomo
que no procede de su remisión a normas generales y abstractas”, C. García Pascual, Norma mundi. La lucha por
el Derecho Internacional, op.cit., p. 135.
Ibidem, p. 125.
Ibidem, p. 126.
170
Yousef Sandoval, L. Res publica (Madrid), 20(1) 2017: 165-172
tir, en la perversidad y deshumanización de la guerra. Al argumento schmittiano le
falta el hilo argumental que pueda sostener ese sofisma que constituye el paso del
ilimitado poder a la limitada crueldad”25.
El cuarto bloque del libro, titulado Del derecho internacional al derecho cosmopolita, estudia la posibilidad del derecho cosmopolita desde la perspectiva de Rawls
y Habermas, entre otros autores. The law of peoples es un intento del filósofo John
Rawls por mostrar un “kantismo escéptico”: “el autor americano opta […] por una
de las posibles interpretaciones del Kant iusinternacionalista, aquella que no toma en
consideración las afirmaciones sobre la idea de la república universal como ideal de
la razón, sino que, antes bien, ignorando estos argumentos, sostiene aquellos pasajes
de la obra del filósofo alemán que muestran su escepticismo hacia el Estado mundial
y defienden una federación pacífica como único fin posible”26. La única salida que
atisba Rawls no es el derecho cosmopolita, sino el derecho de gentes, ese derecho
interestatal que resultaba tan imperfecto para Kant, en comparación con el ideal de
la paz mundial. Se podría criticar que este pensamiento liberal presenta ciertas carencias al hacer abstracción de cualquier consideración económica o social. Además, la
autora critica su división en “sociedades aceptables” y “sociedades no aceptables”,
así como el recurso a la guerra justa, que sólo sirve para mantener el statu quo y no
para generar mejoras o innovaciones a nivel internacional.
Por su parte Habermas, partiendo de un estudio sobre el ideal cosmopolita kantiano, llega a la conclusión de que no se puede prescindir de la soberanía en el proyecto
mundial. Especialmente interesante resulta la crítica que García Pascual realiza al
vínculo entre democracia y paz, tan alabado por Habermas en sus obras: “Si echamos
la vista atrás y observamos la historia, tal vez concluyamos que el Estado democrático nacional de facto no se ha revelado más pacífico que su predecesor, el Estado
autoritario dinástico. La historia de los últimos siglos podría verse como un periodo
de consolidación del as democracias europeas que, no obstante, simultáneamente, no
han cesado de exportar violencia fuera de sus fronteras. Un periodo de pacificación
en el interior que se desarrolla de manera paralela a un periodo de creciente violencia
exterior”27. Según Habermas, un elemento que puede fomentar la unión de los estados a nivel internacional, junto con Internet como voz de la opinión pública mundial,
es el comercio. Esto recibe de nuevo una crítica contundente por parte de la autora
del libro: por un lado, pone de manifiesto que las decisiones que más nos afectan se
toman en espacios no democráticos y carentes de participación y transparencia; por
otro, subraya que la historia ya nos ha mostrado cómo la expansión del capitalismo
no ha ido ligada necesariamente al fomento de la paz internacional28.
La parte final del libro se pregunta, bajo el epígrafe Derecho internacional, escepticismo e impotencia. Perspectivas para un nuevo siglo, por la fase del derecho
internacional en la que nos encontramos hoy en día, qué efectos tiene el fin de la
25
26
27
28
Ibidem, pp. 126-127.
Ibidem, p. 157.
Ibidem, p. 177.
“Si observamos nuestras circunstancias y analizamos la expansión desbocada del capitalismo en la que vivimos
inmersos, nos parece imposible extraer consecuencias positivas del desarrollo de las transacciones comerciales
[…] Basta pensar que las grandes empresas transnacionales han sido consideradas por muchos analistas como
semi-Estados…”. Ibidem, p. 178. Aquí García Pascual hace referencia a Joseph Stiglitz (“La corporación
multinacional”, Claves de razón práctica, 167, 2006) y a Ulrich Beck, Un nuevo mundo feliz. La precariedad
del trabajo en la era de la globalización, Barcelona, Paidós, 2000.
Yousef Sandoval, L. Res publica (Madrid), 20(1) 2017: 165-172
171
soberanía tradicional y qué papel tienen las entidades no estatales que determinan el
panorama internacional. El título del último capítulo resume el estado de ánimo actual respecto a lo internacional: “escepticismo e impotencia” y en él se repasan, entre
otras, teorías como las de Posner y Koskenniemi. La actitud escéptica del jurista
estadounidense Richard Posner parte de la inutilidad del derecho internacional ante
su incapacidad para resolver conflictos. Tomando como herencia las ideas de Hans
Morgenthau, establece que la clave para entender las relaciones internacionales es
el interés estatal, lo que permite a los estados incumplir las normas internacionales.
El derecho internacional tiene poco margen de acción para constreñirles, y si así sucediera significaría que un derecho supranacional se ha impuesto, sin procedimiento
democrático mediante, sobre cada uno de los estados soberanos29.
El escepticismo de Martti Koskenniemi, dista bastante del de Posner. El diplomático y académico finlandés bebe de las fuentes de la corriente Critical Legal Studies
y pretende demostrar que el derecho internacional carece de objetividad porque es
contradictorio, sin menoscabo de reconocer al mismo tiempo que es necesario para
guiar la acción política internacional30. Según Koskenniemi, el problema radica en
que los juristas creen que están situados en un espacio neutral cuando, en realidad,
el derecho está atravesado por la parcialidad y además es indeterminado, subjetivo,
confuso y crea situaciones de hegemonía: “Koskenniemi parte, pues, de un claro y
radical escepticismo o, si se quiere, de un anticognoscitivismo radical. El derecho
internacional sería un discurso que puede justificar cualquier pretensión, una cosa
y la contraria”31. El jurista internacional se ve atrapado entonces entre dos situaciones sin salida, entre lo que él denomina, el utopismo y el apologismo, esto es,
“entre mantener el discurso descriptivo de la política o de las relaciones de poder o
mantener un discurso prescriptivo, falto de normatividad y carente de relación con
la realidad”32. La tesis de Koskenniemi es que el derecho internacional es tanto
política como derecho y quizás más lo primero que lo segundo. Para ilustrarlo se
sirve de una ilustración wittgensteiniana: “A Koskenniemi le gusta utilizar la imagen
duck-rabbit illusion de Wittgenstein para hacer frente a la pregunta acerca de qué es
el derecho internacional: ¿objetivamente derecho u objetivamente política? Como en
el duck-rabit illusion, la realidad es una, aunque contenga dos rostros o la podamos
observar desde dos perspectivas: la de la política y la del derecho”33.
Como se puede observar, ese dilema entre política y derecho es el que recorre la
historia del derecho internacional, la cual, según García Pascual “podría contarse
como la historia de los fracasos de la comunidad internacional”34 y es así mismo la
lucha conceptual que atraviesa el libro. Una de las muchas conclusiones que se extraen de su lectura es que, o insistimos en entender el derecho internacional como un
mero conjunto de normas jurídicas, o reconocemos la presencia de la política junto
con esas normas y en esas normas. Afirmar la última tesis, esto es, reconocer el carácter político del derecho no menoscaba la necesidad de un principio de juridicidad,
29
30
31
32
33
34
“La conversión del derecho internacional en derecho interno a través de procesos de reconocimiento normativo
sería una concesión a un derecho que, en principio, no tiene la legitimidad que dan las instituciones democráticas”.
C. García Pascual, Norma mundi. La lucha por el Derecho Internacional, op.cit., p. 205.
Cfr. Ibidem, p. 220.
Ibidem, p. 222.
Ibidem, p. 225.
Ibidem, p. 227.
Ibidem, p. 243.
Yousef Sandoval, L. Res publica (Madrid), 20(1) 2017: 165-172
172
más bien hace ineludible postular escenarios ideales donde la praxis esté informada
por las normas. Y esta indefectible unión entre el reino del derecho y el reino de la
política queda magníficamente expresada en la frase que cierra el libro: “La tarea de
someter a reglas preexistentes los conflictos y no abandonarlos a la lógica del poder,
de hacer hablar al derecho tras una guerra o tras masivas violaciones de derechos
humanos, la tarea de trabajar con el lenguaje de la legalidad o ilegalidad, con el argumento de las decisiones judiciales que deben ser cumplidas o de las infracciones
de normas que deben ser sancionadas; la consolidación en definitiva, de una norma
mundi que nos permita vivir en paz es algo que está dentro del discurso del derecho
y que, al mismo tiempo, señala que el derecho no lo puede todo, y menos aún sin
contar con el soporte de la política y de la moral”35.
35
Ibidem, p. 254.
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RNA structures, genomic organization and selection of recombinant HIV
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RNA Biology ISSN: 1547-6286 (Print) 1555-8584 (Online) Journal homepage: http://www.tandfonline.com/loi/krnb20 Date: 27 June 2017, At: 02:51 Architecture et Réactivité de l’ARN; Université de Strasbourg; CNRS; IBMC; Strasbourg, France
†Current address: Center for Infectious Disease Dynamics; Department of Biology; The Pennsylvania State University; University Park, PA USA ddress: Center for Infectious Disease Dynamics; Department of Biology; The Pennsylvania State University; University Park, PA USA Key words: RNA structures, recombination, HIV, genomic organization, selection, evolution ©2011 Lande
Do not d
Recombination is an evolutionary mechanism intrinsic to the
evolution of many RNA viruses. In retroviruses and notably
in the case of HIV, recombination is so frequent that it can
be considered as part of its mode of replication. This process
not only plays a central role in shaping HIV genetic diversity
worldwide, but has also been involved in immune escape
and development of resistance to antiviral treatments. Recombination does not create new mutations in the existing
genetic repertoire of the virus, but creates new combinations
of pre-existing polymorphisms. The simultaneous insertion of
multiple substitutions in a single replication cycle leaves little
room for the progressive coevolution of regions of proteins,
RNA or, more in general, genomes, to accommodate these
drastic sequence changes. Therefore, recombination, while
allowing the virus to rapidly explore larger sequence space
than the slow accumulation of point mutations, also runs the
risk of generating non functional viruses. Recombination is the
consequence of a switch in the template used during reverse
transcription and is promoted by the presence of structured
regions in the genomic RNA template. In this review, we discuss
new observations suggesting that the distribution of RNA
structures along the HIV genome may enhance recombination
rates in regions where the resultant progeny is less likely to
be impaired, and could therefore maximize the evolutionary
value of this source of genetic diversity. gp41, which mediate viral entry into the cell. During infection,
upon the release of the viral core in the cytoplasm, the viral
polymerase, the reverse transcriptase (RT), converts the single
stranded RNA genome into double stranded DNA, the provirus,
which is then translocated to the nucleus and integrated in the
host genome by the viral integrase. s Bioscience. istribute
For the conversion of the genomic RNA into a double
stranded DNA, first, the RT synthesizes a single stranded DNA
(minus strand) using the genomic RNA as a template. This latter
is progressively degraded, once copied, by the RNAse H activity
encoded by the RT. Etienne Simon-Loriere, Paola Rossolillo & Matteo Negroni To cite this article: Etienne Simon-Loriere, Paola Rossolillo & Matteo Negroni (2011) RNA
structures, genomic organization and selection of recombinant HIV, RNA Biology, 8:2, 280-286,
DOI: 10.4161/rna.8.2.15193 To link to this article: http://dx.doi.org/10.4161/rna.8.2.15193 Full Terms & Conditions of access and use can be found at
http://www.tandfonline.com/action/journalInformation?journalCode=krnb20 Download by: [Université de Strasbourg, SCD ] Download by: [Université de Strasbourg, SCD ] Download by: [Université de Strasbourg, SCD ] RNA Biology 8:2, 280-286; March/April 2011; © 2011 Landes Bioscience Architecture et Réactivité de l’ARN; Université de Strasbourg; CNRS; IBMC; Strasbourg, France
†Current address: Center for Infectious Disease Dynamics; Department of Biology; The Pennsylvania State University; University Park, PA USA This feature is essential to ensure that during
first DNA strand synthesis, the nascent DNA is transferred from
the repeated sequence R, located at 5' end of the genome, to the
homologous region located at the 3' end, to complete synthesis. The minus strand DNA then serves as template for the synthesis
of the complementary positive strand. stribute. Evidence has been provided that a single genomic RNA copy
can be sufficient to ensure the entire process of reverse transcrip-
tion in the spleen necrosis virus.1 However, reverse transcription
shifts from one RNA strand to the other with a high frequency
during minus strand DNA synthesis and one could consider
that, at least in HIV, both genomic RNA copies are used, alter-
natively, as templates. Indeed, the frequency of copy choice in
HIV-1, between highly similar template RNAs, is estimated at
3 x 10-4 to 1.4 x 10-3 events per nucleotide,2-5 which extrapolates
to approximately 3 to 12 template switch per genome replication. As discussed below, if the two RNA strands do not have identi-
cal sequences, the process results in the generation of a recombi-
nant provirus.6,7 Importantly, the formation of virions containing
two different genomic RNAs (i.e., heterozygous virions) requires
the fulfilment of certain prerequisites: first, two or more viruses
with different genotypes must infect the same cell and, second,
genomic RNAs of different origin must co-package. *Correspondence to: Matteo Negroni; Email: m.negroni@ibmc-cnrs.unistra.fr
Submitted: 12/06/10; Revised: 02/07/11; Accepted: 02/08/11
DOI: 10.4161/rna.8.2.15193 Etienne Simon-Loriere,† Paola Rossolillo and Matteo Negroni* Architecture et Réactivité de l’ARN; Université de Strasbourg; CNRS; IBMC; Strasbourg, France HIV, Retroviruses and Viral Diploidy As with all retroviruses, the human immunodeficiency virus
(HIV) carries two copies of genomic RNA in each viral particle. As such, it can be considered as diploid, a feature that strongly
potentiates the mechanism of recombination. The HIV genome
is constituted by two positive sense, single stranded RNA mol-
ecules non-covalently linked near their 5' end. Associated to
the nucleocapsid protein (NC) and to viral enzymes, they are
“protected” within the viral capsid, a conical structure formed
by the p24 protein. The capsid is itself surrounded by a protein
layer (the matrix, p17) and finally by the viral membrane, a lipid
bilayer decorated with the products of the env gene, gp120 an Coinfection of a cell can be due to either the transmission of
more than one virus before the immune response has settled or to
superinfection.8-10 However, the fact that the Nef and Vpu pro-
teins downmodulate the expression of CD4 and co-receptors dur-
ing HIV-1 infection has long suggested that superinfections are
extremely rare events. Nevertheless, in situ-hybridization of cells
from patients revealed that single cells could contain as many as
4 proviruses or more11,12 and, even if recent data provide a lower
evaluation for circulating blood cells,13 the high recombination
rates estimates for HIV-1 further suggest that coinfection occurs RNA Biology Volume 8 Issue 2 Volume 8 Issue 2 280 REVIEW REVIEW at some substantial frequency in vivo. The cell-to-cell mode of
transmission is also emerging as an important mechanism that
may increase the frequency of single-cell coinfection and, conse-
quently, recombination.14-17 The error rate of the RT is approximately 3.4 x 10-5 mutations per
nucleotide per replication cycle;26 considering that roughly 1010
viral particles are produced in an individual each day,27 millions
of HIV-1 variants are generated everyday in infected patients. However, if HIV displayed a limited tolerance to genetic change,
the majority of the variants generated by the error prone RT and
fast replication cycle would be transient and unobserved. For
these reasons, an intrinsic genetic flexibility is likely to contribute
to the genetic variability observed in HIV. ©2011 Lande
Do not di
The production of heterozygous virions via the copackag-
ing of different genomic RNAs requires the packaging RNA
sequences to be compatible. The integrated provirus (produced
from reverse transcription of the genomic RNA) is transcribed
by the host DNA-dependent RNA polymerase into messenger
and genomic RNAs. i
i
HIV-1 Distribution Worldwide s Bioscience. stribute. Two types of HIV have been identified to date: HIV-1 and
HIV-2, both of which derive from cross-species infections. Specifically, the primate reservoir of HIV-2 has been identified
as Simian Immunodeficiency Virus of sooty mangabey (SIVsm),
while HIV-1 originated from chimpanzee SIV (SIVcpz; Pan
troglodytes troglodytes).32 Three independent transmission events
have generated the three major HIV-1 groups: M (main), O
(Outlier) and N (Non-M Non-O); in 2009 a new HIV-1 group,
closely related to SIV of Gorillas (SIVgor), was identified in
Cameroonian women and is now called group P.33 Group M
is responsible for the majority of infections worldwide and can
be divided into 9 subtypes (A–D to F–K), within which it is
possible to identify phylogenetic subtypes, that comprise viral
isolates more closely related to each other than to isolates from
other subtypes.34 For example, subtypes A and F are divided
into subsubtypes A1-A2-A3-A4 and F1-F2 respectively.35,36 The
degree of genetic variation within a subtype is 15–20% and
among subtypes is 25–35%. There is a specific geographic dis-
tribution pattern for HIV-1 subtypes worldwide,37 which may
reflect population migrations combined with founder effects or
more prevalent routes of transmission.i HIV, Retroviruses and Viral Diploidy While the spliced mRNAs will be translated
into viral proteins, the genomic RNAs will dimerize and be pack-
aged into the budding virion to constitute its genome. The linked
processes of dimerization and packaging result from interactions
between the NC portion of the Gag precursor and the Dimer
Linkage Structure (DLS/PSI), a sequence of 300 base-pairs (bp)
located at the 5'UTR of the HIV-1 genome. This region folds
into a highly ordered secondary structure consisting of 6 hairpins
(or stem-loops); the SL1 hairpin, which contains two internal
bulges and an apical loop of 9 bps, with a 6 bp palindrome, is
widely accepted as the Dimerization Initiation Site (DIS). The
palindromic sequences contained in the DIS allow one RNA
to base pair via “kissing” interactions with a second RNA; this
intermolecular base pairing is then extended through structural
transition to form the encapsidated dimer.18-20 As packaging and
dimerization are coupled, the formation of heterozygous virions
depends on the ability of genomic RNAs to form heterodimers. The sequence responsible for beginning the dimerization process
has therefore been regarded as a crucial determinant for recombi-
nation. In support of this view, it has been reported that genomic
RNAs from HIV-1 strains with the same DIS are co-packaged
more efficiently than strains with discordant DIS sequences.21,22
However, data from epidemic and cell culture studies indicate
that the presence of compatible DIS sequences is not manda-
tory for recombination to occur, and that heterodimers do form
between genomic RNAs containing incompatible DIS, albeit
most likely at a lower efficiency.23-25 This requisite seems there-
fore important for allowing the frequent occurrence of recombi-
nation, but does not constitute an absolute condition for genetic
exchange between two HIV variants to occur. Additionally, frequent recombination can further increase
genetic variability by reshuffling, in a single infectious cycle,
genetic polymorphisms that previously appeared in distinct
viruses. Therefore, genetic predisposition to tolerate recombina-
tion is also an extremely important feature that allows a virus so
prone to recombine, to limit the potential negative consequences
of such frequent recombination. Recombination is equally
thought to facilitate the combination of advantageous mutations
and the removal of deleterious ones from the viral populations. In this manner, recombination contributes to HIV’s dynamic
evasion of the immune response and its continual evolution of
drug resistance.28-31 www.landesbioscience.com Recombination in Retroviruses This process is
crucial for guiding the transfer of DNA synthesis from the donor
RNA onto the acceptor template.46 The importance of the deg-
radation of the template RNA for template switching is also sup-
ported by the observation that RTs depleted of RNase H activity
are almost unable to carry out strand transfer in both in vitro
reconstituted reactions and in cell culture.46-48 Reverse transcrip-
tases posses two types of RNase H activity, one coupled to DNA
synthesis and one independent from it and both can contribute to
increase strand transfer by degradation of the template RNA once
copied. In particular, the molar excess of RT present in the viral
particle with respect to the genomic RNA, provides a reservoir of
enzyme that can contribute to donor RNA degradation through
the polymerase-independent RNaseH activity. Nevertheless, in
vivo and in vitro studies showed that the polymerase-indepen-
dent cleavage of the RNA strand only mildly stimulates strand
transfer, as the propagation and terminus transfer steps of the
process only depend from the polymerase-dependent RNaseH
activity.49,50 Subsequent studies have identified RNA structures of template
strands of being of particular importance. For instance, the role
of RNA structures in recombination has been suggested from the
modulation of template switching by RNA chaperons, like the
viral NC protein.62 Indeed, in reconstituted in vitro reactions,
template switching did not occur in the same positions in the
absence or in the presence of the NC protein, suggesting that the
NC modulates the secondary structure of the template RNA.63
Later, RNA structures have been shown directly to be involved
in favouring template switching in different ways. For example,
they have been shown to induce stalling of DNA synthesis.64
However, template switching was not found to be associated with
the position at which DNA synthesis paused. According to the
proposed model, the role of this RNA structure-induced stalling
is to favour strand invasion by the acceptor RNA, by providing
more time for the acceptor RNA to invade the nascent DNA-
donor RNA heteroduplex.64-66 Sequence matching between the nascent DNA and the accep-
tor RNA is therefore extremely important for recombination
to occur efficiently. Recombination in Retroviruses s Bioscience. stribute. In addition to the crucial role of sequence identity, the mecha-
nism of recombination has been shown to be influenced by sev-
eral parameters such as the kinetics of reverse transcription or the
secondary structure of the RNA templates. Early studies identi-
fied the stalling of reverse transcription at specific positions during
synthesis of the first DNA strand as particularly relevant for the
occurrence of recombination.47 Several factors can induce pausing
during reverse transcription, as the secondary and, possibly, the
ternary structure of the template RNA. Specific factors, such as the
presence of a guanosine quartet in Gag, can also enhance the local
rate of recombination through stalling of the RT.58 A correlation
between a reduction of the kinetic of DNA synthesis and increased
template switching has also been deduced from the observation
that nucleoside analogues-resistant HIV RT that display a decrease
in binding affinity for dNTPs, and thereby are expected to have
a slower kinetic of reverse transcription, display an increased fre-
quency of template switching in vivo.47,59 Other mutants affecting
the kinetic of reverse transcription could therefore affect in differ-
ent ways the recombination rates.60 Mechanistically, stalling was
deemed important to induce a more extensive degradation of the
donor RNA by the RNase H.61 ©2011 Lande
Do not di
It is now widely accepted that, in the vast majority of the cases,
recombination occurs during synthesis of the first DNA strand,
when the genomic RNA serves as template.3,43-45 The molecu-
lar process leading to recombination is a transfer of the nascent
DNA strand from one genomic RNA (defined as the donor) onto
the other strand (therefore called the acceptor). In retroviruses,
a peculiar feature of first strand DNA synthesis is required for
recombination to be frequent: the degradation by the RNAse H
of the template once it has been copied. This creates an extended
region of complementarity between the nascent DNA and the
second copy of genomic RNA packaged in the capsid, allowing
the annealing of these two nucleic acid moieties. Genetic Flexibility If perpetual change in genomic sequence is synonymous with
adaptability to environmental changes, HIV certainly provides a
remarkable example of this phenomenon. HIV genetic flexibility
was first observed by sequencing viruses isolated from patients
and, later, studied through the biochemical characterization of
the mechanisms of viral replication by the RT. More recently, the
impact of this variability on the generation and selection of viral
variants has been addressed more extensively, both in cell culture
studies and through the characterization of intra-patient fluctua-
tions of the viral sub-populations. While classification of HIV-1 was originally based on sequences
of subgenomic regions or individual genes, recent improvements
in sequencing methods have made it possible to classify HIV-1
based on full-length genomes or on sequences from multiple
subgenomic regions. This has allowed identifying isolates with
distinctive parts of their genomes corresponding to different
subtypes: these isolates are clearly the products of recombination
between parental strains belonging to different subtypes. When a
given recombinant form is identified in 3 or more individuals with
no direct epidemiological linkage, it is classified as Circulating
Recombinant Form (CRF). At present, 48 different CRF are The high genetic variability of HIV is due to several param-
eters. The error-prone nature of the viral replication machinery
coupled with the short viral replication times are the two factors
most accountable for the rapid generation of new genetic variants. 281 RNA Biology referenced in the Los Alamos Sequence Database (http://www. hiv.lanl.gov/content/sequence/HIV/CRFs/CRFs.html)
and,
when combined, they are responsible for at least 20% of global
epidemics HIV, being the locally predominant form in several
regions, such as Southeast Asia (CRF01-AE),38-40 and West and
West Central Africa (CRF02-AG).41,42 recombination.54 The role of sequence identity has been further
underscored when recombination studies where shifted from non-
viral model sequences to natural sequences. Genetic Flexibility By crossing increas-
ingly divergent HIV isolates in cell culture, the local degree of
identity between the templates was shown to be crucial in the
region located immediately upstream, in the sense of reverse tran-
scription, with respect to the breakpoint position.55-57 Statistical
analysis of 162 individual breakpoints generated in the env gene
in the absence of selection underlined the presence of an identity
threshold below which the probability of template switching dra-
matically drops.55 Notably, the distribution of subtypes and recombinant forms
in HIV-1 epidemic is highly dynamic: contemporary HIV-1
epidemic are mixtures of recombinants that originated early in
the global epidemic and others that are of more recent origin, all
of which contribute to the creation of more complex recombi-
nant forms that will contribute to the future dynamics of global
HIV-1 populations. Recombination in Retroviruses Supporting this view, when the frequency
of recombination between templates with varying degrees of
sequence identity was investigated using retroviral vectors,
a correlation between the level of similarity between the tem-
plates and the frequency of recombination was observed.51-53 The
extreme case where recombination was studied using templates
with no relevant identity indicated that non-homologous recom-
bination is hundreds of times less frequent than homologous Finally, recombination hot sites have been observed to co-
localize frequently with the presence of structured regions on
the genomic RNA, independently from the pausing pattern of RNA Biology 282 Volume 8 Issue 2 reverse transcription.63 In tissue culture studies of a well charac-
terized recombination hot spot, it was observed that copy choice
occurred mostly in the descending portion of the stem of the
hairpin that characterized that hot spot.2,57,67 Template switching
was proposed to be favoured by the presence of a double stranded
portion at the corresponding position in the acceptor RNA,
which would allow strand exchange between donor and accep-
tor RNA following a mechanism of branch migration, similar
to recombination involving double stranded DNA. Interestingly,
destabilizing the RNA structure of the acceptor template led to a
three- to four-fold drop in the frequency of recombination, while
no effect was observed upon destabilization of the donor RNA,
thus demonstrating that the kinetics of DNA synthesis, ongoing
on the donor RNA and template switching may be uncoupled.67 mechanistic enhancement of the strand transfer process, RNA
secondary structure may also form hot spots of recombination
for crossing strains with low global identity: highly structured
regions may act as ‘hinges’ for the modular assembly of different
parts of the genome. A clear case in favour of this view comes from
the crossing of divergent isolates from different HIV-1 groups
(group M and O) in cell culture experiments, where recombina-
tion was strongly oriented towards more conserved regions of the
Rev Responsive Element (RRE).77 s Bioscience. stribute. What is true when comparing individual crosses between iso-
lates with varying overall levels of sequence identity, is also true
when considering crosses between two isolates and comparing
regions of the genome where the level of sequence identity var-
ies locally. In this regard, the peculiar organization of the HIV
env gene made it an ideal model to study. Using a tissue culture
system in the absence of selection on recombinants, two types
of observations have been made. Recombination in Retroviruses First, regions of high diversity
such as the variable loops of gp120 contained far less breakpoints
than those encoding the conserved regions of the protein.55,77
Second, strong disparities were observed for comparable degree
of sequence identity in conserved regions, indicating that, among
these portions of the gene, parameters other than the level of
sequence identity modulated recombination.78 The determination
of a model of secondary structure for the HIV genome79 allowed
to push further this analysis and to directly link enhanced recom-
bination rates to higher secondary structure organization. It was
indeed shown that regions of the genomic RNA with a high pro-
portion of residues involved in the formation of secondary struc-
tures contained significantly more breakpoints.78 The extent of
RNA structures along HIV genome seems to provide us with a
relatively accurate picture of the pattern of recombinant genomes
generated by the mechanism of recombination. However, only a
fraction of the recombinant HIV genomes produced will be able
to expand in the infected organism and have the opportunity
to become epidemiologically relevant. There is where selection
comes into play. It is important to remember, however, that the findings
reviewed above come from studies of specific cases, and that the
ability of these models to explain the natural process of recombi-
nation that is ongoing in HIV infections in human hosts remains
an open question. When RNA Templates for Recombination Become
HIV Genomic RNAs ©2011 Lande
Do not d
In nature, recombination occurs between viruses with differ-
ent degrees of genetic divergence. HIV undoubtedly presents a
high degree of recombination between viral quasispecies evolv-
ing within each infected individual68-75 (also, De Crignis and
Graziosi, personal communication). However, the most visible
effect of recombination involves the crossing of divergent strains
of the AIDS pandemics and highlights the ability of this process
for creating phylogenetic shortcuts. Under these different situ-
ations (recombination between low diversity vs. high diversity
strains), the various parameters driving recombination might
have different weights. For the crossing of closely related parental RNA genomes,
which is the most frequent situation for viruses evolving in an
infected individual, the homogeneous local degree of sequence
identity along the genome allows strand transfer to occur with
nearly similar chances all along the molecule. Under these condi-
tions, the parameters that have been shown to be important for
recombination in purely mechanistic studies using highly similar
templates, such as pause sites and RNA structures, may be pre-
dominant. Although, presently, no characterization of the molec-
ular determinants of intrasubtype breakpoint location has been
carried out, a recent cell culture study of intrasubtype B recombi-
nants, has shown a non-homogeneous distribution of recombina-
tion breakpoints in the pol-coding region,76 which suggests that
determinants of local fluctuations in recombination rates most
likely exist also for intrasubtype recombinants. www.landesbioscience.com RNA Structures as Recombination Signposts:
Selection on the RNA Element Furthermore, when the products of recombinant env genes gen-
erated in absence of selection were tested in functionality assays,
the general trend was of decreased functionality with respect to
the parental strains, thus underlining the importance of con-
straints imposed on the functionality of the recombinant forms
of this gene despite its legendary genetic variability.77 ©2011 Lande
Do not d
Structured regions of the genome are means for viruses to con-
vey functional information. For example, hairpins containing the
signals for packaging of the genomic RNA have been well-char-
acterized in the 5' end of the genome, as well as two other struc-
tures crucial for viral gene expression: the trans-active responsive
element (TAR) and RRE. TAR is the sequence recognized for
transactivation of transcription by the viral protein Tat while
RRE is essential for exporting non-spliced and partially-spliced
RNAs from the nucleus to the cytoplasm. These RNA structures
are sites of frequent recombination,77,80 with the consequence that
these elements may be constituted of two sequences of different
phylogenetic origins in the recombinant progeny. Misfolded or
destabilized RNA structures might not be able to fulfil their
roles, might these be regulation of the translational machinery,
interaction with proteins that regulate the viral cycle, or others.81
Furthermore, both TAR and RRE interact with proteins encoded
by a different part of the genome from the ones where they are
located, and any recombination breakpoint occurring between
the regions constituting the RNA element (TAR or RRE) and
those encoding the protein that binds this element (Tat or Rev,
respectively) might present the risk of perturbing coevolved inter-
actions. However, these functional RNA elements appear very
conserved, even for distantly related strains. Associated to the
structural tolerance of RNA structures, this conservation could
be strong enough to significantly limit the likelihood of recombi-
nation generating defective structural elements. This hypothesis
is supported by the results obtained from experimental assays in
which the functionality of not only intersubtype recombinants
but also intergroup M/O recombinant RRE was tested. Indeed,
all recombinant RRE that were tested displayed levels of func-
tionality comparable to the parental sequences.77 The frequent
induction of recombination in other portions of the structured
genomic RNA have been highlighted with the example of the
DIS sequence,82 but no functional characterization of the result-
ing recombinants is currently available to address the issue of the
functional tolerance of these RNA structure to recombination. s Bioscience. Recombination, Viral Evolution and RNA Structures In HIV, the high rate of single residue substitutions occurring
during each replication, coupled with the fast viral turnover, cre-
ates very favourable conditions for maximizing the potentials of
recombination as a means to spread multiple genetic polymor-
phisms across the viral population. Selection of Recombinants Expectedly, recombination occurs where the most favourable
mechanistic conditions are encountered along the genome, and
this occurs irrespective of the consequences on the functionality
of the resulting recombinant product. Proteins and RNA func-
tional elements need to fold into specific conformations to be
functional; however, concatenated structural components from
different genetic origins might not be able to fold into optimally
functional structures. Depending on the position in the genome
where recombination occurs, different functional elements will
be involved, each with its own specific tolerance for preserving
its functionality in case of recombination. The localization of
RNA structures that, as discussed above, also constitute recom-
bination hot regions, is therefore important for selection on the
recombinant forms they can generate. Selection may come into
play at two major levels: the functionality of the recombinant
RNA element itself and the functionality of the recombinant
proteins generated. As the genetic distance between the two parental strains
increases, the presence of secondary structure elements in spe-
cific regions of the genome might play a dual role with regard to
recombination. Since these motifs are generally conserved, they
form islands of local higher degree of sequence identity, where
strand transfer is much more likely to occur than in the rest of
the genome, relatively more divergent. Combined with their RNA Biology 283 RNA Structures as Recombination Signposts:
Selection on the RNA Element istribute. The fate of the recombinant viral progeny appears also
strongly conditioned by the position of the breakpoint. Indeed,
studies on non-viral proteins (SCHEMA directed evolution of
β-Lactamases),84 showed that the position of the breakpoint
in the gene strongly affects the recombinant functionality. Importantly, breakpoints close to the boundaries of autono-
mously folding protein domains were shown to present a lower
risk of disturbing structural interactions required for the proper
folding and function of the recombinant proteins. Recent obser-
vations suggest a role of the pattern of RNA structures in HIV
genome in regard to the selection on recombinant proteins. The
publication of the architecture of the whole genome of the NL4.3
strain of HIV79 has indeed led to the identification of numerous
new RNA structures. Intriguingly, the distribution of structured
RNA elements appears to be correlated with the arrangement of
the genes along the genome, as well as by the structural organiza-
tion of the individual proteins.78 Specifically, stable RNA second-
ary structures were found at the junctions between most HIV-1
proteins domains and it has been suggested that these structures
could modulate ribosome processivity and, consequently, facili-
tate the folding of individual protein domains. A striking “side
effect” of the specific distribution of RNA secondary structures
close to gene or protein domain borders observed by Watts and
co-workers would be to enhance strand transfer rates specifically
in regions where recombination is less likely to generate genomes
encoding dysfunctional proteins.78 RNA Structures as Recombination Signposts:
Selection on Proteins The efficiency at which functional diversity is generated by
this process, evolved to be highly effective for the peculiar viral
replication strategy, is however difficult to evaluate quantita-
tively. In that regard, the characterization of recombinant forms
generated in single cycle experiment provides a unique insight
into the role of recombination in accessing distant regions of the
functional sequence space. This evolutionary process is in fact-
much more conservative than the introduction of random muta-
tions.83 Indeed, as recombination joins patterns of amino acids
substitutions already proved to be compatible in their respective
parental structures, these mutations are less likely to be incom-
patible in the new backbone than randomly introduced muta-
tions. Consequently, when sequences encoding divergent but
related proteins recombine, large distances may be travelled in
sequence space relative to random mutation without disturbing
fuction and/or structure. Concerning selection at the protein level, simulations on model
proteins suggest that mutation-tolerant proteins are also recom-
bination-tolerant.83 While the high diversity observed for HIV
could lead one to think that viral proteins could be extremely
tolerant to recombination, experimental studies indicate that
this is not necessarily the case, in particular for intersubtypes
crossings. Notably, directed evolution experiments on non-viral
proteins have shown a negative correlation between recombina-
tion tolerance and parental sequence divergence.83 When intra
and intersubtypes recombinant pol genes were generated in single
cycle assay, both populations showed complex patterns of break-
points.76 However, only the intersubtype recombinant population
showed a strong decrease of diversity in multiple-cycle assays. Volume 8 Issue 2 Volume 8 Issue 2 RNA Biology 284 well adapted to tolerate recombination between both closely and
distantly related strains. At the scale of the genome, for distantly related strains of HIV,
the particular disposition of RNA structures close to gene and
domain borders appears to mechanistically favour the exchange
of proteins blocks, further limiting the risk of generating non
functional products. It is of particular interest to note that the
extreme case of such genetic compartmentalization is observed
in segmented viral genomes, where the genetic reassortment
proceeds through the redistribution of various portions of the
genome encoded by physically distinct molecules. While mech-
anistically limiting the potential sequence space explored, this
RNA-mediated orientation of recombination is likely to actually
enhance the evolutionary value of this process for poorly related
viruses. References 29. Labrosse B, Morand-Joubert L, Goubard A, Rochas S,
Labernardiere JL, Pacanowski J, et al. Role of the enve-
lope genetic context in the development of enfuvirtide
resistance in human immunodeficiency virus type
1-infected patients. J Virol 2006; 80:8807-19. 15. Chen P, Hubner W, Spinelli MA, Chen BK. Predominant mode of human immunodeficiency virus
transfer between T cells is mediated by sustained Env-
dependent neutralization-resistant virological synapses. J Virol 2007; 81:12582-95. 1. Jones JS, Allan RW, Temin HM. One retroviral RNA
is sufficient for synthesis of viral DNA. J Virol 1994;
68:207-16. 1. Jones JS, Allan RW, Temin HM. One retroviral RNA
is sufficient for synthesis of viral DNA. J Virol 1994;
68:207-16. 2. Galetto R, Moumen A, Giacomoni V, Veron M,
Charneau P, Negroni M. The structure of HIV-1
genomic RNA in the gp120 gene determines a
recombination hot spot in vivo. J Biol Chem 2004;
279:36625-32. 30. Nora T, Charpentier C, Tenaillon O, Hoede C, Clavel
F, Hance AJ. Contribution of recombination to the
evolution of human immunodeficiency viruses express-
ing resistance to antiretroviral treatment. J Virol 2007;
81:7620-8. 16. Fackler OT, Alcover A, Schwartz O. Modulation of the
immunological synapse: a key to HIV-1 pathogenesis? Nat Rev Immunol 2007; 7:310-7. 17. Jolly C, Kashefi K, Hollinshead M, Sattentau QJ. HIV-1 cell to cell transfer across an Env-induced, actin-
dependent synapse. J Exp Med 2004; 199:283-93. ©2011 L
3. Jetzt AE, Yu H, Klarmann GJ, Ron Y, Preston BD,
Dougherty JP. High rate of recombination throughout
the human immunodeficiency virus type 1 genome. J
Virol 2000; 74:1234-40. science
31. Streeck H, Li B, Poon AF, Schneidewind A, Gladden
AD, Power KA, et al. Immune-driven recombination
and loss of control after HIV superinfection. J Exp
Med 2008; 205:1789-96. andes Bio
18. Clever JL, Wong ML, Parslow TG. Requirements for
kissing-loop-mediated dimerization of human immu-
nodeficiency virus RNA. J Virol 1996; 70:5902-8. ©2011 L
4. Schlub TE, Smyth RP, Grimm AJ, Mak J, Davenport
MP. Accurately measuring recombination between
closely related HIV-1 genomes. PLoS Comput Biol
2010; 6:1000766. science. 32. Gao F, Bailes E, Robertson DL, Chen Y, Rodenburg
CM, Michael SF, et al. Origin of HIV-1 in the
chimpanzee Pan troglodytes troglodytes. Nature 1999;
397:436-41. andes Bio
di
ib
19. Muriaux D, Fosse P, Paoletti J. A kissing complex
together with a stable dimer is involved in the HIV-
1Lai RNA dimerization process in vitro. Biochemistry
1996; 35:5075-82. References Hemelaar J, Gouws E, Ghys PD, Osmanov S. Global
and regional distribution of HIV-1 genetic subtypes
and recombinants in 2004. AIDS 2006; 20:13-23. 24. Song R, Kafaie J, Yang L, Laughrea M. HIV-1 viral
RNA is selected in the form of monomers that dimer-
ize in a three-step protease-dependent process; the DIS
of stem-loop 1 initiates viral RNA dimerization. J Mol
Biol 2007; 371:1084-98. 10. Smith DM, Strain MC, Frost SD, Pillai SK, Wong JK,
Wrin T, et al. Lack of neutralizing antibody response to
HIV-1 predisposes to superinfection. Virology 2006;
355:1-5. 38. Menu E, Truong TX, Lafon ME, Nguyen TH, Muller-
Trutwin MC, Nguyen TT, et al. HIV type 1 Thai
subtype E is predominant in South Vietnam. AIDS Res
Hum Retroviruses 1996; 12:629-33. 11. Gratton S, Cheynier R, Dumaurier MJ, Oksenhendler
E, Wain-Hobson S. Highly restricted spread of HIV-1
and multiply infected cells within splenic germinal
centers. Proc Natl Acad Sci USA 2000; 97:14566-71. 25. St. Louis DC, Gotte D, Sanders-Buell E, Ritchey
DW, Salminen MO, Carr JK, et al. Infectious molecu-
lar clones with the nonhomologous dimer initiation
sequences found in different subtypes of human immu-
nodeficiency virus type 1 can recombine and initiate a
spreading infection in vitro. J Virol 1998; 72:3991-8. 39. Motomura K, Kusagawa S, Kato K, Nohtomi K, Lwin
HH, Tun KM, et al. Emergence of new forms of
human immunodeficiency virus type 1 intersubtype
recombinants in central Myanmar. AIDS Res Hum
Retroviruses 2000; 16:1831-43. 12. Jung A, Maier R, Vartanian JP, Bocharov G, Jung V,
Fischer U, et al. Recombination: Multiply infected
spleen cells in HIV patients. Nature 2002; 418:144. 26. Mansky LM, Temin HM. Lower in vivo mutation rate
of human immunodeficiency virus type 1 than that
predicted from the fidelity of purified reverse transcrip-
tase. J Virol 1995; 69:5087-94. 13. Josefsson L, Brännström J, Makilato B, Maldarelli F,
Kearney M, Shao W, et al. Analysis of HIV DNA
Molecules in Single Infected Cells from Recently and
Chronically Infected Patients. 17th Conference on
Retroviruses and Opportunistic Infections (CROI). San Francisco 2010. 40. Piyasirisilp S, McCutchan FE, Carr JK, Sanders-Buell
E, Liu W, Chen J, et al. A recent outbreak of human
immunodeficiency virus type 1 infection in Southern
China was initiated by two highly homogeneous, geo-
graphically separated strains, circulating recombinant
form AE and a novel BC recombinant. J Virol 2000;
74:11286-95. 27. References Do n
5. Zhuang J, Jetzt AE, Sun G, Yu H, Klarmann G, Ron
Y, et al. Human immunodeficiency virus type 1 recom-
bination: rate, fidelity and putative hot spots. J Virol
2002; 76:11273-82. ute. 33. Plantier JC, Leoz M, Dickerson JE, De Oliveira F,
Cordonnier F, Lemee V, et al. A new human immuno-
deficiency virus derived from gorillas. Nat Med 2009;
15:871-2. not distrib
20. Paillart JC, Skripkin E, Ehresmann B, Ehresmann C,
Marquet R. A loop-loop “kissing” complex is the essen-
tial part of the dimer linkage of genomic HIV-1 RNA. Proc Natl Acad Sci USA 1996; 93:5572-7. o
6. Hu WS, Temin HM. Genetic consequences of pack-
aging two RNA genomes in one retroviral particle:
pseudodiploidy and high rate of genetic recombination. Proc Natl Acad Sci USA 1990; 87:1556-60. 34. Robertson DL, Anderson JP, Bradac JA, Carr JK,
Foley B, Funkhouser RK, et al. HIV-1 nomenclature
proposal. Science 2000; 288:55-6. 21. Chin MP, Rhodes TD, Chen J, Fu W, Hu WS. Identification of a major restriction in HIV-1 inter-
subtype recombination. Proc Natl Acad Sci USA 2005;
102:9002-7. 35. Gao F, Vidal N, Li Y, Trask SA, Chen Y, Kostrikis
LG, et al. Evidence of two distinct subsubtypes within
the HIV-1 subtype A radiation. AIDS Res Hum
Retroviruses 2001; 17:675-88. 7. Hu WS, Temin HM. Retroviral recombination and
reverse transcription. Science 1990; 250:1227-33. 22. Moore MD, Fu W, Nikolaitchik O, Chen J, Ptak RG,
Hu WS. Dimer initiation signal of human immunode-
ficiency virus type 1: its role in partner selection during
RNA copackaging and its effects on recombination. J
Virol 2007; 81:4002-11. 8. Altfeld M, Allen TM, Yu XG, Johnston MN, Agrawal
D, Korber BT, et al. HIV-1 superinfection despite
broad CD8+ T-cell responses containing replication of
the primary virus. Nature 2002; 420:434-9. 36. Triques K, Bourgeois A, Vidal N, Mpoudi-Ngole E,
Mulanga-Kabeya C, Nzilambi N, et al. Near-full-length
genome sequencing of divergent African HIV type 1
subtype F viruses leads to the identification of a new
HIV type 1 subtype designated K. AIDS Res Hum
Retroviruses 2000; 16:139-51. 23. Fultz PN, Yue L, Wei Q, Girard M. Human immu-
nodeficiency virus type 1 intersubtype (B/E) recom-
bination in a superinfected chimpanzee. J Virol 1997;
71:7990-5. 9. Piantadosi A, Chohan B, Chohan V, McClelland RS,
Overbaugh J. Chronic HIV-1 infection frequently fails
to protect against superinfection. PLoS Pathog 2007;
3:177. 37. RNA Structures as Recombination Signposts:
Selection on Proteins In this manner, HIV genomes appear in fact to be very RNA secondary structures may play a similar role with regard
to recombination in other viruses that store genetic information
in RNA genomes. Studies of patterns of recombination and RNA
structure may provide further insights into parameters governing
the dynamic of evolution of RNA virus genomes. 15. Chen P, Hubner W, Spinelli MA, Chen BK.
Predominant mode of human immunodeficiency virus
transfer between T cells is mediated by sustained Env-
dependent neutralization-resistant virological synapses.
J Virol 2007; 81:12582-95. Acknowledgements Work on HIV in M.N. lab is supported by ATIP grant from the
CNRS, by Sidaction and by the French Agency for Research on
AIDS (ANRS). We thank Drewzinho Kitchen for critical read-
ing of the manuscript. Work on HIV in M.N. lab is supported by ATIP grant from the
CNRS, by Sidaction and by the French Agency for Research on
AIDS (ANRS). We thank Drewzinho Kitchen for critical read-
ing of the manuscript. 29. Labrosse B, Morand-Joubert L, Goubard A, Rochas S,
Labernardiere JL, Pacanowski J, et al. Role of the enve-
lope genetic context in the development of enfuvirtide
resistance in human immunodeficiency virus type
1-infected patients. J Virol 2006; 80:8807-19. References Hwang CK, D’Souza UM, Eisch AJ, Yajima S,
Lammers CH, Yang Y, et al. Dopamine receptor regu-
lating factor, DRRF: a zinc finger transcription factor. Proc Natl Acad Sci USA 2001; 98:7558-63. andes Bio
65. Gao L, Balakrishnan M, Roques BP, Bambara RA. Insights into the multiple roles of pausing in HIV-1
reverse transcriptase-promoted strand transfers. J Biol
Chem 2007; 282:6222-31. ©2011 L
50. Rigby ST, Van Nostrand KP, Rose AE, Gorelick RJ,
Mathews DH, Bambara RA. Factors that determine the
efficiency of HIV-1 strand transfer initiated at a specific
site. J Mol Biol 2009; 394:694-707. science. 78. Simon-Loriere E, Martin DP, Weeks KM, Negroni M. RNA Structures Facilitate Recombination-Mediated
Gene Swapping in HIV-1. J Virol 2010; 84:12675-82. andes Bio
not distrib
66. Roda RH, Balakrishnan M, Hanson MN, Wohrl BM,
Le Grice SF, Roques BP, et al. Role of the Reverse
Transcriptase, Nucleocapsid Protein and Template
Structure in the Two-step Transfer Mechanism
in Retroviral Recombination. J Biol Chem 2003;
278:31536-46. ute
79. Watts JM, Dang KK, Gorelick RJ, Leonard CW, Bess
JW Jr, Swanstrom R, et al. Architecture and secondary
structure of an entire HIV-1 RNA genome. Nature
2009; 460:711-6. Do n
51. An W, Telesnitsky A. Frequency of direct repeat dele-
tion in a human immunodeficiency virus type 1 vector
during reverse transcription in human cells. Virology
2001; 286:475-82. ute. 80. Moumen A, Polomack L, Roques B, Buc H, Negroni
M. The HIV-1 repeated sequence R as a robust hot-
spot for copy-choice recombination. Nucleic Acids Res
2001; 29:3814-21. not distrib
67. Moumen A, Polomack L, Unge T, Veron M, Buc H,
Negroni M. Evidence for a mechanism of recombina-
tion during reverse transcription dependent on the
structure of the acceptor RNA. J Biol Chem 2003;
278:15973-82. Do n
52. Pfeiffer JK, Telesnitsky A. Effects of limiting homology
at the site of intermolecular recombinogenic template
switching during Moloney murine leukemia virus rep-
lication. J Virol 2001; 75:11263-74. 81. Vrolijk MM, Ooms M, Harwig A, Das AT, Berkhout
B. Destabilization of the TAR hairpin affects the struc-
ture and function of the HIV-1 leader RNA. Nucleic
Acids Res 2008; 36:4352-63. 53. Zhang J, Temin HM. Retrovirus recombination
depends on the length of sequence identity and is not
error prone. J Virol 1994; 68:2409-14. 68. Charpentier C, Nora T, Tenaillon O, Clavel F, Hance
AJ. References Ho DD, Neumann AU, Perelson AS, Chen W, Leonard
JM, Markowitz M. Rapid turnover of plasma virions
and CD4 lymphocytes in HIV-1 infection. Nature
1995; 373:123-6. 14. Chen J, Dang Q, Unutmaz D, Pathak VK, Maldarelli
F, Powell D, et al. Mechanisms of nonrandom human
immunodeficiency virus type 1 infection and double
infection: preference in virus entry is important but is
not the sole factor. J Virol 2005; 79:4140-9. 41. McCutchan FE, Carr JK, Bajani M, Sanders-Buell E,
Harry TO, Stoeckli TC, et al. Subtype G and multiple
forms of A/G intersubtype recombinant human immu-
nodeficiency virus type 1 in Nigeria. Virology 1999;
254:226-34. 28. Holmes EC. On the origin and evolution of the human
immunodeficiency virus (HIV). Biol Rev Camb Philos
Soc 2001; 76:239-54. 285 www.landesbioscience.com RNA Biology 58. 71. Lamers SL, Salemi M, Galligan DC, de Oliveira T,
Fogel GB, Granier SC, et al. Extensive HIV-1 intra-
host recombination is common in tissues with abnor-
mal histopathology. PLoS One 2009; 4:5065. 58. Shen W, Gao L, Balakrishnan M, Bambara RA. A
recombination hot spot in HIV-1 contains guano-
sine runs that can form a G-quartet structure and
promote strand transfer in vitro. J Biol Chem 2009;
284:33883-93. 42. Montavon C, Toure-Kane C, Liegeois F, Mpoudi E,
Bourgeois A, Vergne L, et al. Most env and gag subtype
A HIV-1 viruses circulating in West and West Central
Africa are similar to the prototype AG recombinant
virus IBNG. J Acquir Immune Defic Syndr 2000;
23:363-74. 72. Mild M, Esbjornsson J, Fenyo EM, Medstrand P. Frequent intrapatient recombination between human
immunodeficiency virus type 1 R5 and X4 envelopes:
implications for coreceptor switch. J Virol 2007;
81:3369-76. 59. Nikolenko GN, Svarovskaia ES, Delviks KA, Pathak
VK. Antiretroviral drug resistance mutations in human
immunodeficiency virus type 1 reverse transcriptase
increase template-switching frequency. J Virol 2004;
78:8761-70. 43. Anderson JA, Bowman EH, Hu WS. Retroviral recom-
bination rates do not increase linearly with marker
distance and are limited by the size of the recombining
subpopulation. J Virol 1998; 72:1195-202. 73. Morris A, Marsden M, Halcrow K, Hughes ES, Brettle
RP, Bell JE, et al. Mosaic structure of the human
immunodeficiency virus type 1 genome infecting lym-
phoid cells and the brain: evidence for frequent in
vivo recombination events in the evolution of regional
populations. J Virol 1999; 73:8720-31. 60. Operario DJ, Balakrishnan M, Bambara RA, Kim B. References Reduced dNTP interaction of human immunode-
ficiency virus type 1 reverse transcriptase promotes
strand transfer. J Biol Chem 2006; 281:32113-21. 44. Yu H, Jetzt AE, Ron Y, Preston BD, Dougherty JP. The
nature of human immunodeficiency virus type 1 strand
transfers. J Biol Chem 1998; 273:28384-91. 45. Zhang J, Tang LY, Li T, Ma Y, Sapp CM. Most retro-
viral recombinations occur during minus-strand DNA
synthesis. J Virol 2000; 74:2313-22. 61. Peliska JA, Benkovic SJ. Mechanism of DNA strand
transfer reactions catalyzed by HIV-1 reverse transcrip-
tase. Science 1992; 258:1112-8. 74. Shriner D, Rodrigo AG, Nickle DC, Mullins JI. Pervasive genomic recombination of HIV-1 in vivo. Genetics 2004; 167:1573-83. 46. Tanese N, Telesnitsky A, Goff SP. Abortive reverse
transcription by mutants of Moloney murine leukemia
virus deficient in the reverse transcriptase-associated
RNase H function. J Virol 1991; 65:4387-97. 62. Levin JG, Guo J, Rouzina I, Musier-Forsyth K. Nucleic
acid chaperone activity of HIV-1 nucleocapsid protein:
critical role in reverse transcription and molecular
mechanism. Prog Nucleic Acid Res Mol Biol 2005;
80:217-86. 75. Zhu T, Wang N, Carr A, Wolinsky S, Ho DD. Evidence for coinfection by multiple strains of human
immunodeficiency virus type 1 subtype B in an acute
seroconvertor. J Virol 1995; 69:1324-7. 47. DeStefano JJ, Mallaber LM, Rodriguez-Rodriguez L,
Fay PJ, Bambara RA. Requirements for strand transfer
between internal regions of heteropolymer templates by
human immunodeficiency virus reverse transcriptase. J
Virol 1992; 66:6370-8. 63. Negroni M, Buc H. Copy-choice recombination by
reverse transcriptases: reshuffling of genetic markers
mediated by RNA chaperones. Proc Natl Acad Sci USA
2000; 97:6385-90. 76. Galli A, Kearney M, Nikolaitchik OA, Yu S,
Chin MP, Maldarelli F, et al. Patterns of Human
Immunodeficiency Virus type 1 recombination ex
vivo provide evidence for coadaptation of distant sites,
resulting in purifying selection for intersubtype recom-
binants during replication. J Virol 2010; 84:7651-61. 48. Telesnitsky A, Goff SP. Two defective forms of reverse
transcriptase can complement to restore retroviral
infectivity. EMBO J 1993; 12:4433-8. 64. Roda RH, Balakrishnan M, Kim JK, Roques BP, Fay
PJ, Bambara RA. Strand transfer occurs in retroviruses
by a pause-initiated two-step mechanism. J Biol Chem
2002; 277:46900-11. science
77. Simon-Loriere E, Galetto R, Hamoudi M, Archer J,
Lefeuvre P, Martin DP, et al. Molecular mechanisms of
recombination restriction in the envelope gene of the
human immunodeficiency virus. PLoS Pathog 2009;
5:1000418. ©
L
49. References Extensive recombination among human immuno-
deficiency virus type 1 quasispecies makes an important
contribution to viral diversity in individual patients. J
Virol 2006; 80:2472-82. 54. Zhang J, Temin HM. Rate and mechanism of non-
homologous recombination during a single cycle of
retroviral replication. Science 1993; 259:234-8. 82. Dykes C, Balakrishnan M, Planelles V, Zhu Y, Bambara
RA, Demeter LM. Identification of a preferred region
for recombination and mutation in HIV-1 gag. Virology 2004; 326:262-79. 69. Diaz RS, Sabino EC, Mayer A, Mosley JW, Busch MP. Dual human immunodeficiency virus type 1 infection
and recombination in a dually exposed transfusion
recipient. The Transfusion Safety Study Group. J Virol
1995; 69:3273-81. 55. Baird HA, Galetto R, Gao Y, Simon-Loriere E, Abreha
M, Archer J, et al. Sequence determinants of break-
point location during HIV-1 intersubtype recombina-
tion. Nucleic Acids Res 2006; 34:5203-16. 83. Drummond DA, Silberg JJ, Meyer MM, Wilke CO,
Arnold FH. On the conservative nature of intra-
genic recombination. Proc Natl Acad Sci USA 2005;
102:5380-5. 56. Baird HA, Gao Y, Galetto R, Lalonde M, Anthony
RM, Giacomoni V, et al. Influence of sequence identity
and unique breakpoints on the frequency of intersub-
type HIV-1 recombination. Retrovirology 2006; 3:91. 70. Howell RM, Fitzgibbon JE, Noe M, Ren ZJ, Gocke
DJ, Schwartzer TA, et al. In vivo sequence variation of
the human immunodeficiency virus type 1 env gene:
evidence for recombination among variants found in a
single individual. AIDS Res Hum Retroviruses 1991;
7:869-76. 84. Voigt CA, Martinez C, Wang ZG, Mayo SL, Arnold
FH. Protein building blocks preserved by recombina-
tion. Nat Struct Biol 2002; 9:553-8. 57. Galetto R, Giacomoni V, Veron M, Negroni M. Dissection of a circumscribed recombination hot spot
in HIV-1 after a single infectious cycle. J Biol Chem
2006; 281:2711-20. 286 Volume 8 Issue 2 RNA Biology
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English
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Mapping the Future of Particle Radiobiology in Europe: The INSPIRE Project
|
Frontiers in physics
| 2,020
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cc-by
| 9,465
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Mapping the Future of Particle
Radiobiology in Europe: The INSPIRE
Project Nicholas T. Henthorn 1,2†, Olga Sokol 3†, Marco Durante 3,4*, Ludovic De Marzi 5,
Frederic Pouzoulet 6, Justyna Miszczyk 7, Pawel Olko 7, Sytze Brandenburg 8,9,
Marc Jan van Goethem 8,9, Lara Barazzuol 9,10, Makbule Tambas 9,
Johannes A. Langendijk 9, Marie Davídková 11, Vladimír Vondrá ˆcek 12,
Elisabeth Bodenstein 13, Joerg Pawelke 13,14, Antony J. Lomax 15,16, Damien C. Weber 15,17,18,
Alexandru Dasu 19,20, Bo Stenerlöw 20, Per R. Poulsen 21, Brita S. Sørensen 21, Cai Grau 21,
Mateusz K. Sitarz 21, Anne-Catherine Heuskin 22, Stephane Lucas 22,
John W. Warmenhoven 1,2, Michael J. Merchant 1,2, Ran I. Mackay 1,23 and Karen J. Kirkby 1,2 REVIEW REVIEW
published: 06 October 2020
doi: 10.3389/fphy.2020.565055 Keywords: proton therapy, radiotherapy, radiobiology, beamline, irradiation Edited by: Pablo Cirrone,
Laboratori Nazionali del Sud
(INFN), Italy *Correspondence:
Marco Durante
m.durante@gsi.de †These authors have contributed
equally to this work †These authors have contributed
equally to this work Specialty section:
This article was submitted to
Medical Physics and Imaging,
a section of the journal
Frontiers in Physics
Received: 23 May 2020
Accepted: 02 September 2020
Published: 06 October 2020
Citation:
Henthorn NT, Sokol O, Durante M, De
Marzi L, Pouzoulet F, Miszczyk J,
Olko P, Brandenburg S, van
Goethem MJ, Barazzuol L, Tambas M,
Langendijk JA, Davídková M,
Vondrá ˆcek V, Bodenstein E,
Pawelke J, Lomax AJ, Weber DC,
Dasu A, Stenerlöw B, Poulsen PR,
Sørensen BS, Grau C, Sitarz MK,
Heuskin A-C, Lucas S,
Warmenhoven JW, Merchant MJ,
Mackay RI and Kirkby KJ (2020)
Mapping the Future of Particle
Radiobiology in Europe: The INSPIRE
Project. Front. Phys. 8:565055. doi: 10.3389/fphy.2020.565055 Specialty section:
This article was submitted to
Medical Physics and Imaging,
a section of the journal
Frontiers in Physics Received: 23 May 2020
Accepted: 02 September 2020
Published: 06 October 2020 Particle therapy is a growing cancer treatment modality worldwide. However, there still
remains a number of unanswered questions considering differences in the biological
response between particles and photons. These questions, and probing of biological
mechanisms in general, necessitate experimental investigation. The “Infrastructure in
Proton International Research” (INSPIRE) project was created to provide an infrastructure
for European research, unify research efforts on the topic of proton and ion therapy across
Europe, and to facilitate the sharing of information and resources. This work highlights
the radiobiological capabilities of the INSPIRE partners, providing details of physics
(available particle types and energies), biology (sample preparation and post-irradiation
analysis), and researcher access (the process of applying for beam time). The collection
of information reported here is designed to provide researchers both in Europe and
worldwide with the tools required to select the optimal center for their research needs. We
also highlight areas of redundancy in capabilities and suggest areas for future investment. Edited by: Citation:
Henthorn NT, Sokol O, Durante M, De
Marzi L, Pouzoulet F, Miszczyk J,
Olko P, Brandenburg S, van
Goethem MJ, Barazzuol L, Tambas M,
Langendijk JA, Davídková M,
Vondrá ˆcek V, Bodenstein E,
Pawelke J, Lomax AJ, Weber DC,
Dasu A, Stenerlöw B, Poulsen PR,
Sørensen BS, Grau C, Sitarz MK,
Heuskin A-C, Lucas S,
Warmenhoven JW, Merchant MJ,
Mackay RI and Kirkby KJ (2020)
Mapping the Future of Particle
Radiobiology in Europe: The INSPIRE
Project. Front. Phys. 8:565055. doi: 10.3389/fphy.2020.565055 Edited by: Edited by:
Federico Giove,
Centro Fermi - Museo storico della
fisica e Centro studi e ricerche Enrico
Fermi, Italy 1 Division of Cancer Sciences, Faculty of Biology, Medicine and Health, School of Medical Sciences, The University of
Manchester, Manchester, United Kingdom, 2 Manchester Academic Health Science Centre, The Christie NHS Foundation
Trust, Manchester, United Kingdom, 3 Department of Biophysics, GSI Helmholtzzentrum für Schwerionenforschung,
Darmstadt, Germany, 4 Department of Condensed Matter Physics, Technische Universität Darmstadt, Darmstadt, Germany,
5 Radiation Oncology Department, Institut Curie, PSL Research University, Paris, France, 6 Translational Research
Department, Experimental Radiotherapy Platform, Institut Curie, PSL Research University, Orsay, France, 7 Department of
Experimental Physics of Complex Systems, Institute of Nuclear Physics Polish Academy of Sciences, Krakow, Poland,
8 KVI-Center for Advanced Radiation Technology, University of Groningen, Groningen, Netherlands, 9 Department of Radiation
Oncology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands, 10 Section of Molecular
Cell Biology, Department of Biomedical Sciences of Cell and Systems, University Medical Center Groningen, University of
Groningen, Groningen, Netherlands, 11 Department of Radiation Dosimetry, Nuclear Physics Institute of the CAS, Prague,
Czechia, 12 Proton Therapy Center Czech, Prague, Czechia, 13 OncoRay – National Center for Radiation Research in
Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus, Helmholtz-Zentrum Dresden – Rossendorf,
Technische Universität Dresden, Dresden, Germany, 14 Helmholtz-Zentrum Dresden – Rossendorf, Institute of Radiooncology
- OncoRay, Dresden, Germany, 15 Centre for Proton Therapy, Paul Scherrer Institute, Villigen, Switzerland, 16 Department of
Physics, ETH, Zurich, Switzerland, 17 Department of Radiation Oncology, University of Zurich, Zurich, Switzerland,
18 Department of Radiation Oncology, University of Bern, Bern, Switzerland, 19 The Skandion Clinic, Uppsala, Sweden,
20 Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden, 21 Danish Center for Particle
Therapy, Aarhus University Hospital, Aarhus, Denmark, 22 LARN-Laboratory, Namur Research Institute for Life Sciences
(NARILIS), University of Namur, Namur, Belgium, 23 Christie Medical Physics and Engineering, The Christie NHS Foundation
Trust, Manchester, United Kingdom Reviewed by:
Michela Marafini,
Centro Fermi - Museo storico della
fisica e Centro studi e ricerche Enrico
Fermi, Italy
Giuseppe A. INTRODUCTION 2) Enabling access to research infrastructure for researchers in
both the public and private sector. 2) Enabling access to research infrastructure for researchers in
both the public and private sector. There is a growing investment in proton and heavy ion therapy
worldwide, with 89 proton centers and 12 carbon centers
currently in clinical operation [according to the Particle Therapy
Co-Operation Group (PTCOG)] [1]. Of these worldwide
facilities, 31 proton centers (∼35%) and four carbon centers
(∼33%) are located in Europe [2]. Despite the increasing
adoption of particle therapy there remains a number of
unanswered questions about this relatively new treatment
modality [3]. These questions range widely in scope and include
physical (e.g., range uncertainties or organ motion), biological
(e.g., uncertainties in relative biological effectiveness and lack
of clinically relevant in vivo data), and societal aspects (e.g.,
cost-effectiveness and radiotherapy demand) [4]. Many clinical
centers offer beam time for research activities to address some
of these questions [5]. However, access and utilization of this
beam time can be difficult due to a lack of supply and/or funding. Rectifying this situation requires targeted efforts from both
researchers and funders alike. 3) Providing training for the next generation of researchers in
the field. 4) Facilitating knowledge exchange to promote best research
practices throughout Europe. g
5) Developing
joint
research
activities
(JRAs)
that
will
improve
the
facilities
available
within
the infrastructure. 6) Developing JRAs in fields where technological challenges exist
to improve European competitiveness. 7) Developing an innovation pipeline to translate research into
clinical practice and industrial products. 8) To conduct research within the principles of responsible
research and innovation. The project is comprised of 17 European partners, 11 of which
offer beam time through transnational access (TNA) (Table 1);
a complete list of the INSPIRE partners can be found at https://
protonsinspire.eu/. Further to the partners discussed in this work,
the University of Namur (Belgium) is also an INSPIRE partner
taking part in radiobiological research, but with their nearby
partner center under development does not offer TNA through
INSPIRE. However, once operational their resources will be
available outside of the current INSPIRE project. Most of these
partners are either clinical centers or have very close connections
to clinical centers (Figure 1), for example the radiobiological
capabilities of CHRISTIE and UNIMAN are shared. Citation: October 2020 | Volume 8 | Article 565055 Frontiers in Physics | www.frontiersin.org 1 INSPIRE Radiobiology Centers Henthorn et al. INTRODUCTION A close
clinical link is essential to aid the design of the research at
inception and to ensure its relevance and future translation to
the clinic. The European project “Infrastructure in Proton International
Research” (INSPIRE) was created to allow researchers across
Europe access to “state-of-the-art” research capabilities in centers
for proton therapy. In addition, multi-ion research centers
(research facility of UMCG, Groningen, the Netherlands; GSI,
Darmstadt, Germany) augment the particle research portfolio. INSPIRE aims to integrate research activities in protons (and
heavy ions) across Europe through eight objectives: 1) Developing new infrastructure by bringing together clinical,
academic, and industrial research activities. 1) Developing new infrastructure by bringing together clinical,
academic, and industrial research activities. TABLE 1 | The INSPIRE partners offering equipment and support for radiobiological experiments through transnational access. Center
Abbreviation
Location
Website
Aarhus University
AU
Aarhus, Denmark
https://www.en.auh.dk/departments/the-danish-centre-for-
particle-therapy/
The Christie NHS foundation trust
CHRISTIE
Manchester, UK
https://www.christie.nhs.uk
GSI Helmholtz center for heavy Ion
research
GSI
Darmstadt, Germany
https://www.gsi.de/work/forschung/biophysik.htm
The Henryk Niewodnicza ´nski institute of
nuclear physics polish academy of
sciences
IFJ PAN
Kraków, Poland
https://inspire.ifj.edu.pl/en/index.php/dostep-do-
infrastruktury-badawczej/
Curie institute
Institut curie
Paris, France
https://institut-curie.org/page/research-and-development-
proton-therapy-center
Nuclear physics institute of the Czech
academy of sciences
NPI-CAS
Prague, Czech Republic
http://www.ujf.cas.cz/en/
Paul Scherrer institute
PSI
Zurich, Switzerland
https://www.psi.ch/en
Skandion clinic
Skandion
Uppsala, Sweden
https://skandionkliniken.se/
Technical University of Dresden
TUD
Dresden, Germany
https://www.oncoray.de/research/offer-for-users/
University medical center Groningen
UMCG
Groningen, Netherlands
Clinical facility:
https://www.umcgradiotherapie.nl/en/umc-groningen-
department-of-radiation-oncology
Research facility:
https://www.rug.nl/kvi-cart/research/facilities/agor/
University of Manchester
UNIMAN
Manchester, UK
https://www.bmh.manchester.ac.uk/research/domains/
cancer/proton/ TABLE 1 | The INSPIRE partners offering equipment and support for radiobiological experiments through transnational access. Frontiers in Physics | www.frontiersin.org October 2020 | Volume 8 | Article 565055 2 Henthorn et al. INSPIRE Radiobiology Centers FIGURE 1 | European clinical proton therapy centers (closed triangle, 26 centers), carbon therapy centers (closed circle, 4 centers), and INSPIRE partners offering
radiobiological TNA (closed squares, 11 centers—there is some overlap between centers). Open symbols show centers currently in the planning stage or under
construction. Information is from the PTCOG website [1]. FIGURE 1 | European clinical proton therapy centers (closed triangle, 26 centers), carbon therapy centers (closed circle, 4 centers), and INSPIRE partners offering
radiobiological TNA (closed squares, 11 centers—there is some overlap between centers). Open symbols show centers currently in the planning stage or under
construction. Information is from the PTCOG website [1]. Frontiers in Physics | www.frontiersin.org INTRODUCTION Further to the information hosted by each institute’s website,
and the information presented in this work, the following
references give more information and available setups for Institut
Curie [6–8], TUD [9–16], IFJ PAN [17], UMCG [18–24], and
GSI [25–31]. best practices for proton radiobiology research and build
upon previous work on the topic [36]. Alongside coordinated
research INSPIRE also seeks to improve the infrastructure
available to European researchers through its TNA. Many
research centers have invested significantly to develop their
research, constructing accelerators, beamlines, and purchasing
experimental equipment. INSPIRE also continually upgrades its
research capabilities by taking research developed through JRA
and making it available to the wider research community via
TNA. This means that INSPIRE is able to offer the very latest
technology and capabilities. Through INSPIRE we are able to investigate important
research questions together and benefit from cross-validation. An immediate example is the variability in data for proton
relative biological effectiveness (RBE) that has been seen in
the literature over the years [32–35]. A coordinated effort
amongst the INSPIRE partners is allowing this variability
to be investigated both computationally and experimentally,
and the results made available to researchers across Europe
through INSPIRE’s experimental and modeling JRA. This
systematic and coordinated approach will highlight factors
leading to variation and propose mitigation strategies for
future studies. These mitigation strategies will help to develop TNA provides researchers an opportunity to access beam
time and funding for experiments at INSPIRE partners. The
beam time is offered to all researchers and is not limited to
INSPIRE partners. Furthermore, whilst the beam time is largely
accessible for European researchers, up to 30% of the hours are
available to researchers outside the EU. The application process October 2020 | Volume 8 | Article 565055 3 INSPIRE Radiobiology Centers Henthorn et al. is managed through the INSPIRE website (https://protonsinspire. eu). Prior to submitting the application through the online form,
the researchers are advised to contact the representative of the
relevant partner site to discuss the technical details of their
proposed experiment. Before being transferred to an independent
international user selection panel (USP), the refined application,
submitted via the online form, is first assessed to ensure that
the requested TNA site has the capacity and infrastructure to
perform the experiment. Afterwards, the application is evaluated
by at least two members of the USP for its technical and scientific
excellence, as well as future potential and impact. INTRODUCTION Priority is given
to users who have not had access to the TNA before. The INSPIRE
website contains details about each center, links to websites,
and contact information for general enquiries aimed to aid the
potential researcher. only the beamline for the sample irradiation, but also of
the available equipment and capabilities of the biological
laboratories on site. The latter are essential for the sample
preparation and post-processing. In this work, we aim to
provide comprehensive information on the facilities available
across INSPIRE. We specify details of the “physics,” including
location, beamlines, particle types, energies, and field sizes. We
specify details of the “logistics,” including details of sample
types, positioning, and automation. We specify details of
the “biology,” including the available equipment for sample
preparation and post-irradiation processing. Finally, we discuss
future perspectives for ongoing development and further
investment. The details provided here act as a resource for
the potential researcher to select the optimal center for their
experimental needs. However, it should be noted that there
is often flexibility in many of the aspects we report. As such
the information we provide should be used as a guide and
more specific details can be obtained through communication
with a specific partner or through INSPIRE’s help desk. It is
apparent that the capabilities, at least in terms of “physics,”
between many partners are similar. This level of redundancy is
desirable, enabling repetition to ensure scientific rigor, however,
establishing these centers requires a large investment and The information provided in this paper acts as a corollary
to the INSPIRE website, where up-to-date information is
maintained. Here, we provide details of the TNA radiobiology
capabilities of each INSPIRE partner. Similar information,
at least in terms of the physics capabilities, has previously
been presented by the European Particle Therapy Network
[37] and can be used alongside this work. Planning of a
radiobiological experiment requires the knowledge of not FIGURE 2 | INSPIRE partners offering radiobiological investigation with particles. The quoted energies are as extracted from the beamlines, lower energies are
available with beam degraders. Centers offering both in vitro and in vivo experiments are marked with orange circles, while those offering only in vitro experiments are
shown as blue squares. Protons, Helium, Carbon, and Oxygen ions are available at the research facility of UMCG. Protons and ions up to Uranium ions are available at
GSI. INTRODUCTION FIGURE 2 | INSPIRE partners offering radiobiological investigation with particles. The quoted energies are as extracted from the beamlines, lower energies are
available with beam degraders. Centers offering both in vitro and in vivo experiments are marked with orange circles, while those offering only in vitro experiments are
shown as blue squares. Protons, Helium, Carbon, and Oxygen ions are available at the research facility of UMCG. Protons and ions up to Uranium ions are available at
GSI October 2020 | Volume 8 | Article 565055 Frontiers in Physics | www.frontiersin.org 4 Henthorn et al. INSPIRE Radiobiology Centers FIGURE 3 | Proton energies available at INSPIRE partners as extracted from the accelerator. The highest proton energy is available at GSI (up to 4.5 GeV). The lowest
energies are available at the UMCG research facility (15 MeV) and Institut Curie (20 MeV). The overlapping region (shaded area) is between 120 and 190 MeV. Energies
can be further degraded in front of the sample. FIGURE 3 | Proton energies available at INSPIRE partners as extracted from the accelerator. The highest proton energy is available at GSI (up to 4.5 GeV). The lowest
energies are available at the UMCG research facility (15 MeV) and Institut Curie (20 MeV). The overlapping region (shaded area) is between 120 and 190 MeV. Energies
can be further degraded in front of the sample. through INSPIRE they are able to work effectively together to
ensure optimum utilization. reaching up to 1 GeV/u for heavy ions and 4.5 GeV/u for
protons, with relevance to proton radiography [40] experiments,
while most of the other institutes are limited to a maximum of
230–240 MeV/u. The lowest possible proton energies are offered
at the research facility of UMCG (15 MeV) and Institut Curie
(20 MeV). Energies can be further degraded before the sample
to investigate increased proton linear energy transfer, with a
relevance for end of range effects. Access to even lower energies
can be obtained through the EU project RADIATE [41]. Frontiers in Physics | www.frontiersin.org PHYSICS – LOCATION, BEAMLINES,
PARTICLES, ENERGIES, AND FIELDS A researcher often faces large heterogeneity when performing
experiments between centers, with differences in protocol, setup,
irradiation, and sample processing. Despite this there are a
number of overlaps in beam properties and possible experiments
between centers. Figure 2 shows a summary of capabilities for the
INSPIRE TNA partners. Eight TNA providers have a dedicated research room. This can
be useful for studies that require longer irradiations and/or longer
follow-up, it also gives more freedom to experiments that require
a complex or non-standard sample setup. However, the cost of
such studies should always be considered. Whilst the sample may
be able to remain in the room post-irradiation this will often
inactivate the room using valuable resources. A shared room
has the downside of limited usage, due to clinical commitments,
although it has the added benefit of rigorous quality assurance to
a clinical standard. However, it should be noted that all partners
undertake measures to ensure dosimetry and quality of beam
delivery in their research rooms. TNA providers mainly cover central and northern Europe,
with a similar distribution to clinical centers (Figure 1). Geographic positioning of centers is an important factor to
minimize both travel expenses and logistics. A new initiative with
the South East European International Institute for Sustainable
Technologies (SEEIST) [38, 39] aims to enable researchers from
the south east of Europe to access INSPIRE’s capabilities while
they are developing their own facilities. Figure 4 shows examples of beamlines for the CHRISTIE +
UNIMAN, Skandion, the research facility of UMCG, TUD, GSI,
and Institut Curie partners. All of the TNA providers can supply protons, with two centers,
GSI and the research facility of UMCG, additionally offering
other ion types of clinical interest, such as carbon, helium, or
oxygen. As can be seen from Figure 3, in general, the energies
available from the accelerator are similar between providers. The
most overlapping energy region is between 120 and 190 MeV—
experiments at this energy can be done at all of the partner
centers. The highest possible energies can be achieved at GSI, There is a range of maximum available scanned field sizes
across the INSPIRE partners, shown in Figure 5. Six partners,
PSI, Skandion, NPI-CAS, IFJ PAN, AU, and Institut Curie,
offer the same field size (30 × 40 cm2). PHYSICS – LOCATION, BEAMLINES,
PARTICLES, ENERGIES, AND FIELDS Institut Curie shows three irradiation rooms; “Room Y1” —horizontal beam up to 201 MeV (left), “Room Y2” —horizontal beam up to 76 MeV (right),
and “IBA Room” —gantry up to 230 MeV (bottom). FIGURE 4 | Beamline setup for (A) UNIMAN + CHRISTIE, (B) Skandion, (C) the research facility of UMCG, (D) TUD, (E) GSI, and (F) Institut Curie. UNIMAN has a
beamline leading to a Varian scanning nozzle, samples are placed in front of the nozzle (pictured is a hypoxia cabinet). Skandion has a beamline leading to an IBA
scanning nozzle, samples are placed on an adjustable table in front of the nozzle. The research facility of UMCG has a flexible beamline setup using optical benches;
picture shows a study on the effect of magnetic fields in combination to proton irradiation [23]. TUD has two beamlines in the dedicated experimental room, one with a
pencil beam scanning nozzle (left) and one static beamline (right). In the picture, setups with water tank and beam dump at the scanning beamline and passive double
scattering setup for radiobiological experiments at the static beamline are shown. GSI shows the beamline setup for “Cave A,” equipped with the robotic system for
sample exchange. Institut Curie shows three irradiation rooms; “Room Y1” —horizontal beam up to 201 MeV (left), “Room Y2” —horizontal beam up to 76 MeV (right),
and “IBA Room” —gantry up to 230 MeV (bottom). orientation (40 × 30 cm2). All partners offer a field size large
enough to irradiate most in vitro sample types, such as tissue
culture flasks or microplates. The field size may become a
limitation for larger non-standard samples, or simultaneous
irradiation of multiple samples. Though in some cases the field
size may be increased by introducing scatterers. reference radiation may lead to slight differences in relative
effect measurements, making inter-center comparisons more
complicated. However, it should be noted that this is a problem
for radiobiology in general and is not limited to INSPIRE
partners [42]. Choice of reference radiation is an important aspect in
general for radiobiology. The biological effects of protons are
often quoted relative to the more familiar photon case, most
notably the relative biological effectiveness for cell kill. A variety
of reference photon qualities are used between the INSPIRE
partners. PHYSICS – LOCATION, BEAMLINES,
PARTICLES, ENERGIES, AND FIELDS Several partners have the possibility to choose between
clinical LINACs and kilovoltage X-ray machines (CHRISTIE
+ UNIMAN, TUD, NPI-CAS, Institut Curie, UMCG), whilst
the capabilities of others are more limited. The difference in Frontiers in Physics | www.frontiersin.org PHYSICS – LOCATION, BEAMLINES,
PARTICLES, ENERGIES, AND FIELDS TUD and CHRISTIE
+ UNIMAN offer the same field size but in the landscape October 2020 | Volume 8 | Article 565055 5 Henthorn et al. INSPIRE Radiobiology Centers FIGURE 4 | Beamline setup for (A) UNIMAN + CHRISTIE, (B) Skandion, (C) the research facility of UMCG, (D) TUD, (E) GSI, and (F) Institut Curie. UNIMAN has a
beamline leading to a Varian scanning nozzle, samples are placed in front of the nozzle (pictured is a hypoxia cabinet). Skandion has a beamline leading to an IBA
scanning nozzle, samples are placed on an adjustable table in front of the nozzle. The research facility of UMCG has a flexible beamline setup using optical benches;
picture shows a study on the effect of magnetic fields in combination to proton irradiation [23]. TUD has two beamlines in the dedicated experimental room, one with a
pencil beam scanning nozzle (left) and one static beamline (right). In the picture, setups with water tank and beam dump at the scanning beamline and passive double
scattering setup for radiobiological experiments at the static beamline are shown. GSI shows the beamline setup for “Cave A,” equipped with the robotic system for
sample exchange. Institut Curie shows three irradiation rooms; “Room Y1” —horizontal beam up to 201 MeV (left), “Room Y2” —horizontal beam up to 76 MeV (right),
and “IBA Room” —gantry up to 230 MeV (bottom). FIGURE 4 | Beamline setup for (A) UNIMAN + CHRISTIE, (B) Skandion, (C) the research facility of UMCG, (D) TUD, (E) GSI, and (F) Institut Curie. UNIMAN has a
beamline leading to a Varian scanning nozzle, samples are placed in front of the nozzle (pictured is a hypoxia cabinet). Skandion has a beamline leading to an IBA
scanning nozzle, samples are placed on an adjustable table in front of the nozzle. The research facility of UMCG has a flexible beamline setup using optical benches;
picture shows a study on the effect of magnetic fields in combination to proton irradiation [23]. TUD has two beamlines in the dedicated experimental room, one with a
pencil beam scanning nozzle (left) and one static beamline (right). In the picture, setups with water tank and beam dump at the scanning beamline and passive double
scattering setup for radiobiological experiments at the static beamline are shown. GSI shows the beamline setup for “Cave A,” equipped with the robotic system for
sample exchange. LOGISTICS – SAMPLES, POSITIONING,
AND AUTOMATION The mode of sample irradiation is an important consideration,
including sample orientation and possibility of automated
handling. Monolayers of cells, grown in a flask or microplate,
should not be free from media for a long duration of time to avoid
drying. As such, several centers, particularly with horizontal October 2020 | Volume 8 | Article 565055 Frontiers in Physics | www.frontiersin.org 6 INSPIRE Radiobiology Centers Henthorn et al. FIGURE 5 | Maximum available scanned field sizes of the INSPIRE partners, ranging from 10 × 10 cm2 to 30 × 40 cm2. Larger field sizes may be available by
introducing scatterers. FIGURE 5 | Maximum available scanned field sizes of the INSPIRE partners, ranging from 10 × 10 cm2 to 30 × 40 cm2. Larger field sizes may be available by
introducing scatterers. FIGURE 5 | Maximum available scanned field sizes of the INSPIRE partners, ranging from 10 × 10 cm2 to 30 × 40 cm2. Larger field sizes may be available by
introducing scatterers. able scanned field sizes of the INSPIRE partners, ranging from 10 × 10 cm2 to 30 × 40 cm2. Larger field sizes may be available by Figure 6 shows examples of sample presentation to the beam
at Christie + UNIMAN, the research facility of UMCG, Institut
Curie, GSI, and AU. The system at CHRISTIE + UNIMAN
(Figure 6A) employs a 6-axis robot mounted inside a hypoxia
end station. The space limitations of the hypoxia cabinet mean
that at most a mix of up to 36 samples can be housed at a
time. The fingers of the robot are designed for T75 flasks or
96-well-plates, limiting the sample type. However, other samples
can be used so long as they have the same footprint as a
96-well-plate or through use of customized sample holders,
alternatively a large range of samples can be used without
the robot. Similar to the CHRISTIE + UNIMAN system,
the GSI system (Figure 6D) holds samples in the horizontal
position lifting them to the beam for irradiation. This change
in orientation minimizes the time that cells are free from
media, ensuring a good cellular environment and avoiding beamlines, employ automated sample handling. Here, the sample
can remain in a horizontal orientation and is lifted up only
when presented to the beam for irradiation. Automated sample
handling also has the added benefits of improving repeatability
and minimizing access to the irradiation room, increasing sample
throughput. Frontiers in Physics | www.frontiersin.org BIOLOGY – SAMPLE PREPARATION AND
PROCESSING Alongside the physics capabilities, the biological equipment
available at a center will often define the type and complexity
of experiments that are possible. This impacts both the pre-
irradiation sample preparation and post-irradiation analysis. For some experiments it is not possible to prepare samples
prior to transport to the irradiating center. Similarly, it is not
always possible to fix samples following irradiation ready for
transport to the home institute. Table 3 gives details of the in
vitro biological equipment available at INSPIRE partners. In
most cases the equipment detailed in Table 3 is shared between
the INSPIRE partner and other groups at the same institute. Therefore, these details should be used as a guide for maximum
available equipment. Similarly, extra resources may be available
at a partner’s sister institute. Researchers requiring the use of
any of this equipment should discuss their needs with the
relevant partner. All centers can offer a horizontal beamline, with the four able to irradiate samples from
above or at user-defined angles using a gantry. There is flexibility in sample types, but the
majority of centers have the ability to irradiate flasks and well-plates. All centers can offer a horizontal beamline, with the four able to irradiate samples from
above or at user-defined angles using a gantry. There is flexibility in sample types, but the
majority of centers have the ability to irradiate flasks and well-plates. Common amongst all centers is the availability of flow hoods
and incubators, with TUD offering the largest capacity for
sample preparation and storage. At the moment, only one center,
UNIMAN, has a hypoxia station for irradiation of samples
under variable oxygen tension. This offers the capability for
studying the oxygen enhancement ratio and probing new fields
such as the FLASH effect under strictly controlled conditions. The hypoxia station at UNIMAN is positioned directly at the
beam nozzle, which prevents O2 fluctuations in the sample while
it is being transported from the laboratory to the irradiation
facility. Additionally, the irradiation in hypoxic conditions is
possible at AU and GSI, where the samples can be gassed
inside specially designed containers prior the transportation to
the experimental room. The availability of more sophisticated
post-irradiation analysis, such as flow cytometry, FACS, mass
spectrometry, PCR, and sequencing is varied amongst the
partners. Similarly, the advanced microscopy available amongst
the partners is varied, though the majority have fluorescent and
confocal microscopes available. LOGISTICS – SAMPLES, POSITIONING,
AND AUTOMATION Four centers employ automated sample handling. All the centers have the capability of a horizontal beamline,
though four can additionally offer a vertical beam direction, and
six offer more irradiating angles by using gantries. The sample
type that can be irradiated is a limitation defined by the system. Most centers have flexibility here, with all capable of irradiating
at least flasks and well-plates. The sample type capability may go
beyond this (as long as it can be fixed in front of the beam and
meet the safety regulations of the experimental room) and should
be further discussed with the partner institute. Table 2 shows a
summary of these details. beamlines, employ automated sample handling. Here, the sample
can remain in a horizontal orientation and is lifted up only
when presented to the beam for irradiation. Automated sample
handling also has the added benefits of improving repeatability
and minimizing access to the irradiation room, increasing sample
throughput. Four centers employ automated sample handling. All the centers have the capability of a horizontal beamline,
though four can additionally offer a vertical beam direction, and
six offer more irradiating angles by using gantries. The sample
type that can be irradiated is a limitation defined by the system. Most centers have flexibility here, with all capable of irradiating
at least flasks and well-plates. The sample type capability may go
beyond this (as long as it can be fixed in front of the beam and
meet the safety regulations of the experimental room) and should
be further discussed with the partner institute. Table 2 shows a
summary of these details. October 2020 | Volume 8 | Article 565055 Frontiers in Physics | www.frontiersin.org 7 INSPIRE Radiobiology Centers Henthorn et al. TABLE 2 | Beamline and radiobiological sample details of the INSPIRE partners. LOGISTICS – SAMPLES, POSITIONING,
AND AUTOMATION Center
Beam
direction
(H/V)
Gantry
Automated
sample
exchange
Sample type
Flask
Petri dish
Well-plate
Other vessels
AU
H
x
x
x
GSI
H
x
x
IFJ PAN
H
x
Institut Curie
H + V
x
NPI-CAS
H + V
x
x
PSI
H + V
x
UMCG
H
x
Skandion
H + V
x
TUD
H
x
x
CHRISTIE +
UNIMAN
H
x
All centers can offer a horizontal beamline, with the four able to irradiate samples from
above or at user-defined angles using a gantry. There is flexibility in sample types, but the
majority of centers have the ability to irradiate flasks and well-plates. TABLE 2 | Beamline and radiobiological sample details of the INSPIRE partners. sample drying. Alternatively, samples can be prepared so that
the culture vessel is full of cell media, which is the case for
the research facility of UMCG (Figure 6B) and Institut Curie
(Figure 6C). BIOLOGY – SAMPLE PREPARATION AND
PROCESSING both the official regulations of their country/state as well as those
of the TNA provider. Moreover, these regulations might vary
from one state to another within the same country (for example,
in Germany). Ethics applications in EU generally require a
FELASA (Federation of European Laboratory Animal Science
Associations) certification for participating scientists that cover
the duration of the relevant research. In addition to that, country-
specific licenses might be required. In the latter case, exceptions
can be made when the guest scientists are only irradiating the
animals without leaving them at the TNA facility. The application
for the ethical approval is normally done well in advance, as
the review procedure can last up to several months. All of the
paperwork relating to ethical approval is retained by the partner
and made available to the EU upon request. In addition, for some
experiments the EU requires copies of the ethical permissions
prior to any experiment taking place. While all the INSPIRE TNA partners mentioned in this work
offer the environment for in vitro studies, the in vivo capabilities
are slightly more limited, as seen in Figure 2. Despite the data
from cell experiments being a valuable preliminary tool for
studying the effects of proton beams, all of the physiological
processes and their complex interplay cannot be reproduced in
vitro, and thus the clinical treatments must first be simulated
using animal models before moving onto human trials. Table 4
shows the in vivo capabilities of the INSPIRE TNA providers. Frontiers in Physics | www.frontiersin.org FUTURE PERSPECTIVES As has been shown, the resources available within the INSPIRE
network are state-of-the-art. Further to this a number of new
centers are under development and will soon be accessible
to the research community. For example, the Proteus ONE
IBA center at Charleroi (Belgium) will offer both in vitro
and in vivo capabilities complete with a basic in vitro lab
and animal facility on site, with researcher access offered
through partnership with Namur. Belgium is also developing
a center at Leuven, which will also offer in vitro and
in
vivo
research
capabilities. Furthermore,
the
European In vivo experiments bring the added complexity of ethical
review. INSPIRE has a well-established ethics platform for both
its TNA and JRA, which is overseen by an ethics panel comprised
of international experts in the field. The partners must also follow October 2020 | Volume 8 | Article 565055 Frontiers in Physics | www.frontiersin.org 8 INSPIRE Radiobiology Centers Henthorn et al. sample irradiation at (A) CHRISTIE + UNIMAN, (B) UMCG research facility, (C) Institut Curie, (D) GSI, and (E) AU. The CHRISTIE + UNIMAN
otic arm mounted in a hypoxia cabinet, allowing irradiation at different oxygen tensions from 0.1 to 20%. The robot picks samples from a “hotel”
t of a beam window within the cabinet, before either replacing the sample to the hotel or moving to an automated fixation system (left). The hotel
(Continued)
ww.frontiersin.org
9
October 2020 | Volume 8 | Article 565055 FIGURE 6 | Setup for sample irradiation at (A) CHRISTIE + UNIMAN, (B) UMCG research facility, (C) Institut Curie, (D) GSI, and (E) AU. The CH
system is a 6-axis robotic arm mounted in a hypoxia cabinet, allowing irradiation at different oxygen tensions from 0.1 to 20%. The robot picks s
and holds them in front of a beam window within the cabinet, before either replacing the sample to the hotel or moving to an automated fixation s FIGURE 6 | Setup for sample irradiation at (A) CHRISTIE + UNIMAN, (B) UMCG research facility, (C) Institut Curie, (D) GSI, and (E) AU. The CHRISTIE + UNIMAN
system is a 6-axis robotic arm mounted in a hypoxia cabinet, allowing irradiation at different oxygen tensions from 0.1 to 20%. FUTURE PERSPECTIVES The robot picks samples from a “hotel”
and holds them in front of a beam window within the cabinet, before either replacing the sample to the hotel or moving to an automated fixation system (left). The hotel
(Continued) October 2020 | Volume 8 | Article 565055 Frontiers in Physics | www.frontiersin.org 9 Henthorn et al. INSPIRE Radiobiology Centers FIGURE 6 | can house up to 36 samples, a mix of T75 flasks or 96-well-plates (right). The system of the UMCG research facility shows the sequential irradiation of
three 12-well-plates. Wells are filled with cell media and sealed with parafilm. The Institut Curie system shows sequential irradiation of six in vitro samples (left), and
immobilized in vivo irradiation (right). The GSI system allows for sequential irradiation of 16 tissue culture flasks. The flasks remain in the horizontal position whilst not
being irradiated (left), preventing the cell layer inside from drying. The robotic system lifts the sample and presents it to the beam (right), replacing it when irradiation is
complete. The AU system shows an in vivo setup for mouse leg irradiation. TABLE 3 | In vitro biological analysis equipment available at the INSPIRE partners. Center
#
of
laminar
flow cabinets
# of incubators
Hypoxia
irradiation
station
Chemical
hood
Flow
cytometry
FACS
Biological
mass
spectrometry
PCR
Sequencing
Fluorescent
microscope
Confocal
microscope
Super
resolution
microscope
AU
1
1
x
x
x
x
x
x
x
x
GSI
2
4
x
x
x
x
IFJ PAN
2
1
x
x
x
x
x
x
Institut curie
1
1
x
NPI-CAS
2
3
x
x
x
x
x
x
PSI*
0
1
x
x
x
x
x
x
x
x
x
x
UMCG
2
2
x
x
Skandion
4
4
x
TUD
6
12
x
x
x
x
x
CHRISTIE +
UNIMAN
5
5
*Biological equipment at PSI is available at a partner institute and will need to be discussed. TABLE 4 | In vivo capabilities available at the INSPIRE partners. Center
Animals
Capacity
(max. No. of animals)
Max. FUTURE PERSPECTIVES days before
irradiation
Onsite
immobilization
Onsite
anesthesia
Models
used
Imaging
Histology
AU
Rats, mice
80 rats,
200 mice
7
x
x
Normal tissue and a range of
tumor models (syngenic and
xenografts)
x
x
GSI
Rats, mice
80
7
x
x
x
x
IFJ PAN
Rats, mice,
hamsters
100
7
x
MRI
x
Institut Curie
Rats, mice
100 rats,
40 mice
A few months
Normal tissue and a range of
tumor models (syngenic and
xenografts), orthotopic grafts,
specific tissue toxicity assays
CT, X-ray, OCT,
Bioluminescence
PSI*
Mice, Zebrafish
–
–
–
–
–
UMCG
Rats, mice,
zebrafish
132 rats, 264
mice
7
Normal tissue and a range of
tumor models
TUD
Rats, mice,
zebrafish
100
7
Zebrafish embryo strain wild
type AB; NMRI nu/nu Nude,
C57Bl/6JRj and C3H/HeNRj
CT, X-ray, MRI, Proton
radiography,
Bioluminescence, PET,
Ultrasound
*In vivo irradiation at PSI has previously been done, but capacities and equipment need to be discussed. project SEEIST [38, 43] will develop capabilities in South-
There is a growing European interest into studying the TABLE 3 | In vitro biological analysis equipment available at the INSPIRE partners. *Biological equipment at PSI is available at a partner institute and will need to be discussed. TABLE 4 | In vivo capabilities available at the INSPIRE partners. *In vivo irradiation at PSI has previously been done, but capacities and equipment need to be discussed. *In vivo irradiation at PSI has previously been done, but capacities and equipment need to be discussed. project SEEIST [38, 43] will develop capabilities in South-
eastern Europe, filling in some geographical gaps shown in
Figure 1. As well as developing a new heavy ion center
the SEEIST project will have access to resources provided
by INSPIRE. There is a growing European interest into studying the
effectiveness of heavy ions, with four operational carbon centers
and two new centers under construction. A 2019 meeting of
UK clinicians, scientists, engineers, and stakeholders began the
process of considering future UK development of heavy ion Frontiers in Physics | www.frontiersin.org October 2020 | Volume 8 | Article 565055 10 INSPIRE Radiobiology Centers Henthorn et al. including how the resources can be accessed. It is clear
that whilst there are a number of differences between the
partners there are also a number of similarities. CONCLUSION This work was funded by the European Union’s Horizon 2020
research and innovation programme under grant agreement no
730983 (INSPIRE). In this work we have given details about the radiobiological
capabilities of partners involved in the INSPIRE project, AUTHOR CONTRIBUTIONS In vivo radiobiological research is a crucial step along the path
to clinical implementation. Seven of the 11 partners discussed in
this work are currently performing in vivo research (AU, GSI,
IFJ PAN, Institut Curie, PSI, TUD, UMCG). Further to this,
CHRISTIE + UNIMAN are beginning development of a second
beamline for in vivo work. Skandion are also in the early stages
of planning future in vivo work. This added capacity, and the
currently available capacity, is sure to aid in the clinical efficacy
of proton therapy. MDu designed the structure of the manuscript. NH and OS
wrote the manuscript with input from the other authors. OS and MDu provided information for GSI. LD and FP
provided information for Institut Curie. JM and PO provided
information for IFJ PAN. SB, MG, LB, MT, and JL provided
information for UMCG. MDa and VV provided information
for NPI-CAS. EB and JP provided information for TUD. AL and DCW provided information for PSI. AD and BS
provided
information
for
Skandion. PP,
BSS,
CG,
and
MS provided information for AU. A-CH and SL provided
information for Namur. NH, JW, MM, RM, and KK provided
information for UNIMAN and CHRISTIE. MDu leads the
radiobiology work package of the INSPIRE project. KK
leads the INSPIRE project. All authors reviewed and agreed
the manuscript. The connection between research activities and clinically
relevant questions must be made stronger. There are close links
between many INSPIRE partners and clinical centers, which aids
in this connection. However, it is important that the clinical
community become more involved with research at inception. With a limited amount of finances this will ensure prioritization
of the most pertinent research and advance clinical translation,
all for the benefit of the patient. FUTURE PERSPECTIVES This allows
for investigations into the cause of variance in published
radiobiological data, such as the planned joint experiment of
the INSPIRE partners. However, establishing these research
centers requires significant investment and, as can be seen,
many of the capabilities are already in place. More effort
must be made to develop and utilize the resources currently
available to us. Efforts are being made to further increase
in vivo capabilities, whilst in vitro research is invaluable for
identifying and probing mechanisms, in vivo research is
crucial for clinical adoption. Also required here is a closer
relationship with clinical partners, ensuring a good direction
for future research. With a renewed interest in radiotherapy
delivery techniques, and the unknown biological mechanisms,
now is certainly and exciting time for particle radiobiology. Mechanisms
that
the
INSPIRE
network
is
well-placed
to address. therapy. There are also ongoing investigations into the clinical
utilization of other particle types. For example, Helium has been
seen as an intermediate between protons and carbon [44–46]. Other studies investigate the possibilities of combining multiple
beams within one treatment plan to ensure a more uniform
RBE distribution [47], or better treatment of hypoxic tumors
[48]. The INSPIRE network is well-placed for the associated
radiobiological investigations here, in particular with the partner
institutes GSI and UMCG. There has been a worldwide renewed interest in radiotherapy
delivery techniques and improved normal tissue sparing. For
example, spatially fractionated proton therapy [49–52] and
ultra-high dose rate (FLASH) [53–56]. In these cases, the
radiobiological mechanism driving the effect remains elusive. In
particular, the differences between photon and particle therapy
requires further investigation. Alongside this, the combination
of particle therapy with immunotherapy [57, 58] is an exciting
treatment that requires mechanistic understanding. Again, the
INSPIRE network provides resources for investigation here,
particularly through in vivo work, with results being directly
useful for clinical adoption. REFERENCES Design and implementation of a robust and cost-effective double-
scattering system at a horizontal proton beamline. J Instrum. (2016)
11:T11001. doi: 10.1088/1748-0221/11/11/T11001 34. Tommasino F, Durante M. Proton radiobiology. Cancers. (2015) 7:353–
81. doi: 10.3390/cancers7010353 17. Bogdali-Su´slik AM, Rawoj´c K, Miszczyk J, Panek A, Wozniak M, Szewczyk
K, et al. Influence of therapeutic proton beam on glioblastoma multiforme
proliferation index — A preliminary study. Acta Phys Pol A. (2020) 137:64–
9. doi: 10.12693/APhysPolA.137.64 35. Carabe A, Moteabbed M, Depauw N, Schuemann J, Paganetti H. Range
uncertainty in proton therapy due to variable biological effectiveness. Phys
Med Biol. (2012) 57:1159–72. doi: 10.1088/0031-9155/57/5/1159 36. Durante M, Paganetti H, Pompos A, Kry SF, Wu X, Grosshans DR. Report
of a national cancer institute special panel: characterization of the physical
parameters of particle beams for biological research. Med Phys. (2018) 46:e37–
52. doi: 10.1002/mp.13324 18. Brandenburg S, Ostendorf R, Hofstee M, Kiewiet H, Beijers H. The irradiation
facility at the AGOR cyclotron. Nucl Instruments Methods Phys Res Sect B
Beam Interact Mater Atoms. (2007) 261:82–5. doi: 10.1016/j.nimb.2007.04.304 19. van Goethem M-J, Niemantsverdriet M, Brandenburg S, Langendijk
JA, Coppes RP, van Luijk P. Development of a facility for high-
precision irradiation of cells with carbon ions. Med Phys. (2011) 38:256–
63. doi: 10.1118/1.3528164 37. Dosanjh M, Jones B, Pawelke J, Pruschy M, Sørensen BS. Overview of research
and therapy facilities for radiobiological experimental work in particle
therapy. report from the European particle therapy network radiobiology
group. Radiother Oncol. (2018) 128:14–8. doi: 10.1016/j.radonc.2018. 03.008 20. Nagle PW, Hosper NA, Ploeg EM, van Goethem M-J, Brandenburg S,
Langendijk JA, et al. The in vitro response of tissue stem cells to irradiation
with different linear energy transfers. Int J Radiat Oncol Biol Phys. (2016)
95:103–11. doi: 10.1016/j.ijrobp.2016.02.020 38. Damjanovic
S. SEEIIST:
South
East
European
International
Institute
for
Sustainable
Technologies. Europhys
News. (2019)
50:31–2. doi: 10.1051/epn/2019404 21. Bijl HP, van Luijk P, Coppes RP, Schippers JM, Konings AWT, van der
Kogel AJ. Influence of adjacent low-dose fields on tolerance to high doses
of protons in rat cervical spinal cord. Int J Radiat Oncol Biol Phys. (2006)
64:1204–10. doi: 10.1016/j.ijrobp.2005.06.046 39. Amaldi U, et al. South East European International Institute for Sustainable
Technologies (SEEIIST). Front Phys. (2020). 40. Prall M, Durante M, Berger T, Przybyla B, GraeffC, Lang PM, et al. High-energy proton imaging for biomedical applications. Sci Rep. (2016)
6:27651. doi: 10.1038/srep27651 22. REFERENCES Müller J, Schürer M, Neubert C, Tillner F, Beyreuther E, Suckert T. Multi-
modality bedding platform for combined imaging and irradiation of mice. Biomed Phys Eng Express. (2020) 6:037003. 28. GraeffC, Lüchtenborg R, Eley JG, Durante M, Bert C. A 4D-optimization
concept for scanned ion beam therapy. Radiother Oncol. (2013) 109:419–
24. doi: 10.1016/j.radonc.2013.09.018 11. Suckert T, Müller J, Beyreuther E, Azadegan B, Brüggemann A, Bütof R, et al. High-precision image-guided proton irradiation of mouse brain sub-volumes. Radiother Oncol. (2020) 146:205–12. doi: 10.1016/j.radonc.2020.02.023 29. Schuy C, Tessa C La, Horst F, Rovituso M, Durante M, Giraudo
M, et al. Experimental assessment of lithium hydride’s space radiation
shielding performance and monte carlo benchmarking. Radiat Res. (2018)
191:154. doi: 10.1667/RR15123.1 12. Szabó ER, Brand M, Hans S, Hideghéty K, Karsch L, Lessmann E, et al. Radiobiological effects and proton RBE determined by wildtype zebrafish
embryos. PLoS ONE. (2018) 13:e0206879. doi: 10.1371/journal.pone.0206879 30. Pleskac R, Abou-Haidar Z, Agodi C, Alvarez MAG, Aumann T, Battistoni
G, et al. The FIRST experiment at GSI. Nucl Instruments Methods Phys
Res Sect A Accel Spectrometers Detect Assoc Equip. (2012) 678:130–
38. doi: 10.1016/j.nima.2012.02.020 13. Beyreuther E, Brand M, Hans S, Hideghéty K, Karsch L, Leßmann E, et al. Feasibility of proton FLASH effect tested by zebrafish embryo irradiation. Radiother Oncol. (2019) 139:46–50. doi: 10.1016/j.radonc.2019.06.024 31. Bert C, Gemmel A, Saito N, Chaudhri N, Schardt D, Durante M, et al. Dosimetric precision of an ion beam tracking system. Radiat Oncol. (2010)
5:61. doi: 10.1186/1748-717X-5-61 14. Müller
J,
Neubert
C,
von
Neubeck
C,
Baumann
M,
Krause
M,
Enghardt W, et al. Proton radiography for inline treatment planning
and
positioning
verification
of
small
animals. Acta
Oncol. (2017)
56:1399–405. doi: 10.1080/0284186X.2017.1352102 32. Paganetti
H. Relative
biological
effectiveness
(RBE)
values
for
proton
beam
therapy. Variations
as
a
function
of
biological
endpoint, dose, and linear energy transfer. Phys
Med
Biol. (2014)
59:R419–72. doi: 10.1088/0031-9155/59/22/R419 15. Kormoll T, Duplicy A, Enghardt W, Helmbrecht S, Hueso Gonzalez F. 106: A beam control system for an experimental beam line operated
parallel to a therapeutic beam line. Radiother Oncol. (2014) 110:S52–
3. doi: 10.1016/S0167-8140(15)34127-X 33. Friedrich T, Scholz U, Elsässer T, Durante M, Scholz M. Systematic analysis
of RBE and related quantities using a database of cell survival experiments
with ion beam irradiation. J Radiat Res. (2013) 54:494–514. doi: 10.1093/jrr/r
rs114 16. Helmbrecht S, Baumann M, Enghardt W, Fiedler F, Krause M, Lühr
A. REFERENCES 6. Patriarca A, Fouillade C, Auger M, Martin F, Pouzoulet F, Nauraye
C, et al. experimental set-up for flash proton irradiation of small
animals using a clinical system. Int J Radiat Oncol. (2018) 102:619–
26. doi: 10.1016/j.ijrobp.2018.06.403 6. Patriarca A, Fouillade C, Auger M, Martin F, Pouzoulet F, Nauraye
C, et al. experimental set-up for flash proton irradiation of small
animals using a clinical system. Int J Radiat Oncol. (2018) 102:619–
26. doi: 10.1016/j.ijrobp.2018.06.403 1. PTCOG. Particle Therapy Facilities in Operation. (2020). Available online at:
https://www.ptcog.ch/ (accessed May 11, 2020) 1. PTCOG. Particle Therapy Facilities in Operation. (2020). Available online at:
https://www.ptcog.ch/ (accessed May 11, 2020) 2. Grau C, Durante M, Georg D, Langendijk JA, Weber DC. Particle therapy in
Europe. Mol Oncol. (2020) 14:1492–9. doi: 10.1002/1878-0261.12677 7. Calugaru V, Nauraye C, Noël G, Giocanti N, Favaudon V, Mégnin-
Chanet
F. Radiobiological
characterization
of
two
therapeutic
proton
beams
with
different
initial
energy
spectra
used
at
the
institut
curie
proton
therapy
center
in
orsay. Int
J
Radiat
Oncol
Biol
Phys. (2011)
81:1136–43. doi:
10.1016/j.ijrobp.2010. 09.003 3. Durante M, Orecchia R, Loeffler JS. Charged-particle therapy in cancer:
clinical uses and future perspectives. Nat Rev Clin Oncol. (2017) 14:483–
95. doi: 10.1038/nrclinonc.2017.30 4. Bortfeld TR, Loeffler JS. Three ways to make proton therapy affordable. Nature. (2017) 549:451–3. doi: 10.1038/549451a 8. Calugaru V, Nauraye C, Cordelières FP, Biard D, De Marzi L, Hall J,
et al. Involvement of the artemis protein in the relative biological efficiency
observed with the 76-mev proton beam used at the institut curie proton 5. Durante M. Proton beam therapy in Europe: more centres need more
research. Br J Cancer. (2018) 120:777–8. doi: 10.1038/s41416-018-0329-x October 2020 | Volume 8 | Article 565055 Frontiers in Physics | www.frontiersin.org 11 Henthorn et al. INSPIRE Radiobiology Centers Instruments Methods Phys Res Sect B Beam Interact Mater Atoms. (2015)
365:626–30. doi: 10.1016/j.nimb.2015.07.005 therapy center in orsay. Int J Radiat Oncol Biol Phys. (2014) 90:36–
43. doi: 10.1016/j.ijrobp.2014.05.018 9. Beyreuther E, Baumann M, Enghardt W, Helmbrecht S, Karsch L,
Krause M, et al. Research facility for radiobiological studies at the
university proton therapy dresden. Int J Part Ther. (2018) 5:172–
82. doi: 10.14338/IJPT-18-00008.1 27. Sokol O, Scifoni E, Tinganelli W, Kraft-Weyrather W, Wiedemann J,
Maier A, et al. Oxygen beams for therapy: advanced biological treatment
planning and experimental verification. Phys Med Biol. (2017) 62:7798–
813. doi: 10.1088/1361-6560/aa88a0 10. REFERENCES Development
and validation of single field multi-ion particle therapy treatments. Int
J Radiat Oncol Biol Phys. (2020) 106:194–205. doi: 10.1016/j.ijrobp.2019. 10.008 55. Favaudon V, Caplier L, Monceau V, Pouzoulet F, Sayarath M, Fouillade
C, et al. Ultrahigh dose-rate FLASH irradiation increases the differential
response between normal and tumor tissue in mice. Sci Transl Med. (2014)
6:245ra93. doi: 10.1126/scitranslmed.3008973 48. Sokol O, Krämer M, Hild S, Durante M, Scifoni E. Kill painting
of hypoxic tumors with multiple ion beams. Phys Med Biol. (2019)
64:045008. doi: 10.1088/1361-6560/aafe40 56. Harrington KJ. Ultrahigh dose-rate radiotherapy: next steps for FLASH-RT. Clin Cancer Res. (2019) 25:3–5. doi: 10.1158/1078-0432.CCR-18-1796 57. Durante M, Brenner DJ, Formenti SC. Does heavy ion therapy work
through the immune system? Int J Radiat Oncol Biol Phys. (2016) 96:934–
6. doi: 10.1016/j.ijrobp.2016.08.037 49. Prezado Y, Jouvion G, Patriarca A, Nauraye C, Guardiola C, Juchaux M,
et al. Proton minibeam radiation therapy widens the therapeutic index for
high-grade gliomas. Sci Rep. (2018) 8:16479. doi: 10.1038/s41598-018-34796-8 58. Durante
M,
Formenti
S. Harnessing
radiation
to
improve
immunotherapy:
better
with
particles? Br
J
Radiol. (2020)
93:20190224. doi: 10.1259/bjr.20190224 50. Henry T, Ödén J. Interlaced proton grid therapy – Linear energy transfer
and relative biological effectiveness distributions. Phys Medica. (2018) 56:81–
9. doi: 10.1016/j.ejmp.2018.10.025 Conflict of Interest: The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. 51. González
W,
Prezado
Y. Spatial
fractionation
of
the
dose
in
heavy
ions
therapy:
An
optimization
study. Med
Phys. (2018)
45:2620–27. doi: 10.1002/mp.12902 52. Prezado Y, Jouvion G, Hardy D, Patriarca A, Nauraye C, Bergs J, et al. Proton minibeam radiation therapy spares normal rat brain: long-term
clinical, radiological and histopathological analysis. Sci Rep. (2017) 7:1–
7. doi: 10.1038/s41598-017-14786-y Copyright © 2020 Henthorn, Sokol, Durante, De Marzi, Pouzoulet, Miszczyk,
Olko, Brandenburg, van Goethem, Barazzuol, Tambas, Langendijk, Davídková,
Vondráˆcek, Bodenstein, Pawelke, Lomax, Weber, Dasu, Stenerlöw, Poulsen,
Sørensen, Grau, Sitarz, Heuskin, Lucas, Warmenhoven, Merchant, Mackay and
Kirkby. This is an open-access article distributed under the terms of the Creative
Commons Attribution License (CC BY). The use, distribution or reproduction in
other forums is permitted, provided the original author(s) and the copyright owner(s)
are credited and that the original publication in this journal is cited, in accordance
with accepted academic practice. No use, distribution or reproduction is permitted
which does not comply with these terms. 53. REFERENCES van Luijk P, Novakova-Jiresova A, Faber H, Schippers JM, Kampinga
HH, Meertens H, et al. Radiation damage to the heart enhances
early radiation-induced lung function loss. Cancer Res. (2005) 65:6509–
11. doi: 10.1158/0008-5472.CAN-05-0786 41. RADIATE. Research And Development with Ion Beams – Advancing
Technology in Europe. 42. Paganetti H, Blakely E, Carabe-Fernandez A, Carlson DJ, Das IJ, Dong
L, et al. Report of the AAPM TG-256 on the relative biological
effectiveness of proton beams in radiation therapy. Med Phys. (2019) 46:e53–
78. doi: 10.1002/mp.13390 23. Nagle PW, van Goethem M-J, Kempers M, Kiewit H, Knopf A, Langendijk JA,
et al. In vitro biological response of cancer and normal tissue cells to proton
irradiation not affected by an added magnetic field. Radiother Oncol. (2019)
137:125–9. doi: 10.1016/j.radonc.2019.04.028 43. SEEIST. The
South
East
European
International
Institute
for
Sustainable Technologies. 24. van Luijk P, Pringle S, Deasy JO, Moiseenko V V, Faber H, Hovan A, et al. Sparing the region of the salivary gland containing stem cells preserves saliva
production after radiotherapy for head and neck cancer. Sci Transl Med. (2015) 7:305ra147. doi: 10.1126/scitranslmed.aac4441 44. Tessonnier T, Mairani A, Brons S, Sala P, Cerutti F, Ferrari A, et al. Helium
ions at the heidelberg ion beam therapy center: comparisons between fluka
monte carlo code predictions and dosimetric measurements. Phys Med Biol. (2017) 62:6784–803. doi: 10.1088/1361-6560/aa7b12 25. Merk B, Voss KO, Müller I, Fischer BE, Jakob B, Taucher-Scholz G, et al. Photobleaching setup for the biological end-station of the darmstadt heavy-
ion microprobe. Nucl Instruments Methods Phys Res Sect B Beam Interact
Mater Atoms. (2013) 306:81–4. doi: 10.1016/j.nimb.2012.11.043 45. Knäusl B, Fuchs H, Dieckmann K, Georg D. Can particle beam therapy
be improved using helium ions? – A planning study focusing on pediatric
patients. Acta Oncol. (2016) 55:751–9. doi: 10.3109/0284186X.2015.1125016 26. Abdollahi E, Taucher-Scholz G, Durante M, Jakob B. Upgrading the GSI
beamline microscope with a confocal fluorescence lifetime scanner to monitor
charged particle induced chromatin decondensation in living cells. Nucl 46. Krämer M, Scifoni E, Schuy C, Rovituso M, Tinganelli W, Maier A, et al. Helium ions for radiotherapy? Physical and biological verifications of a novel
treatment modality. Med Phys. (2016) 43:1995–2004. doi: 10.1118/1.4944593 October 2020 | Volume 8 | Article 565055 Frontiers in Physics | www.frontiersin.org 12 Henthorn et al. INSPIRE Radiobiology Centers 47. Kopp B, Mein S, Dokic I, Harrabi S, Böhlen TT, Haberer T, et al. Frontiers in Physics | www.frontiersin.org October 2020 | Volume 8 | Article 565055 REFERENCES Vozenin M-C, De Fornel P, Petersson K, Favaudon V, Jaccard M,
Germond J-F, et al. The advantage of flash radiotherapy confirmed
in mini-pig and cat-cancer patients. Clin Cancer Res. (2018) 25:35–
42. doi: 10.1158/1078-0432.CCR-17-3375 54. Durante
M,
Brauer-Krisch
E,
Hill
M. Faster
and
safer? FLASH
ultra-high
dose
rate
in
radiotherapy. Br
J
Radiol. (2017)
91:20170628. doi: 10.1259/bjr.20170628 October 2020 | Volume 8 | Article 565055 Frontiers in Physics | www.frontiersin.org 13
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Ecofeminism in the Early Twentieth Century Bengali Literature: Rokeya Sakhawat Hossain’s Sultana’s Dream
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The Columbia Journal of Asia The Columbia Journal of Asia ECOFEMINISM IN THE EARLY TWENTIETH
CENTURY BENGALI LITERATURE: ROKEYA
SAKHAWAT HOSSAIN’S SULTANA’S DREAM LABIBA RIFAH NANJEEBA
B.A. Candidate in English Literature
BRAC University, Class of 2023 1 Plumwood, “Ecofeminism: An overview,” 120. 2 Mookerjea-Leonard, "Futuristic technologies and purdah in the feminist utopia,” 144.
3 Rajan, “Feminism’s Futures,” 39. Introduction E cofeminism is a field of feminist inquiry and activism that has been used in
literary criticism to illustrate the connection between ecology and feminism. To end women’s oppression, ecofeminism believes that it is necessary to end
all forms of oppression, particularly environmental oppression. In the last few decades,
a wide range of literary works delve into the “link between the domination of women
and the domination of nature.”1 Ecofeminism in literature explores the intersection
between gender, nature, and patriarchal domination. This essay seeks to argue for the
presence of ecofeminist thinking in early twentieth-century Bengali literature by
analyzing Rokeya Sakhawat Hossain’s short story, Sultana’s Dream. E Hossain was a pioneering reformer of Bengali Muslim society and an early
twentieth-century utopian feminist writer who explored the close connection between
the oppression of women and the environment through her works. She was born in
colonial India in 1880, during a time when women were subjected to the conservative
upbringing of purdah which included “veiling, dressing modestly, gender segregation,
and the seclusion of women in the zenana, or women’s quarters.”2 Despite the social
restrictions women experienced at that time, Hossain managed to learn English and
Bangla with the help of her brother and sister. However, her strict, traditional father
did not encourage women’s education and prevented Hossain from beginning her
literary career at home. Her literary career began after her marriage to Syed Sakhawat
Hossain, a highly educated man and, as Roushan Jahan puts it, “a man of liberal
attitude,” who encouraged her to pursue writing. 3 Rokeya Sakhawat Hossain produced
many prominent works that still shape Bengali literature, and she also greatly
contributed to the education of Muslim women in Bengal by establishing the Sakhawat
Memorial Girls School in Calcutta. Hossain published Sultana’s Dream in the journal
The Indian Ladies’ Magazine, a Madras-based English-language journal, in 1905 and it
was the only short story she wrote in English. Sultana’s Dream is critical of the patriarchal system that existed in the Indian
subcontinent, particularly the enforcement of purdah. In Sultana's Dream, she
represents a feminist utopian vision of a fictional world in which women and nature Volume II, Issue 1 | 8 Volume II, Issue 1 | 8 © 2023 Labiba Rifah Nanjeeba The Columbia Journal of Asia are no longer subjugated but rather dominate the social sphere. © 2023 Labiba Rifah Nanjeeba
4 Gaard, “Ecofeminism,” 5.
5 Rahman and Sarker, “Eco-Feminist Vision,” 39.
6 Chatterjee, “The Nationalist Resolution,” 122-127. Introduction Hossain explores the
close relationship between ecology and feminism by tying the slavery of women and
nature and demonstrating that if women attain emancipation, nature would thrive as
well. The primary ecofeminist goal is to define the interconnectedness of oppression
by simultaneously providing a voice to women and nature. Hence, for ecofeminist
writers, it is important to break the justification of nature and women’s domination by
“feminizing nature and naturalizing women.”4 According to Rahman, Sultana’s Dream
is an “ecofeminist celebration” 5 because of Hossain’s creation of the female-
dominated “Ladyland” which subverts the reality of male dominance in colonial India. Therefore, in this article, I examine the ecofeminist potential of this short story, as well
as how Hossain attempts to combine the concept of freedom for both the
environment and women in orthodox Muslim society during British colonial rule of
the Indian subcontinent. In addition, I will dissect the reversed gender roles portrayed
in the story to argue that the inextricable link Hossain makes between women’s
freedom and environmental freedom marks a deep ecofeminist consciousness in
Hossain’s writing. Finally, I will explore the ideas of sustainability presented in the
story to reveal Hossain’s subtle claim-making surrounding the radical potential of
women’s leadership and its possible positive ecological impacts. [Sister Sara:] I have seen some of them [men in colonial offices] doing their work.
Do you think they work all the seven hours?
[Sultana:] Certainly they do! 4 Gaard, “Ecofeminism,” 5. 4 Gaard, “Ecofeminism,” 5.
5 Rahman and Sarker, “Eco-Feminist Vision,” 39.
6 Chatterjee, “The Nationalist Resolution,” 122-127. The Columbia Journal of Asia No, dear Sultana, they do not. They dawdle away their time in smoking. Some smoke
two or three choroots [sic] during the office time. They talk much about their work,
but do little. Suppose one choroot [sic] takes half an hour to burn off, and a man
smokes twelve choroots [sic] daily; then, you see, he wastes six hours every day in
sheer smoking.7 Hossain is thereby asserting that the colonial office culture has removed men
from contact with nature and agriculture and repositioned them in an artificial world
bereft of meaningful work. According to Rangarajan, India's environment underwent devastating changes
during the colonial period, such as large-scale ecological interventions (including
marsh- and forest-clearing) that attempted to increase the land available for
commercial cropping and housing.8 The colonial environmental history of India is
marked by the commodification of nature through railway and dam construction
projects that severely disrupted local ecological cycles. In addition, colonial land-
mapping rhetoric developed specific forms of ecological antagonisms. The colonial
concept of “wasteland,” for instance referred to uncultivated marshes, forests, and
chars (a newly emerged land in the middle of an ocean, sea, lake, or stream surrounded
by water), which were cleared by human labor for resettlement and farming purposes
to generate revenue under British control.9 Evidently, such terminology creates a
normative axis of ecological “utility,” wherein the “uncultivated” is undesired and
“cultivated” land brought under human control is of value. Consequently, the ecological equilibrium of Bengal suffered. Based on the new
heuristic of materialistic ecological priorities, the local peasantry began to clear vast
lands containing numerous now-extinct species' habitats. © 2023 Labiba Rifah Nanjeeba
7 Hossain, Sultana’s Dream.
8 Peers and Gooptu, “India and the British Empire,” 212.
9 Iqbal, “The Bengal Delta,” 19-22.
10 Pouchepadass, “Colonialism and Environment in India,” 2064.
11 Iqbal, “The Bengal Delta,” 117-119.
12 Satya, “British Imperial Railways,” 71. British Colonial Influence on the Environment in the Indian Subcontinent In colonial Bengal, according to Chatterjee, men and women were respectively
categorized along gender dichotomies such as public and private, world and home,
material and spiritual, outward and inner, and so on. Nationalists, as part of framing
an anti-colonial rhetoric of resistance, instrumentalized these dichotomies and
compelled women to take on roles that aligned with the narrative of the private, inner
spirituality of women as bearers of religious traditions and ancestral values, thereby
contrasting women with “modern Western society.”6 Consequently, it was essential to
separate the realm of women from the colonized, materialistic world. However,
Hossain shows in her short story that women can lead by simultaneously grappling
with culture, nature, and modernity. She also subtly refers to the colonial office
culture’s gender divisions. In the story, the titular character and protagonist, Sultana
(who is contending with the possibilities of the utopian feminist world she sees and
the realities of gender divisions in her own world) converses with her friend Sister Sara
who shows her this utopia: Volume II, Issue 1 | 9 Volume II, Issue 1 | 9 © 2023 Labiba Rifah Nanjeeba
Volume II, Issue 1
7 Hossain, Sultana’s Dream.
8 Peers and Gooptu, “India and the British Empire,” 212.
9 Iqbal, “The Bengal Delta,” 19-22.
10 Pouchepadass, “Colonialism and Environment in India,” 2064.
11 Iqbal, “The Bengal Delta,” 117-119.
12 Satya, “British Imperial Railways,” 71. q
g
12 Satya, “British Imperial Railways,” 71. The Columbia Journal of Asia This extractive colonial logic
concerning ecology resulted in mass deforestation, drastic changes in vegetation
patterns due to commercial cropping, and excessive pressure on farming land in
former colonies (including the Indian subcontinent).10 In the mid-nineteenth century,
the British Empire infrastructurally penetrated India through railway lines that cut
across not just cultivable land but also forested areas and brought with it a series of
famines in Bengal.11 Even though the British Empire projected that the Indian railway
system would reduce famines and increase employment for Indian people, it had in
fact created an extractive infrastructural complex and “employment system [conducive
to the economic interests of] Britain rather than India.”12 As a vigilant observer and writer, Hossain challenges, through her work, the
colonial, materialistic worldview which was visibly influencing Indian men who served
as low-level colonial administrators and workers in her critique of the dysfunctionality, Volume II, Issue 1 | 10 © 2023 Labiba Rifah Nanjeeba The Columbia Journal of Asia futility, and inefficiency of the latter. Furthermore, the utopic country in Sultana’s
Dream resembles a “garden,” which can be considered to be Hossain’s attempt to
“escape the battered [colonial] cities” that bear the marks of a dysfunctional colonial
ecological logic and divisive gender relations.13 ,
,
14 Glazebrook, “Karen Warren’s Ecofeminism,” 13. 13 Rahman and Sarker, “Eco-Feminist Vision,” 39. Futuristic Sustainability Ideas of Nature Furthermore, Hossain attempts to oppose colonial and patriarchal rule by
incorporating futuristic ideas such as sustainability. In Sultana’s Dream, Hossain shows
that all the men are kept at “mardana,” (men’s area in a house) and leadership is given—
almost performatively and emphatically—to women who then bring to effect various
revised social policies. As Sister Sara tells the narrator, women in Ladyland convinced
all men to confine themselves to the mardana because the latter was defeated in war
and needed the help of women in securing the nation’s sovereignty, so the women
demanded they be sanctioned in the domestic sphere. The men, being tired and
broken, relented: [Sister Sara:] On the following day, the Queen called upon all men to retire into
zenanas [women’s area in a house] […] they [the men] took the order for a boon […
and] entered the zenanas without uttering a single word of protest. […] we call the
system “mardana” instead of “zenana.”15 As soon as men quit the public sphere and enter the domestic sphere, women
take charge, and Hossain explains that the country transitioned to one where “gender
hierarchy [exists] not by physical power, but by intellectual power.”16 Through this
contentious claim-making, Hossain depicts the way women, using their “intellectual
power” and leadership, introduce reforms that bridge science and ecological stability
through a series of innovations. For instance, there are “wonderful balloon[s] […] that
could draw as much water from the atmosphere as they pleased,” instruments that
“could collect as much sun-heat as they wanted,” eco-friendly “air cars,” and even
mechanisms wherein fields could be “tilled by means of electricity,” among others –
all of which men in Ladyland disregard as “sentimental nightmares.”17 Not only does
this present a radical vision of women as individuals with a then-paradoxical,
simultaneous affinity to scientific innovation and nature, but it also heightens the
antagonistic role men play in this women-science-nature nexus in Ladyland. The Reversed Role of Nature Ecofeminism attempts to highlight the dual marginalization of women and
nature as social “others” because of their definition in relation to men. It also
highlights that feminist “emancipation” rests on ecological “emancipation,” since both
rest on the same or interrelated logics of oppression. As Rosemary Radford Ruether
asserted, “women must see that there can be no liberation for them and no solution
to the ecological crisis within a society whose fundamental model of relationships
continues to be one of domination.”14 This demonstrates the connection between
women and nature as being systematically subjugated by men. Therefore, in Sultana’s Dream, Hossain posits a radically different logic of
organizing power and interpersonal relations as a way to challenge the contemporary
ways of thinking that constituted systems of oppression. She presents a defiant, new
vision of society that is inherently different and starts from fundamentally different
foundational values: empathy, self-reflection, and compassion constitute the
cornerstones of social relations in Ladyland. In the story, the women of Ladyland
design a new (in relation to the system in place at the time) punishment system without
the death penalty, wherein people who are otherwise sentenced to death are instead
asked to “sincerely repent,” after which they will be forgiven. If they do not, they
would be obligated to leave the country. Hossain’s contention and radical claim-
making go even further, and she asserts that the only religion in Ladyland is one that
is based on “Love and Truth.” As Sister Sara tells the narrator, “It is our religious duty
to love one another and to be absolutely truthful.” It is clear from the story that nature is cherished and valued in Ladyland. As
Sister Sara says, “Our noble Queen is exceedingly fond of botany; it is her ambition to
convert the whole country into one grand garden.” In this radical new vision of the
world, with the power that women wield, not only are they emancipated from
gendered social and power restrictions, but they also use this power to reverse the
ecological indifference characteristic of the colonial administration. With reversed and
reimagined gender roles, Hossain attempts to present a world that is able to bring
together scientific innovation, environmental sensitivity, and the emancipation of
women and nature from oppressive social logics in Sultana’s Dream. Volume II, Issue 1 | 11 Volume II, Issue 1 | 11 © 2023 Labiba Rifah Nanjeeba 15 Hossain, Sultana’s Dream.
16 Bhattacharya, “Two Dystopian Fantasies,” 174.
17 Hossain, Sultana’s Dream. © 2023 Labiba Rifah Nanjeeba
15 Hossain, Sultana’s Dream.
16 Bhattacharya, “Two Dystopian Fantasies,” 174.
17 Hossain, Sultana’s Dream. The Columbia Journal of Asia The Columbia Journal of Asia science, and nature collaborate to build an eco-friendly and sustainable society, thereby
making Sultana’s Dream a powerful case in the ecofeminist genre, even though the piece
may be seen as overreaching and reductive in its generalizations of gender roles. By
drawing closer connections between ecofeminism and environmental utopianism, this
article attempts to show how Sultana’s Dream engenders a vision of society that inverts
social logics, gender roles, and other normative axes to transcend networks of
patriarchal and colonial oppression. Conclusion This article explored the depictions of British colonial authority and patriarchal
influence on Indian ecology, its relations with gender roles, the intertwining of
women’s and ecological “otherness,” and Hossain’s musings on sustainable futurism
in Sultana’s Dream. In this work, Hossain blends utopian fiction, science fiction, and
ecofeminist themes to show the agency women and nature can have if they are free
from patriarchy and colonialism. She provides a dual criticism of patriarchal society
and the colonial era by reversing the gender roles of men and women in conservative
Bengali society. Hossain, through this piece, envisions a world in which women, Volume II, Issue 1 | 12 Volume II, Issue 1 | 12 © 2023 Labiba Rifah Nanjeeba © 2023 Labiba Rifah Nanjeeba BIBLIOGRAPHY Bhattacharya, Nilanjana. “Two Dystopian Fantasies.” Indian Literature, vol. 50, no. 1
(231), Sahitya Akademi, (2006): 172–77. JSTOR,
www.jstor.org/stable/23346372. Bhattacharya, Nilanjana. “Two Dystopian Fantasies.” Indian Literature, vol. 50, no. 1
(231), Sahitya Akademi, (2006): 172–77. JSTOR,
www.jstor.org/stable/23346372. Chatterjee, Partha. "The Nationalist Resolution of the Women’s Question
(1989)." Empire and Nation. Columbia University Press, (2010): 116-135. Gaard, Greta, ed. Ecofeminism. Vol. 21. Temple University Press, 1993. Glazebrook, Trish. “Karen Warren’s Ecofeminism.” Ethics and the Environment 7,
no. 2 (2002): 12–26. www.jstor.org/stable/40339034. Hossain, Rokeya Sakhawat. 1905. Sultana's Dream (digital edition transcribed from The
Indian Ladies' Magazine, Madras). https://digital.library.upenn.edu/women/sultana/dream/dream.html Iqbal, Iftekhar. The Bengal Delta: Ecology, State and Social Change, 1840-1943, Palgrave
Macmillan UK, 2010. Mookerjea-Leonard, Debali. 2017. "Futuristic technologies and purdah in the
feminist utopia: Rokeya S. Hossain's 'Sultana's dream"." Feminist Review (Sage)
116 (Dystopias and utopias): 144-153. https://www.jstor.org/stable/44987318. Peers, Douglas M. and Nandini Gooptu (eds), India and the British Empire, Oxford
History of the British Empire Companion Series, 2017. Plumwood, Val. "Ecofeminism: An overview and discussion of positions and
arguments." Australasian Journal of Philosophy 64, no. sup1 (1986): 120-138. Pouchepadass, Jacques. “Colonialism and Environment in India: Comparative
Perspective.” Economic and Political Weekly 30, no. 33 (1995): 2059–67. www.jstor.org/stable/4403103. © 2023 Labiba Rifah Nanjeeba
Volume II, Issue 1 | 13 Volume II, Issue 1 | 13 © 2023 Labiba Rifah Nanjeeba The Columbia Journal of Asia The Columbia Journal of Asia Rahman, Md. Mominur & Md. Abdul Momen Sarker. ““Sultana’s Dream”: The Eco-
Feminist Vision of Freedom” Global Journals, 18, no. 3, (2018): 37-40. globaljournals.org/GJHSS_Volume18/5-Sultanas-Dream-The-Eco-
Feminist.pdf Rajan, Rajeswari Sunder. “Feminism’s Futures: The Limits and Ambitions of
Rokeya’s Dream.” Economic and Political Weekly 50, no. 41 (2015): 39–45. www.jstor.org/stable/44002713. Satya, Laxman D. “British Imperial Railways in Nineteenth Century South Asia.”
Economic and Political Weekly 43, no. 47 (2008): 69–77. www.jstor.org/stable/40278213. © 2023 Labiba Rifah Nanjeeba Volume II, Issue 1 | 14
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GENERAL PARAMETERS OF THETRAINING WORK OF HIGHLYQUALIFIED FIELD HOCKEY PLAYERSIN THE COMPETITIVE PERIOD OF THEMACRO CYCLE
|
Fìzična kulʹtura, sport ta zdorovʼâ nacìï
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IІ. Науковий напрям IІ. Науковий напрям ЗАГАЛЬНІ ПАРАМЕТРИ ТРЕНУВАЛЬНОЇ РОБОТИ
ВИСОКОКВАЛІФІКОВАНИХ ХОКЕЇСТІВ НА ТРАВІ У ЗМАГАЛЬНОМУ
ПЕРІОДІ МАКРОЦИКЛУ Коннов Станіслав
Вінницький державний педагогічний університет
імені Михайла Коцюбинського GENERAL PARAMETERS OF THE
TRAINING WORK OF HIGHLY
QUALIFIED FIELD HOCKEY PLAYERS
IN THE COMPETITIVE PERIOD OF THE
MACRO CYCLE Актуальність
теми
дослідження. Основними компонентами тренувального
процесу спортсменів командних ігрових
видів спорту є засоби тренувальної роботи
та навантаження різної спрямованості. Оптимальне
їх
поєднання
обумовлює
ефективність
побудови
тренувального
процесу спортсменів на відповідному етапі
(періоді) макроциклу. Мета дослідження –
визначити величину та спрямованість
тренувальних впливів на підготовленість
висококваліфікованих хокеїстів на траві у
змагальному періоді макроциклу. Методи
дослідження:
теоретичний
аналіз
і
узагальнення
літературних
джерел;
педагогічне спостереження; хронометраж
тренувальної роботи; методи математичної
статистики. Організація дослідження. У
дослідженні брали участь спортсмени
високої
кваліфікації
(п=24),
гравці
національної збірної команди України з
хокею на траві. Дослідження проводилося у
змагальному періоді другого циклу річної
підготовки сезону 2021 року. Результати
дослідження та висновки. Визначено
загальні параметри тренувальної роботи
висококваліфікованих хокеїстів на траві у
змагальному
періоді
макроциклу. Встановлено, що загальний обсяг рухової
тренувальної роботи у цьому періоді
складає 140 год. Співвідношення вправ:
загально-підготовчих – 49,5%, спеціально-
підготовчих – 12,5%, підвідних – 15,8%,
змагальних – 22,2%. Вплив тренувальних
навантажень: аеробних – 57,9%, аеробно-
анаеробних – 36,5%, анаеробно-алактатних
– 2,9%, анаеробно-гліколітичних – 2,7%. Впродовж
змагального
періоду
проводиться 99 тренувальних занять, 5 –
контрольних та 20 календарних ігор. Konnov Stanislav Abstract Abstract
Relevance of the research topic. The main
components of the training process of athletes
of team game sports are the means of training
work and loads of various orientations. Their
optimal
combination
determines
the
effectiveness of building the training process
of athletes at the appropriate stage (period) of
the macrocycle. The purpose of the study is
to determine the magnitude and direction of
training effects on the preparedness of highly
qualified
field
hockey
players
in
the
competitive
period
of
the
macrocycle. Research methods: theoretical analysis and
generalization of literary sources; pedagogical
observation; timing of training work; methods
of
mathematical
statistics. Research
organization. Highly
qualified
athletes
(n=24), players of the Ukrainian national field
hockey team, participated in the study. The
study was conducted in the competitive period
of the second cycle of the annual training of the
2021
season. Research
results
and
conclusions. The general parameters of the
training work of highly qualified field hockey
players in the competitive period of the macro
cycle have been determined. It was established that
the total amount of motor training work in this
period is 140 hours. The ratio of exercises: general-
preparatory – 49.5%, special-preparatory – 12.5%,
training – 15.8%, competitive – 22.2%. The
influence of training loads: aerobic – 57.9%,
aerobic-anaerobic – 36.5%, anaerobic-lactate –
2.9%, anaerobic-glycolytic – 2.7%. During the
competition period, 99 training sessions, 5 control
sessions and 20 calendar games are held. Keywords: field hockey
highly qualified Keywords: field hockey, highly qualified
athletes, competitive, means of training work,
loads of different orientation. Ключові
слова:
хокей
на
траві,
висококваліфіковані спортсмени, змагання,
засоби тренувальної роботи, навантаження
різної спрямованості. Ключові
слова:
хокей
на
траві,
висококваліфіковані спортсмени, змагання,
засоби тренувальної роботи, навантаження
різної спрямованості. 253 IІ. Науковий напрям Постановка проблеми. Побудова процесу підготовки спортсменів
обумовлена цілеспрямованим плануванням тренувальної роботи з урахуванням
завдань, що вирішуються у підготовчому, змагальному чи перехідному періодах
макроциклу [1, 2, 4, 8, 9]. Особливо важливою є проблема планування тренувальних впливів у
змагальному періоді тренувального циклу, в якому тренувальна робота
спрямована на досягнення запланованого спортивного результату [6, 7, 10, 15]. Аналіз останніх досліджень та публікацій. З проблеми побудови
тренувального процесу спортсменів на основі оптимального використання
параметрів тренувальної роботи в окремих структурних утвореннях макроциклу
опубліковані фундаментальні наукові праці Ц. Желязкова, В. Дашевої [2],
В. Платонова [9, 11], T. Bompa [14], Harre [15], V. Platonov, M. Bulatova [17]. Abstract Фундаментальні праці науковців є підґрунтям для побудови тренувального
процесу в окремих видах спорту, з урахуванням розвитку та календаря змагань. Зокрема, в командних ігрових видах спорту означена проблема досліджувалася
Т. Вознюк зі співавт. [1], В. Костюкевичем [4], Г. Лисенчуком [8], І. Стасюком
[12], В. Шамардіним [13], V. Kostiukevych et all [16], N. Shchepotina et all [18]. Що стосується хокею на траві, то визначення параметрів тренувальної
роботи у різних періодах макроциклу залишається актуальним дослідженням
відповідно до запитів теорії та практики цього виду спорту. Зв’язок дослідження з науковими темами, планами. Дослідження
виконано в рамках плану науково-дослідної роботи кафедри теорії і методики
спорту Вінницького державного педагогічного університету імені Михайла
Коцюбинського на 2021-2025 рр. «Організаційно-методичні засади програмування
тренувального процесу кваліфікованих та висококваліфікованих спортсменів»
(номер державної реєстрації 0121U109550). Мета дослідження – визначити величину та спрямованість тренувальних
впливів на підготовленість висококваліфікованих хокеїстів на траві у змагальному
періоді макроциклу. Матеріал і методи дослідження. У дослідженні брали участь спортсмени
високої кваліфікації (п=24), гравці національної збірної команди України з хокею
на траві. Спортивна кваліфікація – майстри спорту України. Дослідження
проводилося у змагальному періоді другого циклу річної підготовки спортивного
сезону 2021 року. Науковий пошук здійснювався на основі таких методів дослідження:
теоретичний
аналіз
та
узагальнення
літературних
джерел,
педагогічне
спостереження, хронометраж тренувальної роботи, методи математичної
статистики. Теоретичний аналіз літературних джерел дозволив визначити актуальність
теми дослідження, розробити алгоритм наукового дослідження відповідно до
поставленої мети роботи. Об’єктом педагогічного спостереження було планування, контроль і аналіз
використання засобів тренувальної роботи з урахуванням режимів координаційної
складності, тренувальних навантажень різної спрямованості та інтенсивності. 254 IІ. Науковий напрям Хронометраж тренувальної роботи використовувався з метою визначення
величини та спрямованості тренувальних впливів. Зокрема, визначалися:
тривалість вправ і інтервалів відпочинку між вправами; співвідношення засобів в
структурних утвореннях тренувального процесу; співвідношення вправ у різних
режимах координаційної складності. Математична обробка результатів дослідження здійснювалася на основі
описової статистики [5, 19]. Результати
дослідження. Результати
наукового
дослідження,
що
викладаються в статті стосуються програми наукового пошуку формувального
етапу експерименту, на якому тренувальний процес висококваліфікованих
хокеїстів на траві здійснювався на основі методів програмування. Результати
констатувального експерименту за темою наукового дослідження опубліковано в
статті «Структура та зміст тренувального процесу висококваліфікованих хокеїстів
на траві у змагальному періоді макроциклу» [7]. На формувальному етапі педагогічного експерименту основним підґрунтям
для побудови програм тренувальних занять, мікроциклів і мезоциклів стали
програми тренувальних завдань, в яких цілеспрямовано реєструвалися основні
компоненти тренувальних впливів: тривалість вправ, їх інтенсивність, режим
координаційної складності, тривалість і інтенсивність навантажень різної
спрямованості тощо. Abstract На етапі формувального експерименту у змагальному періоді макроциклу
тренувальні впливи на рівень підготовленості висококваліфікованих хокеїстів на
траві
здійснювалися
через
використання
засобів
тренувальної
роботи,
навантажень різної спрямованості та, безумовно, безпосередньо змагальної
діяльності. Загальний обсяг рухової діяльності гравців у змагальному періоді склав
8413 хв ( 140 год). Упродовж цього періоду було проведено 22 мікроцикли, на основі яких
формувалися програми етапу безпосередньої підготовки до головних змагань і
власне змагального періоду. Залежно від типу мікроциклу в тренувальному процесі виконувалися у
різному співвідношенні загально-підготовчі (ЗПВ), спеціально-підготовчі (СПВ),
підвідні (ПВ) та змагальні вправи (ЗВ) (табл. 1). У відновлювальних мікроциклах, а також у втягувальних мікроциклах
застосовувалися лише ЗПВ, що було обумовлено завданнями, що вирішувалися в
цей період. Насамперед, це відновлення спортивної працездатності гравців у
відновлювальних мікроциклах і поступова адаптація до тренувальних навнтажень
у втягувальному мікроциклі. В
ударних,
підвідних,
міжігрових
і
змагальних
мікроциклах
використовувалися програми тренувальних завдань, в яких поєднувалися ЗПВ,
СПВ, ПВ та ЗВ (рис. 1). Як видно з рисунка використання ЗПВ коливалося від
31,9% (міжігровий мікроцикл) до 75,5% (відновлювально-підвідний мікроцикл). Найбільша частка СПВ припадала на ударний мікроцикл (33,2%). Це, перш за все,
обумовлено тим, що в цих мікроциклах переважно використовувалися програми 255 IІ. Науковий напрям тренувальних завдань, спрямовані на вдосконалення спеціальних швидкісних,
швидкісно-силових якостей, швидкісної та спеціальної витривалості. Abstract Таблиця 1
Обсяг і співвідношення засобів тренувальної роботи
висококваліфікованих хокеїстів на траві у змагальному періоді макроциклу
(формувальний експеримент)
Мікроцикли Кіль-
кість
Засоби тренувальної роботи, хв (%)
Усього
ЗПВ
СПВ
ПВ
ЗВ
1
2
3
1
2
3
1
2
3
1
2
3
3-денний
відновлю-
вальний
3
462
(82,4)
99
(17,6)
561
3-денний
відновлюва-
льно-
підвідний
5
480
(615)
300
(38,5)
35
(100)
125
(58,1)
90
(41,9)
1030
7-денний
відновлю-
вальний
1
265
(100)
54
(57,4)
40
(42,6)
359
4-денний
утягувальний 1
179
(51,1)
159
(45,4)
12
(3,5)
350
4-денний
ударний
2
384
(100)
352
(100)
18
(12,5)
124
(86,1)
2
(1,4)
6
(3,3)
92
(51,1)
82
(45,6) 1060
3-денний
підвідний
1
81
(100)
42
(100)
3
(4,0)
38
(50,7)
34
(45,5)
36
(50,0)
36
(50,0) 270
4-денний
підвідний
2
378
(94,9)
20
(511)
106
(77,9)
30
(22,1)
20
(9,2)
80
(36,7)
118
(59,1)
10
(5,9)
118
(69,4)
42
(24,7) 922
6-денний
підвідний
1
228
(95,8)
10
(4,2)
69
(75,8)
15
(16,5)
7
(4,3)
106
(65,0)
50
(30,7)
28
(20,1)
57
(41,0)
54
(38,9) 624
5-денний
міжігровий
1
165
(95,3)
8
(4,7)
111
(100)
13
(8,8)
89
(60,1)
46
(31,1)
7
(6,4)
72
(66,1)
30
(27,5) 541
4-денний
змагальний
1
142
(94,7)
8
(5,3)
32
(100)
19
(45,2)
23
(54,8)
27
(15,0)
87
(48,3)
66
(36,7) 404
5-денний
змагальний
3
522
(95,6)
24
(4,4)
114
(100)
78
(40,6)
114
(59,4)
108
(15,0)
348
(48,3)
264
(36,7) 1572
7-денний
змагальний
1
232
(96,7)
8
(3,3)
51
(100)
6
(4,7)
52
(40,3)
71
(55,0)
45
(15,0)
145
(48,3)
110
(36,7) 720
Усього
22
3518
(84,4)
636
(15,2)
12
(0,4)
966
(91,9)
8,5
(8,1)
67
(5,1)
711
(53,6)
548
(41,3)
231
(12,3)
955
(51,1)
684
(36,6) 8413
4166 (49,5)
1051 (12,5)
1326 (15,8)
1870 (22,2)
Примітки: ЗПВ – загально-підготовчі вправи; СПВ – спеціально-підготовчі
вправи; ПВ – підвідні (допоміжні) вправи; ЗВ – змагальні вправи; 1 – перший режим
координаційної складності; 2 – другий режим координаційної складності; 3 – третій
режим координаційної складності. Abstract Обсяг і співвідношення засобів тренувальної роботи
кваліфікованих хокеїстів на траві у змагальному періоді макроциклу
(формувальний експеримент) Примітки: ЗПВ – загально-підготовчі вправи; СПВ – спеціально-підготовчі
вправи; ПВ – підвідні (допоміжні) вправи; ЗВ – змагальні вправи; 1 – перший режим
координаційної складності; 2 – другий режим координаційної складності; 3 – третій
режим координаційної складності. У підвідних мікроциклах планувалося зменшення використання СПВ
(16,1%) з одночасним збільшенням частки ПВ (25,1%) та ЗВ (19,3%). У цих
мікроциклах переважно використовувалися програми тренувальних завдань, що
сприяли вдосконаленню техніко-тактичної майстерності. 256 IІ. Науковий напрям 75,5
36,2
39,5
31,9
34,7
3,4
33,2
16,1
20,5
7,3
20,5
13,6
25,1
27,4
13,5
0
17,0
19,3
20,2
44,5
0
10
20
30
40
50
60
70
80
1
2
3
4
5
% 75,5
36,2
39,5
31,9
34,7
3,4
33,2
16,1
20,5
7,3
20,5
13,6
25,1
27,4
13,5
0
17,0
19,3
20,2
44,5
0
10
20
30
40
50
60
70
80
1
2
3
4
5
% 75,5
36,2
39,5
31,9
34,7
3,4
33,2
16,1
20,5
7,3
20,5
13,6
25,1
27,4
13,5
0
17,0
19,3
20,2
44,5
0
10
20
30
40
50
60
70
80
1
2
3
4
5
% Рис. 1. Співвідношення (середні значення) засобів тренувальної роботи в межах
різних типів мікроциклів у змагальному періоді підготовки висококваліфікованих
хокеїстів на траві (формувальний експеримент). 1 – відновлювально-підвідний мікроцикл; 2 – ударний мікроцикл; 3 – підвідний мікроцикл; 4
– міжігровий мікроцикл; 5 – змагальний мікроцикл. – загально-підготовчі вправи; – спеціально-підготовчі вправи;
підвідні вправи;
змагальні вправи
36,2
39,5
31,9
34,7
3,4
33,2
16,1
20,5
7,3
20,5
13,6
25,1
27,4
13,5
0
17,0
19,3
20,2
44,5
0
10
20
30
40
50
60
1
2
3
4
5 39,5
31,9
34,7
16,1
20,5
7,3
25,1
27,4
13,5
17,0
19,3
20,2
44,5
3
4
5 4 5 3 Рис. 1. Співвідношення (середні значення) засобів тренувальної роботи в межах
різних типів мікроциклів у змагальному періоді підготовки висококваліфікованих
хокеїстів на траві (формувальний експеримент). Рис. 1. Співвідношення (середні значення) засобів тренувальної роботи в межах
різних типів мікроциклів у змагальному періоді підготовки висококваліфікованих
хокеїстів на траві (формувальний експеримент). р
(ф р у
р
)
1 – відновлювально-підвідний мікроцикл; 2 – ударний мікроцикл; 3 – підвідний мікроцикл; 4
– міжігровий мікроцикл; 5 – змагальний мікроцикл. міжігровий мікроцикл; 5 змагальний мікроцикл. – загально-підготовчі вправи; – спеціально-підготовчі вправи;
– підвідні вправи; – змагальні вправи. Abstract Найбільш збалансованим було використання засобів тренувальної роботи в
міжігрових мікроциклах, в яких планувався комплексний вплив на рівень
підготовленості висококваліфікованих хокеїстів на траві. Варто зазначити, що чим більша частка виконання у мікроциклі СПВ, ПВ та
ЗВ по відношенню до ЗПВ, тим більш напруженим і більш енерговитратним буде
тренувальний процес. У міжігровому мікроциклі СПВ, ПВ та ЗВ склали 68,1%, що
більше на 4,3%, ніж в ударному (63,8%) та на 7,6% більше, ніж у підвідному
(60,5%) мікроциклах. Що стосується змагальних мікроциклів, що можуть розглядатися як модель
у співвідношенні використання різних засобів, то тут необхідно звернути увагу на
достатньо велику частку використання ЗВ – 44,5%. Разом з СПВ та ПВ це складало
65,3%, що потребувало дещо більшого, ніж у міжігровому мікроциклі
використання ЗПВ (34,7%), що застосовувалися, насамперед, для відновлення
спортивної працездатності гравців після змагальної діяльності. Загалом, упродовж
змагального періоду на етапі формувального етапу співвідношення різних засобів
тренувальної роботи було таким: ЗПВ – 49,5%, СПВ – 12,5%, ПВ – 15,8% та ЗВ –
22,2% (рис. 2). Рис. 2. Співвідношення засобів тренувальної роботи висококваліфікованих
хокеїстів на траві у змагальному періоді макроциклу (формувальний експеримент), %
– загально-підготовчі вправи; – спеціально-підготовчі вправи;
– підвідні вправи; – змагальні вправи. 49,5
12,5
15,8
22,2 12,5
15,8
22,2 257 IІ. Науковий напрям IІ. Науковий напрям Якщо розглядати використання різних засобів тренувального процесу у
змагальному періоді підготовки висококваліфікованих хокеїстів на траві з
урахуванням режимів координаційної складності (рис. 3), то можна стверджувати,
що найбільш простими при виконанні були ЗПВ, а найбільш складними – СПВ, в
яких частка вправ, що виконувалися у 2-му та 3-му РКС склала 100%. СПВ
використовувалися з метою вдосконалення спеціальних фізичних якостей у
поєднанні з технікою гри, а також при вдосконаленні координаційних здібностей. До 1-го РКС були віднесені вправи, що виконуються на місці або на зручній
швидкості пересування, до 2-го РКС – вправи, що виконуються в русі з
обмеженням простору та часу, до 3-го РКС – вправи, що виконувалися в умовах
активної перешкоди з боку суперника. ЗПВ
СПВ
ПВ
ЗВ
Рис. 3. Співвідношення засобів тренувальної роботи з урахуванням режимів
координаційної складності підготовки висококваліфікованих хокеїстів на траві у
змагальному періоді макроциклу (формувальний експеримент), %
ЗПВ – загально-підготовчі вправи; СПВ – спеціально-підготовчі вправи; ПВ – підвідні
вправи; ЗВ – змагальні вправи. 1-й режим координаційної складності;
84,4
15,2
0,4
91,9
8,1
5,1
53,3
41,3
12,3
51,1
36,6 ЗПВ
84,4
15,2
0,4 ЗПВ
5,1
53,3
41,3 СПВ
ЗВ
12,3
51,1
36,6 ЗПВ 5,1 Рис. 3. Співвідношення засобів тренувальної роботи з урахуванням режимів
координаційної складності підготовки висококваліфікованих хокеїстів на траві у
змагальному періоді макроциклу (формувальний експеримент), %
ЗПВ – загально-підготовчі вправи; СПВ – спеціально-підготовчі вправи; ПВ – підвідні
вправи; ЗВ – змагальні вправи. 1-й режим координаційної складності; 2-й режим координаційної складності; 3-й режим координаційної складності 3-й режим координаційної складності У тренувальному процесі та під час змагальної діяльності складніше
виконувати вправи у 3-му РКС. Зазвичай, до цих вправ відносяться різні
одноборства. У той же час, важливо підвищувати ефективність виконання таких
вправ, особливо під час змагальної діяльності. В управлінні тренувальним процесом спортсменів важливою ланкою є
планування, контроль і аналіз тренувальних навантажень різної спрямованості. 258 IІ. Науковий напрям Упродовж змагального періоду підготовки висококваліфікованих хокеїстів
на етапі формувального експерименту вплив аеробних навантажень становив
57,9%, змішаних (аеробно-анаеробних) – 36,5%, анаеробно-алактатних – 2,9% і
анаеробно-гліколітичних – 2,7% (табл. IІ. Науковий напрям 2) ц
Обсяг і співвідношення тренувальних навантажень
висококваліфікованих хокеїстів на траві у змагальному періоді макроциклу
(формувальний експеримент)
Мікроцикли
Кіль-
кість
Тренувальні навантаження, хв (%)
Усього
аеробні
аеробно-
анаеробні
(змішані)
анаеробно-
алактатні
анаербно-
гліколітичні
3-денний
відновлювальний
3
546 (97,3)
15 (2,7)
561
3-денний
відновлювально-
підвідний
5
880 (85,4)
150 (14,6)
1030
7-денний
відновлювальний
1
279 (77,7)
80 (22,3)
359
4-денний
утягувальний
1
253 (79,3)
97 (277)
350
4-денний ударний
2
466 (43,9)
386 (36,4)
156 (14,7)
52 (5,0)
1060
3-денний підвідний
1
126 (46,7)
121 (44,8)
18 (6,7)
5 (1,8)
270
4-денний підвідний
2
570 (61,8)
246 (26,7)
36 (3,9)
70 (7,6)
922
6-денний підвідний
1
332 (53,2)
259 (41,5)
19 (3,0)
14 (2,3)
624
5-денний
міжігровий
1
279 (51,6)
206 (38,1)
18 (3,3)
38 (7,0)
541
4-денний
змагальний
1
179 (44,3)
215 (53,2)
10 (2,5)
404
5-денний
змагальний
3
654 (41,6)
888 (56,5)
3,0 (1,9)
1572
7-денний
змагальний
1
303 (42,1)
407 (56,5)
10 (1,4)
720
Усього
22
4867
(57,9)
3070
(36,5)
247 (2,9)
229 (2,7)
8413 Обсяг і співвідношення тренувальних навантажень
висококваліфікованих хокеїстів на траві у змагальному періоді мак
(формувальний експеримент) Тренувальні вправи на основі аеробних навантажень найбільшою мірою
використовувалися
у
3-денному
відновлювальному
(97,3%),
3-денному
відновлювально-підвідному (85,4%), 7-денному відновлювальному (77,7%) та у 4-
денному утягувальному (72,3%) мікроциклах. Найбільше використання змішаних (аеробно-анаеробних) навантажень було
характерним для 4-денного ударного (36,4%), 3-денного підвідного (44,8%), 6-
денного підвідного (41,5%) та змагальних (від 53,2 до 56,5%) мікроциклів. Найбільше використання змішаних (аеробно-анаеробних) навантажень було
характерним для 4-денного ударного (36,4%), 3-денного підвідного (44,8%), 6-
денного підвідного (41,5%) та змагальних (від 53,2 до 56,5%) мікроциклів. Що стосується анаеробних навантажень, то вони, зазвичай, планувалися при
проведенні 4-денного ударного мікроциклу (19,7%), в якому переважно
використовували програму тренувальних завдань щодо розвитку швидкісних,
швидкісно-силових якостей, швидкісної та спеціальної витривалості. У підвідних мікроциклах частка анаеробних навантажень коливалася від 8,5
до 11,5%. 259 IІ. Науковий напрям Подібна
тенденція
планування
аеробних
навантажень
стосувалася
міжігрових мікроциклів (рис. 4.). У цих мікроциклах частка анаеробно-алактатних
навантажень складала 3,3%, а анаеробно-гліколітичних – 7,0%. 89,6
85,4
74,3
43,9
56,6
51,6
42,1
10,4
14,6
27,7
36,4
34,5
38,1
56,0
0
0
0
14,7
4,0
3,3
2,0
0
0
0
5,0
4,9
7,0
4,9
0
20
40
60
80
100
1
2
3
4
5
6
7
% Рис. 4. IІ. Науковий напрям Співвідношення навантажень різної спрямованості в межах різних типів
мікроциклів у змагальному періоді підготовки висококваліфікованих хокеїстів на траві
(формувальний експеримент), %
89,6
85,4
74,3
43,9
56,6
51,6
42,1
10,4
14,6
27,7
36,4
34,5
38,1
56,0
0
0
0
14,7
4,0
3,3
2,0
0
0
0
5,0
4,9
7,0
4,9
0
20
40
60
80
100
1
2
3
4
5
6
7
% Рис. 4. Співвідношення навантажень різної спрямованості в межах різних типів
мікроциклів у змагальному періоді підготовки висококваліфікованих хокеїстів на траві
(формувальний експеримент), % Рис. 4. Співвідношення навантажень різної спрямованості в межах різних типів
мікроциклів у змагальному періоді підготовки висококваліфікованих хокеїстів на траві
(формувальний експеримент) % р ц
у
у
р
ф
(формувальний експеримент), % (ф р у
р
)
1 – відновлювальний мікроцикл; 2 – відновлювально-підвідний мікроцикл; 3 – утягувальний
мікроцикл; 4 – ударний мікроцикл; 5 – підвідний мікроцикл; 6 міжігровий мікроцикл; 7 –
змагальний мікроцикл р ц
– аеробні навантаження; – змішані (аеробно-анаеробні) навантаження;
– анаеробно-алактатні навантаження; – анаеробно-гліколітичні навантаження. Кількісні показники основних параметрів підготовки висококваліфікованих
хокеїстів на траві у змагальному макроциклі представлено в табл. 3. Кількісні показники основних параметрів підготовки висококваліфікованих
хокеїстів на траві у змагальному макроциклі представлено в табл. 3. Кількісні показники основних параметрів підготовки висококваліфікованих
хокеїстів на траві у змагальному періоді макроциклу (формувальний
експеримент)
Кількість
параметрів
підготовки
Мікроцикли
Усього
Утягува
-
льні
Ударні Підвідні Міжігров
і
Змагальні
Віновл
ю-
вальні
Відновл
ю-
вально-
підвідні
Контрольних ігор
3
2
5
Календарних ігор
20
20
Тренувальних
днів
4
8
17
5
26
14
15
89
З одноразовими
заняттями
3
2
12
4
25
8
15
69
З двохразовими
заняттями
1
6
5
1
13
Тренувальних
занять
5
14
20
6
25
13
15
99
Відновлювальних
2
1
9
10
22
Підтримувальних
1
3
4
Розвивальних
4
14
18
6
24
2
5
73
Днів тестування
1
1
2
Теоретичних
занять
1
4
12
18
2
10
52
Днів відпочинку
3
5
8
Обсяг
тренувальних
та
змагальних
впливів, хв (год)
350
(5,8)
1060
(17,7)
1816
(30,3
541
(9,0)
2696
(44,9)
920
(15,3)
1030
(17,2)
8413
(140) Кількісні показники основних параметрів підготовки висококваліфікованих
хокеїстів на траві у змагальному періоді макроциклу (формувальний
експеримент) 260 IІ. IІ. Науковий напрям Науковий напрям Отже, вплив тренувальних навантажень на рівень підготовленості гравців
планувався відповідно до завдань, що ставилися у тому чи іншому мікроциклі. При створенні програм відновлювальних і втягувальних мікроциклів
використовувалися програми тренувальних завдань із переважним аеробним
фізіологічним забезпеченням рухової діяльності. В ударних, підвідних і
міжігрових мікроциклах застосовувалися тренувальні програми з комплексним
впливом аеробних, змішаних та анаеробних навантажень. Дискусія. Управління
підготовкою
спортсменів
обумовлено
цілеспрямованим плануванням тренувальних впливів через використання засобів
тренувальної роботи та навантажень різної спрямованості [3, 4, 11]. У нашому
дослідженні важливо було обрати науково-методичний підхід на основі якого
здійснювався тренувальний процес висококваліфікованих хокеїстів на траві у
змагальному періоді макроциклу. Системний аналіз літературних джерел
дозволив прийти до висновку, що одним із ефективних таких підходів є побудова
тренувального процесу спортсменів на основі методів програмування [1, 4, 6, 16]. Програмування тренувального процесу передбачає чітке планування та
контроль
навантажень
з
урахуванням
їх
величини,
інтенсивності
та
координаційної складності [6, 18]. З цією метою в досліджені була використана методика контролю
тренувальної роботи спортсменів командних ігрових видів спорту, що була
розроблена В.М. Костюкевичем [4, 5]. Тобто, у тренувальних заняттях
плануванню та контролю підлягали: види тренувальної роботи – загальна фізична,
спеціальна
фізична,
техніко-тактична,
ігрова
та
змагальна
підготовки;
неспецифічні та специфічні вправи, що використовувалися у трьох режимах
координаційної складності – загально-підготовчі, спеціально-підготовчі, підвідні
та змагальні; навантаження різної спрямованості – аеробні, змішані (аеробно-
анаеробні), анаеробно-алактатні, анаеробно-гліколітичні; величина навантаження,
що визначалася в балах залежно від витрат енергії; коефіцієнт інтенсивності
навантаження, що визначався відношенням величини навантаження до тривалості
виконання вправ. Отже, на основі вищевикладеного в дослідженні було визначено параметри
тренувальної роботи висококваліфікованих хокеїстів на траві у змагальному
періоді другого циклу річної підготовки, що відносився до формувального етапу
експериментального наукового пошуку. У табл. 4 представлено загальні
параметри тренувальної роботи висококваліфікованих хокеїстів на траві на етапах
констатувального [7] та формувального експерименту. Як видно з табл. 4 на етапі формувального експерименту збільшилося
співвідношення загально-підготовчих (13,0%) і спеціально-підготовчих (3,5%)
вправ, з одночасним зменшенням частки підвідних (14,0%) і змагальних (2,3%)
вправ. Це обумовлено тим, що при розробці програм тренувальних завдань більш
цілеспрямовано планувалися стимуляційні та відновлювальні фази під час
тренувальних впливів. У той же час, на етапі формувального експерименту на
1,7% збільшилася частка анаеробних навантажень, що дозволило підвищити
рівень підготовленості висококваліфікованих хокеїстів на траві. 261 IІ. IІ. Науковий напрям Науковий напрям Таблиця 4 Таблиця 4
Параметри тренувальної роботи висококваліфікованих хокеїстів
на траві у змагальному періоді макроциклу на етапах
констатувального та формувального експерименту
Параметри тренувальної
роботи
РКС
Етап педагогічного
експерименту
Зміна
констатувальний формувальний
Засоби тренувальної роботи, %
Загально-підготовчі
вправи
1
36,5
87,4
49,5
13,0
2
15,2
3
0,4
Спеціально-підготовчі
вправи
1
9,0
12,5
3,5
2
91,9
3
81,1
Підвідні вправи
1
29,8
5,1
15,8
+14,0
2
53,6
3
41,3
Змагальні вправи
1
24,5
12,3
22,2
+2,3
2
51,1
3
36,6
Навантаження, %
Аеробні
56,0
57,9
1,9
Анаеробно-анаеробні
41,1
36,5
+5,1
Анаеробно-алактатні
1,9
2,9
1,0
Анаеробно-гліколітичні
1,0
2,7
0,7
Тренувальних днів
98
88
+10,0
Тренувальних занять
105
99
+6,0
Теоретичних занять
47
52
5,0
Днів відпочинку
9
8
+1
Контрольних ігор
13
5
+8,0
Календарних ігор
18
20
2,0
Днів тестування
4
2
+4,0
Загальний ігровий обсяг
12038 хв
(201 год)
8413 хв
(140 год)
+61,0 год Варто зазначити, що наше дослідження було проведено з дотриманням
основних положень теорії періодизації спортивного тренування [9, 10, 11, 15], що
дозволяє розширити як теоретичну, так і практичну складову цієї теорії з
урахуванням специфічних особливостей олімпійського виду спорту – хокею на
траві. Висновки. Ефективне управління процесом підготовки спортсменів
обумовлене цілеспрямованим плануванням і контролем тренувальних впливів, що
здійснюються через використання засобів тренувальної роботи та навантажень
різної величини, інтенсивності та спрямованості. У командних ігрових видах спорту, у т.ч. в хокеї на траві у тренувальному
процесі використовуються в залежності від етапу річного макроциклу в різному
співвідношенні загально-підготовчі, спеціально-підготовчі, підвідні, змагальні
вправи, а також аеробні, аеробно-анаеробні, анаеробно-алактатні, анаеробно-
гліколітичні навантаження. 262 References Список літературних джерел Список літературних джерел IІ. Науковий напрям IІ. Науковий напрям Встановлено, що у змагальному періоді макроциклу в тренувальному
процесі
висококваліфікованих
хокеїстів
на
траві
використання
засобів
тренувальної роботи характеризується таким співвідношенням: загально-
підготовчих вправ – 49,5%, спеціально-підготовчих вправ – 12,5%, підвідних
вправ – 15,8%, змагальних вправ – 22,2%. Частка впливу тренувальних навантажень у цьому періоді складає: аеробних
– 57,9%, аеробно-анаеробних – 36,5%, анаеробно-алактатних – 2,9%, анаеробно-
гліколітичних – 2,7%. У межах змагального періоду окремого макроциклу проводиться: 88
тренувальних днів, 99 тренувальних занять, 52 теоретичних занять, 5 контрольних
ігор, 20 календарних ігор, днів відпочинку – 8, днів тестування – 2. Загальний обсяг
рухової тренувальної роботи у змагальному періоді окремого макроциклу складає
140 год. Визначені загальні параметри тренувальної роботи можуть розглядатися як
модельні при підготовці клубних і збірних команд з хокею на траві у змагальному
періоді. Подальші дослідження будуть спрямовані на визначення загальних
параметрів тренувальної роботи висококваліфікованих хокеїстів на траві в межах
річного тренувального циклу. Список літературних джерел 1. Вознюк Т., Галайдюк М., Свірщук
Н., Сікорська Л. Моделювання
підготовки
кваліфікованих
баскетболісток
у
змагальному
періоді
річного
макроциклу. Вінниця: ТОВ «ТВОРИ», 2021. С. 76-86. 1. Vozniuk T., Galajdiuk M., Svirshchuk
N., Sikors'ka L. Modeling training of
qualified basketball players in the
competitive period of the annual macro
cycle. Vinnicia: TOV «TVORI», 2021. P. 76-86 1. Вознюк Т., Галайдюк М., Свірщук
Н., Сікорська Л. Моделювання
підготовки
кваліфікованих
баскетболісток
у
змагальному
періоді
річного
макроциклу. Вінниця: ТОВ «ТВОРИ», 2021. С. 76-86. 2. Zheliazkov Ts, Dasheva D. Osnovy na
sportnata. Trenyrovka. Sofyia: Hera art. 2011. 432. 2. Zheliazkov Ts, Dasheva D. Osnovy na
sportnata. Trenyrovka. Sofyia: Hera art. 2011. 432. 2. Желязков Ц., Дашева Д. Основи
на спортната. Тренировка. София:
Гера арт. 2011. 432. 3. Konnov S. Pobudova mezotsykliv u
zmahalnomu
periodi
pidhotovky
vysokokvalifikovanykh khokeistiv na
travi. Fizychna kultura, sport ta zdorovia
natsii: zb. nauk. pr. Vyp. 14(33). 2022. S.48-55. 3. Коннов С. Побудова мезоциклів у
змагальному періоді підготовки
висококваліфікованих
хокеїстів
на траві. Фізична культура, спорт
та здоров’я нації: зб. наук. пр. Вип. 14(33). 2022. С.48-55. 4. Kostiukevych VM. Teoriia i metodyka
sportyvnoi
pidhotovky. Navchalnyi
posibnyk. 2-e vyd. pererob. ta dop. Kyiv: KNT; 2016. 616. 4. Костюкевич
ВМ. Теорія
і
методика спортивної підготовки. Навчальний посібник. 2-е вид. перероб. та доп. Київ: КНТ; 2016. 616. y
5. Kostiukevych VM, Shynkaruk OA,
Voronova VI, Borysova OV. Osnovy
naukovo-doslidnoi roboty zdobuvachiv
vyshchoi
osvity
zi
spetsialnosti
«Fizychna kultura i sport». Vyd. 2-he,
bez zmin. Kyiv: Olimpiiska literatura,
2019. 528. 5. Костюкевич ВМ, Шинкарук ОА,
Воронова
ВІ,
Борисова
ОВ. Основи науково-дослідної роботи
здобувачів
вищої
освіти
зі
спеціальності «Фізична культура і
спорт». Вид. 2-ге, без змін. Київ:
Олімпійська
література,
2019. 528. 6. Kostiukevych
V,
Shchepotina
N,
Stasiuk
V. Teoretyko-metodychni
pidkhody
shchodo
prohramuvannia
trenuvalnoho protsesu sportsmeniv u 6. Kostiukevych
V,
Shchepotina
N,
Stasiuk
V. Teoretyko-metodychni
pidkhody
shchodo
prohramuvannia
trenuvalnoho protsesu sportsmeniv u 263 IІ. Науковий напрям makrotsykli. Fizychna kultura, sport ta
zdorovia natsii: zb. nauk. pr. Vyp. 8(27). 2019. 145-156. 6. Костюкевич
В,
Щепотіна
Н,
Стасюк В. Теоретико-методичні
підходи
щодо
програмування
тренувального
процесу
спортсменів
у
макроциклі. Фізична
культура,
спорт
та
здоров’я нації: зб. наук. пр. Вип. 8(27). 2019. 145-156. 7. Kostiukevych V., Konnov S. Struktura
ta
zmist
trenuvalnoho
protsesu
vysokokvalifikovanykh khokeistiv na
travi u zmahalnomu periodi makrotsyklu
Fizychna kultura, sport ta zdorovia
natsii: zb. nauk. pr. Vyp. 14(33). 2022. 56-67. 7. Костюкевич
В.,
Коннов
С. Список літературних джерел Структура та зміст тренувального
процесу
висококваліфікованих
хокеїстів на траві у змагальному
періоді
макроциклу
Фізична
культура, спорт та здоров’я нації:
зб. наук. пр. Вип. 14(33). 2022. 56-
67. 8. Lysenchuk
HA. Upravlenye
podhotovkoi futbolystov: monohrafyia. Kyev: Olympyiskaia lyteratura, 2003. 271. 9. Platonov
VN. Peryodyzatsyia
sportyvnoi
trenyrovky. Obshchaia
teoryia y ee praktycheskoe prymenenye. Kyev: Olympyiskaia lyteratura, 2013. 624. 8. Лисенчук
Г.А. Управление
подготовкой
футболистов:
монография. Киев: Олимпийская
литература, 2003. 271. 10. Platonov
VN. Teoryia
peryodyzatsyy podhotovky sportsmenov
v
techenyy
hoda:
predposыlky,
formyrovanye,
krytyka. Nauka
v
olympyiskom sporte. 2008. 1. 3-23. 9. Платонов
В.Н. Периодизация
спортивной тренировки. Общая
теория
и
ее
практическое
применение. Киев: Олимпийская
литература, 2013. 624. 9. Платонов
В.Н. Периодизация
спортивной тренировки. Общая
теория
и
ее
практическое
применение. Киев: Олимпийская
литература, 2013. 624. 11. Platonov VM. Suchasna systema
sportyvnoho trenuvannia: pidruchnyk. Kyiv: Persha drukarnia, 2021. 672. 10. Платонов
В.Н. Теория
периодизации
подготовки
спортсменов в течение года:
предпосылки,
формирование,
критика. Наука в олимпийском
спорте. 2008. 1. 3-23. 12. Stasiuk II. Pobudova trenuvalnoho
protsesu
vysokokvalifikovanykh
hravtsiv u mini-futboli v richnomu tsykli
pidhotovky: avtoref. dys. ... kand. nauk
z fiz. vykhovannia i sportu: [spets.]
24.00.01 «Olimpiiskyi i profesiinyi
sport». Dnipropetrovsk, 2014. 20 s. 11. Платонов В.М. Сучасна система
спортивного
тренування:
підручник. Київ: Перша друкарня,
2021. 672. 11. Платонов В.М. Сучасна система
спортивного
тренування:
підручник. Київ: Перша друкарня,
2021. 672. 13. Shamardyn
VN. Tekhnolohyia
podhotovky futbolnoi komandы vыsshei
kvalyfykatsyy:
monohrafyia. Dnepropetrovsk:
«Innovatsiia»,2012. 352. 12. Стасюк
І.І. Побудова
тренувального
процесу
висококваліфікованих гравців у
міні-футболі в річному циклі
підготовки: автореф. дис. ... канд. наук з фіз. виховання і спорту:
[спец.] 24.00.01 «Олімпійський і
професійний
спорт». Дніпропетровськ, 2014. 20 с. 14. Bompa T., Hoff G. Periodization:
theory and methodology of training. Champaign IL: Human Kinetics. 2009,
Pp. 63-84. 15. Harre D. Principles of sport training. Berlin: Sportverlag, 1982. 231 p. 16. Kostiukevych V., Lazarenko N.,
Shchepotina N., Poseletska K., Stasiuk
V.,
Shynkaruk
O.,
Borysova
O.,
Denysova L., Potop V., Vozniuk T.,
Dmytrenko S., Kulchytskа I., Konnova
M., Iakovenko O. Programming of the
training process of qualified football
players in the competitive period of the
macrocycle. Journal
of
PhysicalEducation and Sport. 2019. Vol 13. Шамардин
В.Н. Технология
подготовки футбольной команды
высшей
квалификации:
монография. Днепропетровск:
«Інновація»,2012.352. 14. Bompa T., Hoff G. Periodization:
theory and methodology of training. Champaign IL: Human Kinetics. 2009, Pp. 63-84. 264 IІ. Науковий напрям 19 (6), Art 329, pp 2192 –2199,
DOI:10.7752/jpes.2019.s6329 19 (6), Art 329, pp 2192 –2199,
DOI:10.7752/jpes.2019.s6329 15. Harre D. DOI: 10.31652/2071-5285-2023-15(34)-253-265 Відомості про автора: Список літературних джерел Principles of sport training. Berlin: Sportverlag, 1982. 231 p. 17. Platonov V.M., Bulatova M.M. (2003). Prepasso Fisical. Rio de Janerio: Sprint. 338. 16. Kostiukevych V., Lazarenko N.,
Shchepotina N., Poseletska K.,
Stasiuk V., Shynkaruk O., Borysova
O., Denysova L., Potop V., Vozniuk
T., Dmytrenko S., Kulchytskа I.,
Konnova
M,
Iakovenko
O. Programming of the training process
of qualified football players in the
competitive
period
of
the
macrocycle. Journal
of
PhysicalEducation and Sport. 2019. Vol 19 (6), Art 329, pp 2192 –2199,
DOI:10.7752/jpes.2019.s6329 18. Shchepotina N., Kostiukevych V.,
Asauliuk I., Stasiuk V., Vozniuk T.,
Dmytrenko
S.,
Adamchuk
V. Management of training process of team
sports athletes during the competition
period on the basis of programming
(football-based). Teorìâ Ta Metodika
Fìzičnogo Vihovannâ. 2021. 21(2). P. 142–151. 19. Shephard RJ. Maxіsmal Oxygen intake. Endurance in Sports. Oxford. 1992. pp. 192-200. DOI:10.7752/jpes.2019.s6329 17. Platonov V.M., Bulatova M.M. (2003). Prepasso Fisical. Rio de
Janerio: Sprint. 338. 20. Vincent WI. Statistics in kinesiology. 3
rd ed. Champaign: Human Kinetics;
2005. 312 p. 18. Shchepotina N., Kostiukevych V.,
Asauliuk I., Stasiuk V., Vozniuk T.,
Dmytrenko
S.,
Adamchuk
V. Management of training process of
team sports athletes during the
competition period on the basis of
programming
(football-based). Teorìâ Ta Metodika Fìzičnogo
Vihovannâ. 2021. 21(2). P. 142–
151. 19. Shephard RJ. Maxіsmal Oxygen
intake. Endurance
in
Sports. Oxford. 1992. pp. 192-200. 20. Vincent
WI. Statistics
in
kinesiology. 3 rd ed. Champaign:
Human Kinetics; 2005. 312 p. Відомості про автора: Коннов С. Р.; orcid.org/0000-0002-2166-1735; konnovstas12345@gmail.com; Вінницький
державний педагогічний університет імені Михайла Коцюбинського, вул. Острозького
32, м. Вінниця, 21001, Україна. 265
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Exp Astron (2015) 40:501–522
DOI 10.1007/s10686-014-9401-6 Exp Astron (2015) 40:501–522
DOI 10.1007/s10686-014-9401-6 ORIGINAL ARTICLE M. Barbieri
Centro Interdipartimentale di Studi e Attivit`a Spaziali CISAS, Universit`a di Padova,
Via Venezia 15, 35131, Padova, Italy 1 Introduction The primary objective of space missions devoted to the characterization of extrasolar
planets, like the ESA M3 mission candidate Exoplanet Characterization Observatory
(EChO), is to accurately measure transmission spectra for extrasolar planets during
primary transits, and day-side spectra from secondary eclipses. An operating
wavelength range in the near infrared and mid infrared (respectively NIR and MIR
in the following) covers key absorption signatures from the molecular species CH4,
H2O, CO2 and CO, whose relative strengths scale with the abundances present
in the planetary atmosphere. Chemical modelling shows that these abundances are
particularly sensitive to the heavy-element content of the atmosphere (measured
through the C/H and O/H ratios), and the C/O ratio (see [34], for example). Determination of the atmospheric elemental abundances from the measured spectra
will provide important constraints on the formation, migration and enrichment
history of the observed extrasolar planets. Spectroscopic observations of extrasolar planets using Hubble Space Telescope
and Spitzer have already confirmed the existence of various elements and molecules
such as sodium, water, methane, and carbon dioxide in the atmospheres of
hot-Jupiters (e.g. [43, 46]). Recent observations of the transiting hot-Jupiter
Wasp-12b suggest an atmosphere abundant in CO and deficient in H2O, consistent
with an atmospheric C/O ratio >1, in contrast to the solar value C/O=0.54
[27]. Analysis of transmission and day-side spectra for the transiting 6.5 MEarth
super-Earth GJ 1214b suggest a metal-rich atmosphere (e.g. [3]), in agreement with
the general expectation that low mass planets will be well-endowed with heavy
elements. A similar conclusion has been reached for the hot-Neptune GJ 436b, whose
day-side spectrum lacks a clear signature of CH4 while displaying abundant CO and
CO2 [28]. The derived carbon chemistry mixing ratios are consistent with chemical
models that assume a heavy element abundance enhanced above solar by a factor >50
[34]. Although these and other data pertaining to extrasolar planetary atmospheres
are tantalising, uncertainties originating in the relatively low signal to noise ratio,
and low spectral resolution, mean that definitive conclusions concerning atmospheric
abundances cannot be made. These data are not accurate enough to discriminate
between different formation and migration scenarios for the observed planets. The spectral resolution and signal to noise ratio to be achieved by future space
NIR/MIR missions similar to EChO will dramatically improve the situation and allow
atmospheric compositions to be measured with unparalleled accuracy. The role of planetary formation and evolution
in shaping the composition of exoplanetary atmospheres already known about the factors influencing the composition of planetary atmo-
spheres, focusing on the case of gaseous giant planets, and what instead still need to
be investigated. Keywords Planetary formation · Migration · Atmospheres · Giant planets ·
Space missions · Extrasolar planets Keywords Planetary formation · Migration · Atmospheres · Giant planets ·
Space missions · Extrasolar planets The role of planetary formation and evolution
in shaping the composition of exoplanetary atmospheres D. Turrini ·R. P. Nelson·M. Barbieri Received: 20 January 2014 / Accepted: 12 June 2014 / Published online: 31 July 2014
© The Author(s) 2014. This article is published with open access at Springerlink.com Abstract Over the last twenty years, the search for extrasolar planets has revealed
the rich diversity of outcomes from the formation and evolution of planetary systems. In order to fully understand how these extrasolar planets came to be, however, the
orbital and physical data we possess are not enough, and they need to be comple-
mented with information about the composition of the exoplanets. Ground-based and
space-based observations provided the first data on the atmospheric composition of
a few extrasolar planets, but a larger and more detailed sample is required before we
can fully take advantage of it. The primary goal of a dedicated space mission like the
Exoplanet Characterization Observatory (EChO) proposal is to fill this gap and to
expand the limited data we possess by performing a systematic survey of extrasolar
planets. The full exploitation of the data that space-based and ground-based facilities
will provide in the near future, however, requires knowledge about the sources and
sinks of the chemical species and molecules that will be observed. Luckily, the
study of the past history of the Solar System provides several indications about the
effects of processes like migration, late accretion and secular impacts, and on the
time they occur in the life of planetary systems. In this work we will review what is D. Turrini ()
Istituto di Astrofisica e Planetologia Spaziali INAF-IAPS,
Via Fosso del Cavaliere 100, 00133, Rome, Italy
e-mail: diego.turrini@iaps.inaf.it R. P. Nelson
School of Physics and Astronomy, Queen Mary University of London,
Mile End Road, London, E1 4NS, U.K. R. P. Nelson
School of Physics and Astronomy, Queen Mary University of London,
Mile End Road, London, E1 4NS, U.K. M. Barbieri
Centro Interdipartimentale di Studi e Attivit`a Spaziali CISAS, Universit`a di Padova,
Via Venezia 15, 35131, Padova, Italy M. Barbieri
Centro Interdipartimentale di Studi e Attivit`a Spaziali CISAS, Universit`a di Padova,
Via Venezia 15, 35131, Padova, Italy 502 Exp Astron (2015) 40:501–522 already known about the factors influencing the composition of planetary atmo-
spheres, focusing on the case of gaseous giant planets, and what instead still need to
be investigated. 1 Introduction Combining
these data with estimates of planetary bulk compositions from accurate measure-
ments of their radii and masses will allow degeneracies associated with planetary Exp Astron (2015) 40:501–522 503 interior modelling to be broken (e.g. [1]), giving unique insight into the interior
structure and elemental abundances of these alien worlds. interior modelling to be broken (e.g. [1]), giving unique insight into the interior
structure and elemental abundances of these alien worlds. Understanding the link between the history of a planetary system and the atmos-
pheric composition of its planets, however, is not only a problem of increasing and
refining the sample of observational data. Also our comprehension of the formation
and evolution of planetary systems needs to be expanded, and different open issues
need to be addressed. The original view of the set of events and mechanisms involved
in planetary formation, in fact, was derived from observations of the Solar System
as it is today. The assumption derived from these observations was that planetary
formation is a local, orderly process that produces regular, well-spaced and, above all,
stable planetary systems and orbital configurations. However, with the discovery of
increasing numbers of extrasolar planetary systems through ground- and space-based
observations, it has become evident that planetary formation can result in a wide
range of outcomes, most of them not obviously consistent with the picture derived
from the observations of the Solar System. The orbital structure of the majority of the discovered planetary systems seems
to be strongly affected by planetary migration. This can arise through the exchange
of angular momentum with the circumstellar disk in which the forming planets
are embedded (see e.g. [5, 38], and references therein), and through the so-called
“Jumping Jupiters” mechanism [7, 29, 55], which invokes multiple planetary encoun-
ters with a chaotic exchange of angular momentum and energy between the bodies
involved. Each of these migration mechanisms has different implications for the
chemical make-up of the planetary atmosphere, as migration through a disk allows
the planet to accrete from regions with varying chemical abundances. This is
not true for hot Jupiters reaching their present orbital location through planetary
scattering. 1 Introduction The growing body of evidence that dynamical and collisional processes, often
chaotic and violent, can dramatically influence the evolution of young planetary
systems gave rise to the idea that our Solar System could have undergone the same
kind of evolution and represent a “lucky” case in which the end result was a stable
and regular planetary system. As we will discuss shortly, different attempts at
modelling have been performed on this regard, but in the context of NIR/MIR
observations the underlying and important idea is that the processes shaping the
formation and evolution of planetary systems are general. As a consequence, on one
hand there are lessons that can be drawn from the Solar System and used to shed
light on the link between the history of a planetary system and the atmospheric
composition of its giant planets. On the other hand, the insight that will be provided
by future NIR/MIR space missions similar to EChO will prove invaluable to improve
our understanding of our own Solar System and of the processes that made it a
favourable environment for the rise of life. If we follow the description of the history of the Solar System by [11] and we
generalize it, the life of planetary systems can be viewed as composed by three
different phases (circumstellar disk, protoplanetary disk, fully formed planetary
system), each characterized by different physical processes and different durations. This schematic view of the evolution of planetary systems is summarized in Fig. 1
(adapted and expanded from [11]), where we report the main events that can take 504 Exp Astron (2015) 40:501–522 Fig. 1 Timeline of the history of a generic planetary system following the division in three phases
proposed by [11]. The events marking the transition between the different phases are in bold characters Fig. 1 Timeline of the history of a generic planetary system following the division in three phases
proposed by [11]. The events marking the transition between the different phases are in bold characters place across the different phases. Giant planets must form during the circumstellar
disk phase, since the gaseous component of the disk is required to provide the
material for both the massive envelopes of Jupiter-like planets and the limited ones
of Neptune-like planets. 1 Introduction Given that the processes that give rise to super-Earths are
plausibly the same producing the cores of giant planets, also super-Earths can in
principle complete their formation already during the circumstellar disk phase. Based
on the case of the Solar System, terrestrial planets should instead complete their
accretion after the dispersal of the gaseous component of the circumstellar disks. In the following we will not discuss the details of the mechanisms governing
planetary formation: interested readers can find updated reviews on the formation
of the terrestrial planets in [41] and [33], on the formation of the giant planets in
[12], and on the subject of planetary migration in [38] and [5]. We will instead focus
the discussion on the processes and events affecting the atmospheric composition of
the giant planets, as they are the major players in shaping the evolution of planetary
systems and they constitute the largest fraction of the targets that will be observed by
future NIR/MIR instruments . 2 Planetary formation and composition The EChO mission proposal aimed to target super-Earths, Neptune-like and Jupiter-
like exoplanets on relatively short period orbits. These broad classes of planets
are all expected to have very different formation and migration histories that will
be imprinted on their atmospheric and bulk chemical signatures. Within each of
these planet taxonomic classes, the stochastic nature of planetary formation will be
reflected in significant variations in the measured abundances, providing important
information about the diverse formation and migration pathways experienced by
planets that are members of the same broad class. Reconstructing formation histories Exp Astron (2015) 40:501–522 505 from spectral measurements presents a challenging inversion problem, but can
nonetheless provide very useful constraints, as we detail below. from spectral measurements presents a challenging inversion problem, but can
nonetheless provide very useful constraints, as we detail below. Formation processes and migration influence a planet’s composition in numerous
ways. For example, we clearly expect gas giant planet formation via gravitational
instability to result in very different bulk compositions and atmospheric abundances
compared with planets that form through core accretion. In general one may expect
planets formed via the former process to reflect the bulk composition of the nascent
circumstellar disk, whereas planets formed through core accretion can display a range
of abundance ratios that depend on the relative accretion rates for planetesimals and
gas (see Fig. 2). Gas giant planets are expected to have atmospheric compositions
very different from the presumably heavy element-rich atmospheres of super-Earths,
if the examples of Uranus and Neptune in our Solar System provide a useful guide. Very little research has been done on this important question, mainly because the
large uncertainties in current measurements of elemental abundances provide little in
the way of discrimination between different models and scenarios. Future NIR/MIR
missions similar to EChO will change this, stimulating in-depth analyses of the link
between formation, migration, and post-formation enrichment. In the absence of
existing detailed model results, we outline a number of different simplified formation
and migration scenarios to illustrate how diverse atmospheric elemental abundances
can arise. Formation of gas giants through gravitational instability during the earliest phases
of a circumstellar disk evolution will lead initially to atmospheric abundances that are
essentially the same as the central star’s (see Fig. 2). Recent studies show that rapid
inward migration of planets formed in this way occurs on time scales ∼103 yr (e.g. 2 Planetary formation and composition [2,
60]), too short for significant dust growth or planetesimal formation to arise between
formation and significant migration occurring. As such, migration and accompany-
ing gas accretion should maintain the initial planetary abundances. As we describe
later, post-formation enrichment may occur through bombardment from neighbour-
ing planetesimals or long-period star-grazing comets, but this enrichment will occur
in an atmosphere with abundances that are essentially equal to the stellar values and
will take place at a time in which the population of planetesimals is reduced with
respect to its initial value. In its simplest form, the core accretion model of planet formation begins with
the growth and settling of dust grains, followed by the formation of planetesimals
that accrete to form a planetary core. Growth of the core to a mass in excess of
a few Earth masses allows settling of a significant gaseous atmosphere from the Formation by gravitational
instability
Formation by gravitational
instability
Planet is characterized by solar
bulk composition
Planet is characterized by solar
bulk composition
Formation by nucleated instability
Formation by nucleated instability
Planet is characterized by over-
abundances in high-Z elements
Planet is characterized by over-
abundances in high-Z elements
Fig. 2 Post-formation composition of a giant planet based on its formation process Formation by nucleated instability
Formation by nucleated instability
Planet is characterized by over-
abundances in high-Z elements
Planet is characterized by over-
abundances in high-Z elements Formation by nucleated instability
Formation by nucleated instability Formation by gravitational
instability
Formation by gravitational
instability Planet is characterized by over-
abundances in high-Z elements
Planet is characterized by over-
abundances in high-Z elements Planet is characterized by solar
bulk composition
Planet is characterized by solar
bulk composition Planet is characterized by over-
abundances in high-Z elements
Planet is characterized by over-
abundances in high-Z elements Fig. 2 Post-formation composition of a giant planet based on its formation proces Fig. 2 Post-formation composition of a giant planet based on its formation process 506 Exp Astron (2015) 40:501–522 surrounding nebula. Halting growth at this point results in a super-Earth or
Neptune-like planet. Continued growth through accretion of planetesimals and gas
can lead to runaway gas accretion, forming a Jupiter-like gas giant. 2 Planetary formation and composition 3 Locations of the ice-lines and their influence on the C/O ratios for the gas and solids (adapted
from [37]) 507 Exp Astron (2015) 40:501–522 Various formation scenarios for gas giant planets are now assumed, based on Figs. 2
and 3, and their implications for the atmospheric C/O value are calculated. Various formation scenarios for gas giant planets are now assumed, based on Figs. 2
and 3, and their implications for the atmospheric C/O value are calculated. Scenario 1: A solid core forms at 5 au, undergoes type I migration inward, and only
starts to accrete gas once it has moved interior to the H2O ice-line. Gas accretion
is not accompanied by any accretion of solids, leading to an atmospheric C/O ratio
∼0.6. Such a scenario may apply when an earlier episode of planetary formation has
occurred in the disc interior to 5 au, depleting the planetesimals that were orbiting
there. Scenario 2: This is identical to scenario 1, except that gas accretion interior to the
H2O ice-line is accompanied by accretion of solids, such that the C and O abundances
of the accreted material equals the solar value. The atmospheric C/O ratio is ∼0.54. Here the inner disc would not have experienced an earlier episode of planet forma-
tion, so planetesimals are available for accretion by the migrating giant as it migrates
into this region and accretes gas. Scenario 3: A solid core forms at 5 au and accretes gas exterior to the H2O ice-line
while migrating inward, without accreting any solids. Before crossing the H2O
ice-line the planet opens a deep gap that prevents further accretion. The planet
continues to migrate inward. The final C/O ratio is ∼0.86. In this scenario, the core
of the giant planet must grow quickly as it forms at 5 au, allowing it to reach the
critical core mass prior to migrating. Rapid gas accretion can then occur prior to gap
formation and migration through the H2O ice-line. Scenario 4: A solid core forms at 15 au and accretes gas but no further solids
from beyond the CO2 ice-line before forming a deep gap that prevents further gas
accretion. The planet migrates inward to form a hot Jupiter and the final atmospheric
C/O ratio is ∼1. In this scenario, the solid core of the planet needs to form and
initiate gas accretion at quite large radius from the star. 2 Planetary formation and composition A key issue
for determining the atmospheric abundances of a forming planet is the presence of
ice-lines at various distances from the central star, where volatiles such as water,
carbon dioxide and carbon monoxide freeze-out onto grains and are incorporated into
planetesimals. Considering a typical protoplanetary disk orbiting a solar-type star,
Fig. 3 shows that a H2O ice-line is expected at ∼2 au, a CO2 ice-line at ~10 au, and a
CO ice-line at ∼40 au. The atmospheric abundances of a planet during formation will
therefore depend on where it forms and the ratio of gas to solids accreted at late times
(see Fig. 3). We recall that the EChO mission proposal focused on the study of planets
with relatively short orbital periods, and these must have undergone large scale
migration during their evolution: the inner regions of circumstellar disks contain
too little solid material for in situ formation of planetary systems similar to those
discovered by the Kepler mission (e.g. [26]) and radial velocity surveys (e.g. [31]). The final C/O ratio of the planet will therefore depend on how it accretes as it
migrates through the disk. For the purpose of illustration, we now consider a number of highly simplified
planetary accretion and migration scenarios and their influence on the atmospheric
C/O ratio, which a space mission similar to EChO would measure for tens of giant
planets (see [14] and, specifically, the “Origins” observational tier of EChO). The
circumstellar disk is assumed to be of solar abundance, giving rise to an overall C/O
ratio ∼0.54, as shown in Fig. 3. Interior to the H2O ice-line, carbon- and silicate-
rich grains are condensed, leading to an increase of the gas-phase C/O ∼0.6 (due to
the slight overabundance of oxygen relative to carbon in these refractory species). Water condenses between the H2O and CO2 ice-lines, increasing the gas-phase C/O
∼0.85 through removal of oxygen into the frozen-out H2O, and decreasing the solid
phase C/O ∼0.26. Between the CO2 and CO ice-lines the CO2 freezes out, increasing
the gas phase C/O ∼1 and moderately increasing the solid phase C/O ratio ∼0.31. Fig. 3 Locations of the ice-lines and their influence on the C/O ratios for the gas and solids (adapted
from [37]) Fig. 2 Planetary formation and composition This may occur if planetary
cores can migrate outward because of the strong influence of corotation torques, as
considered by [39] and [20]. Rapid gas accretion leading to a gap-opening planet is
likely to require the formation of a massive core out at 15 au. Scenario 5: A solid core forms at 15 au, migrates inward, and accretes equal
amounts of gas from the region outside the CO2 ice-line, the region between the H2O
and CO2 ice-lines, and the region interior the H2O ice-line. No solids are accreted. The final atmospheric C/O ratio is ∼0.77. This scenario can arise if outward migra-
tion of planetary cores occurs, as described for scenario 4, but gas accretion occurs
more gradually as the planet migrates inward. Here the core mass is likely to be
smaller than in scenario 4, and/or the opacity of the gaseous envelope will be higher,
leading to slower gas accretion. Scenario 6: A solid core forms at 15 au, migrates inward and accretes gas as in
scenario 5, but also accretes 10 % of its atmosphere in the form of solids as it
migrates. The final atmospheric C/O ratio is ∼0.73. The scenario arises when the 508 Exp Astron (2015) 40:501–522 conditions for scenario 5 are satisfied, and the inner disc regions retain a population
of planetesimals that can be accreted by an incoming, migrating giant planet. All of the above scenarios assume gas-dominated accretion and lead to solar or
super-solar atmosphere C/O ratios because of the tendency of O-rich compounds to
freeze-out at higher temperatures. Sub-solar values of the C/O ratio can be obtained
through substantial accretion of silicate-rich planetesimals as the planet migrates
interior to the H2O ice-line. These examples simply serve to illustrate that a variety
of formation, migration and accretion scenarios can lead to a broad distribution of
C/O ratios. The final C/O value correlates with where and how the planet forms and
migrates in a predictable manner, but this final value is not unique for all scenarios. Detailed predictions of the expected diversity of C/O ratios in planetary atmospheres
require planetary formation models to be computed that account for the evolving
chemistry of the protoplanetary disk and the chemical abundances of the accreted
material. Finally, we note that gas disk-driven migration is only one plausible mechanism
by which planets may migrate. 2 Planetary formation and composition As discussed previously, the large eccentricities (and
obliquities) of the extrasolar planet population suggest that planet-planet gravitational
scattering (“Jumping Jupiters”) may be important (e.g. [7, 29, 55]), and this is likely
to occur toward the end of the gas disk lifetime when its ability to damp orbital eccen-
tricities is diminished. When combined with tidal interaction with the central star,
planet-planet scattering onto highly eccentric orbits can form short-period planets
that have not migrated toward the central star while accreting from the circumstellar
disk. These planets are likely to show chemical signatures that reflect this alternative
formation history, being composed of higher volatile fractions if they form exterior
to the H2O ice-line. 3 Post-formation evolution, late accretion and protoplanetary disks Immediately after (~105 years) they form, giant planets trigger a phase of intense
remixing of solid material in the protoplanetary disk in which they are embedded
[11, 42, 49, 50, 56, 57], which manifest as a bombardment on the other planetary
bodies populating the forming system. In the Solar System this event has been named
the Jovian Early Bombardment [11, 48–51] as Jupiter was likely the first planet to
form [11, 42]. As a new phase of remixing and bombardment, likely of decreasing
intensity, will be triggered by the formation of each giant planet in a planetary system
hosting more than one, a more general name for this class of events is the Primordial
Heavy Bombardments [11]. The duration of the phase of bombardment and remixing
triggered by the formation of Jupiter in the Solar System was estimated to be of about
0.5–1 Ma [49, 50, 56]. The bombardment is caused by the interplay between the
gravitational scattering of planetesimals near-by the newly formed giant planet and
the appearance of the orbital resonances in regions farther away [42, 48–51, 56, 57]. From the point of view of future NIR/MIR observations by space missions simi-
lar to EChO, the most important effect of this class of events is the reshuffling of the
solid material present in the circumstellar disks: volatile-rich objects from beyond
the H2O ice-line are injected into the inner, volatile-depleted regions of the disk Exp Astron (2015) 40:501–522 509 Fig. 4 Orbital distribution of the Solar Nebula 2×105 years after the beginning of the accretion of the
nebular gas by Jupiter in the simulations performed by [50]. Planetesimals that formed between 2 au and
4 au are indicated in red, those that formed between 4 au and 7 au in light blue and those that between
7 au and 10 au in dark blue. The open circle is the position of Jupiter at the beginning of the gas accretion
phase, the filled one is the position of Jupiter once fully formed Fig. 4 Orbital distribution of the Solar Nebula 2×105 years after the beginning of the accretion of the
nebular gas by Jupiter in the simulations performed by [50]. Planetesimals that formed between 2 au and
4 au are indicated in red, those that formed between 4 au and 7 au in light blue and those that between
7 au and 10 au in dark blue. 3 Post-formation evolution, late accretion and protoplanetary disks standing on its initial orbit, hereafter labelled
as the no migration case), •
the giant planet not migrating (i.e. standing on its initial orbit, hereafter labelled
as the no migration case), •
the giant planet migrating to a semimajor axis of 0.7 AU with an e-folding time
of 5×103 years (i.e. 99.4 % of the migration is completed in 2.5×104 years,
hereafter labelled as the fast migration case), and •
the giant planet migrating to a semimajor axis of 0.7 AU with an e-folding time
of 5×103 years (i.e. 99.4 % of the migration is completed in 2.5×104 years,
hereafter labelled as the fast migration case), and •
the giant planet migrating to a semimajor axis of 0.7 AU with an e-folding time
of 3×104 years (i.e. 99.4 % of the migration is completed in 1.5×105 years,
hereafter labelled as the slow migration case). Migration, when occurring, always starts after 104 years from the beginning of the
simulations. The migration scheme is implemented following [19]. As shown in
Fig. 5, about 33 % to 50 % of the impacting particles are accreted by the giant planet
extremely quickly in the first 104 years. Then, if the giant planet migrates, the late
accretion phase slows down significantly for the first 2 e-folding times (i.e. the faster
part of the migration, while the giant planet completes about 86 % of its displace-
ment). Accretion starts again across the next 3 e-folding times (i.e. the slowest part
of the migration, while the giant planet completes about 13 % of its displacement). If
the giant planet does not migrate, the late accretion extends over about 5×105 years. Accretion in the no migration case is the most efficient, with the giant planet cap-
turing about 4.8 % of the solid material in the circumstellar disk. The slow migration
is more efficient accretion-wise than the fast migration case, with 3.8 % vs 3.3 % of
the solid material of the disk captured by the giant planet. Assuming the disk is analo-
gous to the Minimum Mass Solar Nebula and has a surface density profile governed
by the relationship σ = 2700 r−3/2 g cm−2 [10] where r is the orbital distance in au,
the mass of the disk we considered would be about 27.5 M⊕(where the symbol M⊕
indicates the mass of the Earth). 3 Post-formation evolution, late accretion and protoplanetary disks The open circle is the position of Jupiter at the beginning of the gas accretion
phase, the filled one is the position of Jupiter once fully formed while rocky, metal-rich bodies are transferred from the latter to the former. The net
effect is a change in the rock-ice, metal-ice and likely of the H2O-CO2 ice ratios in the
different regions of the circumstellar disks, as can be seen by comparing Figs. 3 and
4. During this phase of remixing, the orbital regions of the giant planets are crossed
by these fluxes of planetesimals and a fraction of the migrating material is captured
by the giant planets themselves, as already pointed out by [56] for the case of Jupiter,
thus enriching their atmospheric composition in high-Z elements. To illustrate the effects of these events and the implications for the interpretation
of NIR/MIR observations, we will take advantage of the following toy model. We consider a Jupiter-sized giant planet embedded into a disk of massless particles
representing the circumstellar disk. Dynamical friction between the bodies popu-
lating the circumstellar disk and the effects of gas drag are ignored for simplicity. The giant planet is initially on a planar (i = 0◦) and circular (e = 0) orbit with
the semimajor axis of Jupiter (a = 5.2 au). The massless particles are distributed
between 1 and 10 au, leaving empty the region between 4.7 and 5.7 au to simu-
late the gap created by the formation of the giant planet. The massless particles
initially have eccentricities randomly distributed between 0 and 0.1 [54] and inclina-
tions randomly distributed between 0◦and 1.7◦[50]. The H2O ice-line is assumed
to be at 4.0 AU and the massless particles are divided into compositional classes
according to their semimajor axes. Using the Solar System as a template, bodies
inside 3 AU are considered composed of a mixture of rocks and metals analo-
gous to ordinary chondrites. Bodies in the region between 3.0 AU and 4.0 AU are
assumed transitional bodies depleted in metallic iron (most iron is in oxydized form)
and enriched in carbon and water similarly to the carbonaceous chondrites. Finally,
bodies from beyond 4.0 AU are assumed to be volatile-rich bodies similar to the
comets. Exp Astron (2015) 40:501–522 510 We consider three scenarios: •
the giant planet not migrating (i.e. 3 Post-formation evolution, late accretion and protoplanetary disks Assuming that the giant planet had a core of 5 M⊕,
this leaves a total of 22.5 M⊕in the massless particles. The accreted masses would
then translate in 1.1 M⊕(no migration scenario), 0.86 M⊕(slow migration scenario)
and 0.75 M⊕(fast migration scenario). Fig. 5 Number of impacts on the giant planet as a function of time in the three scenarios considered. The
vertical dashed line marks the beginning of the planetary migration in those scenario where it is present. The initial number of massless particles is 20000 Fig. 5 Number of impacts on the giant planet as a function of time in the three scenarios considered. The
vertical dashed line marks the beginning of the planetary migration in those scenario where it is present. The initial number of massless particles is 20000 511 Exp Astron (2015) 40:501–522 As the dynamical and physical model underlying this toy model is quite simplis-
tic, these numbers should be regarded just as more detailed back-of-the-envelope
calculations. Yet, they provide a first indication of the effects of the post-formation
accretion. While the overall accretion efficiency varies between the three scenarios,
Fig. 6 shows that the relative importance of the different source regions in the cir-
cumstellar disk varies little. This means that a newly formed giant planet can quickly
accrete solid material from a vast feeding zone characterized by different composi-
tions of the planetesimals. About 40 % of the accreted bodies originate from the inner
(1 – 4 AU) region of the protoplanetary disk. (
)
g
p
p
y
If we use water and the most abundant elements (Si, C, N, S, Fe) as tracers of
the composition of the accreted bodies, bodies originating between 1 – 3 AU would
be composed (values derived from [22]) by Si (∼19 wt %), Fe (∼25 wt %), C (0.5
wt %), and S (1.8 wt %). Bodies coming from the 3 – 4 AU transition region would be
composed (values derived from Jarosewich 1990) by Si (∼14 wt %), Fe (∼25 wt %),
C (∼2 wt %), S (1.8 wt %), and H2O (∼10 wt %). 3 Post-formation evolution, late accretion and protoplanetary disks ∼20 % of the planetary mass, [18]) of initial solar composition in a homoge-
nous way, so that the atmospheric composition is the same as that of the molecular
shell. As a first approximation, we will ignore the effects of the chemistry induced
by the temperature and pressure profiles of the atmosphere (e.g. if C is in the form
of CO/CO2 it will reduce the amount of O available to form H2O, while the same
is not true if C is in the form of CH4). As can be seen by comparing the values
reported in Table 1 with the sensitivity of the three observational tiers of EChO (in
order of increasing sensitivity: “Chemical Census”, “Origins” and “Rosetta Stones”;
[14]), a space mission similar to EChO would be capable of detecting the species
associated to the elements reported in Table 1 already in its lowest sensitivity tier
(i.e. the “Chemical Census”, [14]). It is worth noting that, in principle, the sensitivity
of the “Chemical Census” tier would be enough to detected enrichments respect to
stellar abundances and to discriminate, for two otherwise similar planets, which one
underwent migration and which one formed in situ: this indicates that a mission like
EChO could provide us with a first look into the dynamical histories of hundreds
of exoplanets during its operational lifetime. The intermediate sensitivity tier, the
“Origins” tier [14], could then allow to study in more detail the past orbital evolution
of tens of exoplanets. Primordial Heavy Bombardment, in Table 1 we show the final mixing ratios for a
Jupiter-like planet in the no migration scenario and the differences between the mix-
ing ratios in the no migration, fast migration and slow migration scenarios and, as a
reference, the differences between the no migration scenario and solar abundances
(data from [21]) using the previously reported compositions of the planetesimals. The accreted mass is assumed to be distributed into a molecular shell of 5000 km
(i.e. ∼20 % of the planetary mass, [18]) of initial solar composition in a homoge-
nous way, so that the atmospheric composition is the same as that of the molecular
shell. As a first approximation, we will ignore the effects of the chemistry induced
by the temperature and pressure profiles of the atmosphere (e.g. 3 Post-formation evolution, late accretion and protoplanetary disks Finally, half the mass of those
bodies originating beyond the H2O ice-line (4 – 10 AU) will be assumed to have
the same refractory-rich composition of carbonaceous chondrites, while the volatile-
rich half of their mass will be mostly composed by H2O (∼74 wt %), C-bearing
molecules (∼24 wt %), N-bearing molecules (∼0.7 %), and S-bearing molecules
(∼1.2 wt %), where the wt % ratios are estimated from the abundances reported
by [35]. Because of the condensation sequence of the different elements and chem-
ical species in the protoplanetary disk [25], therefore, the post-formation accretion
phase would bring to the giant planet high-Z materials with relative abundances
of the different elements that are highly non-solar. As a consequence, the effects
of this process should reflect into the C/O, S/O, N/O ratios and (possibly) in the
content of silicates and metals in the atmospheres of the giant planets. Metals and sil-
icates, however, had been observed by the Galileo spacecraft after the impact of the
comet Shoemaker-Levy 9 on Jupiter only for a limited time [44], which could imply
that they are removed efficiently (i.e. in a matter of months) from the observable
regions of the atmosphere of a giant planet in contrast to water, for example (see also
Section 4). As an example of the observable effects of late accretion during the Fig. 6 Fractions of the capture particles coming from the different regions of the disk of massless particles
(red for the no migration scenario, green and blue for the fast and slow migration scenarios respectively) Fig. 6 Fractions of the capture particles coming from the different regions of the disk of massless particles
(red for the no migration scenario, green and blue for the fast and slow migration scenarios respectively) 512 Exp Astron (2015) 40:501–522 Primordial Heavy Bombardment, in Table 1 we show the final mixing ratios for a
Jupiter-like planet in the no migration scenario and the differences between the mix-
ing ratios in the no migration, fast migration and slow migration scenarios and, as a
reference, the differences between the no migration scenario and solar abundances
(data from [21]) using the previously reported compositions of the planetesimals. The accreted mass is assumed to be distributed into a molecular shell of 5000 km
(i.e. 3 Post-formation evolution, late accretion and protoplanetary disks if C is in the form
of CO/CO2 it will reduce the amount of O available to form H2O, while the same
is not true if C is in the form of CH4). As can be seen by comparing the values
reported in Table 1 with the sensitivity of the three observational tiers of EChO (in
order of increasing sensitivity: “Chemical Census”, “Origins” and “Rosetta Stones”;
[14]), a space mission similar to EChO would be capable of detecting the species
associated to the elements reported in Table 1 already in its lowest sensitivity tier
(i.e. the “Chemical Census”, [14]). It is worth noting that, in principle, the sensitivity
of the “Chemical Census” tier would be enough to detected enrichments respect to
stellar abundances and to discriminate, for two otherwise similar planets, which one
underwent migration and which one formed in situ: this indicates that a mission like
EChO could provide us with a first look into the dynamical histories of hundreds
of exoplanets during its operational lifetime. The intermediate sensitivity tier, the
“Origins” tier [14], could then allow to study in more detail the past orbital evolution
of tens of exoplanets. As mentioned above, the reshuffling process started by the Primordial Heavy
Bombardment has a duration of about 1 Ma. At its end, however, it transitions (in the
classical scenario for the formation of the Solar System) into a longer phase of reshuf-
fling and dynamical clearing where the planetary embryos in the protoplanetary disk Table 1 Mixing ratios of a Jupiter-like planet in the no migration scenario and differences in the mixing
ratios between the no migration. Fast migration and slow migration scenarios and between the no migration
scenario and solar abundances (data from [21]), where the captured mass is homogeneously mixed into a
5000 km thick outer molecular shell of initial solar composition Table 1 Mixing ratios of a Jupiter-like planet in the no migration scenario and differences in the mixing
ratios between the no migration. Fast migration and slow migration scenarios and between the no migration
scenario and solar abundances (data from [21]), where the captured mass is homogeneously mixed into a
5000 km thick outer molecular shell of initial solar composition Table 1 Mixing ratios of a Jupiter-like planet in the no migration scenario and differences in the mixing
ratios between the no migration. 3 Post-formation evolution, late accretion and protoplanetary disks The best estimate to date is the one done by [16], who assessed
the capture efficiency of the four giant planets during the 100 Ma following their
formation. The work of [16] was based on a simplified model similar to the toy model
we used to illustrate the effects of the Primordial Bombardment. The disk of massless
particles extended from 4 AU to 35 AU and planetary embryos were not included in
the simulations. The cumulative capture efficiency of the four giant planets was found
to be about 4 %, i.e. of the same level as the one found with our toy model for Jupiter
alone. It would therefore appear that the combined perturbations of the giant planets,
once they are all present in the planetary system, and the effects of concurrent
accretion make late accretion very inefficient after the first few Ma (ejection from
the planetary system is favoured). This is confirmed also by [16], who in a second
set of simulations show that the accretion efficiency of Jupiter alone could rise up to
7–8 % in a disk extending between 4 AU and 13 AU, so twice as much as that of the
four giant planets cumulatively. Extensive migration of the giant planets, both due to the interaction with the disk
or to planet-planet scattering (i.e. the Jumping Jupiter mechanism, [7, 29, 55]) can
supply an alternate evolutionary path to the previously described picture derived from
the Solar System. The dynamical effects of the migrating planet on the protoplanetary
disk would replace the slow erosion due to the interplay between planetary embryos
and orbital resonances with the giant planets, but the end result would be analogous:
the reshuffling of material from different regions of the protoplanetary disk and the
depletion of the population of planetesimals with a consequence capture of part of the
removed population by the giant planets. As our toy model shows for a very simple
configuration of the planetary system, the migrating giant planet would still capture
material from a wide range of orbital distances. Another, more complex example is
constituted by the so-called “Grand Tack” scenario [52, 53], where the four giant
planets of the Solar System are suggested to have migrated inward, then outward and
to get locked in the resonant configuration they were suggested to be before the Late
Heavy Bombardment [24]. 3 Post-formation evolution, late accretion and protoplanetary disks Fast migration and slow migration scenarios and between the no migration
scenario and solar abundances (data from [21]), where the captured mass is homogeneously mixed into a
5000 km thick outer molecular shell of initial solar composition Table 1 Mixing ratios of a Jupiter-like planet in the no migration scenario and differences in the mixing
ratios between the no migration. Fast migration and slow migration scenarios and between the no migration
scenario and solar abundances (data from [21]), where the captured mass is homogeneously mixed into a
5000 km thick outer molecular shell of initial solar composition No migration
No migration
No migration
Slow
Element/
No migration
vs Solar
vs Fast
vs Slow
Migration vs
molecule
Mixing ratios
Abundances
Migration
Migration
Fast migration
Fe
7.7 × 10−3
6.6 × 10−3
7.5 × 10−4
5.3 × 10−4
2.2 × 10−4
Si
2.2 × 10−3
1.5 × 10−4
4.8 × 10−4
3.4 × 10−4
1.3 × 10−4
C
2.6 × 10−3
4.7 × 10−4
1.5 × 10−4
9.8 × 10−5
5.0 × 10−4
N
6.6 × 10−4
4.2 × 10−5
1.3 × 10−5
8.7 × 10−6
4.5 × 10−4
S
8.3 × 10−4
4.9 × 10−4
6.6 × 10−5
4.6 × 10−5
2.0 × 10−4
H2O
9.0 × 10−3
5.4 × 10−3
1.2 × 10−3
7.6 × 10−4
4.0 × 10−4 Exp Astron (2015) 40:501–522 513 scatter planetesimals inside the now-depleted locations of the orbital resonances with
the giant planets. This phase has been studied, in the Solar System, to investigate
the mass depletion of the asteroid belt [6, 36, 40, 58]. During this phase, the pop-
ulation of planetesimals in the affected regions decays exponentially, decreasing by
about two orders of magnitude in about 100 Ma (see e.g. [36]. Across these 100
Ma the giant planets continues to capture part of the solid material that is expelled
by the resonances: in principle, this process could possibly be even more efficient
in the case of giant planets on inner orbits (e.g. less than 1 AU) if they did not
completely dispersed the planetary bodies populating the regions they crossed while
migrating. Limited data are currently available on the implications of the phase of dynamical
clearing for the composition of the giant planets taking into account the role of
planetary embryos. 3 Post-formation evolution, late accretion and protoplanetary disks During their extensive migration, the giant planets would
scatter and redistribute the primordial planetesimals in the Solar System and likely
capture a fraction of them. While it has been argued that this scenario has a low prob-
ability of reproducing the actual configuration of the Solar System [13], the richness
of orbital configurations of the known extrasolar planets can imply that several of the 514 Exp Astron (2015) 40:501–522 other planetary systems differing from our Solar System can be the outcome of the
“failed” cases of this kind of evolutionary path. The results of [16] on the concurrent
accretion and of our toy model for the accretion efficiency of migrating planets sug-
gest, however, that in such a scenario the fraction of captured material (i.e. the late
accretion) would be low. A Jumping Jupiters evolution can also take place at a later time as has been
hypothesized in the case of the Solar System by the so-called Nice Model [15, 32,
47]. The Nice Model is a Jumping Jupiter scenario formulated to link the event known
as the Late Heavy Bombardment [45], assumed to have occurred about 600–800 Ma
after the formation of the Solar System (see Fig. 1) to a migration event involving
all the giant planets. In the Nice Model, the giant planets of the Solar System are
postulated to have been initially located on a more compact orbital configuration than
their present one and to interact with a massive primordial trans-neptunian region. The gravitational perturbations among the giant planets are initially mitigated by the
trans-neptunian disk, whose population in turn is eroded. Once the trans-neptunian
disk becomes unable to mitigate the effects of the interactions among the giant
planets, the orbits of the latter become excited and a series of close encounters takes
place. The end result of the Jumping Jupiters mechanism in the Nice Model is a
small inward migration of Jupiter and marked outward migration of Saturn, Uranus
and Neptune [24, 47]. Due to the late time at which this migration and the associated
bombardment take place and the depletion previously occurred in the population of
planetesimals, however, the amount of solid material captured by the giant planets
across the Late Heavy Bombardment would be limited. [30] estimated that the
accreted material would amount to 0.15 M⊕for Jupiter, 0.08 M⊕for Saturn and
∼0.05 M⊕for Uranus and Neptune. 3 Post-formation evolution, late accretion and protoplanetary disks In the case of Jupiter, the material accreted
during such a late event would be about an order of magnitude lower than the one
accreted immediately after its formation. These results collectively seem to indicate that the late accretion phase can in
principle extend over a long temporal interval (500 Ma – 1 Ga) but that the magnitude
of its effects decreases quickly with time, so that the main role is played by the first
few Ma after the formation of a giant planet. Late accretion then turns into a slow,
secular contamination process whose temporary effects, however, can have implica-
tions for future NIR/MIR observations and their interpretation, as will be illustrated
in the next section. 4 Secular contamination of planetary atmospheres Once they complete the most active and violent phases of their evolution, planetary
systems enter a stationary phase governed by secular processes. During this phase,
the main processes affecting the atmospheric composition of the planets are impacts,
atmospheric chemistry and, in the case of short-period planets, the stellar radiation
and wind. Impacts, in particular, allow the transfer of material between different
planetary bodies and between different orbital regions, continuing the remixing
process that acted across the early phases of the evolution of the planetary system but
at a much lower rate. An example of this process in the Solar System is represented 515 Exp Astron (2015) 40:501–522 by the flux of comets impacting Jupiter, the most famous (and studied) of which
is the impact of comet Shoemaker-Levy 9 (SL9 in the following) in 1994. Across
the last 17 years the giant planet has been hit by five impactors: SL9 itself in 1994
(∼5 km in diameter), then a sub-km impactor in 2009 (∼10 m in diameter), two in
2010 (∼500 m in diameter the first and undetermined the second) and one in 2012
(<10 m in diameter). A sixth impact of a meteoroid was observed by Voyager 1 in
1979 (estimated mass of 11 kg, i.e. ∼10 cm in diameter, [9]). It must be stressed that
these impact rates do not represent the real flux on Jupiter, but they are more likely a
reflection of the observational coverage of the giant planet. g
g
p
Recent results from the Herschel mission [4] indicate that the spatially-resolved
distribution of stratospheric water for Jupiter cannot be explained by local processes
or a steady state flux of interplanetary dust particles, and are instead a reflection of
the impact of comet SL9. In particular, about 95 % of the stratospheric water con-
tent of the giant planet as been reported to be due to this cometary impact. Similar
but non-spatially resolved results were previously obtained for both water, CO and
CO2, supporting the case for an external source for these molecules as the thermal
and pressure profiles in the atmosphere of Jupiter create a transport barrier between
troposphere and stratosphere (see [4] and reference therein), where water is expected
to condense. The mixing ratio of stratospheric water modelled from the measure-
ments of Herschel is 1.7×10−8 [4]. 4 Secular contamination of planetary atmospheres The coupling between the long persistence of
water in the stratosphere of Jupiter and its limited mixing ratio is of particular
importance, because the detection of such small mixing ratios requires NIR/MIR
observations over long timescales, comparable to the persistence of water itself. To link the atmospheric composition of exoplanets to their formation it is there-
fore mandatory to be able to discriminate the (plausibly) transient contribution in
high-Z elements due to external sources from the constant one due to the bulk com-
position of the planet. To get a zero-order estimate of the implications of secular,
cometary impacts for the observations we can use a simple toy model. We consider
the planet HD 189733 b as our test case. For this planet atmospheric water has been
detected with a model mixing ratio of 5×10−4 [46], which is well inside the obser-
vational capabilities of EChO of the “Chemical Census” tier described in the EChO
Yellow Book [14]. Orbital and physical parameters for the host star and the planet
were obtained from the Extrasolar Planets Encyclopaedia (www.exoplanet.eu). If we
consider an atmospheric shell analogous in size to the Jovian stratosphere, i.e. about
300 km and with a average density of 2x10−8 g cm−3(from the geometric mean of
the extreme values reported by [59] for the Jovian stratosphere), the water content of
this shell would be about 2.5×1017 g. As possible impactors, we consider a population of star-grazing exocomets mod-
elled after the 1265 Sun-grazing comets observed by SOHO since 1996: their orbital
parameters were obtained from the JPL Small Bodies Database Search Engine (http://
ssd.jpl.nasa.gov/sbdb query.cgi). Sun-grazing comets observed by SOHO have high
orbital inclination values (i.e. ∼140◦) therefore our preliminary estimate gives 1
impact on our test planet every 200 years. Assuming an ecliptic population of star-
grazing exocomets, our preliminary estimate gives the larger flux of 1 impact every
20 years. The 100 comets for which we have estimates of the diameter range in size
between 0.5 km to 60 km. If we consider the whole sample, the average diameter is 516 Exp Astron (2015) 40:501–522 about 5 km, i.e. the estimated size of comet Shoemaker-Levy 9, while if we ignore
comets larger than 10 km, to compensate for the observational bias favouring larger
objects with respect to smaller ones, the average diameter is about 3 km. We will
consider this value as the reference one. 4 Secular contamination of planetary atmospheres Assuming a density of 1 g cm−3, the mass of these bodies would range between
5×1014 g (1 km) and 6.5×1016 g (5 km), with our reference case (3 km) being
1.4×1016 g. From [35], we can assume an average water content of 74 % of their
mass. Therefore, each of these impactors would bring, on average, 1016 g. This
implies that it would take the cumulative water budget of about 25 cometary impacts
to reproduce the water content of the atmospheric shell we considered. Equiva-
lently, the water content delivered by cometary impactors should be able to survive
in said shell between 5×102 years (1 impact every 20 years) and 5×103 years (1
impact every 200 years). These values obviously assume that all the cometary water
is released in the stratosphere of the exoplanet, which is not necessarily the case. Note that also this toy model should be regarded just as a more sophisticated back-
of-the-envelope calculation, as the uncertainties on both the observational constrains
and the assumptions can plausibly affect the order of magnitude of the values here
considered. As an example of the uncertainties affecting these estimates, [46] report that
changing the mixing ratio of water in the atmosphere of HD 189733 b by plus or
minus one order of magnitude does not significantly affect the fit to the observational
data. This uncertainty on the mixing ratio has significant implications for the time
required to accumulate the expected water content. In the most favourable case (i.e. a
mixing ration of 5×10−5), which would still be detectable in the “Chemical Census”
tier described in the EChO Yellow Book [14], it would take only a couple of impacts
to provide the required water budget or, alternatively, water would need to survive in
the atmospheric shell only about 50 years (consider that water from the SL9 impact
resided in the Jovian stratosphere for at least 14 years at the time of the observations
used by [4]). In the most unfavourable case, cometary water would need about 5×104
years to accumulate. From an observational perspective, the effects of the secular contamination can be
expressed in terms of the mixing ratio that cometary impactors would produce. 5 Planetary processes affecting atmospheric composition after cometary
or asteroidal impacts As we mentioned above, the study of the impacts of small bodies with giant planets
took a great advantage of the impact of SL9 on Jupiter in 1994. In the following years
other small bodies impacted with Jupiter, confirming the idea that these events are not
so rare in the history of the Solar System. The analysis of the SL9 impact data and the
application of the theory of atmospheric entry of meteors on Earth made it possible
to understand the physical behaviour of the Jovian atmosphere after the impact. Each
fragment of SL9 reached a different depth inside the planet, before exploding and
releasing all his energy to the surrounding atmosphere. The maximum depth reached
depend only on the physical properties of the impactor as: size, density, velocity and
angle of entry. The larger impactors, about 3 km in size and mainly composed of
water ice, reached maximum depths of about 500 km (approximatively 1 Kbar). At
the maximum depth the fragments exploded and liberated all their energy. In a time-
scale of few seconds the hot gases generated by the explosion have risen to the higher
parts of the Jovian atmosphere characterized by lower opacities, where they reached
a luminosity of the order of 1025erg/s in the near-infrared. The sudden release of this large amount of energy created a shock wave that propa-
gated at high velocity trough the atmosphere, with the shocked material reaching very
high temperatures and pressures. In this condition it is possible to form new chemi-
cal species and transport them over great distances in the atmosphere. In the case of
SL9 impact the most surprising report was that of S2 at the impact site of G fragment. Newly detected or enhanced molecular species resulting from impacts included: CS,
CS2, OCS, H2S, SO2, HCN, CO, H2O, NH3, C2H4, PH3. All new and enhanced
species were detected in Jupiter’s stratosphere. A general rule of shocked chemistry
is that CO forms until either C or O is exhausted. If O > C, the other products are
oxidized, and excess O goes to H2O. If C > O, the other products are reduced, and
excess C goes to HCN, C2H2 and a wide variety of more complex organics. The dark
ejecta debris is probably composed in part of carbonaceous particles generated by
the shocks. 4 Secular contamination of planetary atmospheres From
the previous calculations, we can derive the following empirical relationship for the
mixing ratio produced by a cometary impactor in the stratosphere of an exogiant
planet: mr = 2.98 × 10−6χ
Dcomet
1km
ρatmosph. 2 × 10−5kg m−3
−1 R
100km
−1 where mr is the mixing ratio of atmospheric water contributed by the impactor, χ
is the fraction of the impactor dissolved in the considered atmospheric shell (i.e. the
effective amount of water delivered in the observable region) and R is the thick-
ness of the atmospheric shell considered. This relationship can be used to obtain a
rough estimate of the effects of cometary impactors for what it concerns water, but
similar relationships can be derived for other high-Z elements and populations of
impactors. 517 Exp Astron (2015) 40:501–522 5 Planetary processes affecting atmospheric composition after cometary
or asteroidal impacts The observed O/S ratio was reasonably consistent with cometary abun-
dances, but the O/N ratio was much larger, suggesting that another N species was
formed (presumably N2) but probably remained undetected. Convective motions in
the upper part of the atmosphere and atmospheric circulation then provided a rapid
mixing of the newly formed species over short time scales (few days) in the plane-
tary atmosphere, but of the observed species OCS, H2S and NH3were found to be
transient on a time scale of months. CS2 and CO were observed to weaken over time
and to be still present in the atmosphere 1 year after the impact. In contrast, spectral
signatures of HCN and CS remained strong also 1 year after the impact, indicating
that their abundances remained constant or even increased with time. Despite the great changes induced by the impact of SL9 on Jupiter it will be dif-
ficult to observe with the same details a similar event on an extrasolar planet and to
infer the nature of changes in its atmospheric chemical composition as induced by a
single impact. However, assuming that the phases underwent by the Solar System in
the earliest epochs of its life are common to all planetary systems in the Galaxy, there
is a series of event that could alter in a secular way the chemical composition of an 518 Exp Astron (2015) 40:501–522 extrasolar planet. As we also mentioned before, the migration of massive bodies like
Jupiter is associated to large perturbations on smaller bodies present in the extrasolar
analogues of the asteroid belt or of the Oort clouds, displacing them from their orig-
inal orbits and injecting them in more eccentric orbits that could intersect also the
central star. During the migration, the planet could be hit many times by these small
bodies: even if the exogenous material delivered in the exoplanetary atmosphere can
be limited, especially during late events as illustrated in the previous sections, the
changes induced by the energy input associated to the impacts can be relevant. If the planet has a radiative zone in the upper part of its atmosphere, as suggested
by [17] in the case of Jupiter, it can extend from 500 to 1000 km (see Fig. 7). 5 Planetary processes affecting atmospheric composition after cometary
or asteroidal impacts This
radiative zone act as a barrier between the planet interior and the upper atmosphere,
impeding any exchange of material between the two convective regions, preventing
in this way a full mixing of the internal material with the external zones. The same Fig. 7 Temperature gradients inside Jupiter from the models of [17]. The gradients are: in red the
adiabatic, in green the radiative, and in blue the total gradient. Each panel presents the gradients as function
of different physical variables Fig. 7 Temperature gradients inside Jupiter from the models of [17]. The gradients are: in red the
adiabatic, in green the radiative, and in blue the total gradient. Each panel presents the gradients as function
of different physical variables Exp Astron (2015) 40:501–522 519 situation happens in the main sequence stars of spectral type F where a radiative zone
separates the external atmosphere from the inner region where convection is active
and nuclear burning products are well mixed. In the case of an impactor with size of
about 10 km on Jupiter, with velocity and impact angle similar to those of SL9, the
maximum depth reached by the body could be larger than 1000 km, well below the
radiative zone. In this case the fireball and the shock wave created by the impact will
expand in a region with different chemical composition (more He rich) with respect
to the upper atmosphere. At the same time the snowball effect created by the shock
wave will be able to bring He rich material above the radiative zone, hence altering
the atmospheric chemical composition of the planet. The material below the radiative
zone will be brought to the surface, while the upper atmospheric material is depleted
in heavier elements and chemical species. These events have a strong similarity with the dredge-up events in low mass stars
evolving along the Red Giant Branch: in the stellar case the convection acts as dredge
and bring to the surface the product of nuclear burning altering the chemical com-
position of the star. In the planetary case, instead, it is the shock wave that acts as a
dredge. The results of such a large impact can alter the chemical composition of the
planet for longer time-scales than smaller events like SL9. A repeated series of col-
lisions of large impactor (i.e. 5 Planetary processes affecting atmospheric composition after cometary
or asteroidal impacts with size > 10 km) can therefore permanently alter the
chemical structure of the atmosphere of an extrasolar planet. 6 Toward the investigation of exoplanetary atmospheres in NIR/MIR In view of the amounts of data that will be provided by future EChO-like space
missions devoted to the systematic investigation of the atmospheric composition of
extrasolar planets, in the next years it will be necessary to focus part of our attention
on the strategies to link the atmospheric composition of an extrasolar planet to its
past evolution and its formation region. As an example, Fig. 8 illustrates the steps Assume single planet and
disk-driven migration
Assume single planet and
disk-driven migration
Reconstruct disk T & P
profiles for host stars
Reconstruct disk T & P
profiles for host stars
Determine source regions
of molecules
Determine source regions
of molecules
Test whether molecules
can be delivered by
secular impacts over the
life of the planet
Test whether molecules
can be delivered by
secular impacts over the
life of the planet
Determine whether
molecules can be produced
in situ in the atmospheres
Determine whether
molecules can be produced
in situ in the atmospheres
If not, assess the lifetime of
these molecules once in
the atmospheres
If not, assess the lifetime of
these molecules once in
the atmospheres
Assess whether we can
constrain the formation
region of the planets or the
sources of these molecules
Assess whether we can
constrain the formation
region of the planets or the
sources of these molecules
Fig. 8 A possible schematic approach to interpret the origins of molecular species in exoplanetary
atmospheres Assume single planet and
disk-driven migration
Assume single planet and
disk-driven migration Reconstruct disk T & P
profiles for host stars
Reconstruct disk T & P
profiles for host stars Determine whether
molecules can be produced
in situ in the atmospheres
Determine whether
molecules can be produced
in situ in the atmospheres Test whether molecules
can be delivered by
secular impacts over the
life of the planet
Test whether molecules
can be delivered by
secular impacts over the
life of the planet Determine source regions
of molecules
Determine source regions
of molecules If not, assess the lifetime of
these molecules once in
the atmospheres
If not, assess the lifetime of
these molecules once in
the atmospheres Assess whether we can
constrain the formation
region of the planets or the
sources of these molecules
Assess whether we can
constrain the formation
region of the planets or the
sources of these molecules Fig. 6 Toward the investigation of exoplanetary atmospheres in NIR/MIR 8 A possible schematic approach to interpret the origins of molecular species in exoplanetary
atmospheres 520 Exp Astron (2015) 40:501–522 that need to be undertaken to unveil the sources and sinks of the molecular species
detected in the exoplanetary atmosphere of a giant planet (assuming it is the only one
present in the planetary system). First, we would need to be able to assess whether the
detected molecular species can form in situ due to the thermodynamical conditions in
the atmosphere of the planet: if not, what we need to assess is whether they are stable
or transient and, in the latter case, how long they can reside in the atmosphere before
being destroyed or reprocessed (the “atmospheric” line of investigation identified by
the orange arrows in Fig. 8). If the species are exogenous and transient, we need to
assess whether secular processes like the impacts of cometary or asteroidal bodies
have a reasonable chance of producing the observed abundances based on plausible
fluxes and size frequency distributions of the impactors (the “secular contamination”
line of investigation identified by the green arrows in Fig. 8). If the species are long-
lived and/or secular effects cannot account for the observed abundances, then we
need to reconstruct the composition of the gas in the circumstellar disk and identify
if the regions that could represent the sources of said species are compatible with
plausible dynamical histories of the giant planet (the “primordial accretion” line of
investigation identified by the light blue arrows in Fig. 8). As the previous discussion highlights, our present understanding of the formation
and evolution of planetary systems, both around the Sun and other stars, allows us
to have a more or less clear picture (from a qualitative point of view) of what are
the processes and factors that can affect the composition of the atmospheres of giant
planets. The same is not necessarily true, however, for the outcomes of said processes
(especially from a quantitative point of view) and, consequently, for our capability
to constrain the past histories of the planetary systems from the observations of the
composition of planetary atmospheres. As schematically illustrated by Fig. 9 for
what it concerns the problem of the migration of giant planets, we can track the
past dynamical evolution of planetary systems in those cases where the planets did
not migrate significantly (e.g. 6 Toward the investigation of exoplanetary atmospheres in NIR/MIR they accreted the gas while the disk was dissipating
or got locked in resonant configurations that prevented migration) or where a single No Migration
No Migration
Planet formed where we
see it now
Planet formed where we
see it now
Composition reflects
formation environment
Composition reflects
formation environment
Migration
Migration
Simple Case: Single
Planet, Disk-Planet
Interactions
Simple Case: Single
Planet, Disk-Planet
Interactions
Complex Case:
Multiple Planets,
Jumping Jupiters
Complex Case:
Multiple Planets,
Jumping Jupiters
Linear migration, can
track/constrain
Linear migration, can
track/constrain
Chaotic migration,
cannot track
Chaotic migration,
cannot track
Fig. 9 Schematic representation of the possible dynamical paths of planetary systems and of how they
affect our capability to identify their signatures in the atmospheric composition of the exoplanets No Migration
No Migration Migration
Migration Planet formed where we
see it now
Planet formed where we
see it now Simple Case: Single
Planet, Disk-Planet
Interactions
Simple Case: Single
Planet, Disk-Planet
Interactions Complex Case:
Multiple Planets,
Jumping Jupiters
Complex Case:
Multiple Planets,
Jumping Jupiters Composition reflects
formation environment
Composition reflects
formation environment Chaotic migration,
cannot track
Chaotic migration,
cannot track Linear migration, can
track/constrain
Linear migration, can
track/constrain Fig. 9 Schematic representation of the possible dynamical paths of planetary systems and of how they
affect our capability to identify their signatures in the atmospheric composition of the exoplanets Exp Astron (2015) 40:501–522 521 giant planet was present and its migration was induced solely by its interactions with
the gas in the circumstellar disk (as assumed implicitly in the example of Fig. 8). More complex cases, like those where the final orbital configuration of the planetary
system is created by the Jumping Jupiters mechanism, are much more difficult
(if not impossible) to disentangle due to the intrinsic degeneracy of the problem. In the coming years, therefore, we will also need to devote several efforts to improve
our comprehension of the atmospheric evolution of exoplanets and of how the past
evolution of the extrasolar systems could have shaped them, in order to be prepared
for the challenges that the new data will present. Acknowledgments
D.T. would like to thanks Alberto Adriani, Francesca Altieri, Maria Teresa
Capria, Davide Grassi and Roberto Peron for the helpful discussions. D.T. and M.B. acknowledge the
financial contribution from agreement no. I/022/12/0 between the Italian Space Agency (ASI) and the
Italian National Institute for Astrophysics (INAF). 6 Toward the investigation of exoplanetary atmospheres in NIR/MIR Open Access
This article is distributed under the terms of the Creative Commons Attribution License
which permits any use, distribution, and reproduction in any medium, provided the original author(s) and
the source are credited. References . Adams, E.R., Seager, S., Elkins-Tanton, L.: Ap. J. 673, 11–60 (2008) 1. Adams, E.R., Seager, S., Elkins-Tanton, L.: Ap. J. 673, 11–60 (2008) g
. Baruteau, C., Meru, F., Paardekooper, S.-J.: MNRAS 416, 19–71 (2011) 2. Baruteau, C., Meru, F., Paardekooper, S.-J.: MNRAS 416, 19–71 (2011) 3. Bean, J.L., et al.: Ap. J. 743 (2011). id. 92 ali´e, T., et al.: Astron. & Astrophys. 553 (2013). id. 4. Cavali´e, T., et al.: Astron. & Astrophys. 553 (2 4. Cavali´e, T., et al.: Astron. & Astrophys. 553 (2013). id. A21 p y
(
)
5. Chambers, J.E.: Ann. Rev. Earth Planet. Sci. 37, 321–344 (2009) hambers, J.E.: Ann. Rev. Earth Planet. Sci. 37, 321–3 6. Chambers, J.E., Wetherill, G.W.: Meteoritics Planet. Sci. 36, 381–399 (2001) 7. Chatterjee, S., Ford, E.B., Matsumura, S., Rasio, F.A.: Ap. J. 686, 580 (2008) 8. Chevalier, S.: Ap. J. 429, 863 (1994) 9. Cook, A.F., Duxbury, T.C.: J. Geophys. Res. 86, 8815–8817 (1981) 10. Coradini, A., Magni, G., Federico, C.: Astron. Astrophys. 98, 173–185 (1981) 11. Coradini, A., Turrini, D., Federico, C., Magni, G.: Space Sci. Rev. 163, 25–40 (2011 Coradini, A., Turrini, D., Federico, C., Magni, G.: Sp 12. D’Angelo, G., Durisen, R.H., Lissauer, J.J.: Giant planet formation. In exoplane
Vol. 2011, pp. 319–346. University of Arizona Press, Tucson, Arizona (2011) 12. D Angelo, G., Durisen, R.H., Lissauer, J.J.: Giant planet formation. In exoplane
Vol. 2011, pp. 319–346. University of Arizona Press, Tucson, Arizona (2011) Vol. 2011, pp. 319–346. University of Arizona Press, Tucson, Arizona (2011) 13. D’Angelo, G., Marzari, F.: Astrophys. J. 757 (2012). id. 50 g
p y
14. EChO Science Study Team 2013. EChO Assessment Study Report (Yellow Book), accessible on ESA
website at http://sci.esa.int/echo/53446-echo-yellow-book/ . EChO Science Study Team 2013. EChO Assessment Study Report (Yellow Book), accessible on ESA 14. EChO Science Study Team 2013. EChO Assessment Study R
website at http://sci.esa.int/echo/53446-echo-yellow-book/ website at http://sci.esa.int/echo/53446-echo-yellow-book/ p
y
15. Gomes, R., Levison, H.F., Tsiganis, K., Morbidelli, A.: Nat. 435, 466–469 (2005) g
16. Guillot, T., Gladman, B.: Disks, Planetesimals, and planets, ASP conference proceedings, Vol. 219. In:
Garz´on F Eiroa C De Winter D Mahoney T J (eds ) Astronomical Society of the Pacific (2000) g
16. Guillot, T., Gladman, B.: Disks, Planetesimals, and planets, ASP conference proceedings, Vol. 219. In: Gladman, B.: Disks, Planetesimals, and planets, ASP Garz´on, F., Eiroa, C., De Winter, D., Mahoney, T.J. References (eds.) Astronomical Society of the Pacific (2000)
17. Guillot, T., Chabrier, G., Gautier, D., Morel, P.: Astrophys. J. 450, 463–472 (1995) ,
,
,
,
,
,
y,
(
)
y
(
17. Guillot, T., Chabrier, G., Gautier, D., Morel, P.: Astrophys. J. 450, 463–472 (1995) 18. Guillot, T., et al.: Jupiter. The planet, satellites and magnetosphere. In: Bagenal, F., Dowling, T.E
McKinnon, W.B. (eds.) Cambridge University Press, Cambridge, UK (2004) 19. Hahn, J.M., Malhotra, R.: Astron. J. 130, 2392–2414 (2005) 20. Hellary, P., Nelson, R.P.: MNRAS 419, 27–37 (2012) 21. Irwin, P.G.J.: Giant planets of our solar system: atmospheres, composition and structure. Springer,
Heidelberg, Germany (2009) Sci. 40, 251–275 (2012) 34. Moses, J.I., et al.: Ap. J. (2013). submitted 35. Mumma, M.J., Charnley, S.B.: Annu. Rev. Astron. Astrophys 49, 471–524 (2011) P., Morbidelli, A., Bottke, W.F.: Icarus 191, 434–452 36. O’Brien, D.P., Morbidelli, A., Bottke, W.F.: Icarus 191, 434–452 (2007) 38. Papaloizou, J.C.B., et al.: Protostars and planets V. In: Reipurth, B., Jewitt, D., Keil, K. (eds.)
U i
it
f A i
P
T
A i
(2007) 38. Papaloizou, J.C.B., et al.: Protostars and planets V. In: Reipurth, B., Jewitt, D., Keil, K. (eds.)
University of Arizona Press, Tucson, Arizona (2007) 38. Papaloizou, J.C.B., et al.: Protostars and planets V. In
University of Arizona Press, Tucson, Arizona (2007) University of Arizona Press, Tucson, Arizona (2007) 39. Paardekooper, S.J., Baruteau, C., Kley, W.: MNRAS 410, 293 (2011) Paardekooper, S.J., Baruteau, C., Kley, W.: MNRA 40. Petit, J., Morbidelli, A., Chambers, J.: Icarus 153, 338–347 (2001) 41. Righter, K., O’Brien, D.P.: Proc. Natl. Acad. Sci. 108, 19165–19170 (2011) 42. Safronov, V.S.: Evolution of the protoplanetary cloud and formation of the earth and planets. Translated from Russian in 1972, p. 212. Keter Publishing House (1969) 43. Swain, M.R., et al.: Ap. J. 704, 1616–1621 (2009) 43. Swain, M.R., et al.: Ap. J. 704, 1616–1621 (2009) . Taylor, F.W., et al.: Jupiter. The planet, satellites and magnetosphere. In: Bagenal, F., Dowling, T.E., 44. Taylor, F.W., et al.: Jupiter. The planet, satellites and magnetosphere. In: Bagenal, F., Dowli
McKinnon W B (eds ) Cambridge University Press Cambridge UK (2004) 44. Taylor, F.W., et al.: Jupiter. The planet, satellites and magnetosphere. In: Bagenal, F., Dowling, 44. Taylor, F.W., et al.: Jupiter. The planet, satellites and magnetosphere. In: Bage
McKinnon, W.B. (eds.) Cambridge University Press, Cambridge, UK (2004) McKinnon, W.B. (eds.) Cambridge University Press, McKinnon, W.B. (eds.) Cambridge University Press, Cambridge, UK (2004) McKinnon, W.B. (eds.) Cambridge University Press, Cambridge, UK (2004) 45. Tera, F., Papanastassiou, D.A., Wasserburg, G.J.: Earth Planet. Sci. Lett. 22, 1 (1974) . Tera, F., Papanastassiou, D.A., Wasserburg, G.J.: Earth Planet. Sci. Lett. 22, 1 (1974) 46. Tinetti, G., et al.: Nat. 448, 169 (2007) 47. Tsiganis, K., Gomes, R., Morbidelli, A., Levison, H.F.: Nat. 435, 459–461 (2005) 49. Turrini, D., Coradini, A., Magni, G.: Astrophys. J. 750 (2012). id. 8 50. Turrini, D., Magni, G., Coradini, A.: MNRAS 413, 2439–2466 (2011) 51. Turrini, D., Svetsov, V.: Life 4, 4–34 (2014). doi:10.3390/life4010004 1. Turrini, D., Svetsov, V.: Life 4, 4–34 (2014). Heidelberg, Germany (2009) 22. Jarosewich, E.: Chemical analyses of meteorites – A compilation of stony and iron meteorite analyses. Meteoritics 25, 323–337 (1990) Meteoritics 25, 323–337 (1990) 23. Kley, W., Nelson, R.P.: ARAA 50, 211 (2012) 24. Levison, H.F., Morbidelli, A., Tsiganis, K., Nesvorny, D., Gomes, R.: Astron. J. 142, 152 (2011) 24. Levison, H.F., Morbidelli, A., Tsiganis, K., Nesvorny, D., Gomes, R.: Astron. J. 142, 152 (2011)
25. Lewis, J.S.: Physics and chemistry of the solar system. Elsevier Academic Press, London, UK (2004) 25. Lewis, J.S.: Physics and chemistry of the solar system. Elsevier Academic Press, London, UK (2004) 25. Lewis, J.S.: Physics and chemistry of the solar system. Elsevier Academic Press, London, UK (200 Exp Astron (2015) 40:501–522 522 26. Lissauer, J., et al.: Nat. 470, 53–58 (2011) 27. Madhusudhan, N., et al.: Nat. 469, 64 (2011) 28. Madhusudhan, N., Seager, S.: Ap. J. 729, 41 (2011) 29. Marzari, F., Weidenschilling, S.J.: Icarus 156, 570–579 (2002) 30. Matter, A., Guillot, T., Morbidelli, A.: Planet. Space Sci. 57, 816–821 (2009) 1. Mayor, M., et al.: A & A 507, 487–494 (2009) 32. Morbidelli, A., Levison, H.F., Tsiganis, K., Gomes, R.: Nat. 435, 462–465 (2005) 33. Morbidelli, A., Lunine, J.I., O’Brien, D.P., Raymond, S.N., Walsh, K.J.: Annu. Rev. Earth Plane
Sci. 40, 251–275 (2012) Sci. 40, 251–275 (2012) doi: 52. Walsh, K.J., Morbidelli, A., Raymond, S.N., O’Brien, D.P., Mandell, A.M.: Nature 475, 206 (2011 . Walsh, K.J., Morbidelli, A., Raymond, S.N., O’Brien, D.P., Mandell, A.M.: M & PS 47, 19–41 (2012) 53. Walsh, K.J., Morbidelli, A., Raymond, S.N., O’Brien, D.P., Mandell, A.M.: M & PS 47, 19–41 (2 54. Weidenschilling, S.J.: Physica Scripta 130, 014–021 (2008) schilling, S.J.: Physica Scripta 130, 014–021 (2008) 4. Weidenschilling, S.J.: Physica Scripta 130, 014–0 55. Weidenschilling, S.J., Marzari, F.: Nat. 384, 619–621 (1996) Weidenschilling, S.J., Marzari, F.: Nat. 384, 619–6 56. Weidenschilling, S.J.: Icarus 26, 361–366 (1975) . Weidenschilling, S.J., Davis, D.R., Marzari, F.: Earth Planet. Space 53, 1093–1097 (2001) 57. Weidenschilling, S.J., Davis, D.R., Marzari, F.: Earth Planet. Space 53, 1093–1097 (2001) 57. Weidenschilling, S.J., Davis, D.R., Marzari, F.: 58. Wetherill, G.W.: Icarus 100, 307–325 (1992) 59. Young, L.A., Yelle, R.V., Young, R., Seiff, A., Kirk, D.B.: Icarus 173, 185–199 (2005) 59. Young, L.A., Yelle, R.V., Young, R., Seiff, A., Kirk, D.B.: Icarus 60. Zhu, Z., Hartmann, L., Nelson, R.P., Gammie, C.F.: Ap. J. 746 (2012). id. 110
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Effect of droplet transition on the dynamic behavior of the keyhole during 6061 aluminum alloy laser-MIG hybrid welding
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The international journal of advanced manufacturing technology/International journal, advanced manufacturing technology
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Abstract The simulation method in laser-MIG hybrid welding, which involves two heat sources and multiple
welding parameters, is beneficial to reveal the complex physical phenomena and dynamic behavior
of molten pool keyhole during welding process. In this investigation, laser-MIG hybrid welding for
6-mm-thick 6061 aluminum alloy was performed under different heat input by the high-power disc
laser, MIG welding system and KUKA Robot. The high-speed camera system was used to observe
the droplet transition phenomenon in the welding process. Besides, a thermal-fluid coupling model
was established to simulate the temperature field and flow field, which were changed by the droplet
transfer during laser-MIG hybrid welding. The experimental and simulated results showed that the
droplet transition behavior affected the formation of the keyhole. The keyhole was the smallest when
the droplet contacted the molten pool. In addition, the droplet transition brought external momentum
and energy to the molten pool, which was conducive to the increase of the flow rate of the molten
pool. Keywords Droplet ‧ Keyhole ‧ Thermal-fluid coupling simulation ‧ Laser-MIG hybrid welding aluminum alloy laser-MIG hybrid welding Yue Lia, Yanqiu Zhaoa, Xudong Zhoua, Xiaohong Zhana
a College of Materials Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing
211106, China
Corresponding author: Xiaohong Zhan, xiaohongzhan_nuaa@126.com Yue Lia, Yanqiu Zhaoa, Xudong Zhoua, Xiaohong Zhana
a College of Materials Science and Technology, Nanjing University of Aeronautics and Ast
211106, China Yue Lia, Yanqiu Zhaoa, Xudong Zhoua, Xiaohong Zhana
a College of Materials Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing
211106, China
Corresponding author: Xiaohong Zhan, xiaohongzhan_nuaa@126.com Research Article License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License Version of Record: A version of this preprint was published at The International Journal of Advanced
Manufacturing Technology on November 11th, 2021. See the published version at
https://doi.org/10.1007/s00170-021-08270-1. 1 Introduction Contemporary aerospace is based on the goal of improving the carrying capacity through weight
reduction[1, 2]. Aluminum alloys have been widely used in the aerospace field owing to their small
density, high specific strength and corrosion resistance[3, 4]. At present, there are numerous
problems in the traditional arc welding, such as low welding efficiency, large heat input and large
deformation after welding, which seriously limits its application[5]. Although aluminum alloy has
high reflectivity to laser, a keyhole is still generated at a high energy density, i.e. greater than 106
W/cm2, which greatly improves the laser absorption rate of aluminum alloy[6, 7]. Laser welding for
aluminum alloy is gradually used in aerospace, vehicle, rail transportation and other fields due to its advantages of obvious weight loss, slight deformation and high welding efficiency[8, 9]. However,
laser welding exists the weaknesses of poor bridging ability and strict requirement of the joint
gap[10]. As an applicative and emerging deep penetration connection technology, laser-arc hybrid
welding technology, which developed in the 1990s, has been widely applied in civil passenger
aircraft, automobiles, construction machinery, rail transportation and equipment manufacturing
fields[11, 12]. In the laser-arc hybrid welding process, the dual heat sources synergy and interact
effect between laser and arc produces narrow and deep welds, thereby greatly improving production
efficiency[13]. Laser-arc hybrid welding with the characteristics of high welding energy, strong gap
bridging ability and high joint quality[14], makes up for the deficiencies in the single processing heat
source, meanwhile, effectively combines the advantages of the two welding methods[15]. Many researches have been carried out to observe the morphology of the molten pool during the
laser-MIG hybrid welding process by high-speed cameras. Faraji et al. [16] used laser-MIG hybrid to
fabricate 3-mm-thick 2198 aluminum alloy, and the mechanical property of the welded joint was
compared and analyzed. It was found that comparing with a single laser heat source, the keyhole
with the deep penetration was easy to obtained even at higher welding speed. Moreover, the
micro-hardness and microstructure of high laser power with low arc power were better. Liu et al. [17]
observed the droplet transfer and the keyhole in the molten pool during laser-arc hybrid welding by
high speed camera. It revealed that the laser had a compressive effect on the arc pressure with the
surface of the molten pool. Zhang et al. 1 Introduction [18] performed laser-MAG hybrid welding of large thickness
steel and investigated the influence of the ratio of laser power to arc power on the weld morphology. What is more, the image of the molten droplet and arc morphology were observed with the help of a
high-speed camera system. It was revealed that as the ratio of laser to arc energy increases, the aspect
ratio of the weld exhibits a linear increase. In recent years, the research method of simulation was used to explain complex physical
phenomena, which promoted the research on the mechanism level. Lu et al. [19] proposed a
three-dimensional transient model coupled with fluid flow, bubble motion and solidification to study
the process of keyhole-induced porosity. The simulation results showed that the number of porosity
was mainly determined by the frequency of keyhole collapse. As the laser power increased, as well
as the welding speed and spot diameter decreased, the keyhole tended to collapse more easily. Guo et
al. [20] performed laser-GMAW hybrid welding of 6 mm aluminum alloy, and simulated the formation of keyhole-induced pores with the help of two-dimensional flow field calculations. It was
found that under the action of the arc force, relatively stable counterclockwise vortices appeared in
the middle and rear of the composite molten pool, which tended to prevent the bubbles from moving
to the low temperature area at the rear of the molten pool, thus helping the bubbles to float upward. However, the research on the droplet transfer behavior in the laser-MIG hybrid welding process
is still insufficient. It is not enough to study on the effect of droplet transition on the temperature
field distribution of the molten pool. In this paper, with the help of high-speed camera and the
establishment of a thermal-fluid coupling model, the droplet transition behavior is studied. 1.1 Experimental material and setup The base metal used in this paper is 6061-T6 aluminum alloy, its chemical composition is
shown in Table 1. The size of aluminum alloy plate is 150 mm×30 mm×6 mm, with a Y-shaped
groove, as shown in Fig. 2(a). The selected filler wire is ER4047 with a diameter of 1.2 mm whose
main chemical composition is shown in Table 1. The laser-MIG hybrid welding experiment
equipment is adopted TruDisk-12003 disc laser with a maximum laser output of 12000 W, KR60HA
robot, TPS 5000 Fronius welding machine and self-designed installation fixture. Besides, CP70
high-speed camera is performed to take pictures of the molten pool morphology and droplet
transition during the welding process. The experimental equipment is shown in Fig. 1. Table 1 Chemical composition of 6061 aluminum alloy and ER4047 (wt.%)
Composition
Si
Fe
Cu
Mn
Mg
Zn
Ti
Cr
Al
6061
0.56
0.70
0.30
0.89
0.93
0.25
0.15
0.04
Balance
ER4047
12
0.8
0.03
0.15
0.1
0.2
-
-
Balance Table 1 Chemical composition of 6061 aluminum alloy and ER4047 (wt.%) Fig. 1 Experimental setup of 6061 aluminum alloy laser-MIG hybrid welding. (a) Equipment and work table. (b)
Disc laser. (c) Fronius welder Fig. 1 Experimental setup of 6061 aluminum alloy laser-MIG hybrid welding. (a) Equipment and work table. (b)
Disc laser. (c) Fronius welder 1.2 Experimental process During the laser-MIG hybrid welding of 6061 aluminum alloy, the aluminum alloy plate is
connected to the negative electrode effectively, considering the dense oxide film on the surface of
aluminum alloy. The cathode crushing effect in arc welding is instrumental to remove the oxide film
and facilitate the droplet transition. The schematic diagram of laser-MIG hybrid welding is as shown
in Fig. 2. In order to prevent the damage of laser head by the vertical laser irradiation, the angle
between the laser beam and the workpiece is 86.5°. At the same time, the angle between the MIG
welding torch and the aluminum alloy plate is 45° considering the interference of the experimental
equipment. Argon with purity of 99% is used as welding shielding gas and its flow rate is 15 L/min. The welding parameters adopted in this experiment is as shown in Table 2. Fig. 2 Schematic diagram of laser-MIG hybrid welding. (a) Welding. (b)Molten pool morphology Fig. 2 Schematic diagram of laser-MIG hybrid welding. (a) Welding. (b)Molten pool morphology Table 2 The welding parameters in laser-MIG hybrid welding process
Case
Laser power (kW)
Arc current (A)
Welding speed (m/min)
Filling speed (m/min)
1
4.0
90
1.2
5.3
2
4.0
100
1.2
5.7
3
4.5
120
1.2
7.0 Table 2 The welding parameters in laser-MIG hybrid welding process 3.1 Governing equations The flow of the molten pool and the behavior of metal vapor during the laser-MIG hybrid
welding process are both complex physical phenomena[21]. It is followed the law of conservation of
mass, energy and momentum, which govern the thermodynamics and kinetics of the molten pool
owing to the fluid characteristics at the welding process[22]. The formulas of the three laws are as
follows. Continuity equation
)
(
)
(
)
(
Continuity equation Continuity equation
0
)
(
)
(
)
(
z
w
y
v
x
u
t
(1) Continuity equation 0
)
(
)
(
)
(
z
w
y
v
x
u
t
(1) (1) especially for incompressible fluids,
0
t
. especially for incompressible fluids,
0
t
. Energy equation Energy equation net
q
z
T
k
z
y
T
k
y
x
T
k
x
z
H
w
y
H
v
x
H
u
u
t
H
)
(
)
(
)
(
]
)
(
[
0
(2) (2) where H is the mixing enthalpy, T is the temperature, k is the heat conductive coefficient. qnet is
the heat input during laser-MIG hybrid welding process. The heat balance equation is: The heat balance equation is: C
R
E
D
L
A
net
q
q
q
q
q
q
q
(3) (3) where qA is the heat input from the electric arc; qL is the heat input from the laser; qD is the heat
input from droplet; qE is the evaporation heat loss from the molten metal; qR is the heat loss by
radiation; qC is the heat loss by convective heat exchange with the environment. The unite of these
parameters is J/m2/s. 3.1 Governing equations Momentum equation m
S
I
u
T
u
u
p
u
u
u
t
]
3
2
)
[(
)
(
)
(
(4) (4) where u=(u, v, w), Sm is the source term for momentum conservation. where u=(u, v, w), Sm is the source term for momentum conservation. 3.2 Driving forces The vapor recoil pressure (PR) of the gas is an important reason for the keyhole, which is mainly
driven by the plasma generated at the bottom of the keyhole, and the liquid metal is expelled to both
sides of the molten pool[23,24]. The equation of recoil pressure is expressed as follows: )
exp(
0
b
b
v
R
RTT
T
T
L
P
P
(5) (5) where P0 is the ambient air pressure, Lv is latent heat of vaporization, Tb is the boiling
temperature, and R is the gas constant value. where P0 is the ambient air pressure, Lv is latent heat of vaporization, Tb is the boiling
temperature, and R is the gas constant value. The surface tension is one of the driving forces to increase the width of the molten pool. The
temperature coefficient of the surface tension with the aluminum alloy liquid metal is negative[25]. The molten metal on the surface of the molten pool flows around the keyhole, resulting in a wide and
shallow cross-section of the molten pool. Marangoni force has great effect on the width of molten pool. Especially, when the temperature
gradient coefficient of surface tension is negative, the surface tension of the liquid metal increases as
the temperature decreases. Thus, the surface tension is low at the center of the molten pool, and it is
high near the molten pool edge, which contributes to an outward flow and consequently a wider and
shallower molten pool. The equation of Marangoni force is expressed as follows: dy
dT
dT
d
(6) (6) where τ is the Marangoni stress, dγ/dT is temperature coefficient of surface tension and dT/dy is
the temperature gradient. The buoyancy force is caused by the density variations. The variation of density in the molten
pool induces the fluid rising in the hotter and less-dense region. At the same time, the fluid sinks in
the cooler and denser region. The force is expressed by the following equation: )
(
ref
b
T
T
g
F
(7) (7) where ρ is the density of liquid metal, β is the thermal expansion coefficient, and Tref is where ρ is the density of liquid metal, β is the thermal expansion coefficient, and Tref is arbitrarily selected reference temperature. 3.2 Driving forces Electromagnetic force is named as Lorentz force, which effects on the heat and mass transfer in
the molten pool and contributes to smaller width and deeper penetration. The equation is expressed
as: as: as: B
J
Fm
(8) (8) where J is the current density and B is the Magnetic field. where J is the current density and B is the Magnetic field. Arc pressure contributes to smaller width and larger penetration. On the contrary, the plasma
flow force leads to larger width and shallower penetration. The scheme diagram of driving force in
the molten pool is as shown in Fig. 3. Fig. 3 The schematic diagram of driving force during laser-MIG hybrid welding. (a) In cross section. (b) In
longitudinal section ce during laser-MIG hybrid welding. (a) In cross section. (b) In Fig. 3 The schematic diagram of driving force during laser-MIG hybrid welding. (a) In cross section. (b) In
longitudinal section Convection heat transfer coefficient Dynamic viscosity 3.3 Condition of computational domain Considering the gas-liquid two-phase flow under the laser-MIG hybrid welding process, two
domains of air and aluminum alloy are established, where the thickness of the air is 3 mm and the
thickness of the aluminum alloy is 6 mm, as shown in Fig. 4. The top of the air domain is selected as
the inflow, the velocity is set to 0.1m/s, and other three sides of the air domain as the outflow are set
as an atmosphere. The remaining faces are set as walls. The geometric model is meshed to 487,978
tetrahedron elements. The thermo-physical properties of 6061 aluminum alloy and plasma are as
shown in Table 3and Table 4, respectively. Fig. 4 The schematic diagram of computational domain
Table 3 Thermo-physical properties of 6061 aluminum alloy for simulation Fig. 4 The schematic diagram of computational domain
Table 3 Thermo-physical properties of 6061 aluminum alloy for simulation Fig. 4 The schematic diagram of computational domain Table 3 Thermo-physical properties of 6061 aluminum alloy for simulation Table 3 Thermo-physical properties of 6061 aluminum alloy for simulation
Physical property
Symbol
Value
Unit
Mass density
ρ
2630
Kg/m3
Thermal expansion coefficient
β
3.02×10-5
1/K
Heat conductivity
λ
204
W/(m·K)
Solid temperature
Tm
858.13
K
Liquid temperature
Tl
923.15
K
Evaporation temperature
Tb
2790
K
Latent heat of fusion
Lm
5.03×105
J/kg
Latent heat of evaporation
Lv
1.07×107
J/kg
Special heat capacity of solid
Cp
900
J/(kg·K)
Special heat capacity of liquid
Cl
1200
J/(kg·K)
Surface tension
σ
0.99
N/m
Temperature coefficient of surface tension
Aσ
-1.3×10-4
N/(m·K)
Dynamic viscosity
η
0.0045
Pa·s
Surface emissivity
ε
0.1
/
Ambient temperature
Tref
300
K
Magnetic permeability
μ
1.26×10-6
H/m
Table 4 Thermo-physical properties of plasma for simulation
Physical property
Symbol
Value
Unit
Mass density
ρg
0.06
Kg·m-3
Special heat capacity
Cg
49
J·Kg-1 Convection heat transfer coefficient 3.4 Heat source Considering the laser and MIG heat sources during the welding process, a hybrid heat source
model of a Gaussian rotating body heat source combination and a double ellipsoid heat source are
selected for simulation, as shown in Fig. 5. The heating range of the MIG heat source is wider and
the width of the weld seam is larger, thus the double ellipsoid heat source model is better reflect the
shape of the molten pool[26]. The laser heat source acts on the surface of the workpiece and
produces a keyhole effect, which plays a leading role in the welding process[27]. Fig. 5 The model of laser-MIG hybrid heat source. (a) Gaussian rotating body combined heat source model. (b)
Double ellipsoid heat source model The model of laser-MIG hybrid heat source. (a) Gaussian rotating body combined heat source model. Fig. 5 The model of laser-MIG hybrid heat source. (a) Gaussian rotating body combined heat source model. (b)
Double ellipsoid heat source model Double ellipsoid heat source model Since the weld under the laser heat source is nail-shaped in cross section, in order to better fit
the simulation effect, the Gaussian rotating body heat source is selects as the laser heat source model,
which mainly includes Gaussian surface heat source and Gaussian body heat source. The distribution
functions of heat flux density are described as:
2
2
2
2 exp
,
s
s
s
s
r
y
x
b
r
bQ
y
x
q
(9)
z
t
H
y
x
e
t
H
R
Q
z
v
)
(
lg
9
exp
1
)
(
9
2
2
3
0
(10) (9) (10) where qs and qv are the heat flux distributions of Gaussian surface heat source and bulk heat where qs and qv are the heat flux distributions of Gaussian surface heat source and bulk heat source respectively, b is the heat flux concentration coefficient, Qs and Qv represent the power of
surface heat source and bulk heat source, rs and R0 are the effective radius of action of the surface
heat source and bulk heat source, respectively , H(t) is the effective depth of action at which the body
heat source changes over time. 3.4 Heat source And the relationship between Qs and Qv is expressed as: P
Q
Q
L
S
V
(11) (11) where P is the laser power and ηL is the thermal efficiency of the laser. The double ellipsoid heat source model is described as: The double ellipsoid heat source model is described as:
0
3
3
3
exp
3
6
,
,
2
2
2
2
0
2
2
y
c
z
b
t
v
y
a
x
bc
a
IU
f
z
y
x
q
f
f
A
f
f
,
(12)
0
3
3
3
exp
3
6
,
,
2
2
2
2
0
2
2
y
c
z
b
t
v
y
a
x
bc
a
IU
f
z
y
x
q
f
f
A
f
f
,
(12)
0
3
3
3
exp
3
6
,
,
2
2
2
2
0
2
2
y
c
z
b
t
v
y
a
x
bc
a
IU
f
z
y
x
q
r
r
A
r
r
,
(13) (12) (13) 2
r
f
f
f
(14) (14) In the formula, qr and qf are the heat source densities of the two ellipsoids in the double
ellipsoid heat source model, ff and fr are the heat distribution coefficients of the two ellipsoids, and I,
U and v0 are the arc current, voltage and Welding speed, af, ar, b and c are heat source model
parameters. ηA is the arc thermal efficiency. 3.6 Droplet transition model The mass, energy and momentum brought by the droplet transition behavior, which impacts on
the temperature field and flow field of the molten pool as well as the dynamic evolution behavior of
the keyhole. In this model, the boundary at the entrance in the geometric model is set as the position
where the droplet grows up gradually. As the droplet grows up completely, it falls into the molten
pool by free fall. Based on the results observed by the high-speed camera, the droplet transition
period of 0.06s was set, and the wire moving speed was set the same as the laser heat source moving
speed. The geometric model and boundary conditions of the droplet transition are shown in Fig. 7. Fig. 7 Geometric and boundary conditions of droplet transition model Fig. 7 Geometric and boundary conditions of droplet transition model 3.5 Experiment validation According to the heat-fluid coupling solution process of the laser-MIG hybrid welding process,
the numerical simulation calculation is carried out. After the relevant parameters of the model are
corrected, the results of heat source verification result for 1# is shown in Fig. 6. Comparing the weld
cross section with the weld simulation results, it is seen that the macroscopic appearances of 1# is
basically symmetrical, so the modified hybrid heat source model can be used for the subsequent
simulation calculation of the temperature field and flow field of laser-MIG hybrid welding. Fig. 6 Comparison of the experimental result and simulation result
i
d l Fig. 6 Comparison of the experimental result and simulation result 3.1 High-speed camera results In order to facilitate the analysis of the droplet transfer behavior in the laser-MIG hybrid
welding process, the high-speed camera results of 1# parameter (P=4.0 kW, I=90 A, v=1.2 m/min) were taken, and a picture was extracted every 2 ms for observation and analysis, as shown in Fig. 8. At t0, the droplet just started to contact the molten pool. Due to inertia, the center of gravity of the
molten droplet shifted along the side opposite to the welding direction. The contact surface gradually
increased under the action of the surface tension of the molten pool and gravity, the molten droplet
was completely separated from the end of the welding wire at t0+6 ms. With the falling of the molten
droplet, the molten droplet gradually merged into the molten pool. At t0+10 ms, the molten droplet
completely merged into the molten pool. The front of the molten pool formed a keyhole under the
action of the laser. Owing to the impact and momentum brought by the droplet drop, a depression
appeared in the front of the liquid molten pool at t0+12 ms, and the diameter of the keyhole was also
significantly reduced. It is seen that the droplet transition behavior has a very important influence on the stability of
the molten pool and the volatility of the keyhole. The external momentum and energy brought by the
droplet transition promote the flow of the molten pool, which is beneficial for the beneficial elements
of the molten droplet. The elements are fully mixed with the molten pool and promote the escape of
bubbles. In the process of droplet transition, the back wall of the keyhole is squeezed due to the
impact force of the droplet on the molten pool. The opening of the keyhole is suppressed, meanwhile,
the laser energy is affected to the bottom of the keyhole, which results a smaller keyhole. Fig. 8 High-speed camera photos in the droplet transition process Fig. 8 High-speed camera photos in the droplet transition process Fig. 8 High-speed camera photos in the droplet transition process 3.2 Effect of droplet transition on thermal-fluid coupling field distribution In order to study the effect of droplet transition on the temperature field and flow field of the
molten pool, under 2# parameter (P=4.0 kW, I=100 A, v=1.2 m/min), the droplet between 64.8 ms
and 68.8 ms is selected. The results of the transition simulation were analyzed, and the method of
adding and not adding the droplet transition was used to analyze the influence of the droplet
transition behavior on the morphology of the keyhole. The simulation results of the temperature field
are shown in Fig. 9 and Fig. 10, respectively. The droplet transition process causes pressure on the back wall of the keyhole, so the angle of
the keyhole back wall changes, as shown in Fig. 9. At t=64.8 ms, the molten droplet was contracted
and hung above the molten pool under the action of electromagnetic force, the back of the molten
pool was slightly dented by the action of the arc force. At t=65.6 ms, the droplet contacted the back
of the molten pool, the momentum by the falling droplet caused an impact on the molten pool, and the back wall of the keyhole was squeezed by the liquid at the back of the molten pool. At t=67.2 ms,
the back wall of the keyhole bulged due to the squeezing effect of the droplets falling into the molten
pool, and the direction pointed to the inside of the keyhole. At t=68.0 ms, owing to the squeezing of
the molten metal in the rear molten pool and the filling of the molten pool, the angle of the lower part
of the back wall of the keyhole was changed, which facilitated the laser irradiation into the keyhole
and brought a greater depth of the keyhole. At t=68.8 ms, the back wall of the keyhole continued to
be affected by the fusion of the molten droplets to the back of the molten pool, and the lower part of
the back wall of the keyhole had a boss pointing to the inside, which was not conducive to the laser
irradiation to the bottom of the keyhole, thus affected the absorption of laser energy in molten pool. Compare with added droplet transfer, the surface morphology of the back of the molten pool
without droplet is smoother, as shown in Fig. 10. It is found that the depth of the keyhole is the same,
but the back wall of the keyhole changes greatly. 3.2 Effect of droplet transition on thermal-fluid coupling field distribution The increase in the volume of the rear part causes a
slight depression in the lower part of the rear wall of the keyhole. Fig. 9 Distribution of temperature field in molten pool during droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. (c) t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms Fig. 9 Distribution of temperature field in molten pool during droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. (c) t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms Fig. 10 Distribution of temperature field in molten pool without droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. (c) t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms Fig. 10 Distribution of temperature field in molten pool without droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. (c) t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms (c) t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms Because the molten droplet brings external momentum to the molten pool, the flow field
distribution of the molten pool also changes. The simulation results of the flow field are shown in Fig. 11 and Fig. 12, respectively. It is seen from Fig. 11 that the flow velocity inside the molten pool is very small, the flow
velocity on the surface of the molten pool and the wall of the keyhole is relatively large. The flow
velocity on the surface of the molten pool varies from 0.7 m/s to 1.1 m/s, the flow velocity at the
bottom of the keyhole varies greatly, about 0.4 m/s to 1.4 m/s. At t=64.8 ms, the molten droplet had
not yet fallen into the molten pool. At this time, the fluid in the front of the molten pool flowed
upward along the front wall of the keyhole, and the fluid at the rear of the molten pool flowed down
in a clockwise direction in front of the molten pool. It flowed upward along the back wall of the
keyhole and extends backward under the action of Marangoni circulation on the surface of the
molten pool. A clockwise vortex appeared in the fluid below the back of the molten pool. At t=65.6
ms, the transition of the droplet brought an impact to the back of the molten pool, so the flow
direction of the fluid in the bottom area of the keyhole was from the back to the front of molten pool. 3.2 Effect of droplet transition on thermal-fluid coupling field distribution Meanwhile, the droplet completely fell into the molten pool, the impact force brought by the droplet
was relatively large, and the maximum velocity reached 2.05 m/s. For the flow field distribution of the molten pool without added droplet transition, the flow field
distribution is basically the same as that of the added droplet transition, but its peak velocity at different times is less than the added droplet transition, mainly because the droplet transition brings
about External momentum[28]. The change of the shape of the keyhole by the droplet transition is
mainly achieved by promoting the downward flow of the fluid at the back of the molten pool to fill
the depression below the back wall of the keyhole, thus squeezing the back wall of the keyhole. When convex shape is appeared on the back wall of the keyhole, which affects the heating effect of
the laser on the molten pool, the back wall of the keyhole will adjust the angle under the thermal
capillary force to maintain the absorption of the laser by the molten pool. Fig. 11 Distribution of flow field in molten pool during droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. Fig. 11 Distribution of flow field in molten pool during droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. (c) t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms (c) t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms (c) t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms
Fig. 12 Distribution of flow field in molten pool without droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. (c) t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms 12 Distribution of flow field in molten pool without droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. Fig. 12 Distribution of flow field in molten pool without droplet transition. (a) t=64.8 ms. (b) t=65.5 ms
(c) t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms (c) t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms 3.3 Effect of droplet on keyhole induced pore Fig. 13 shows that the trajectory of the bubble formed during the droplet transition under 2#
parameter (P=4.0 kW, I=100 A, v=1.2 m/min). It is seen that the droplet transition has an important influence on the stability of the keyhole, and it is easy to bring external bubbles when falling into the
molten pool. Before the molten droplet fell into the molten pool, the maximum speed of the free fall
reached 2.262 m/s, which brought external momentum and energy to the molten pool. At t=66.4 ms,
the molten droplet fell into the molten pool forming a gap, and the movement direction of the
surrounding fluid was a counterclockwise vortex, the vortex velocity was 0.39~0.78 m/s; at t=67.2
ms, an irregular bubble formed on the surface at the back of the molten pool. The flow direction of
the fluid was still a counterclockwise vortex, and the moving speed is reduced; at t=67.6 ms, the
liquid bridge above the bubble was broken, and the bubble escaped from the molten pool. The flow
direction of the fluid around the bubble was clockwise circulation, and the maximum surface
velocity caused by the liquid bridge fracture reached 2.805 m/s. It can be seen that the droplet
transition brings smaller bubbles to the surface of the molten pool, and escapes the surface of the
molten pool under the action of the surrounding circulation. The circulation velocity is slightly
higher than that of the surrounding fluid, and the bubbles are easy to escape. Fig. 13 The trajectory of the bubble formed during the droplet transition. (a) t=65.6 ms. (b) t=66.4 ms. (c) t=67.2 ms. (d) t=67.6 ms Fig. 13 The trajectory of the bubble formed during the droplet transition. (a) t=65.6 ms. (b) t=66.4 ms. (c) t=67.2 ms. (d) t=67.6 ms (c) t=67.2 ms. (d) t=67.6 ms The forces acting on the bubbles in the molten pool are buoyancy force Fb, gravity G, the fluid
driving force Fd and viscous force FV, as shown in Fig. 14(a). Because most of the bubbles are very
small with the diameter of tens of microns, Fd is the main force. The bubbles move in the molten pool under the driving force of the molten pool fluid[29]. Fig. 3.3 Effect of droplet on keyhole induced pore 14(b) shows that the smaller bubbles
move downward along the solidification interface under the action of fluid flow in the middle of the
molten pool, and upward along the back wall of keyhole under the action of Marangoni circulation at
the back of the molten pool. Finally, the smaller bubbles escape from the molten pool. For the large
bubbles formed in the molten pool, which are mainly affected by Fb and easy to escape from the
molten pool. Fig. 14 (a) The schematic diagram of the bubble trajectory during the droplet transition. (b) The schematic diagram
of the bubbles trajectory in different positions of the molten pool Fig. 14 (a) The schematic diagram of the bubble trajectory during the droplet transition. (b) The schematic diagram
of the bubbles trajectory in different positions of the molten pool Fig. 14 (a) The schematic diagram of the bubble trajectory during the droplet transition. (b) The of the bubbles trajectory in different positions of the molten pool Consent for publication All authors and their institutions agree to publish this article in The International Journal of
Advanced Manufacturing Technology. Consent to participate All authors in this article have informed consent to participate in this study. Code availability Not applicable. 4. Conclusions In this investigation, high-speed camera was used to observe the droplet transition of laser-MIG
hybrid welding for aluminum alloy. The thermal-fluid coupling model was established to study the
effect of droplet transfer on the shape of the molten pool. Based on the experimental and simulation
results, the conclusions are drawn as follows: (1) The process of the droplet falling into the molten pool hinders the formation of the keyhole,
and the keyhole opening is the smallest when the droplets are in contact with the molten pool. (2) The mass, energy and momentum brought by the droplet transition behavior, which changes
the temperature field and flow field of the molten pool. In addition, the maximum velocity of molten
pool is bigger than that without droplet. (3) The changes of the keyhole morphology are mainly behaved as the squeezing of the back
wall of the keyhole. Additionally, the appearance of a boss on the keyhole wall affects the absorption
of laser energy by the molten pool, thus affects the depth of keyhole. (4) The droplet transition is easy to bring bubbles, which are drawn into the molten pool by the
counterclockwise vortex formed on the upper surface of the molten pool. After that, under the (4) The droplet transition is easy to bring bubbles, which are drawn into the molten pool by the
counterclockwise vortex formed on the upper surface of the molten pool. After that, under the combined action of the thermal buoyancy and the clockwise vortex formed on the upper surface of
the molten pool, the bubbles is easy to escape the molten pool. combined action of the thermal buoyancy and the clockwise vortex formed on the upper surface of
the molten pool, the bubbles is easy to escape the molten pool. Availability of data and material All data generated or analyzed during this study are included in this published article. Authors' contributions Yue Li: investigation, experiment, data analysis, original manuscript writing, manuscript
revising. Yanqiu Zhao: validation, supervision, funding acquisition. Xudong Zhou: investigation,
experiment. Xiaohong Zhan: manuscript revising. Ethics approval The content in this article does not violate the ethics. Funding The authors did not receive support from any organization for the submitted work. Conflicts of interest/Competing interests The authors have no conflicts of interest to declare that are relevant to the content of this article. Availability of data and material References [1] Mediratta R, Ahluwalia K, Yeo SH (2016) State-of-the-art on vibratory finishing in the aviation
industry: an industrial and academic perspective. Int J Adv Manuf Technol 85:415-429. [2] Samal P, Vundavilli PR, Meher A, Mahapatra MM (2020) Recent progress in aluminum metal
matrix composites: A review on processing, mechanical and wear properties. J Manuf Process
59:131-152. [3] Alahmari AM, Darwish S, Ahmed, N (2016) Laser beam micro-milling (LBMM) of selected
aerospace alloys. Int J Adv Manuf Technol 86:2411-2431. [3] Alahmari AM, Darwish S, Ahmed, N (2016) Laser beam micro-milling (LBMM) of selected
aerospace alloys. Int J Adv Manuf Technol 86:2411-2431. [4] Dursun T, Soutis C (2014) Recent developments in advanced aircraft aluminium alloys. Mater
Des 56:862-871. [5] Zhou SJ, Ling WL, Ma WP, Gao QY, Lu WH, Zhan XH (2019) The pores formation mechanism
in the laser-MIG hybrid welded joint of mild steel. Mater Res Express 6:095803. [5] Zhou SJ, Ling WL, Ma WP, Gao QY, Lu WH, Zhan XH (2019) The pores formation mechanism
in the laser-MIG hybrid welded joint of mild steel. Mater Res Express 6:095803. [6] Chen S, Zhao YQ, Tian SH, Gu YZ, Zhan XH (2020) Study on keyhole coupling and melt flow
dynamic behaviors simulation of 2219 aluminum alloy T-joint during the dual laser beam
bilateral synchronous welding. J Manuf Process 60:200-212. [7] Xu GX, Zheng ZQ, Cao QN,Hu QX, Li L, Guo QH, Du BS (2019) Numerical and experimental
investigation on weld formation during laser+MIG hybrid fillet welding of aluminum alloy in
horizontal position. Int J Adv Manuf Technol 102:2683-2694. [8] Examilioti TN, Kashaev N, Enz J, Klusemann B, Alexopoulos ND (2020) On the influence of
laser beam welding parameters for autogenous AA2198 welded joints. Int J Adv Manuf Technol
110:2079-2092. [9] Guan Q, Long J, Yu P, Jiang S, Huang W, Zhou J (2019) Effect of steel to aluminum laser
welding parameters on mechanical properties of weld beads. Opt Laser Technol 111:387-394. [10] Zhao YQ, Zhan XH, Gao QY, Chen S, Kang Y (2020) Research on the Microstructure
Characteristic and Tensile Property of Laser-MIG Hybrid Welded Joint for 5A06 Aluminum
Alloy. Met Mater Int 26(3):346-359. [11] Hammad A, Churiaque C, Sanchez-Amaya JM, Abdel-Nasser Y (2021) Experimental and
numerical investigation of hybrid laser arc welding process and the influence of welding
sequence on the manufacture of stiffened flat panels. J Manuf Process 61:527-538. References [12] Zhang C, Gao M, Wang D, Yin J, Zeng X (2017) Relationship between pool characteristic and
weld porosity in laser arc hybrid welding of AA6082 aluminum alloy. J Mater Process Technol
240:217-222. [13] Zhan X, Zhao Y, Liu Z, Gao Q, Bu H (2018) Microstructure and porosity characteristics of 5A06
aluminum alloy joints using laser-MIG hybrid welding. J Manuf Process 35:437-445. [14] Yan J, Gao M, Li G, Zhang C, Zeng X, Jiang M (2013) Microstructure and mechanical
properties of laser-MIG hybrid welding of 1420 Al-Li alloy. Int J Adv Manuf Technol 66:1467-1473. metal arc welding process. Int J Heat Mass Transf 44:2067-2080. 66:1467-1473. [15] Liu F, Tan C,Wu L, Gong X, Chen B, Song X, Zhao H, Wang G (2020) Influence of waveforms
on Laser-MIG hybrid welding characteristics of 5052 aluminum alloy assisted by magnetic field. Opt Laser Technol 132:106508. [16] Faraji AH, Moradi M, Goodarzi M, Coluccid P, Maletta C (2017) An investigation on capability
of hybrid Nd:YAG laser-TIG welding technology for AA2198 Al-Li alloy. Opt Lasers Eng
96 :1-6. [17] Liu S, Zhang F, Dong S, Zhang H, Liu F (2018) Characteristics analysis of droplet transfer in
laser-MAG hybrid welding process. Int J Heat Mass Transf 121:805-811. [18] Zhang F, Liu S, Liu F, Zhang H (2019) Stability evaluation of laser-MAG hybrid welding
process. Opt Laser Technol 116:284-292. [19] Lu FG, Li XB, Li ZG, Tang XH, Cui CH (2015) Formation and influence mechanism of
keyhole-induced porosity in deep-penetration laser welding based on 3D transient modeling. Int
J Heat Mass Transf 90:1143-1152. [20] Xu G, Li L, Wang H, Li P, Guo Q, Hu Q, Du B (2019) Simulation and experimental studies of
keyhole induced porosity in laser-MIG hybrid fillet welding of aluminum alloy in the horizontal
position. Opt Laser Technol 119:105667. [21] Cunningham R, Zhao C, Parab N, Kantzos C, Pauza J, Fezzaa K, Sun T, Rollett AD (2019)
Keyhole threshold and morphology in laser melting revealed by ultrahigh-speed x-ray imaging. Science 363:849-852. [22] Ye XH, Chen X (2002) Three-dimensional modelling of heat transfer and fluid flow in laser
full-penetration welding. J Phys D: Appl Phys 35:1049-1056. [23] Semak V, Matsunawa A (1997) The role of recoil pressure in energy balance during laser
materials processing. J Phys D: Appl. Phys 30:2541-2552. [23] Semak V, Matsunawa A (1997) The role of recoil pressure in energy balance during laser
materials processing. J Phys D: Appl. Phys 30:2541-2552. [24] Pang S, Chen X, Shao X, Gong S, Xiao J (2016) Dynamics of vapor plume in transient keyhole
during laser welding of stainless steel: Local evaporation, plume swing and gas entrapment into
porosity. Opt Lasers Eng 82:28-40. [25] Cho WI, Na SJ, Cho MH, Lee SJ (2010) Numerical study of alloying element distribution in
CO2 laser–GMA hybrid welding. Comput Mater Sci 49:792-800. [26] Wang Y, Tsai HL (2001) Impingement of filler droplets and weld pool dynamics during gas [26] Wang Y, Tsai HL (2001) Impingement of filler droplets and weld pool dynamics during gas metal arc welding process. Int J Heat Mass Transf 44:2067-2080. 66:1467-1473. [27] Lankalapalli KN, Tu JF, Gartner M (1996) A model for estimating penetration depth of laser
welding processes. Phys D: Appl Phys 29:1831-1841. [27] Lankalapalli KN, Tu JF, Gartner M (1996) A model for estimating penetration depth of laser
welding processes. Phys D: Appl Phys 29:1831-1841. [27] Lankalapalli KN, Tu JF, Gartner M (1996) A model for estimating penetration depth of laser
welding processes. Phys D: Appl Phys 29:1831-1841. [28] Liu S, Zhang F, Dong S, Zhang H, Liu F (2018) Characteristics analysis of droplet transfer in
laser-MAG hybrid welding process. Int J Heat Mass Transf 121:805-811. [28] Liu S, Zhang F, Dong S, Zhang H, Liu F (2018) Characteristics analysis of droplet transfer in
laser-MAG hybrid welding process. Int J Heat Mass Transf 121:805-811. [29] Zhang C, Gao M, Wang DZ, Yin J, Zeng XY (2017) Relationship between pool characteristic
and weld porosity in laser arc hybrid welding of AA6082 aluminum alloy. J Mater Proc Technol
240:217-222. [29] Zhang C, Gao M, Wang DZ, Yin J, Zeng XY (2017) Relationship between pool characteristic
and weld porosity in laser arc hybrid welding of AA6082 aluminum alloy. J Mater Proc Technol
240:217-222. Figures Figure 1
Experimental setup of 6061 aluminum alloy laser-MIG hybrid welding. (a) Equipment and work table. (b)
Disc laser. (c) Fronius welder Figure 1 Experimental setup of 6061 aluminum alloy laser-MIG hybrid welding. (a) Equipment and work table. (b)
Disc laser. (c) Fronius welder Figure 2
Schematic diagram of laser-MIG hybrid welding. (a) Welding. (b)Molten pool morphology Figure 2 Schematic diagram of laser-MIG hybrid welding. (a) Welding. (b)Molten pool morphology Schematic diagram of laser-MIG hybrid welding. (a) Welding. (b)Molten pool morphology Figure 3
The schematic diagram of driving force during laser-MIG hybrid welding. (a) In cross section. (b) In Figure 3 The schematic diagram of driving force during laser-MIG hybrid welding. (a) In cross section. (b) In
longitudinal section The schematic diagram of driving force during laser-MIG hybrid welding. (a) In cross section. (b) In
longitudinal section g
Figure 4
The schematic diagram of computational domain Figure 4 The schematic diagram of computational domain The schematic diagram of computational domain The schematic diagram of computational domain Figure 5
The model of laser-MIG hybrid heat source. (a) Gaussian rotating body combined heat source model. (b)
Double ellipsoid heat source model Figure 5 Figure 5 The model of laser-MIG hybrid heat source. (a) Gaussian rotating body combined heat source model. (b)
Double ellipsoid heat source model The model of laser-MIG hybrid heat source. (a) Gaussian rotating body combined heat source model. (b)
Double ellipsoid heat source model Figure 6
Comparison of the experimental result and simulation result Figure 6 Comparison of the experimental result and simulation result Figure 7
Geometric and boundary conditions of droplet transition model Figure 7 Geometric and boundary conditions of droplet transition model Figure 8
High-speed camera photos in the droplet transition process Figure 8 Figure 8 High-speed camera photos in the droplet transition process Figure 9
Distribution of temperature ¦eld in molten pool during droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. (c)
t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms Figure 9 Distribution of temperature ¦eld in molten pool during droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. (c)
t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms (c) t 66. s. (d) t 6 . s. (e) t 68.0
s. ( ) t 68.8
s
Figure 10
Distribution of temperature ¦eld in molten pool without droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. (c) t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms Figure 10 Distribution of temperature ¦eld in molten pool without droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. (c) t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms Distribution of temperature ¦eld in molten pool without droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. (c) t=66.4 ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms Figure 11
Distribution of §ow ¦eld in molten pool during droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. (c) t=66.4
(d) t 67 2
( ) t 68 0
(f) t 68 8 Figure 11 Distribution of §ow ¦eld in molten pool during droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. (c) t=66.4
ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms Figure 12
Distribution of §ow ¦eld in molten pool without droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. (c) t=66.4
ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms Figure 12 Figure 12 Distribution of §ow ¦eld in molten pool without droplet transition. (a) t=64.8 ms. (b) t=65.5 ms. (c) t=66.4
ms. (d) t=67.2 ms. (e) t=68.0 ms. (f) t=68.8ms Figure 13
The trajectory of the bubble formed during the droplet transition. (a) t=65.6 ms. (b) t=66.4 ms. (c) t=67.2
(d) t 67 6 Figure 13 The trajectory of the bubble formed during the droplet transition. (a) t=65.6 ms. (b) t=66.4 ms. (c) t=67.2
ms (d) t=67 6 ms The trajectory of the bubble formed during the droplet transition. (a) t=65.6 ms. (b) t=66.4 ms. (c) t=67.2
ms. (d) t=67.6 ms Figure 14
(a) The schematic diagram of the bubble trajectory during the droplet transition. Figure 7 (b) The schematic
diagram of the bubbles trajectory in different positions of the molten pool Figure 14 Figure 14 (a) The schematic diagram of the bubble trajectory during the droplet transition. (b) The schematic
diagram of the bubbles trajectory in different positions of the molten pool (a) The schematic diagram of the bubble trajectory during the droplet transition. (b) The schematic
diagram of the bubbles trajectory in different positions of the molten pool (a) The schematic diagram of the bubble trajectory during the droplet transition. (b) The schematic
diagram of the bubbles trajectory in different positions of the molten pool
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https://openalex.org/W4388000637
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https://www.nature.com/articles/s42004-023-01025-x.pdf
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English
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Simulating the structural phase transitions of metal-organic frameworks with control over the volume of nanocrystallites
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Communications chemistry
| 2,023
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cc-by
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1 Ruhr-Universität Bochum, Faculty of Chemistry and Biochemistry, Computational Materials Chemistry Group, Universitätsstr. 150, 44801 Bochum, Germany.
✉
il
h
h id@ b d Simulating the structural phase transitions of
metal-organic frameworks with control over
the volume of nanocrystallites
https://doi.org/10.1038/s42004-023-01025-x
OPEN Larissa Schaper1 & Rochus Schmid
1✉ Flexible metal-organic frameworks (MOFs) can undergo structural transitions with significant
pore volume changes upon guest adsorption or other external triggers while maintaining their
porosity. In computational studies of this breathing behavior, molecular dynamics (MD)
simulations within periodic boundary conditions (PBCs) are commonly performed. However,
to account for the finite size and surface effects affecting the phase transition mechanism, the
simulation of non-periodic nanocrystallite (NC) models without the constraint of PBCs is an
important alternative. In this study, we present an approach allowing the analysis and control
of the volume of finite-size structures during MD simulations by a tetrahedral tessellation of
the (deformed) NC’s volume. The method allows for defining the current NC’s volume during
the simulation and manipulating it regarding a particular reference volume to compute free
energies for the phase transformation via umbrella sampling. The application on differently
sized DMOF-1 and DUT-128 NCs reveals flexible pore closing mechanisms without significant
biasing of the transition pathway. The concept provides the theoretical foundation for further
research on flexible materials regarding targeted initialization of the structural phase behavior
to elucidate the underlying mechanism, which can be used to improve the applications of
flexible materials by targeted controlling of the phase transition. 1 Ruhr-Universität Bochum, Faculty of Chemistry and Biochemistry, Computational Materials Chemistry Group, Universitätsstr. 150, 44801 Bochum, Germany. ✉email: rochus.schmid@rub.de 1 Ruhr-Universität Bochum, Faculty of Chemistry and Biochemistry, Computational Materials Chemistry Group, Univer
✉email: rochus.schmid@rub.de COMMUNICATIONS CHEMISTRY | (2023) 6:233 | https://doi.org/10.1038/s42004-023-01025-x | www.nature.com/commschem 1 ARTICLE COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x O approach is hampered by two difficulties: (i) An appropriate
model for the surface termination of the NC is needed, and (ii)
the application of pressure and the control of the system’s volume
of an arbitrarily deformed NC is complex. O
ne peculiar feature of metal-organic frameworks (MOFs),
which differentiates them from other porous systems like
zeolites, is the ability of specific systems to undergo sig-
nificant volume changes upon guest molecule adsorption or other
external triggers like hydrostatic pressure, temperature, or mag-
netic fields1,2. This “breathing effect" has attracted great interest
because of its potential use in various areas, like improving the
working capacity in gas separation3. The surface termination of a MOF, which also represents a
defect concerning the bulk system, needs to be better investi-
gated
in
experimental
and
theoretical
studies. Simulating the structural phase transitions of
metal-organic frameworks with control over
the volume of nanocrystallites
https://doi.org/10.1038/s42004-023-01025-x
OPEN However,
assuming a saturation of dangling bonds by modulators, often
used in synthesis, allows staging an approximate and idealized
surface termination16,17. More problematic is the second point,
namely that a clear definition of the NC’s volume needs to be
included in contrast to PBC simulations. In this context, it has
to be considered how hydrostatic pressure can be typically
simulated. In experiments, hydrostatic pressure acts as a force
on the surface of the crystal exerted by a medium, i.e., the
surrounding gas, which is adsorbed simultaneously. Therefore,
pressure is connected to adsorption. In a theoretical simulation,
disentangling this can be advantageous since pressure can be
simulated in the absence of an adsorbing gas as a force acting
on the cell parameters. As a result, the system’s volume is
always well-defined by the unit cell. In a PBC simulation, there
is no surface on which a medium could act. In contrast, there is
no such well-defined volume for a deformed NC during a phase
transition. In this context, the so-called “negative gas adsorption" was
recently reported for DUT-49 and related MOFs, where the crystal
cell volume is reduced at a limiting pressure, reducing the gas
loading at higher pressure4,5. All these breathing and gate-opening
effects are accompanied by a structural transition and deformation
of the MOF, which is possible due to the flexibility of the organic
linkers or their connection to the inorganic secondary building
blocks (SBUs). These 3rd generation MOFs are called soft porous
materials6. Although these breathing phase transitions are inten-
sively investigated both experimentally and by theoretical methods,
the phenomenon still needs to be fully understood, and a prediction
of, e.g., limiting gate pressures is still difficult7. Recently, experi-
mental evidence for a dependence of the breathing effect on the
crystallite size has been found, indicating an influence of the
system-to-volume ratio8. Also, the influence of defects and disorder
on the flexibility of MOFs is still being determined9,10. From a
theoretical point of view, most studies employ artificial periodic
boundary conditions (PBCs) to simulate crystalline materials with
relatively small unit cells and ideal, non-defective MOF systems
leading to a well-defined cell volume, which allows pressure control
by barostats11. It has been recently shown that large unit cells and a
numerically effective GPU-based simulation approach allow
studying the first-order phase transitions with the presence of both
phases within PBCs12,13. Simulating the structural phase transitions of
metal-organic frameworks with control over
the volume of nanocrystallites
https://doi.org/10.1038/s42004-023-01025-x
OPEN These meso-sized systems have a crystal
size of ~100 nm side length. Figure 1 gives an overview of our various concepts to handle
finite-size systems during simulation. In the NC simulations of
MOF NCs, a distance restraint between SBUs on the edges of the
system was used to exert a mechanical force on the system,
mimicking the effect of pressure and inducing the structural
phase transition14. This mechanical force has, of course, nothing
in common with hydrostatic pressure and is derived from the
expected reaction coordinate, at the same time enforcing a par-
ticular mechanism of pore closing. g
In contrast to such PBC simulations, the structural phase
transition of DMOF-1 and derivatives was investigated as non-
periodic nanocrystallites (NCs) with an approximated surface
termination model14,15. The simulations confirm a first-order
phase transition behavior with an interface between the open and
the closed pore phase moving through the system. Already for the
small NCs of ~1 nm side length, size effects on the free energy
barrier could be observed, indicating a surface hindrance on the
phase transition. This would explain that smaller crystallites
typically are less flexible or do not switch in experimental studies. The current results corroborate that the simulation of NCs
beyond PBCs is a necessary route to fully reveal the atomistic
details of the structural phase transition of MOFs. However, the To alleviate this bias, we recently considered the pressure
bath method, where a fictitious medium is added, actually
exerting pressure on the surface of the NC18. This method was
inspired by the experimental mercury porosimetry, where a
non-wetting fluid like mercury is used, which cannot enter the
MOF nanopores. Therefore, in the absence of adsorption, the
compression of a MOF crystallite could be experimentally
triggered by pressure. In the simulation, spherically large par-
ticles that strongly attract themself but interact only repulsive
with the MOF are used, leading to considerable surface tension. Using a PBC simulation cell with the NC embedded in the
pressure bath medium, the structural phase transition could be
investigated in a constant pressure (NPT) ensemble. In contrast Fig. 1 Handling of finite size systems in MD simulation. The first approach introduces a mechanical force to initialize the pore closing mechanism by
lowering the distance between opposite-corner SBUs. The pressure bath concept returns to PBCs: A finite-sized system is set up in a fluid. This system as a
whole is simulated using PBCs. Methodology
A
ll
i These derivatives are in turn used to compute the forces acting on
the actual atoms of the paddle-wheels by the chain rule, since the
vertices are defined as their COMs. The COM of a paddle-wheel
is calculated by taking into account both metal atoms and the
four carboxylates. For all vertices in the interior of the NC, the
volume derivatives of the eight neighboring unit-cells will always
exactly compensate. Thus, for the total volume derivative of the
entire NC, it is sufficient to compute derivatives only for the
vertices (paddle-wheel units) at the surface of the NC. For
analysis, the volume is computed on a per unit-cell basis. These derivatives are in turn used to compute the forces acting on
the actual atoms of the paddle-wheels by the chain rule, since the
vertices are defined as their COMs. The COM of a paddle-wheel
is calculated by taking into account both metal atoms and the
four carboxylates. For all vertices in the interior of the NC, the
volume derivatives of the eight neighboring unit-cells will always
exactly compensate. Thus, for the total volume derivative of the
entire NC, it is sufficient to compute derivatives only for the
vertices (paddle-wheel units) at the surface of the NC. For
analysis, the volume is computed on a per unit-cell basis. A collective variable for the NC volume. In order to overcome
the problem that the NC’s volume is not well-defined by the
simulation cell as in PBC, the individual pores of finite-size MOF
NCs are described by tetrahedra to calculate the volume and its
derivatives. To clarify this strategy, a MOF pore is decomposed to
its geometrical basics. g
Figure 2 shows the DMOF-1 unit-cell corresponding to only
one pore of the NC. The pore is defined by the positions of eight
paddle-wheel units at the corners and can be treated as a
polyhedron. The corners (black dots in Fig. 2) represent the
vertex positions of the paddle-wheels connected by the linkers
(black lines). However, if deformed pores are considered, the
geometrical description of an orthorhombus is not sufficient,
which is why the volume has to be determined by a more
suitable geometric object. In order to develop a general
approach, which can be used for an arbitrary pore shape and,
therefore, for different MOFs, the unit-cell is divided into five
tetrahedrons as shown in Fig. 2. ARTICLE ARTICLE COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x The volume of one tetrahedron with the vertices O, A, B, and C
can be calculated by to the previous simulations with a fictitious mechanical force,
various mechanisms could be observed, indicating the absence
of a bias on the pore closing path. Vtet ¼ 1
6
a!
b!´ c!
¼ 1
6 ax ðby cz bz cyÞ þ ay ðbz cx bx czÞ þ az ðbx cy by cxÞ
;
ð1Þ Despite the intriguing similarity of the pressure bath method to
the actual experimental conditions, the method has several
drawbacks. First, the free volume of the sufficiently large simu-
lation cell must be densely packed with the pressure bath med-
ium, adding a substantial numerical overhead to the simulation
since the overall number of particles is substantially increased. Furthermore, simulations of negative pressure for reopening a
system are impossible due to the purely repulsive potential
between the pressure bath and MOF. Because of the high surface
tension, first pore closing events are observed at the corners and
edges of the NC, where the curvature of the NC surface is highest. This is a realistic effect, but it is possibly artificially exaggerated
for the case of very small NCs, as in the simulations. Most
importantly, however, due to significant pressure fluctuations in
the pressure bath itself, the phase transition of the NC is not
triggered at a fixed global pressure, and integration of the free
energy is not possible. ð1Þ with the vectors a!, b!, and c!, pointing from O to A, B, and C,
respectively. Note that labeling the vertices is arbitrary and must
be done once in the beginning for each of the five tetrahedrons,
forming one of the two representations. The derivative of the volume with respect to the Cartesian
coordinates of the vertices can be determined via the derivatives
with respect to the components of the vectors a!, b!, and c!. ARTICLE ∂V
∂ax
¼ 1
6
by cz bz cy
∂V
∂ay
¼ 1
6 bz cx bx cz
∂V
∂az
¼ 1
6
bx cy by cx
∂V
∂bx
¼ 1
6
ay cz az cy
∂V
∂by
¼ 1
6 az cx ax cz
∂V
∂bz
¼ 1
6
ax cy ay cx
∂V
∂cx
¼ 1
6
by az bz ay
∂V
∂cy
¼ 1
6 bz ax bx az
∂V
∂cz
¼ 1
6
bx ay by ax
;
ð2Þ gy
p
Due to these drawbacks, a general approach is ultimately
needed in order to access the volume of MOF NCs and to be able
to manipulate it during the simulation while keeping the flex-
ibility of the pore closing pathway, as observed in the pressure
bath studies. A sufficiently accurate approximation of the
deformed unit-cell volume is necessary to do this for an arbi-
trarily shaped NC. We propose to use a tetrahedron 3D tessel-
lation of the individual pore and the summation of the individual
pore volumes to achieve this. The following section discusses the
general approach of the volume control method, including
the necessary forces resulting from a harmonic restraining
potential term. The approach is demonstrated for two different
MOF NCs with the underlying topology pcu, namely the
DMOF-1 (Zn2(bdc)2(dabco))19 and DUT-128 (Zn) (Zn2(4,4’-
bpdc)2(dabco); 4,4’-bpdc: 4,4’-biphenyldicarboxylate)20 investi-
gated already in previous studies as finite size systems. ð2Þ Simulating the structural phase transitions of
metal-organic frameworks with control over
the volume of nanocrystallites
https://doi.org/10.1038/s42004-023-01025-x
OPEN The third approach, introduced in this study, focuses on the volume of the finite size system, i.e., to get access to the pore
volume and influence it. Fig. 1 Handling of finite size systems in MD simulation. The first approach introduces a mechanical force to initialize the pore closing mechanism by
lowering the distance between opposite-corner SBUs. The pressure bath concept returns to PBCs: A finite-sized system is set up in a fluid. This system as a
whole is simulated using PBCs. The third approach, introduced in this study, focuses on the volume of the finite size system, i.e., to get access to the pore
volume and influence it COMMUNICATIONS CHEMISTRY | (2023) 6:233 | https://doi.org/10.1038/s42004-023-01025-x | www.nature.com/commschem COMMUNICATIONS CHEMISTRY | (2023) 6:233 | https://doi.org/10.1038/s42004-023-01025-x | www.nature.com/commschem 2 Methodology
A
ll
i b The cuboidal volume can be tessellated by tetrahedrons spanned by the vectors
a!, b!, and c!. In order to describe an arbitrary pore shape, the pore volume can be obtained by the sum of the volume of five tetrahedrons: One inner
tetrahedron (c) and four tetrahedrons built by the sides of the pore and one face of the inner tetrahedron (d). The two possibilities to tessellate the pore
illustrated on left and right in (c) and (d). Computational details. All force field calculations were per-
formed with the LAMMPS molecular mechanics program
package23,24. The volume constraint has been implemented in
Python using the LAMMPS fix python/invoke in order to per-
form calculations of the NC’s volume and the forces resulting
from the external potential Uext (Eq. (3)) in each timestep. For
numerical efficiency, the computation is done in parallel, dis-
tributing over the pores, and the core routines are accelerated by a
just-in-time compiler Numba25. The implementation was tested
to
give
energy
conserving
dynamics
in
a
microcanonical
simulation (see further details in Supplementary Note 1.2 and
Supplementary Fig. 1). distribution. The system was coupled to the Nosé-Hoover chain
thermostat31 with a relaxation time of 0.05 ps. All subsequent
simulations were carried out with a relaxation time of 0.1 ps and a
temperature of 300 K, whereby the temperature is only a
reference for the kinetic energy in the system. gy
y
To apply the volume restraining external potential, a proper
choice of the force constant k is needed since it controls the
strength of the potential to bias the volume. For this purpose, a
screening experiment was performed using DMOF-1 NCs in the op
form as a test system in order to determine its magnitude. Further
details are given in the Supplementary Note 1.1. Supplementary
Table 1 lists the tested force constants and the difference between
the mean volume of the respective NC during the simulation and
the reference volume for the respective system. As a result, a force
constant k = 0.002 kcal ⋅mol−1 ⋅Å−6 was used in all further SMD
calculations to maintain a difference between the mean volume of
the respective NC during the simulation and the reference volume
of approximately ΔV = 10 Å3 up to ΔV = 80 Å3 for all investigated
sizes, while the fluctuation of the volume is ΔΔV ≥±50 Å3. Methodology
A
ll
i pp
y
g
The open pore form of the differently sized DMOF-1 and
DUT-128 NCs was constructed by the reverse topological
approach (RTA)26–28. The procedure of generating the cubic
NCs is described in detail in reference14: First, the blueprints for
the differently sized nanocrystallites were prepared by slicing the
respective supercells of the pcu topology and extending them by
vertices for the stubs. Then, the BBs were assigned to their
respective vertices. The NCs were named after the number of
paddle-wheel units in the x-, y-, and z-direction, e.g., the 5 × 5 × 5
NC has five paddle-wheel units and four pores in each spatial
direction. In this study, the 3 × 3 × 3 up to the 6 × 6 × 6 DMOF-1
NCs and the 3 × 3 × 3 up to the 9 × 9 × 9 DUT-128 NCs were
investigated. The interactions
of the
DMOF-1 NCs were
described by the first principles parameterized MOF-FF force
field29,30. The heated systems were first equilibrated for 100ps without
any restraints. Then, the external potential for volume control
was switched on. First, the reference volume was kept constant to
the current volume for 10 ps. Then, the reference volume
was linearly decreased from 1170 Å3 ⋅npores to 610 Å3 ⋅npores for
DMOF-1 and from 2200 Å3 ⋅npores to 8200 Å3 ⋅npores for DUT-
128, where n refers to the number of pores in the respective NC,
with a speed of 0.1 Å3 per time step. For the 5 × 5 × 5 DMOF-1
NC,
reversed
calculations
were
performed,
in
which
the
reference volume was linearly increased from 610 Å3 ⋅npores to
1170 Å3 ⋅npores to simulate the reopening from the closed pore
form to the open pore form. The structures were structurally optimized using the conjugate
gradient minimization method and, in addition, the steepest
descent algorithm to relax the cell. First, the atomic positions
were
optimized
with
an
energy
convergence
criterion
of
0.15 kcal ⋅mol−1 ⋅Å−1. Then, the cell and atomic positions were
changed by the steepest descent algorithm until the forces acting
are lower than 0.1 kcal ⋅mol−1 ⋅Å−1. Finally, the atomic posi-
tions were optimized once more with an energy convergence
criterium of 0.05 kcal ⋅mol−1 ⋅Å−1. The free energy needed to transform the differently sized NCs
from the open to the closed pore form was determined by US
simulations32 using the volume as CV. Methodology
A
ll
i There is one tetrahedron inside
the pore (colored in blue and orange, respectively) and four
tetrahedrons built by the sides of the pore and one of the faces
of the centered tetrahedron. Four paddle-wheel vertices define
each tetrahedron. There are two possibilities to insert these five
tetrahedrons. For an orthorhombic pore, both possibilities are
equivalent, but for a deformed system, the resulting volume
depends on how the tetrahedrons are placed. To avoid this
ambiguity, both possibilities are considered and the resulting
total volumes are averaged. In order to control the individual pore volume, a volume
restraining potential is applied to the MOF NCs, which modifies
the acting forces by a volume-dependent harmonic part. The
external potential has the form UðrÞext ¼ 1
2 k
V rð Þ Vref
2
;
ð3Þ ð3Þ where k is the force constant, Vref is the reference volume, V is the
total volume of the NC, and r represents the position of the atoms
in space. The quadratic term adds a penalty proportional to the
deviation from the reference volume. Note, that only the atoms of
the paddle-wheel unit (metal and carboxylate atoms) defining the
tetrahedron vertices via their COM are contributing and are
affected by forces from the restraint. The introduction of this
external potential allows for defining a collective variable (CV)
and performing umbrella sampling (US)21,22 to get a free energy
profile. COMMUNICATIONS CHEMISTRY | (2023) 6:233 | https://doi.org/10.1038/s42004-023-01025-x | www.nature.com/commschem 3 ARTICLE COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x Fig. 2 Geometrical consideration of porous materials. a The smallest possible DMOF-1 NC with only one pore, shown without stubs and H atoms, can be
treated as a cuboid, which is defined by the eight paddle-wheel vertices. b The cuboidal volume can be tessellated by tetrahedrons spanned by the vectors
a!, b!, and c!. In order to describe an arbitrary pore shape, the pore volume can be obtained by the sum of the volume of five tetrahedrons: One inner
tetrahedron (c) and four tetrahedrons built by the sides of the pore and one face of the inner tetrahedron (d). The two possibilities to tessellate the pore
illustrated on left and right in (c) and (d). Fig. 2 Geometrical consideration of porous materials. a The smallest possible DMOF-1 NC with only one pore, shown without stubs and H atoms, can be
treated as a cuboid, which is defined by the eight paddle-wheel vertices. Results and discussion Phase transformation of the model system DMOF-1. The
volume restraining potential is applied to DMOF-1 NCs to
initiate the pore closing mechanism from an open to a closed
form via SMD. As previously observed for the pillared-layer MOF
NCs in the pressure bath medium, the pore closing propagates
through the x-y-plane for all z-layers of the NC. Hence, the
process is again analyzed within this plane. In the following, the
phase transition pathways of DMOF-1 NCs with the sizes
3 × 3 × 3 up to 6 × 6 × 6 are discussed concerning their flexibility
to end up in the closed pore form. Nevertheless, the results demonstrate that the method main-
tains the flexibility to correct a (partially-)closed pore form to a
more favored one. This allows two conclusions: First, the chosen
force constant seems suitable to fix the system in a given
conformation on the potential energy surface, but it allows
enough fluctuation in the volume of the NCs to reopen closed
pores. Second, it is validated that only one phase boundary in the
transition structure and the diamond-shaped closed pore form
are the favored formations of the NCs. p
p
Figure 3 shows the open and closed pore, as well as selected
intermediate structures. All investigated systems end up in the
diamond-shaped closed pore form. Transition structures with one
phase boundary are the most probable intermediate structures,
but also, two phase boundaries are observed during the phase
transformation. To discuss the transition path in detail, the
individual pore sizes are averaged along the z-axis to show the
view on the xy-plane (Fig. 4). The center of the pores are colored
according to the respective volume. Blue-colored dots represent
closed pores with a volume of ~610 Å3, whereas a red-colored
symbol indicates open pores with a volume of ~1170 Å3. Umbrella sampling calculations of the model system DMOF-1. In
the next step, the approximate total volume of the NCs, deter-
mined by the tetrahedron tessellation, was chosen as a CV to
compute the Helmholtz free energy profile of the phase trans-
formation by US. The initial structures for the US windows were
obtained from snapshots of the SMD discussed in the previous
section. Hence, e.g., for the 5 × 5 × 5 NC and the 6 × 6 × 6 NC,
some windows start with the transition structures containing two
phase boundaries. COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x Fig. 3 Structural transition of differently sized DMOF-1 NCs. The open, partially closed, and closed pore forms are obtained by applying the extended
volume restraining potential during simulation. All system sizes end up in a diamond-shaped closed pore form. Fig. 3 Structural transition of differently sized DMOF-1 NCs. The open, partially closed, and closed pore forms are obtained by applying the extended
volume restraining potential during simulation. All system sizes end up in a diamond-shaped closed pore form. Fig. 3 Structural transition of differently sized DMOF-1 NCs. The open, partially closed, and closed pore forms are
volume restraining potential during simulation. All system sizes end up in a diamond-shaped closed pore form. and a force constant of 0.001 kcal ⋅mol−1 ⋅Å−6 for the 3 × 3 × 3
and the 4 × 4 × 4 DMOF-1 NC, and a force constant of
0.0001 kcal ⋅mol−1 ⋅Å−6 for the 5 × 5 × 5 and the 6 × 6 × 6
DMOF-1 NC as well as for all DUT-128 NCs. The CV was
recorded every 100 steps for DMOF-1 NCs and every 500 steps for
DUT-128 NCs. The overlap of the respective windows was checked
by visualization of the distributions of the CV (see Supplementary
Note 1.3 and Supplementary Fig. 2 for DMOF-1 as well as
Supplementary Note 2.1 and Supplementary Fig. 4 for DUT-128). The free energy profile was determined by the Weighted
Histogram Analysis Method (WHAM) using the wham code33
and a convergence threshold of 0.0001 kcal ⋅mol−1. For each
system size, three independent runs of SMD and consecutive US
calculations with different initial conditions were carried out and
the resulting free energies were averaged. a diamond-shaped structure of the entire NC. The 5 × 5 × 5 and
6 × 6 × 6 NC show a slightly different transition mechanism: The
(centered) inner layer closes first, whereas no outer layers or
corners are affected initially. For the 5 × 5 × 5 NC, a reopening of
closed pores is observed after one of the outer layers is entirely
closed. Then, the known layer-by-layer pore closing proceeds,
ending in the diamond-shaped closed pore form. In the case of
the 6 × 6 × 6 NC, the central and a neighboring layer close first,
resulting in two phase boundaries. COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x The fact that the outer layers
are still open, whereas the mid-layers are entirely closed, causes
structural tension in the NC and explains the reopening of one of
the middle layers and the spontaneous pore closing of the outer
layer at t = 480 ps. In the end, the diamond-shaped structure is
formed again by a layer-by-layer closing. The free energy profile was determined by the Weighted
Histogram Analysis Method (WHAM) using the wham code33
and a convergence threshold of 0.0001 kcal ⋅mol−1. For each
system size, three independent runs of SMD and consecutive US
calculations with different initial conditions were carried out and
the resulting free energies were averaged. These pore closing mechanisms are selected results from several
SMDs of each investigated system. They demonstrate trends and
allow for testing of the volume control approach. However, the
SMD settings, like the speed of change of the reference volume or
the chosen force constant, influence the individual processes. In
addition, they depend on the initial conditions, and in order to
elucidate the pore closing mechanism as statistically meaningful,
more than three performed SMD simulations for each system size
would be needed. Methodology
A
ll
i For this purpose, snapshots
were taken from steered Molecular Dynamics (SMD) simulation
every ΔV0 = 100 Å3 for the 3 × 3 × 3 and the 4 × 4 × 4 DMOF-1
NC, and every ΔV0 = 200 Å3 for the 5 × 5 × 5 and the 6 × 6 × 6
DMOF-1 NC as well as for all DUT-128 NCs. For each window, a
100 ps simulation was carried out with a fixed reference volume The optimized structures were heated up from 10 K to 300 K
within 50 ps in the NVT ensemble with a time step of 1 fs. The
initial
velocities
were
generated
by
a
Maxwell-Boltzmann COMMUNICATIONS CHEMISTRY | (2023) 6:233 | https://doi.org/10.1038/s42004-023-01025-x | www.nature.com/commschem 4 ARTICLE COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x COMMUNICATIONS CHEMISTRY | (2023) 6:233 | https://doi.org/10.1038/s42004-023-01025-x | www.nature.com/commschem COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x ARTICLE Fig. 4 Pore size analysis of differently sized DMOF-1 NCs. The pores are colored according to their size. The pore closing is induced by the harmonic
restraining potential. For the 3 × 3 × 3 and the 4 × 4 × 4 NC, the common layer-by-layer pore-closing mechanism is observed. In contrast, the pore-closing
mechanism of the 5 × 5 × 5 and the 6 × 6 × 6 NC starts at the centered layers and propagates to the edges. Fig. 4 Pore size analysis of differently sized DMOF-1 NCs. The pores are colored according to their size. The pore closing is induced by the harmonic
restraining potential. For the 3 × 3 × 3 and the 4 × 4 × 4 NC, the common layer-by-layer pore-closing mechanism is observed. In contrast, the pore-closing
mechanism of the 5 × 5 × 5 and the 6 × 6 × 6 NC starts at the centered layers and propagates to the edges. Fig. 4 Pore size analysis of differently sized DMOF-1 NCs. The pores are colored according to their size. The pore closing is induced by the harmonic
restraining potential. For the 3 × 3 × 3 and the 4 × 4 × 4 NC, the common layer-by-layer pore-closing mechanism is observed. In contrast, the pore-closing
mechanism of the 5 × 5 × 5 and the 6 × 6 × 6 NC starts at the centered layers and propagates to the edges. Fig. 5 Chronological snapshots from the trajectory of the 6 × 6 × 6 NC with the reference volume of V0 = 1 ×105 Å3. a t = 0 ns, b t = 0.03 ns, and
c t = 0.1 ns. While the reference volume is kept constant, the system closes the outer layer pores (from (a) to (b)) and reopens its inner pores (from (b) to
(c)), avoiding two phase boundaries present in (a). Fig. 5 Chronological snapshots from the trajectory of the 6 × 6 × 6 NC with the reference volume of V0 = 1 ×105 Å3. a t = 0 ns, b t = 0.03 ns, and
c t = 0.1 ns. While the reference volume is kept constant, the system closes the outer layer pores (from (a) to (b)) and reopens its inner pores (from (b) to
(c)), avoiding two phase boundaries present in (a). In Fig. Results and discussion Interestingly, it is found that these structures
reopen during the simulation with a constant reference volume y
p
p
The closing mechanism of the 3 × 3 × 3 NC and the 4 × 4 × 4
NC is the archetypical mechanism for the phase transformation:
The process starts at one corner and propagates asymmetrical
through the NC, i.e., the pore closing occurs in one direction first,
which induces the closing of the neighbored layer, and ends up in COMMUNICATIONS CHEMISTRY | (2023) 6:233 | https://doi.org/10.1038/s42004-023-01025-x | www.nature.com/commschem 5 COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x ARTICLE Fig. 6 Free energy curves for DMOF-1. a The total Free energy ΔA curves
of the structural phase transition of the differently sized DMOF-1 NCs
reveal that the open pore form is lower in energy. b The free energy ΔA
profile of the 5 × 5 × 5 NC based on US simulations using initial structures
obtained by an SMD from the open to the closed pore form (dark green)
and from the closed to the open pore form (light green) has a similar shape. open and closed form becomes higher when the system size is
increased. A similar trend was observed for the unnormalized free
energy curves in reference14, where a simple mechanical force
initiate the phase transition. This was explained by the increasing
total barrier due to the larger number of pores, which have to be
closed simultaneously, which also appears valid for the here
presented results. For even larger NCs, the barrier is expected to
converge to a particular value since only a limited fraction of the
pores will have to undergo a structural transition for the pore
closing. This will allow us to extrapolate the limiting barrier for
arbitrarily large systems. This proof-of-concept study demonstrates that US using the
NC’s total volume as a CV results in a similar transition pathway
as the US using a restrained distance between SBUs on opposite
edges of the NC14. Since the new volume-based CV allows for
more flexibility concerning the pore closing and reopening, it can
be concluded that this represents a realistic scenario for the
mechanism of the phase transformation. In addition, the
proposed method solves the problems of the pressure bath
method, e.g., the reversed structural transition from closed to
open pore form can be mechanistically investigated. Impact of an Extended Linker: DUT-128 NCs. In order to
generalize the volume control method, it is also applied to DUT-
128, which has an experimentally proven stable closed pore form. The DUT-128 NCs are related to DMOF-1, i.e., they have the
same underlying topology but the linker in x- and y-direction is
extended, leading to a larger dispersive interaction in the closed
form. In the first step, the DUT-128 NCs with the sizes 3 × 3 × 3
up to 9 × 9 × 9 were investigated. COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x This is the dominant closing mechanism for all investigated
systems and sizes. In Fig. 8a, several pore closing mechanisms of the 6 × 6 × 6 NC
are displayed from individual SMD simulations. The most
significant differences are visible at the beginning of the process. The formation of one phase boundary, propagating through the
system, can be initialized from different sides and edges of the
NC. Despite the different orientations of the phase boundary and
the consecutive direction of the propagation, they end up all in
the same diamond-shaped structure. An exception is observed in the trajectories for the 4 × 4 × 4
NC: Figure 8b reveals that the partially closed pore form differs in
one case. Here, no distinct phase boundary can be identified, and
the pore closing starts randomly in several pores, resulting in a
non-diamond-shaped form. This demonstrates that the volume
control method does not enforce a specific mechanism and allows
to explore the potential energy landscape of the structural change
mechanism in an unbiased way. To validate the RC chosen for the US approach and to check
convergence, the SMD to obtain the initial structures was
repeated for the 5 × 5 × 5 NC. In contrast to the initial run,
ramping the reference volume up enforced the reversed transition
from the closed to the open pore form. In Fig. 6b, both free
energy curves obtained via SMD in opposite directions are given,
showing a slight deviation. This indicates the remaining statistical
error due to insufficient convergence. Umbrella sampling calculations of DUT-128 NCs. Due to the
enlarged linkers, the number of atoms in the systems increases
compared to DMOF-1 NCs with an equal number of pores. This
results in a larger numerical effort especially for the US simula-
tions, and thus we focused on the NCs up to a size of 5 × 5 × 5. Figure 9 shows the total free energy curves of the pore closing
mechanism of the 3 × 3 × 3 up to the 5 × 5 × 5 DUT-128 NCs. As
expected and before observed for DMOF-1 NCs, they reveal a However, the shape of the two curves is similar with an
energetic minimum at approximately 4 × 104 Å3 for the closed
pore form and at approximately 7.3 × 104 Å3 for the open pore
form. COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x Similar to DMOF-1 NCs, the
pore closing is triggered via SMD and observed along the x-y-
plane for all z-layers of the NCs. Supplementary Note 1.4 and Supplementary Fig. 3). Second, the
closed pore form is an energetic minimum structure of the DMOF-
1 NCs. Thus, the calculations based on MOF-FF predict a stable
structure for the closed pore form. However, it is substantially
higher in energy than the open pore form, meaning that the open
pore form is the more favored structure. Experimentally, DMOF-1
is a non-flexible MOF, which tends to amorphize under hydrostatic
pressure34. However, bond breaking can not be simulated for a non-
reactive model like MOF-FF, and a fictitious stable but high-energy
Fig. 6 Free energy curves for DMOF-1. a The total Free energy ΔA curves
of the structural phase transition of the differently sized DMOF-1 NCs
reveal that the open pore form is lower in energy. b The free energy ΔA
profile of the 5 × 5 × 5 NC based on US simulations using initial structures
obtained by an SMD from the open to the closed pore form (dark green)
and from the closed to the open pore form (light green) has a similar shape. Fig. 6 Free energy curves for DMOF-1. a The total Free energy ΔA curves
of the structural phase transition of the differently sized DMOF-1 NCs Fig. 6 Free energy curves for DMOF-1. a The total Free energy ΔA curves
of the structural phase transition of the differently sized DMOF-1 NCs
reveal that the open pore form is lower in energy. b The free energy ΔA
profile of the 5 × 5 × 5 NC based on US simulations using initial structures
obtained by an SMD from the open to the closed pore form (dark green)
and from the closed to the open pore form (light green) has a similar shape. Figure 7 shows the open and closed pore form, as well as selected
transition structures. Most of the investigated systems end up in the
diamond-shaped closed pore form. The transition structures for the
3 × 3 × 3 and the 6 × 6 × 6 up to the 9 × 9 × 9 NC reveal that the
phase transition occurs subsequently via propagation of a one
phase boundary through the system from one edge to the opposite
one. COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x 6a, the total free energies are plotted against the RC. All
curves have roughly the same shape. In all cases, the energetically
lowest structure is the open pore form, which has been taken as
zero. When the total volume of the NC is decreased, the energy
rapidly increases until it reaches a local maximum. For small
volumes, the energy curve has a local minimum representing the
closed pore form of the NC of the respective size. The free energy
profiles allow two essential conclusions: First, for all sizes, the phase
transformation implies overcoming a free energy barrier between
the open and the completely closed pore form, which is substantially
smaller than for the PBC case14,34 after normalizing per pore (see and transform into a configuration with only one phase bound-
ary, which is expected to reduce the strain energy resulting from
such a phase boundary. Figure 5 shows snapshots from the trajectory of the 6 × 6 × 6
NC, biased by a reference volume of V0 = 1 × 105 Å3, as an
example. In contrast, a structure with only one phase boundary
does not reopen during the simulation, corroborating that
structures with one phase boundary are energetically preferred. p
y
g
y p
Figure 6 displays the averaged free energy profiles for the phase
transition of all four investigated system sizes determined from
the US calculation concerning the volume restraint. COMMUNICATIONS CHEMISTRY | (2023) 6:233 | https://doi.org/10.1038/s42004-023-01025-x | www.nature.com/commschem 6 COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x COMMUNICATIONS CHEMISTRY | (2023) 6:233 | https://doi.org/10.1038/s42004-023-01025-x | www.nature.com/commschem COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x Thus, the method gives qualitatively correct results, but an
even longer simulation time would be needed to improve the
quantitative results. Figure 9 shows the total free energy curves of the pore closing
mechanism of the 3 × 3 × 3 up to the 5 × 5 × 5 DUT-128 NCs. As
expected and before observed for DMOF-1 NCs, they reveal a When comparing energy profiles of different system size, it is
evident that both the energy barrier and the difference between 7 ARTICLE COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x substantial size effect i e
the energy difference between closed
computational experiment however we are able to observe the
Fig. 7 Structural transition of differently sized DUT-128 NCs. The open, partially closed, and closed pore forms are obtained by applying the extended
volume restraining potential during simulation. Although the transition structures are different, all systems end up in a diamond-shaped closed pore form. Fig. 7 Structural transition of differently sized DUT-128 NCs. The open, partially closed, and closed pore forms are obtained by applying the extended
volume restraining potential during simulation. Although the transition structures are different, all systems end up in a diamond-shaped closed pore form. substantial size effect, i.e., the energy difference between closed
and open pore form, as well as the free energy barrier between the
states, is increasing for larger system sizes. A plot of the free
energy normalized per pore can be found in Supplementary Fig. 3
(Supplementary Note 1.4). computational experiment, however, we are able to observe the
process disentangled from adsorption and focus on the properties
of the pure MOF NC. A further feature of the free energy curves is that the local
minima in the plateau region between the closed and open pore
form increase in number and depth with growing system size. For
DMOF-1, they are much less pronounced. Each minimum
corresponds to an entirely closed row of pores. For the 5 × 5 × 5
NC with four rows of pores, exactly three such minima are
observed before the system is closed. Such minima for the
intermediate system with phase coexistence have previously been
observed for simulations in PBC when large supercells are
used12,13. pp
y
However, in contrast to DMOF-1, for DUT-128, the closed
pore form is now lower in energy than the open pore form due to
the stabilizing dispersive interactions for the biphenyl bridge in
the linker. COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x This also confirms the experimentally observed stable
closed pore form of DUT-128. It is instructive to compare the
energetics of phase transformation for the 5 × 5 × 5 NCs of
DMOF-1 with DUT-128: For the smaller DMOF-1, the closed
pore minimum is about 250 kcal ⋅mol−1 above to open form, but
with a small barrier of only about 25 kcal ⋅mol−1, whereas the
larger DUT-128 the closed form is more stable by about
150 kcal ⋅mol−1 and with a substantially larger barrier of about
75 kcal ⋅mol−1. Thus, also the activated open pore form of DUT-
128 can be observed. Note that under experimental conditions,
phase transformations are usually triggered by guest molecule
adsorption, which will alter the free energy curves. In our COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x Fig. 8 Structural phase transition pathway of DUT-128 NCs with different sizes. a For the 6 × 6 × 6 NC, all phase transitions end up in the diamond-
shaped closed pore form. Significant differences during the phase transition are observable at the beginning of the mechanism. For smaller reference
volumes, a phase boundary between open and closed pore forms travels through the system, independent of how the pore closing starts. b For the
4 × 4 × 4 NC, a different closed pore form than the diamond-shaped one is observed. COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x
ARTICLE Fig. 8 Structural phase transition pathway of DUT-128 NCs with different sizes. a For the 6 × 6 × 6 NC, all phase transitions end up in the diamond-
shaped closed pore form. Significant differences during the phase transition are observable at the beginning of the mechanism. For smaller reference
volumes, a phase boundary between open and closed pore forms travels through the system, independent of how the pore closing starts. b For the
4 × 4 × 4 NC, a different closed pore form than the diamond-shaped one is observed. mechanism without bias. In addition, the direct volume control is
a suitable CV and can be used as a bias potential to perform US to
calculate the free energy profiles of the structural phase transition. In contrast to DMOF-1, for the DUT-128 NCs with an extended
linker, the closed pore form is computed to have lower free
energy than the open pore form. However, the latter should also
be a metastable phase because of a larger barrier. volumes are calculated individually and summed up. The pro-
cedure is repeated for every pore of the NC. A volume restraining
potential is employed to control the NC’s total volume without
enforcing an individual pore volume and to avoid any bias on the
phase transformation mechanism. The volume control method was applied to differently sized
DMOF-1 and DUT-128 nanocrystallites to investigate their
structural transformation and compare it to the formerly
obtained pressure bath results18. For this purpose, MD simula-
tions on the FF level of the structural transition from the open to
the closed pore form were performed. The non-synchronous
phase transformation results in differently shaped closed pore
forms revealing various possible transition pathways, especially
for larger-sized linkers. COMMUNICATIONS CHEMISTRY | (2023) 6:233 | https://doi.org/10.1038/s42004-023-01025-x | www.nature.com/commschem Conclusion The methods for computational investigation of structural phase
transitions of MOFs beyond PBCs using NCs have been extended
by developing and testing an approach to control the volume of
irregularly shaped objects accurately. To determine the volume of
an arbitrarily shaped pore, it is tessellated by tetrahedrons, whose COMMUNICATIONS CHEMISTRY | (2023) 6:233 | https://doi.org/10.1038/s42004-023-01025-x | www.nature.com/commschem 8 ARTICLE COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x The total Free energy ΔA curves of
the structural phase transition of the differently sized DUT-128 NCs reveal
that the closed pore form is lower in energy. 12. Rogge, S. M. J., Waroquier, M. & Van Speybroeck, V. Unraveling the
thermodynamic criteria for size-dependent spontaneous phase separation in
soft porous crystals. Nat. Commun. 10, 4842 (2019). 13. Vandenhaute, S., Rogge, S. M. J. & Van Speybroeck, V. Large-scale molecular
dynamics simulations reveal new insights into the phase transition
mechanisms in MIL-53(Al). Front. Chem. 9, 718920 (2021). ratios, the direct volume control method will make such inves-
tigations computationally more tractable since size effects are
observed experimentally for synthesized MOF powders, whose
sizes are still one or two orders of magnitude larger than the here
studied systems. In addition, the method could be combined with
the explicit simulation of guest molecules surrounding the NC,
which allows to study transport and adsorption in a joint fashion. 14. Keupp, J. & Schmid, R. Molecular dynamics simulations of the “breathing"
phase transformation of MOF nanocrystallites. Adv. Theory Simul. 2, 1900117
(2019). 15. Keupp, J., Dürholt, J. P. & Schmid, R. Influence of flexible side-chains on the
breathing phase transition of pillared layer MOFs: a force field investigation. Faraday Discuss. 225, 324–340 (2021). y
16. Zacher, D., Schmid, R., Wöll, C. & Fischer, R. A. Surface chemistry of metal-
organic frameworks at the liquid-solid interface. Angew. Chem. Int. Ed. 50,
176–199 (2011). The results illustrate that the phase transition of MOFs can follow
various possible pathways, which can only be simulated properly in
the absence of the constraint of periodic boundary conditions. Consequently, it requires appropriate methods to sample the phase
space, especially in low probability regions. In this context, the
direct volume control is the ideal collective variable to study such
processes. Its application to MOF NCs will lead to a more detailed
understanding of the underlying mechanism, i.e., to elucidate the
surface and transport effects of guest molecules inducing structural
transition processes by determining the limiting pressure of closing,
which can be used to improve the applications of flexible materials
by the targeted design of the phase transition behavior. 17. Amirjalayer, S., Tafipolsky, M. & Schmid, R. Surface termination of the metal-
organic framework HKUST-1: a theoretical investigation. J. Phys. Chem. Lett. 5, 3206–3210 (2014). 18. Schaper, L., Keupp, J. & Schmid, R. COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x The results agree with those obtained
previously by invoking hydrostatic pressure on the NC by
the pressure bath method, demonstrating that direct volume
control allows similar flexibility to explore the phase transition The approach has three main advantages compared to the
pressure bath method. First, it requires a substantially lower
numerical effort because the pressure mediating particles are not
needed. Second, it solves the main problems of the pressure bath
method, namely that the pressure fluctuations in the pressure
bath prevent the determination of pressure-volume curves and,
thus, the computation of free energy curves. Moreover, third, the
reversed process of a structural transition from the closed to
the open pore form can also be investigated. Especially for the
simulation of substantially larger NCs, e.g., with different aspect 9 ARTICLE COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x Fig. 9 Free energy curves of DUT-128. The total Free energy ΔA curves of
the structural phase transition of the differently sized DUT-128 NCs reveal
that the closed pore form is lower in energy. 5. Krause, S. et al. Impact of defects and crystal size on negative gas adsorption in
DUT-49 analyzed by in situ 129 Xe NMR spectroscopy. Chem. Mater. 32,
4641–4650 (2020). 6. Kitagawa, S., Kitaura, R. & Noro, S.-i Functional porous coordination
polymers. Angew. Chem. Int. Ed. 43, 2334–2375 (2004). 7. Vandenhaute, S., Cools-Ceuppens, M., DeKeyser, S., Verstraelen, T. & Speybroeck,
V. V. Machine learning potentials for metal-organic frameworks using an 7. Vandenhaute, S., Cools-Ceuppens, M., DeKeyser, S., Verstraelen, T. & Speybroeck,
V. V. Machine learning potentials for metal-organic frameworks using an
incremental learning approach. npj Comput. Mater. 9, 19 (2023). incremental learning approach. npj Comput. Mater. 9, 19 (2023) 8. Ehrling, S., Miura, H., Senkovska, I. & Kaskel, S. From macro- to nanoscale:
finite size effects on metal-organic framework switchability. Trends Chem. 3,
291–304 (2021). 9. Bennett, T. D., Cheetham, A. K., Fuchs, A. H. & Coudert, F.-X. Interplay
between defects, disorder and flexibility in metal-organic frameworks. Nat. Chem. 9, 11–16 (2017). 10. Bechis, I. et al. Modeling the effect of defects and disorder in amorphous
metal-organic frameworks. Chem. Mater. 34, 9042–9054 (2022). 11. Rogge, S. et al. A comparison of barostats for the mechanical characterization
of metal-organic frameworks. J. Chem. Theory Comput. 11, 5583–5597 (2015). Fig. 9 Free energy curves of DUT-128. COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x Molecular dynamics simulations of the
breathing phase transition of MOF nanocrystallites II: explicitly modeling the
pressure medium. Front. Chem. 9, 757680 (2021). p
19. Dybtsev, D. N., Chun, H. & Kim, K. Rigid and flexible: a highly porous metal-
organic framework with unusual guest-dependent dynamic behavior. Angew. Chem. Int. Ed. 43, 5033–5036 (2004). 20. Bönisch, N. et al. Linker expansion and its impact on switchability in pillared-
layer MOFs. Inorg. Chem. 60, 1726–1737 (2021). 21. Torrie, G. M. & Valleau, J. P. Monte Carlo free energy estimates using non-
Boltzmann sampling: application to the sub-critical Lennard-Jones fluid. Chem. Phys. Lett. 28, 578–581 (1974). 22. Torrie, G. & Valleau, J. Nonphysical sampling distributions in Monte Carlo
free-energy estimation: umbrella sampling. J. Comput. Phys. 23, 187–199
(1977). Data availability
dd
l
l
d 23. LAMMPS Molecular Dynamics Simulator. https://lammps.sandia.gov/index. html. Additional simulation details are provided in the Supplementary Information. The
simulation input files generated for the study can be found in the github repository: https://
github.com/cmc-rub/supporting_data/tree/master/109-Schaper-commschem-2023. 24. Plimpton, S. Fast parallel algorithms for short-range molecular dynamics. J. Comp. Phys. 117, 1–19 (1995). 25. Lam, S. K., Pitrou, A. & Seibert, S. Numba: a llvm-based python jit compiler. In Proc. Second Workshop on the LLVM Compiler Infrastructure in HPC, 1–6
(2015). Code availability
h
h
d f
h 26. Keupp, J. & Schmid, R. TopoFF: MOF structure prediction using specifically
optimized blueprints. Faraday Discuss. 211, 79–101 (2018). y
The Python code for the volume restraint can be found in the github repository: https://
github.com/cmc-rub/supporting_data/tree/master/109-Schaper-commschem-2023. y
The Python code for the volume restraint can be found in the github repository: https://
github.com/cmc-rub/supporting_data/tree/master/109-Schaper-commschem-2023. 27. Bureekaew, S., Balwani, V., Amirjalayer, S. & Schmid, R. Isoreticular
isomerism in 4,4-connected paddle-wheel metal-organic frameworks:
structural prediction by the reverse topological approach. CrystEngComm 17,
344–352 (2015). Received: 14 April 2023; Accepted: 9 October 2023; 28. Impeng, S., Cedeno, R., Dürholt, J. P., Schmid, R. & Bureekaew, S. Computational structure prediction of (4,4)-connected copper paddle-wheel-
based MOFs: influence of ligand functionalization on the topological
preference. Cryst. Growth Des. 18, 2699–2706 (2018). Acknowledgements Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. This work has been funded by the Deutsche Forschungsgemeinschaft (DFG) by grants
(SCHM1389/10-1 and SCHM1389/10-2) within research unit FOR2433. This work has been funded by the Deutsche Forschungsgemeinschaft (DFG) by grants
(SCHM1389/10-1 and SCHM1389/10-2) within research unit FOR2433. Author contributions Open Access This article is licensed under a Creative Commons
Attribution 4.0 International License, which permits use, sharing,
adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative
Commons license, and indicate if changes were made. The images or other third party
material in this article are included in the article’s Creative Commons license, unless
indicated otherwise in a credit line to the material. If material is not included in the
article’s Creative Commons license and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from
the copyright holder. To view a copy of this license, visit http://creativecommons.org/
licenses/by/4.0/. R.S. designed the model and carried out the implementation. L.S. performed the calcu-
lations and analyzed the data. Both authors wrote the manuscript. Funding Funding
Open Access funding enabled and organized by Projekt DEAL. References 29. Bureekaew, S. et al. MOF-FF - A flexible first-principles derived force field for
metal-organic frameworks. Phys. Status Solidi B Basic Res. 250, 1128–1141
(2013). References
1. Coudert, F.-X. Responsive metal-organic frameworks and framework
materials: under pressure, taking the heat, in the spotlight, with friends. Chem. Mater. 27, 1905–1916 (2015). 2. Dürholt, J. P., Jahromi, B. F. & Schmid, R. Tuning the electric field response of
MOFs by rotatable dipolar linkers. ACS Cent. Sci. 5, 1440–1448 (2019). 3. Mason, J. A. et al. Methane storage in flexible metal-organic frameworks with
intrinsic thermal management. Nature 527, 357–361 (2015). 4. Evans, J. D., Bocquet, L. & Coudert, F.-X. Origins of negative gas adsorption. Chem 1, 873–886 (2016). 1. Coudert, F.-X. Responsive metal-organic frameworks and framework
materials: under pressure, taking the heat, in the spotlight, with friends. Chem. Mater. 27, 1905–1916 (2015). 1. Coudert, F.-X. Responsive metal-organic frameworks and framework
materials: under pressure, taking the heat, in the spotlight, with friends. Chem. Mater. 27, 1905–1916 (2015). 30. Dürholt, J. P., Fraux, G., Coudert, F.-X. & Schmid, R. Ab initio derived force
fields for zeolitic imidazolate frameworks: MOF-FF for ZIFs. J. Chem. Theory
Comput. 15, 2420–2432 (2019). 2. Dürholt, J. P., Jahromi, B. F. & Schmid, R. Tuning the electric field response of
MOFs by rotatable dipolar linkers. ACS Cent. Sci. 5, 1440–1448 (2019). y
p
3. Mason, J. A. et al. Methane storage in flexible metal-organic frameworks with
intrinsic thermal management. Nature 527, 357–361 (2015). y
p
3. Mason, J. A. et al. Methane storage in flexible metal-organic frameworks with
intrinsic thermal management. Nature 527, 357–361 (2015). 31. Hoover, W. G. Canonical dynamics: equilibrium phase-space distributions. Phys. Rev. A 31, 1695–1697 (1985). 4. Evans, J. D., Bocquet, L. & Coudert, F.-X. Origins of negative gas adsorption. Chem 1, 873–886 (2016). 4. Evans, J. D., Bocquet, L. & Coudert, F.-X. Origins of negative gas adsorption. Chem 1, 873–886 (2016). 32. Kästner, J. Umbrella sampling: umbrella sampling. WIREs Comput. Mol. Sci. 1, 932–942 (2011). COMMUNICATIONS CHEMISTRY | (2023) 6:233 | https://doi.org/10.1038/s42004-023-01025-x | www.nature.com/commschem 10 ARTICLE COMMUNICATIONS CHEMISTRY | https://doi.org/10.1038/s42004-023-01025-x Correspondence and requests for materials should be addressed to Rochus Schmid. Correspondence and requests for materials should be addressed to Rochus Schmid. 33. Grossfield, A. "WHAM: The weighted histogram analysis method", version
2.0.10.2. http://membrane.urmc.rochester.edu/content/wham. Peer review information Communications Chemistry thanks Claire Hobday and the
other, anonymous, reviewers for their contribution to the peer review of this work. A
peer review file is available. 34. Vervoorts, P. et al. Configurational entropy driven high-pressure behaviour of
a flexible metal–organic framework (MOF). Angew. Chem. Int. Ed. 60,
787–793 (2020). Competing interests © The Author(s) 2023 11 COMMUNICATIONS CHEMISTRY | (2023) 6:233 | https://doi.org/10.1038/s42004-023-01025-x | www.nature.com/commschem
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https://www.nature.com/articles/srep11476.pdf
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English
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Improving prediction of secondary structure, local backbone angles and solvent accessible surface area of proteins by iterative deep learning
|
Scientific reports
| 2,015
|
cc-by
| 7,900
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Improving prediction of secondary
structure, local backbone angles,
and solvent accessible surface
area of proteins by iterative deep
learning received: 04 March 2015
accepted: 19 May 2015
Published: 22 June 2015 Rhys Heffernan1, Kuldip Paliwal1, James Lyons1, Abdollah Dehzangi1,2, Alok Sharma2,3,
Jihua Wang4, Abdul Sattar2,5, Yuedong Yang6 & Yaoqi Zhou4,6 Direct prediction of protein structure from sequence is a challenging problem. An effective approach
is to break it up into independent sub-problems. These sub-problems such as prediction of protein
secondary structure can then be solved independently. In a previous study, we found that an iterative
use of predicted secondary structure and backbone torsion angles can further improve secondary
structure and torsion angle prediction. In this study, we expand the iterative features to include
solvent accessible surface area and backbone angles and dihedrals based on Cα atoms. By using a
deep learning neural network in three iterations, we achieved 82% accuracy for secondary structure
prediction, 0.76 for the correlation coefficient between predicted and actual solvent accessible
surface area, 19° and 30° for mean absolute errors of backbone ϕ and ψ angles, respectively, and 8°
and 32° for mean absolute errors of Cα-based θ and τ angles, respectively, for an independent test
dataset of 1199 proteins. The accuracy of the method is slightly lower for 72 CASP 11 targets but
much higher than those of model structures from current state-of-the-art techniques. This suggests
the potentially beneficial use of these predicted properties for model assessment and ranking. Three-dimensional structures for most proteins are determined by their one-dimensional sequences of
amino acid residues. How to predict three-dimensional structures from one-dimensional sequences has
been an unsolved problem for the last half century1. This problem is challenging because it demands an
efficient technique to search in astronomically large conformational space and a highly accurate energy
function to rank and guide the conformational search, both of which are not yet available2. As a result,
it is necessary to divide the structure prediction problem into many smaller problems with the hope that
solving smaller problems will ultimately lead to the solution of the big problem. g
p
y
g p
One of those smaller or sub-problems is the prediction of one-dimensional structural properties of
proteins from their sequences. The most commonly predicted one-dimensional structural property of a
protein is secondary structure. Secondary structure describes each amino residue in a number of discrete
states3 for which three state description (helix, sheet and coil) is the most common. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports Scientific Reports | 5:11476 | DOI: 10.1038/srep11476 www.nature.com/scientificreports/ www.nature.com/scientificreports/ has been a slow but steady improvement of secondary structure prediction to above 81% when homolo-
gous sequences are not utilised for training (ab initio prediction)4,5. The steady improvement is due to a
combination of improved machine-learning algorithms, improved features and larger training datasets. Other methods have also been developed to go beyond 81% by including homologous sequences in train-
ing6–9. Secondary structure directly predicted from sequence was shown more accurate than secondary
structure of the models predicted by protein structure prediction techniques for template-free modelling
targets in critical assessment of structure prediction (CASP 9)4. g
Secondary structure, however, is a coarse-grained description of local backbone structure because
ideal helical and strand conformations do not exist in protein structures and the boundary between coil
states and helical/strand states is not well defined10. This leads to development of backbone torsion angle
prediction (φ and ψ ) in discontinuous11,12 and in real, continuous values13–15. More recently, a method
for predicting angles based on Cα atoms (the angle between Cα i−1− Cα i− Cα i+1 (θ ) and a dihedral
angle rotated about the Cα i− Cα i+1 bond (τ)) was also developed16. These local structure descriptors are
complementary with each other because torsion angles (φ and ψ ), Cα − atom based angles (θ and τ), and
secondary structure involve amino acid residues at different sequence separation: neighbouring residues
for φ and ψ , 3–4 residues for θ and τ, and 4 for 310 helix, 5 for α -helix, and an undefined number of
residues for sheet residues. Another important one-dimensional structure property is solvent Accessible Surface Area (ASA). ASA measures the level of exposure of an amino acid residue to solvent (water) in a protein. This is an
important structural property as active sites of proteins are often located on their surfaces. Multistate
prediction of earlier methods17–19 have been replaced by continuous real value prediction14,20–23.t p
p
y
p
One interesting observation is that predicted secondary structure is often utilized to predict other
one-dimensional structural properties but rarely the other way around. Several studies, however, indi-
cated that other predicted structural properties can be utilized to improve secondary structure predic-
tion such as predicted torsion angles4,13 and predicted solvent accessible surface area24. www.nature.com/scientificreports/ In particular, we
have shown that the accuracy of secondary structure and torsion angle prediction can be substantially
improved by iteratively adding improved prediction of torsion angles and secondary structure4.i p
y
y
g
p
p
g
y
Artificial neural networks have been widely employed in predicting structural properties of proteins
due to the availability of large datasets25. Deep neural networks26, referring to artificial neural networks
with more than two hidden layers, have been explored in prediction of local and nonlocal structural
properties of proteins27–30. For example, Qi et al.29 developed a unified multi-task, local-structure pre-
dictor of proteins using deep neural networks as a classifier. They trained a single neural network using
sequential and evolutionary features to predict a number of protein properties including protein sec-
ondary structure and solvent accessibility. Spencer et al.30 developed an iterative deep neural network
for protein secondary structure prediction. The method utilized one deep neural network to predict sec-
ondary structure by using physicochemical and evolutionary information in their first step and another
deep neural network to predict their final secondary structure prediction based on predicted secondary
structures in addition to the same input used in the first step. These methods achieved secondary struc-
ture prediction with accuracy that is slightly higher than 80%.hf p
y
g
y
g
The goal of this paper is to develop an iterative method that predicts four different sets of structural
properties: secondary structure, torsion angles, Cα − atom based angles and dihedral angles, and solvent
accessible surface area. That is, both local and nonlocal structural information were utilized in iterations. At each iteration, a deep-learning neural network is employed to predict a structural property based on
structural properties predicted in the previous iteration. We showed that all structural properties can be
improved during the iteration process. The resulting method provides state-of-the-art, all-in-one accu-
rate prediction of local structure and solvent accessible surface area. The method (named SPIDER2) is
available as an on-line server at http://sparks-lab.org. Improving prediction of secondary
structure, local backbone angles,
and solvent accessible surface
area of proteins by iterative deep
learning In recent years, there 1Signal Processing Laboratory, School of Engineering, Griffith University, Brisbane, Australia. 2Institute for
Integrated and Intelligent Systems, Griffith University, Brisbane, Australia. 3School of Engineering and Physics,
University of the South Pacific, Private Mail Bag, Laucala Campus, Suva, Fiji. 4Shandong Provincial Key Laboratory
of Functional Macromolecular Biophysics, Dezhou University, Dezhou, Shandong, China. 5National ICT Australia
(NICTA), Brisbane, Australia. 6Institute for Glycomics and School of Information and Communication Technique,
Griffith University, Parklands Dr. Southport, QLD 4222, Australia. Correspondence and requests for materials
should be addressed to Y.Y. (email: yuedong.yang@griffith.edu.au) or Y.Z. (email: yaoqi.zhou@griffith.edu.au) Scientific Reports | 5:11476 | DOI: 10.1038/srep11476 1 Methods
Th This section describes the dataset employed and parametric details of the algorithm used as follows Datasets. We employed the same training and independent test datasets developed for the prediction
of Cα based angles (θ ) and dihedral angles (τ)16. Briefly, a non-redundant (25% cutoff), high resolution
(< 2.0 Å) structures of 5789 proteins were obtained from the sequence culling server PISCES31 and fol-
lowed by removing obsolete structures. We then randomly selected 4590 proteins as the training set
(TR4590) and the remaining 1199 proteins as an independent test (TS1199). In addition, we downloaded
the targets from critical assessment of structure prediction technique (CASP 11, 2014, http://www.pre-
dictioncenter.org/casp11/index.cgi). After removing the proteins with inconsistent sequences and the
proteins with > 30% sequence identities between each other and to the training and test sets (TR4590
and TS1199), we obtained a set of 72 proteins (CASP11) out of original 99 proteins. This set contains
17382 amino acid residues. A list of 72 proteins is provided in the Supplementary material. Deep neural-network learning. Here, we employed the same deep learning neural network as we
have employed for prediction of Cα -based θ and τ angles prediction by SPIDER16. Briefly, the deep
artificial Neural Network (ANN) consists of three hidden layers, each with 150 nodes. Input data was
normalized to the range of 0 to 1. Weights for each layer were initialized in a greedy layer-wise manner, Scientific Reports | 5:11476 | DOI: 10.1038/srep11476 2 www.nature.com/scientificreports/ Figure 1. The general architecture of the parallel multi-step iterative algorithm. Black arrows indicate
that position-specific scoring matrix (PSSM) and physical chemical properties (PP) are presented as
input in every neural network predictor. There is no connection between each network. Figure 1. The general architecture of the parallel multi-step iterative algorithm. Black arrows indicate
that position-specific scoring matrix (PSSM) and physical chemical properties (PP) are presented as
input in every neural network predictor. There is no connection between each network. using stacked sparse auto-encoders which map the layer’s inputs back to themselves32 and refined using
standard backward propagation. The learning rate for auto encoder stage was 0.05 and the number of
epochs in auto encoder stage was 10. The learning rates for backward propagation were 1, 0.5, 0.2, and
0.05, respectively, with 30 epochs at each learning rate. In this study, we used the deep neural network
MATLAB toolbox, implemented by Palm33. Methods
Th Linear activation function was used for the hidden layers of
auto encoder training whereas sigmoid activation function was employed at the stage of back propaga-
tion. All these hyper parameters were obtained by a few initial studies of a single fold (90% for training
and 10% for test), randomly selected from the training TR4590 dataset. Parallel multi-step iterative algorithm. Figure 1 shows the parallel, multi-step iterative algorithm
for predicting secondary structure (SS), angles (backbone torsion angles, Cα -based angles) and ASA at
the same time. In the first iteration, only seven representative physical chemical properties of amino acid
residues34 and Position Specific Scoring Matrix (PSSM) from PSIBLAST35 were employed to predict SS,
angles, and ASA, separately. The seven physicochemical properties (PP) of the amino acids employed
are steric parameter (graph shape index), hydrophobicity, volume, polarizability, isoelectric point, helix
probability, and sheet probability properties of the amino acids. PSSM was obtained by three iterations of
searching against 90% non-redundant (NR90, ftp://toolkit.genzentrum.lmu.de/pub/HH-suite/databases/
nr90.tar.gz) protein data bank with a cut off value (so called E-value) set to 0.001. PSSM represents the
substitution probability of a given amino acid based on its position in the protein sequence with all 20
amino acids.i In the second iteration, PSSM/PP plus predicted SS, angles, and ASA from the first iteration were
employed to predict SS, angles, and ASA, separately. Additional iterations can be followed by using SS,
angles, and ASA from the previous iteration in addition to PSSM and PP. We found three iterations are
sufficient for achieving the best predictive power. Thus, each iteration has three separate predictors. Each
predictor utilizes one stacked auto-encoder deep neural network as described above. Input. We employed a window size of 17 amino acids (8 amino acids at each side of the target amino
acid). For the residues on terminal ends of a protein sequence, we simply repeat the residue type of the
first (or last) residue to fill the window. This led to a total of 459 input features (17 × (20 PSSM + 7PP))
for a given amino acid residue in the first iteration. This window size was optimized by 10-fold cross
validation. The dependence on window size is small. For example, the accuracy of secondary structure
prediction for the first iteration is 80.4–80.5% for the window size of 13, 15, 17, 19, and 21. Output. Scientific Reports | 5:11476 | DOI: 10.1038/srep11476 Methods
Th For output nodes, the SS predictor has three output nodes representing helix, strand, and
coil, respectively; the ASA predictor has only one output node, and the angle predictor has eight output
nodes representing sin(θ ), cos(θ ), sin(τ), cos(τ), sin(φ ), cos(φ ), sin(ψ ), and cos(ψ ), respectively. Sine
and cosine were employed to remove the effect of angle periodicity. Predicted sine and cosine values are
converted back to angles by using the equation α = tan−1[sin(α)/cos(α)]. In the second iteration, the
number of inputs for each predictor is 663 (= 17 × (20 PSSM + 7 PP + 3 SS + 1 ASA + 8 Angles)). Only Scientific Reports | 5:11476 | DOI: 10.1038/srep11476 3 www.nature.com/scientificreports/ Figure 2. The accuracy of secondary structure (Q3), ASA (correlation coefficient), φ (Mean absolute
error, MAE), ψ (MAE), θ (MAE) and τ (MAE) at four different iterations. Open and filled bars denote
results from 10 fold cross validation and independent test, respectively. Figure 2 The accuracy of secondary structure (Q3) ASA (correlation coefficient) φ (Mean absolute Figure 2. The accuracy of secondary structure (Q3), ASA (correlation coefficient), φ (Mean absolute
error, MAE), ψ (MAE), θ (MAE) and τ (MAE) at four different iterations. Open and filled bars denote
results from 10 fold cross validation and independent test, respectively. sin(θ ), cos(θ ), sin(τ), cos(τ), sin(φ ), cos(φ ), sin(ψ ), and cos(ψ ) are utilised in the input for angles. The
same number of inputs was employed for additional iterations. Ten-fold cross validation and independent test. The method was first examined using ten-fold
cross validation where TR4590 was randomly divided into 10 folds. Nine folds were used in turn for
training and the remaining one for test until all 10 folds were tested. In addition, we tested our method
for the independent test sets TS1199 and CASP11 by using TR4590 as the training set. Performance measure. For secondary structure, we use the fraction of correctly predicted secondary
structure elements for accuracy measurement (Q3)3. The accuracy of predicted angles was measured by
a Mean Absolute Error (MAE), the average absolute difference between predicted and experimentally
determined angles. The periodicity of an angle was taken care of by utilizing the smaller value of the
absolute difference d
A
A
i
i
i
Pred
Expt
(=
−
) and 360 − di for average. Methods
Th For ASA, we report both MAE and
the Pearson correlation coefficient between predicted and actual ASA. Resultsh The
correlation coefficient between predicted and measured ASA is 0.751 for 10 fold cross validation and
0.756 for independent test. This is the correlation coefficient for un-normalized ASA. For normalized
ASA (rASA), the correlation coefficient is slightly lower (0.731 for the independent test set). The mean
absolute error for rASA is 0.145. The mean absolute errors of the angles for 10 fold cross validation
(or independent test) are 19.2° (19.2°) for φ , 30.1° (29.9°) for ψ , 8.15° (8.03°) for θ , 32.4° (32.2°) for τ . Similar accuracy between 10 fold cross validation and independent test indicates the robustness of the
method being developed. angles is the most significant, representing 5%–6%, relative improvement. At the third iteration, Q3 for
the secondary structure is 81.6% for 10 fold cross validation and 81.8% for the independent test. The
correlation coefficient between predicted and measured ASA is 0.751 for 10 fold cross validation and
0.756 for independent test. This is the correlation coefficient for un-normalized ASA. For normalized
ASA (rASA), the correlation coefficient is slightly lower (0.731 for the independent test set). The mean
absolute error for rASA is 0.145. The mean absolute errors of the angles for 10 fold cross validation
(or independent test) are 19.2° (19.2°) for φ , 30.1° (29.9°) for ψ , 8.15° (8.03°) for θ , 32.4° (32.2°) for τ . Similar accuracy between 10 fold cross validation and independent test indicates the robustness of the
method being developed. g
p
It is of interest to know if this improvement in angle MAE also translates into improvement in large
angle errors. Reducing large angle errors is essential for sampling in the correct conformational space
when used as restraints. Because both φ and ψ have two peaks in their distributions, they can be
divided into two states associated with the two peaks. Here we define [0° to 150°] and the rest angle
range [(150° to 180°) and (− 180° to 0°)] for two states in φ , and [− 100° to 60°] and the rest angle range
[(− 180° to − 100°) and (60° to 180°)] for two states in ψ . We found that for the independent test set, the
two-state accuracy for φ only increases marginally from 96.4%, 96.5% to 96.6% from the first to the third
iteration. The two-state accuracy for ψ increases by a significant 1% from 85.3% , 86.4% to 86.8%. Resultsh The overall accuracy for all six structural properties (secondary structure, ASA, φ , ψ , θ , and τ) as a
function of iterations is shown in Fig. 2. The improvement is clear at the second iteration and converged
at the third iteration, regardless if it is 10 fold cross validation or independent test. Thus, we stopped
the iteration at the third iteration. Three iterations led to about 1% improvement in Q3. In Table 1, we
monitored the accuracy of each amino acid residue for secondary structure prediction. We found that
for 17 of 20 amino acids, the accuracy improves in all three iterations. This confirms the robustness of
improvement by iterations. p
y
In addition to improvement in secondary structure prediction, there is a 2% improvement in ASA
correlation coefficient, 1°, 2°, 0.5° and 2° improvement in φ ,ψ , θ , and τ, respectively. Improvement in Scientific Reports | 5:11476 | DOI: 10.1038/srep11476 4 www.nature.com/scientificreports/ Secondary Structure
Iteration
Amino
acids
Abundance
Frequency
1
2
3
4
A
21477
8.27
82.3
83.4
83.8
83.6
C
3557
1.37
74.4
75.3
76.3
76.6
D
15271
5.88
80.8
81.9
82.4
82.1
E
17413
6.71
81.5
83.0
83.5
83.3
F
10457
4.03
78.3
79.3
79.9
80.2
G
18723
7.21
80.6
81.8
82.1
82.0
H
5942
2.29
77.3
78.1
78.1
78.8
I
14577
5.61
82.2
83.4
84.0
83.8
K
15216
5.86
79.7
81.2
81.7
81.4
L
23835
9.18
81.7
83.3
83.6
83.4
M
5615
2.16
80.2
81.5
81.8
82.1
N
11306
4.35
79.8
80.8
80.8
80.9
P
11860
4.57
81.1
82.6
83.2
82.8
Q
9927
3.82
79.7
81.7
81.0
81.3
R
13307
5.12
79.6
81.0
81.2
81.5
S
15363
5.92
77.3
78.6
79.0
78.7
T
14445
5.56
77.8
78.9
79.0
79.1
V
18270
7.04
82.0
83.4
83.6
83.5
W
3828
1.47
76.7
78.3
79.4
78.8
Y
9273
3.57
76.8
78.4
79.0
79.0
Overall
259662
100.0
80.2
81.4
81.8
81.7
Table 1. The accuracy of predicted secondary structure for each amino acid residues for TS1199 for 4
iterations. Resultsh Secondary Structure
Iteration
Amino
acids
Abundance
Frequency
1
2
3
4
A
21477
8.27
82.3
83.4
83.8
83.6
C
3557
1.37
74.4
75.3
76.3
76.6
D
15271
5.88
80.8
81.9
82.4
82.1
E
17413
6.71
81.5
83.0
83.5
83.3
F
10457
4.03
78.3
79.3
79.9
80.2
G
18723
7.21
80.6
81.8
82.1
82.0
H
5942
2.29
77.3
78.1
78.1
78.8
I
14577
5.61
82.2
83.4
84.0
83.8
K
15216
5.86
79.7
81.2
81.7
81.4
L
23835
9.18
81.7
83.3
83.6
83.4
M
5615
2.16
80.2
81.5
81.8
82.1
N
11306
4.35
79.8
80.8
80.8
80.9
P
11860
4.57
81.1
82.6
83.2
82.8
Q
9927
3.82
79.7
81.7
81.0
81.3
R
13307
5.12
79.6
81.0
81.2
81.5
S
15363
5.92
77.3
78.6
79.0
78.7
T
14445
5.56
77.8
78.9
79.0
79.1
V
18270
7.04
82.0
83.4
83.6
83.5
W
3828
1.47
76.7
78.3
79.4
78.8
Y
9273
3.57
76.8
78.4
79.0
79.0
Overall
259662
100.0
80.2
81.4
81.8
81.7
Table 1. The accuracy of predicted secondary structure for each amino acid residues for TS1199 for 4
iterations. Secondary Structure
Iteration
Amino
acids
Abundance
Frequency
1
2
3
4
A
21477
8.27
82.3
83.4
83.8
83.6
C
3557
1.37
74.4
75.3
76.3
76.6
D
15271
5.88
80.8
81.9
82.4
82.1
E
17413
6.71
81.5
83.0
83.5
83.3
F
10457
4.03
78.3
79.3
79.9
80.2
G
18723
7.21
80.6
81.8
82.1
82.0
H
5942
2.29
77.3
78.1
78.1
78.8
I
14577
5.61
82.2
83.4
84.0
83.8
K
15216
5.86
79.7
81.2
81.7
81.4
L
23835
9.18
81.7
83.3
83.6
83.4
M
5615
2.16
80.2
81.5
81.8
82.1
N
11306
4.35
79.8
80.8
80.8
80.9
P
11860
4.57
81.1
82.6
83.2
82.8
Q
9927
3.82
79.7
81.7
81.0
81.3
R
13307
5.12
79.6
81.0
81.2
81.5
S
15363
5.92
77.3
78.6
79.0
78.7
T
14445
5.56
77.8
78.9
79.0
79.1
V
18270
7.04
82.0
83.4
83.6
83.5
W
3828
1.47
76.7
78.3
79.4
78.8
Y
9273
3.57
76.8
78.4
79.0
79.0
Overall
259662
100.0
80.2
81.4
81.8
81.7
Table 1
The accuracy of predicted secondary structu Table 1. The accuracy of predicted secondary structure for each amino acid residues for TS1199 for
iterations. angles is the most significant, representing 5%–6%, relative improvement. At the third iteration, Q3 for
the secondary structure is 81.6% for 10 fold cross validation and 81.8% for the independent test. Resultsh Method
PSIPRED
SPINE-X
SCORPION
SPIDER
This Work
SS (Q3)
79.7%(80.8%a)
81.0%(80.6%a)
82.0%(82.4%a)
81.8%(83.3%a)
ASA (CC)
–
0.74
–
–
0.76
MAE: φ (°)
–
20.2
–
–
19.2
MAE: ψ (°)
–
33.7
–
–
29.9
MAE: θ (°)
–
–
–
8.6
8.0
MAE: τ (°)
–
–
–
33.6
32.2
Table 2. Accuracy comparison between our technique and several techniques for secondary structure,
ASA and angle prediction for the independent test set (TS1199). a66 proteins of TS1199 that are not in
the training set for SCORPION. Method
PSIPRED
SPINE-X
SCORPION
SPIDER
This Work
SS (Q3)
79.7%(80.8%a)
81.0%(80.6%a)
82.0%(82.4%a)
81.8%(83.3%a)
ASA (CC)
–
0.74
–
–
0.76
MAE: φ (°)
–
20.2
–
–
19.2
MAE: ψ (°)
–
33.7
–
–
29.9
MAE: θ (°)
–
–
–
8.6
8.0
MAE: τ (°)
–
–
–
33.6
32.2
Table 2. Accuracy comparison between our technique and several techniques for secondary structure,
ASA and angle prediction for the independent test set (TS1199). a66 proteins of TS1199 that are not in
the training set for SCORPION. Table 2. Accuracy comparison between our technique and several techniques for secondary structure,
ASA and angle prediction for the independent test set (TS1199). a66 proteins of TS1199 that are not in
the training set for SCORPION. Table 2. Accuracy comparison between our technique and several techniques for secondary structure,
ASA and angle prediction for the independent test set (TS1199). a66 proteins of TS1199 that are not in
the training set for SCORPION. derived fragments has the largest improvement during iterations (from to 2.54 Å to 1.92 Å). Results for
other sizes of fragments follow similar trend. This further confirms the power of iterative learning. derived fragments has the largest improvement during iterations (from to 2.54 Å to 1.92 Å). Results for
other sizes of fragments follow similar trend. This further confirms the power of iterative learning. Our method is further applied to the most recent CASP targets (CASP11, 2014). It achieves 80.8% in
secondary structure, 0.74 for correlation coefficient between measured and predicted ASA, 19.7° MAE
for φ , 30.3° for ψ , 8.2° for θ , 32.6° for τ . The prediction accuracy for most structural properties is reduced
somewhat from the independent test set to CASP 11 set. This type of reduction for CASP sets was
observed previously4. Resultsh This
significant increase confirms the usefulness of iterative learning. By comparison, SPINE-X36 was trained
for two-state prediction and achieved two state accuracy of 96.4% for φ and 85.6% for ψ . p
y
φ
ψ
Once φ and ψ or θ and τ are known protein backbone structure can be constructed. Fragment
structures of a length L are derived from predicted angles with a sliding window (1 to L, 2 to L + 1, 3
to L + 2, and etc.). For L = 15, a total of 229,681 fragments are constructed. For φ /ψ derived fragments,
each fragment structure was built by standard bond lengths and angles and ω = 180°. For θ /τ derived
fragments, each fragment structure was built by the standard Cα -Cα distance of 3.8 Å. The accuracy of
a fragment structure can be measured by root-mean-squared distance (RMSD) from the corresponding
native fragment. The accuracy of fragment structures either from φ and ψ (Fig. 3A) or from θ and τ
(Fig. 3C) improves during iterations (from 3.37 to 3.09 Å for φ /ψ derived fragments and from 3.22
to 2.95 Å for θ /τ derived fragments. Perhaps, not surprisingly, the consistency between φ /ψ and θ /τ Scientific Reports | 5:11476 | DOI: 10.1038/srep11476 5 www.nature.com/scientificreports/ tificreports/
Figure 3. The improvement of fragment structures of 15 residues for the TS1199 dataset : (A) RMSD
between the native fragments and the fragments generated from predicted φ and ψ for three iterations I1,
I2, and I3 and the result from SPINE X (in grey bar). (B) RMSD between the native fragments and the
fragments generated from predicted θ and τ for three iterations I1, I2, and I3. (C) The consistency between
fragments from predicted φ and ψ and fragments from predicted θ and τ for three iterations I1, I2, and I3. Figure 3. The improvement of fragment structures of 15 residues for the TS1199 dataset : (A) RMSD
between the native fragments and the fragments generated from predicted φ and ψ for three iterations I1,
I2, and I3 and the result from SPINE X (in grey bar). (B) RMSD between the native fragments and the
fragments generated from predicted θ and τ for three iterations I1, I2, and I3. (C) The consistency between
fragments from predicted φ and ψ and fragments from predicted θ and τ for three iterations I1, I2, and I3. Resultsh Accuracy comparison between our technique and several techniques for secondary structur
ASA and angle prediction for the independent CASP11 set. Table 3. Accuracy comparison between our technique and several techniques for secondary structure,
ASA and angle prediction for the independent CASP11 set. ASA and angle prediction for the independent CASP11 set. Figure 4. (A) The accuracy of helical, sheet and coil residues predicted by PSIPRED, SPINE X, SCORPION
and the present study for the CASP 11 dataset. (B) The misclassification errors between helix and coil,
between sheet and coil and between helix and sheet for the four methods as labelled for the CASP11 dataset. Figure 4. (A) The accuracy of helical, sheet and coil residues predicted by PSIPRED, SPINE X, SCORPION
and the present study for the CASP 11 dataset. (B) The misclassification errors between helix and coil,
between sheet and coil and between helix and sheet for the four methods as labelled for the CASP11 dataset. In Fig. 4A we compare the accuracy of secondary structure prediction for helix, coil and sheet given
by four methods for the CASP11 dataset (PSIPRED, SPINE X, SCORPION and present study). Our
method provides the highest accuracy for sheet (76.4%) but lower accuracy in helical prediction (83.7%)
than SPINE X (85.5%) and lower accuracy in coil prediction (80.8%) than PSIPRED (85.4%). PSIPRED
is significantly more accurate in coil prediction because it over-predicts coil residues4.ifhi i
Figure 4B further compares misclassification errors associated with different methods. This confirms
that our method gives lower error in misclassification between helix and sheet. It gives a comparable
error to SCORPION between sheet and coil and to SPINE X between helix and coil. It is of interest to know how the predicted values are compared to those of models in CASP 11. Methods compared are Zhang-server39, BAKER-ROSETTA40, FFAS41, myprotein-me (http://mypro-
tein.me), nns42, 3D-Jigsaw43, RaptorX44, Quark45, TASSER46, and Fusion/MULTICOM47. Figures 5A,B
shows that the MAE of predicted ψ and τ angles are 14% and 10% smaller than the lowest MAEs from
BAKER-ROSETTA40 and Zhang Server39, respectively. Figure 5C further shows that predicted relative
ASA values are also 12% better than those of model structures.hi The significant improvement in fragment structures revealed in Fig. 3 leads to an interesting ques-
tion: can predicted angles be directly employed in building accurate protein structures? Resultsh This is in part due to a smaller number of targets (72 proteins) and in part because
CASP targets were a carefully selected set for challenging structure prediction techniques. Tables 2 and 3 compare our method with several techniques for secondary structure (PSIPRED3.337,
SCORPION38, SPINE-X4), ASA (SPINE-X4), backbone torsion angles (SPINE-X4) and backbone Cα
angles and dihedral angles (SPIDER16) for TS1199 and CASP11 test datasets. We noted that TS1199 is
not necessarily independent test set for other methods. In fact we found that the majority of TS1199 (all
but 66 proteins) are contained in the training set for SCORPION. The accuracy for secondary structure
predicted by our method is more accurate than that predicted by PSIPRED and SPINE-X and is compa-
rable to SCORPION for the full TS1199 dataset. However, for the 66 proteins not trained by SCORPION,
it achieves an accuracy of 82.4%, compared to 83.3% by our method. For ASA prediction, our technique
continues to make an improvement over SPINE-X despite its high accuracy. The best improvement over
previous methods is angle prediction. For example, there is almost 4° degree improvement (> 10% in
relative improvement) over SPINE-X in ψ prediction. It is important to know the statistical significance
of the difference among different methods. The p-values for the pair t-test in secondary structure of this
work to SCORPION, PSIPRED, and SPINE X are 0.036, 0.00006, and 0.00009, respectively. That is, the
improvement from this work over previous methods is statistically significant (< 0.05). 6 Scientific Reports | 5:11476 | DOI: 10.1038/srep11476 www.nature.com/scientificreports/ Method
PSIPRED
SPINE-X
SCORPION
SPIDER
This Work
SS (Q3)
78.8%
78.8%
79.9%
80.8%
ASA (CC)
–
0.72
–
–
0.74
MAE: φ (°)
–
20.7
–
–
19.7
MAE: ψ (°)
–
34.6
–
–
30.3
MAE: θ (°)
–
–
–
8.7
8.2
MAE: τ (°)
–
–
–
34.1
32.6
Table 3. Accuracy comparison between our technique and several techniques for secondary structure,
ASA and angle prediction for the independent CASP11 set. Method
PSIPRED
SPINE-X
SCORPION
SPIDER
This Work
SS (Q3)
78.8%
78.8%
79.9%
80.8%
ASA (CC)
–
0.72
–
–
0.74
MAE: φ (°)
–
20.7
–
–
19.7
MAE: ψ (°)
–
34.6
–
–
30.3
MAE: θ (°)
–
–
–
8.7
8.2
MAE: τ (°)
–
–
–
34.1
32.6 Table 3. Scientific Reports | 5:11476 | DOI: 10.1038/srep11476 Resultsh The direct
answer to this question is no because accumulation of errors in angles can lead to large deviation in
three-dimensional structures. On the other hand, there is a small chance for cancellation of errors. The
test dataset (1199 proteins) has 183924 40-mer fragments. The percentages of 40-mer fragments with a
RMSD below 2.5Å by φ /ψ and θ /τ are 1.4% and 1.6%, respectively. In Fig. 6A, a 40-residue fragment
of a three helical bundle constructed based on predicted φ /ψ angles (Residues 174 to 213 from PDB
1l3l chain A) is only 2.2Å RMSD from the native structure. Figure 6B shows an example of a mixed
helix/strand fragment of 40 residues (Residues 77 to 116 from PDB 1jq5 chain A). The RMSD between Scientific Reports | 5:11476 | DOI: 10.1038/srep11476 7 www.nature.com/scientificreports/ Figure 5. (A) The mean absolute error (MAE) of predicted ψ for the CASP 11 dataset compared to best
MAEs of ψ angles in the models from eight most accurate methods in CASP 11. (B) as in (A) but for the
MAE of Cα based τ angles. (C) as in (A) but for the MAE of relative assessable surface area (rASA). Figure 5. (A) The mean absolute error (MAE) of predicted ψ for the CASP 11 dataset compared to best
MAEs of ψ angles in the models from eight most accurate methods in CASP 11. (B) as in (A) but for the
MAE of Cα based τ angles. (C) as in (A) but for the MAE of relative assessable surface area (rASA). predicted and native structure is 2.4 Å. The two constructed structures show that helical structures are
more accurately reproduced than strands. What is most encouraging in Fig. 6A,B is well reproduced loop
and turn regions that permitted accurate reproduction of fragments. predicted and native structure is 2.4 Å. The two constructed structures show that helical structures are
more accurately reproduced than strands. What is most encouraging in Fig. 6A,B is well reproduced loop
and turn regions that permitted accurate reproduction of fragments. Scientific Reports | 5:11476 | DOI: 10.1038/srep11476 Discussionh This paper developed an integrated sequence-based prediction of one-dimensional structural properties
of proteins by iterative learning in a parallel scheme. The structural properties include local backbone
structures represented by secondary structure, backbone torsion angle, and backbone Cα angles and
dihedral angles. These three backbone representations are complementary to each other: backbone tor-
sion angles are single residue properties, backbone Cα angles and dihedral angles involve three and four
residues, respectively, and secondary structures involve three or more residues in sequence-position sep-
aration. In addition, the method predicts a non-local property: solvent accessibility. We have shown that
the input of these predicted structural properties can improve the accuracy of these structural properties
iteratively (within three iterations).h y
The method provides current state-of-the-art prediction accuracy for various structural properties. For secondary structure prediction, its accuracy reaches nearly 82% for the large test set of 1199 proteins. For solvent accessible surface area, the correlation coefficient between predicted and actual ASA values is
0.76. For angles, MAEs for φ , ψ , θ , and τ are 19.2, 29.9, 8.0 and 32.2 degrees, respectively. Application to
a small but more challenging dataset of CASP 11 targets leads to only slightly lower accuracy. All these
accuracies above are the best reported accuracies for test sets. Such an integrated collection of various
predicted structural properties in one server makes it convenient for their use for other applications. p
p
p
pp
One interesting question is that whether or not improvement from iterations is due to addition of
predicted secondary structures or other predicted structural information. Spencer et al.30 showed that 8 www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 6. The structure (Red) constructed directly from φ/ψ angles compared to native structure
(Green). (A) Residues 174 to 213 from PDB 1l3l chain A and (B) Residues 77 to 116 from PDB 1jq5 chain
A. Figure 6. The structure (Red) constructed directly from φ/ψ angles compared to native structure
(Green). (A) Residues 174 to 213 from PDB 1l3l chain A and (B) Residues 77 to 116 from PDB 1jq5 chain
A. A. adding predicted secondary structures alone is sufficient to further improve secondary structure pre-
diction. We performed independent tests by removing other non-secondary-structural features and
achieved Q3 = 81.2% in the second iteration and Q3 = 81.2% in the third iteration, compared to 81.4% at
the second iteration and 81.8% at the third iteration with non-secondary-structural features. Discussionh This indi-
cates that adding predicted secondary structures alone contributes a large portion of the improvement
whereas other features lead to additional improvement. p
One obvious application is protein structure prediction. Previously, we have shown that predicted
secondary structures are more accurate than the models predicted by various current state-of-the-art
techniques4. Here we demonstrate that the same is true for backbone angles and solvent accessibility
(Fig. 5). Indeed, employing predicted torsion angles as restraints doubled the success rate in ab initio
structure prediction, compared to using predicted secondary structures36. This success was because con-
tinuous angles can capture not only non-ideal conformations of helical/strand residues but also essential
structural information of coil residues. Such structural information is essential for correct folding of a
three-dimensional structure as demonstrated in Fig. 6. Predicted angles and solvent accessibility were
also found useful in template-based structure prediction48. 0. Zhang, W., Dunker, A. K. & Zhou, Y. Q. Assessing secondary structure assignment of protein structures by using pairwise
sequence-alignment benchmarks. Proteins 71, 61–67 (2008). References Protein secondary structure prediction based on position-specific scoring matrices. J Mol Biol 292, 195–202 (1999). 38. Yaseen, A. & Li, Y. Context-based features enhance protein secondary structure prediction accuracy. J Chem Inf Model 54, 9. Roy, A., Kucukural, A. & Zhang, Y. I-TASSER: a unified platform for automated protein structure and function prediction. Na
Protoc 5, 725–738 (2010). 40. Rohl, C. A., Strauss, C. E. M., Misura, K. M. S. & Baker, D. Protein structure prediction using Rosetta. Method Enzymol 383,
66–93 (2004). 1. Jaroszewski, L., Rychlewski, L., Li, Z., Li, W. & Godzik, A. FFAS03: a server for profile--profile sequence alignments. Nucleic Acid
Res 33, W284–288 (2005). 42. Joo, K., Lee, J., Lee, S., Seo, J. H., Lee, S. J. & Lee, J. High accuracy template based modeling by global optimization. Proteins 69
Suppl 8, 83–89 (2007). pp
43. Offman, M. N., Tournier, A. L. & Bates, P. A. Alternating evolutionary pressure in a genetic algorithm facilitates protein model
selection. Bmc Struct Biol 8, 34 (2008).i 4. Ma, J. Z., Wang, S., Zhao, F. & Xu, J. B. Protein threading using context-specific alignment potential. Bioinformatics 29, 257–265
(2013). 45. Zhang, Y. Interplay of I-TASSER and QUARK for template-based and ab initio protein structure prediction in CASP10. Proteins
82, 175–187 (2014). (
)
46. Zhou, H. Y. & Skolnick, J. Template-based protein structure modeling using TASSERVMT. Proteins 80, 352–361 (2012).iti 47. Bhattacharya, D. & Cheng, J. L. i3Drefine Software for Protein 3D Structure Refinement and Its Assessment in CASP10. Plos One
8, e69648 (2013). 48. Yang, Y., Faraggi, E., Zhao, H. & Zhou, Y. Improving protein fold recognition and template-based modeling by employing
probabilistic-based matching between predicted one-dimensional structural properties of the query and corresponding native
properties of templates. Bioinformatics 27, 2076–2082 (2011). References 1. Gibson, K. D. & Scheraga, H. A. Minimization of polypeptide energy. I. Preliminary structures of bovine pancreatic ribonuclease
S-peptide. Proc Natl Acad Sci USA 58, 420–427 (1967).h 2. Zhou, Y. Q., Duan, Y., Yang, Y. D., Faraggi, E. & Lei, H. X. Trends in template/fragment-free protein structure prediction. Theo
Chem Acc 128, 3–16 (2011). 3. Rost, B. Review: Protein secondary structure prediction continues to rise. J Struct Biol 134, 204–218 (2001). 4. Faraggi, E., Zhang, T., Yang, Y., Kurgan, L. & Zhou, Y. SPINE X: Improving protein secondary structure prediction by multi-step
learning coupled with prediction of solvent accessible surface area and backbone torsion angles. J Computational Chemistry 33,
259–263 (2011). 5. Yaseen, A. & Li, Y. H. Context-Based Features Enhance Protein Secondary Structure Prediction Accuracy. J Chem Inf Model 54
992–1002 (2014). 6. Lin, H. N., Chang, J. M., Wu, K. P., Sung, T. Y. & Hsu, W. L. HYPROSP II - A knowledge-based hybrid method for protein
secondary structure prediction based on local prediction confidence. Bioinformatics 21, 3227–3233 (2005).i secondary structure prediction based on local prediction confidence. Bioinformatics 21, 3227–3233 (2005). 7. Bondugula, R. & Xu, D. MUPRED: a tool for bridging the gap between template based methods and sequence profile based
methods for protein secondary structure prediction. Proteins 66, 664–670 (2007). 7. Bondugula, R. & Xu, D. MUPRED: a tool for bridging the gap between template based methods and sequence profile based
methods for protein secondary structure prediction. Proteins 66, 664–670 (2007). y
8. Cheng, H., Sen, T. Z., Jernigan, R. L. & Kloczkowski, A. Consensus Data Mining (CDM) Protein Secondary Structure Prediction
Server: combining GOR V and Fragment Database Mining (FDM). Bioinformatics 23, 2628–2630 (2007). g
g
g
f
9. Pei, J. & Grishin, N. V. Combining evolutionary and structural information for local protein structure prediction. Proteins 56
782–794 (2004). 10. Zhang, W., Dunker, A. K. & Zhou, Y. Q. Assessing secondary structure assignment of protein structures by using pairwise
sequence-alignment benchmarks. Proteins 71, 61–67 (2008). 10. Zhang, W., Dunker, A. K. & Zhou, Y. Q. Assessing secondary structure assignment of protein structures by using pairwise
sequence-alignment benchmarks. Proteins 71, 61–67 (2008). Scientific Reports | 5:11476 | DOI: 10.1038/srep11476 9 www.nature.com/scientificreports/ 1. Kuang, R., Leslie, C. S. & Yang, A. S. Protein backbone angle prediction with machine learning approaches. Bioinformatics 20
1612–1621 (2004). 12. Kang, H. S., Kurochkina, N. A. & Lee, B. References Bioinforma 7. Di Lena, P., Nagata, K. & Baldi, P. Deep architectures for protein contact map prediction. Bioinformatics 28, 2449–2457 (2012)
E kh l
J & Ch
J L DNd
d
d
d
d
b
d d
k
B
Bi i f
i 27. Di Lena, P., Nagata, K. & Baldi, P. Deep architectures for protein contact map prediction. Bioinformatics 28, 2449–2457 (2012). 28. Eickholt, J. & Cheng, J. L. DNdisorder: predicting protein disorder using boosting and deep networks. Bmc Bioinformatics 14,
88 (2013).i 28. Eickholt, J. & Cheng, J. L. DNdisorder: predicting protein disorder using boosting and deep networks. Bmc Bioinformatics 14,
88 (2013).i 29. Qi, Y. J., Oja, M., Weston, J. & Noble, W. S. A Unified Multitask Architecture for Predicting Local Protein Properties. Plos One
7, e32235 (2012). 0. Spencer, M., Eickholt, J. & Cheng, J. L. A Deep Learning Network Approach to ab initio Protein Secondary Structure Prediction
Ieee Acm T Comput Bi 12, 103–112 (2015). 1. Wang, G. & Dunbrack, R. L., Jr. PISCES: recent improvements to a PDB sequence culling server. Nucleic Acids Res 33, W94–98
(2005). 32. Bengio, Y., Lamblin, P., Popovici, D. & Larochelle, H. Greedy layer-wise training of deep networks. Advances in neural information
processing systems 19, 153 (2007).h p
g y
3. Palm, R. B. Prediction as a candidate for learning deep hierarchical models of data. M.Sc Thesis, Technical University o
Denmark, Denmark (2012). 4. Meiler, J., Müller, M., Zeidler, A. & Schmäschke, F. Generation and evaluation of dimension-reduced amino acid paramete
representations by artificial neural networks. J Mol Model 7, 360–369 (2001). i
35. Altschul, S. F. et al. Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids
Research 25, 3389–3402 (1997).f 6. Faraggi, E., Yang, Y. D., Zhang, S. S. & Zhou, Y. Predicting Continuous Local Structure and the Effect of Its Substitution for
Secondary Structure in Fragment-Free Protein Structure Prediction. Structure 17, 1515–1527 (2009).i y
g
37. Jones, D. T. Protein secondary structure prediction based on position-specific scoring matrices. J Mol Biol 292, 195–202 (1999). b
d f
h
d
d
h
f
d l 37. Jones, D. T. Protein secondary structure prediction based on position-specific scoring matrices. J Mol Biol 292, 195–202 (1999). 38. Yaseen, A. & Li, Y. Context-based features enhance protein secondary structure prediction accuracy. J Chem Inf Model 54,
992–1002 (2014).i 37. Jones, D. T. References Estimation and Use of Protein Backbone Angle Probabilities. J Mol Biol 229, 448
(1993). (
)
13. Wood, M. J. & Hirst, J. D. Protein secondary structure prediction with dihedral angles. Proteins 59, 476–481 (2005). 14. Dor, O. & Zhou, Y. Real-SPINE: an integrated system of neural networks for real-value prediction of protein structural pro
Proteins 68, 76–81 (2007). 15. Xue, B., Dor, O., Faraggi, E. & Zhou, Y. Real-value prediction of backbone torsion angles. Proteins 72, 427–433 (2008). 6. Lyons, J. et al. Predicting backbone Calpha angles and dihedrals from protein sequences by stacked sparse auto-encoder dee
neural network. J Comput Chem 35, 2040–2046 (2014). p
7. Holbrook, S. R., Muskal, S. M. & Kim, S. H. Predicting surface exposure of amino acids from protein sequence. Protein Eng 3
659–665 (1990). 18. Rost, B. & Sander, C. Conservation and prediction of solvent accessibility in protein families. Proteins 20, 216–226 (1994). ll
ld
ll
d
d
f
d
b
d
l
l
b l 18. Rost, B. & Sander, C. Conservation and prediction of solvent 19. Pollastri, G., Baldi, P., Fariselli, P. & Casadio, R. Prediction of coordination number and relative solvent accessibility in prot
Proteins 47, 142–153 (2002). 20. Garg, A., Kaur, H. & Raghava, G. P. Real value prediction of solvent accessibility in proteins using multiple sequence alignment
and secondary structure. Proteins 61, 318–324 (2005). y
21. Yuan, Z. & Huang, B. Prediction of protein accessible surface areas by support vector regression. Proteins 57, 558–564 (20
h
d
h
l
l
d
f
l
b l
f
d 22. Ahmad, S., Gromiha, M. M. & Sarai, A. Real value prediction of solvent accessibility from amino acid sequence. Proteins 50,
629–635 (2003). 3. Adamczak, R., Porollo, A. & Meller, J. Accurate prediction of solvent accessibility using neural networks-based regression
Proteins 56, 753–767 (2004). 4. Adamczak, R., Porollo, A. & Meller, J. Combining prediction of secondary structure and solvent accessibility in proteins. Protein
59, 467–475 (2005). 25. Zhou, Y. & Faraggi, E. Prediction of one-dimensional structural properties of proteins by integrated neural network. In: Protein
Structure Prediction: Method and Algorithms ((ed^(eds Rangwala H., Karypis G.). Wiley (2010). diction: Method and Algorithms ((ed^(eds Rangwala H., Karypis 26. Hinton, G. E. Learning multiple layers of representation. Trends Cogn Sci 11, 428–434 (2007). ld
h
f
d 27. Di Lena, P., Nagata, K. & Baldi, P. Deep architectures for protein contact map prediction. Author Contributions R.H., K.P., J.L., A.D., A.S. J.W., A.S., Y.Y. and Y.Z. designed the method; R.H., J.L., A.D. and Y.Y. developed
and implemented methods and produced results; R.H., J.L., A.D., Y.Y. and Y.Z. wrote the manuscript; all
authors reviewed the manuscript. Acknowledgementsh g
This work was supported in part by National Health and Medical Research Council (1059775) of Australia
and Australian Research Council’s Linkage Infrastructure, Equipment and Facilities funding scheme
(project number LE150100161) to Y.Z., National Science Foundation of China 61271378 to J. W. and
Y. Y., and the Microsoft Azure for Research Awarded to Y.Y. We also gratefully acknowledge the support
of the Griffith University eResearch Services Team and the use of the High Performance Computing Scientific Reports | 5:11476 | DOI: 10.1038/srep11476 10 www.nature.com/scientificreports/ Cluster “Gowonda” to complete this research. This research/project has also been undertaken with the
aid of the research cloud resources provided by the Queensland Cyber Infrastructure Foundation (QCIF). Cluster “Gowonda” to complete this research. This research/project has also been undertaken with the
aid of the research cloud resources provided by the Queensland Cyber Infrastructure Foundation (QCIF). Scientific Reports | 5:11476 | DOI: 10.1038/srep11476 Additional Information Supplementary information accompanies this paper at http://www.nature.com/srepihi Competing financial interests: The authors declare no competing financial interests.f Competing financial interests: The authors declare no competing financial interests. How to cite this article: Heffernan, R. et al. Improving prediction of secondary structure, local
backbone angles, and solvent accessible surface area of proteins by iterative deep learning. Sci. Rep. 5,
11476; doi: 10.1038/srep11476 (2015). How to cite this article: Heffernan, R. et al. Improving prediction of secondary structure, local
backbone angles, and solvent accessible surface area of proteins by iterative deep learning. Sci. Rep. 5,
11476; doi: 10.1038/srep11476 (2015). This work is licensed under a Creative Commons Attribution 4.0 International License. The
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Copyright for the publications made accessible via the Edinburgh Research Explorer is retained by the author(s)
and / or other copyright owners and it is a condition of accessing these publications that users recognise and
abide by the legal requirements associated with these rights. Edinburgh Research Explorer
The role of accelerated growth plate fusion in the absence of
SOCS2 on osteoarthritis vulnerability Edinburgh Research Explorer Citation for published version:
Samvelyan, HJ, Huesa, C, Cui Lin, L, Farquharson, C & Staines, K 2022, 'The role of accelerated growth
plate fusion in the absence of SOCS2 on osteoarthritis vulnerability', Bone & Joint Research, vol. 11, no. 3,
pp. 162-170. https://doi.org/10.1302/2046-3758.113.BJR-2021-0259.R1 Results We observed a significant increase in mean number (wild-type (WT) DMM: 532 (SD 56); WT
sham: 495 (SD 45); knockout (KO) DMM: 169 (SD 49); KO sham: 187 (SD 56); p < 0.001)
and density (WT DMM: 2.2 (SD 0.9); WT sham: 1.2 (SD 0.5); KO DMM: 13.0 (SD 0.5); KO
sham: 14.4 (SD 0.7)) of growth plate bridges in Socs2-/- in comparison with WT. Histological
examination of WT and Socs2-/- knees revealed articular cartilage damage with DMM in com-
parison to sham. Articular cartilage lesion severity scores (mean and maximum) were similar
in WT and Socs2-/- mice with either DMM, or with ageing. Micro-CT analysis revealed signifi-
cant decreases in SCB thickness, epiphyseal trabecular number, and thickness in the medial
compartment of Socs2-/-, in comparison with WT (p < 0.001). DMM had no effect on the SCB
thickness in comparison with sham in either genotype. Aims H. J. Samvelyan,
C. Huesa,
L. Cui,
C. Farquharson,
K. A. Staines H. J. Samvelyan,
C. Huesa,
L. Cui,
C. Farquharson,
K. A. Staines Osteoarthritis (OA) is the most prevalent systemic musculoskeletal disorder, character-
ized by articular cartilage degeneration and subchondral bone (SCB) sclerosis. Here, we
sought to examine the contribution of accelerated growth to OA development using a mu-
rine model of excessive longitudinal growth. Suppressor of cytokine signalling 2 (SOCS2)
is a negative regulator of growth hormone (GH) signalling, thus mice deficient in SOCS2
(Socs2-/-) display accelerated bone growth. From University of
Brighton, Brighton, UK Conclusion Together, these data suggest that enhanced GH signalling through SOCS2 deletion acceler-
ates growth plate fusion, however this has no effect on OA vulnerability in this model. Cite this article: Bone Joint Res 2022;11(3):162–170. Cite this article: Bone Joint Res 2022;11(3):162–170. Keywords: Osteoarthritis, SOCS2, Cartilage, Growth plate, Bone, Growth hormone Take down policy Take down policy
The University of Edinburgh has made every reasonable effort to ensure that Edinburgh Research Explorer
content complies with UK legislation. If you believe that the public display of this file breaches copyright please
contact openaccess@ed.ac.uk providing details, and we will remove access to the work immediately and
investigate your claim. Download date: 24. Oct. 2024 Follow us @BoneJointRes Methods We examined vulnerability of Socs2-/- mice to OA following surgical induction of disease (dest-
abilization of the medial meniscus (DMM)), and with ageing, by histology and micro-CT. BJR The role of accelerated growth plate
fusion in the absence of SOCS2 on
osteoarthritis vulnerability H. J. Samvelyan,
C. Huesa,
L. Cui,
C. Farquharson,
K. A. Staines
From University of
Brighton, Brighton, UK Keywords: Osteoarthritis, SOCS2, Cartilage, Growth plate, Bone, Growth hormone Bone Joint Res 2022;11(3):162–
170. Introduction Osteoarthritis (OA) is the most prevalent systemic muscu-
loskeletal disorder, characterized by degeneration of
joint articular cartilage, osteophyte formation, subchon-
dral bone plate thickening, synovial proliferation, and
inflammation. OA has a multifactorial aetiology including
ageing, trauma, obesity, and heredity. Further, a complex
interplay of major molecules and signalling pathways
play indispensable roles in OA development.1-5 Despite
this, effective disease-modifying treatments are currently
limited.i THE ROLE OF ACCELERATED GROWTH PLATE FUSION IN THE ABSENCE OF SOCS2 ON OSTEOARTHRITIS VULNERABILITY 163 Strengths and limitations has been shown as a primary intracellular suppressor
of the growth hormone (GH) signalling pathway, thus
mice deficient in SOCS2 (Socs2-/-) display an excessive
growth phenotype.16 Here, we use this mouse model of
accelerated bone growth to understand the association
between aberrant growth dynamics and OA develop-
ment. To achieve this, we examined the vulnerability of
Socs2-/- mice to OA following surgical induction of disease
(destabilization of the medial meniscus (DMM)), and
with ageing, by histology and micro CT.
This study reported, for the first time, accelerated
growth plate fusion in Socs2 knockout mice in which
an excessive growth phenotype is observed.
This study reported, for the first time, accelerated
growth plate fusion in Socs2 knockout mice in which
an excessive growth phenotype is observed. g
p
yp
A limitation of this study is the complexity of the GH/
insulin-like growth factor 1 (IGF-1) signalling pathway
in OA, thus highlighting the need for a better under-
standing of its role in disease pathology.
A limitation of this study is the complexity of the GH/
insulin-like growth factor 1 (IGF-1) signalling pathway
in OA, thus highlighting the need for a better under-
standing of its role in disease pathology. Methods Animals. Socs2‐/‐ mice on a C57/BL6 genetic background
were generated as previously described.17 For geno-
typing, tail-biopsied DNA was analyzed by polymerase
chain reaction (PCR) for Socs2 wild-type (WT) (Forward:
TGTTTGACTGAGCTCGCGC, Reverse: CAACTTTAGTGT
CTTGGATCT) or the neocassette (Socs2 −/−; Forward:
ACCCTGCACACTCTCGTTTTG, Reverse: CCTCGACTAAAC
ACATGTAAAGC). Mice were kept in polypropylene cages,
with light/dark 12-hour cycles, at 21°C (± 2°C), and fed ad
libitum with maintenance diet (Special Diet Services, UK). Ageing studies were completed in 12- to 13-month-old
Socs2‐/‐ (n = 6) and C57/BL6 WT (n = 6) male mice
(Charles River, UK). Analyses were conducted blindly to
minimize the effects of subjective bias. All experimental
protocols were approved by the local ethics committee,
and the animals were maintained in accordance with UK
Home Office guidelines for the care and use of laboratory
animals. Animal studies were conducted in line with the
ARRIVE guidelines. Endochondral ossification is an essential process for
longitudinal bone growth. It requires hypertrophic differ-
entiation of chondrocytes, characterized by secretion of
type X collagen (COL10A1), matrix metalloproteinase-13
(MMP-13), and vascular endothelial growth factor (VEGF),
followed by the subsequent degradation and conver-
sion of the growth plate cartilage matrix into highly
vascularized bone tissue.6,7 With sexual maturation, the
human growth plate undergoes progressive narrowing
as bony bridges form and span its width, establishing
continuity between the cancellous bone of the epiphysis
and metaphysis.8 These growth plate bridging events
ultimately lead to complete growth plate closure and
cessation of human growth.9 OA is widely accepted to
involve the reversion of chondrocyte behaviour to an
earlier developmental-like phenotype, which could drive
the disease process. Indeed, re-expression of the type IIA
procollagen, a spliced variant of the type II collagen gene
(COL2A1) normally expressed in chondroprogenitor
cells, in adult osteoarthritic articular chondrocytes indi-
cates reversion of these cells to early developmental-like
phenotype.10 Destabilization of the medial meniscus. Eight-week-old
Socs2‐/‐ and C57/BL6 WT male mice (Charles River) were
randomally allocated into 1) surgically induced DMM un-
der isoflurane-induced anaesthesia (n = 6/genotype) or
2) sham operated (n = 6/genotype) groups. Following
transection of the medial meniscotibial ligament to desta-
bilize the medial meniscus, the left knee joint capsule and
skin were closed and anaesthesia reversed. Sham‐operat-
ed joints were used as controls. After eight weeks, knee
joints were dissected, fixed in 4% paraformaldehyde for
24 hours at 4°C, and then stored in 70% ethanol. Micro-CT analysis. Key messages
The reversion of chondrocyte behaviour to
an earlier developmental-like phenotype
in osteoarthritis (OA) has been defined,
however the precise contribution of accel-
erated growth to OA development remains
unclear.
We observed a significant increase in
number and density of growth plate
bridges in Socs2 knockout mice in compar-
ison to wild-type (WT), thus indicating
accelerated growth plate fusion in this
model. Correspondence should be sent to
Katherine Ann Staines; email:
k.staines@brighton.ac.uk
doi: 10.1302/2046-3758.113.BJR-
2021-0259.R1
Bone Joint Res 2022;11(3):162–
170. Correspondence should be sent to
Katherine Ann Staines; email:
k.staines@brighton.ac.uk
doi: 10.1302/2046-3758.113.BJR-
2021-0259.R1
Bone Joint Res 2022;11(3):162–
170.
Histological examination of Socs2 knockout
and WT knee joints revealed similar artic-
ular cartilage lesion severity and osteo-
phyte formation scores, and therefore no
effect of accelerated growth in this model
on articular cartilage damage.
Here, we used a murine model of exces-
sive longitudinal growth (suppressor of
cytokine signalling 2 (SOCS2) deletion – a
suppressor of growth hormone signalling)
and examined their vulnerability to surgical
and ageing-related OA development. VOL. 11, NO. 3, MARCH 2022 162 THE ROLE OF ACCELERATED GROWTH PLATE FUSION IN THE ABSENCE OF SOCS2 ON OSTEOARTHRITIS VULNERABILITY VOL. 11, NO. 3, MARCH 2022 Methods Weights of wild type and Socs2-/- (knockout) mice during eight-week post-destabilization of the medial m Fig. 1
Socs2-deficient mice exhibit widened growth plates. Histological images of toluidine blue stained growth plates in a) wild type (WT) and Socs2-/- (knockout
(KO)) destabilization of medial meniscus (DMM) and sham mice, and b) aged WT and KO mice (10×). Reduced staining in the KO growth plates suggests
reduced proteoglycans in these animals. Quantification of c) proliferative zone, d) hypertrophic zone, and e) total growth plate width in WT and KO DMM
and sham mice. f) Quantification of total growth plate width in aged WT and KO mice. Data are presented as mean and standard error of the mean. One-way
analysis of variance was used for DMM/sham animals and an independent-samples t-test for aged animals. *p < 0.05 ***p < 0.001. Socs2-deficient mice exhibit widened growth plates. Histological images of toluidine blue stained growth plates in a) wild type (WT) and Socs2-/- (knockout
(KO)) destabilization of medial meniscus (DMM) and sham mice, and b) aged WT and KO mice (10×). Reduced staining in the KO growth plates suggests
reduced proteoglycans in these animals. Quantification of c) proliferative zone, d) hypertrophic zone, and e) total growth plate width in WT and KO DMM
and sham mice. f) Quantification of total growth plate width in aged WT and KO mice. Data are presented as mean and standard error of the mean. One-way
analysis of variance was used for DMM/sham animals and an independent-samples t-test for aged animals. *p < 0.05 ***p < 0.001. (SkyScan) to provide: subchondral bone plate thickness
(SCB Th., mm); subchondral bone plate bone volume/tis-
sue volume (SCB BV/TV, %); epiphyseal trabecular bone
volume/tissue volume (Tb. BV/TV, %); trabecular number
(Tb. N., mm-1); trabecular thickness (Tb. Th., mm); and
trabecular separation (Tb. Sp., mm). and superimposed on the tibial joint surface (each bridge
has a colour that represents the areal number density at
the bridge location). (SkyScan) to provide: subchondral bone plate thickness
(SCB Th., mm); subchondral bone plate bone volume/tis-
sue volume (SCB BV/TV, %); epiphyseal trabecular bone
volume/tissue volume (Tb. BV/TV, %); trabecular number
(Tb. N., mm-1); trabecular thickness (Tb. Th., mm); and
trabecular separation (Tb. Sp., mm). Histological analysis. Murine left knee joints were decal-
cified in 10% ethylenediaminetetraacetic acid (EDTA) for
approximately four weeks at 4°C, wax-embedded and
6 μm coronal sections cut. Methods Scans of the right knee joint were per-
formed with an 1172 X-Ray microtomograph (SkyScan,
Belgium) to evaluate the subchondral bone. High-
resolution scans with voxel size of 5 µm were acquired
(50 kV, 200µA, 0.5 mm aluminium filter, 0.6° rotation
angle). The projection images were reconstructed us-
ing NRecon software version 1.6.9.4 (SkyScan). Each
dataset was rotated in DataViewer (SkyScan) to ensure
similar orientation and alignment for analysis. Regions
of interest (ROIs) were hand-drawn of the subchondral
trabecular bone in the medial and lateral compartments
of the femur and tibia. Subchondral bone ROIs were sub-
sequently selected for each compartment. Analysis of
subchondral bone plate thickness and the epiphyseal tra-
becular bone was achieved using 3D algorithms in CTAn Consistent with this, Staines et al11 have previously
shown the abnormal deployment of a transient chondro-
cyte phenotype in the joints of a STR/ort mouse, a murine
model for spontaneous OA.12 Staines et al11 further
revealed accelerated long bone growth, a wider zone of
growth plate proliferative chondrocytes, and widespread
COL10A1 and MMP-13 expression beyond the expected
hypertrophic zone distribution in these mice, which may
underpin their OA onset. However, the precise contribu-
tion of accelerated growth to OA development remains
unclear. Suppressor of cytokine signalling 2 (SOCS2), one of the
members of the suppressor of cytokine signalling family
glycoproteins, is implicated in cancer and disorders of
immune system and central nervous system.13-15 SOCS2 VOL. 11, NO. 3, MARCH 2022 H. J. SAMVELYAN, C. HUESA, L. CUI, C. FARQUHARSON, K. A. STAINES 164 Table I. Weights of wild type and Socs2-/- (knockout) mice during eight-week post-destabilization of the medial meniscus experimental timeline. Variable
Mean weight, g (SD)
Week
0
1
2
3
4
5
6
7
8
WT sham
23.2 (0.4)
22.2 (1.0)
24.0 (0.4)
25.6 (0.5)
26.4 (0.7)
27.0 (0.7)
27.6 (0.8)
28.2 (0.8)
29.0 (0.7)
WT DMM
22.4 (0.3)
21.8 (0.3)
23.0 (0.3)
24.0 (0.4)
24.5 (0.3)
24.9 (0.3)
25.6 (0.4)
25.7 (0.3)
26.5 (0.3)
KO sham
32.3 (1.2)
33.6 (0.9)
34.8 (1.1)
35.0 (1.0)
36.4 (1.1)
38.1 (1.3)
38.7 (0.9)
39.0 (0.9)
40.4 (0.9)
KO DMM
31.3 (0.8)
33.0 (0.7)
33.7 (0.7)
34.9 (1.0)
35.8 (1.0)
39.8 (0.6)
38.3 (1.1)
38.9 (1.1)
40.3 (1.0)
DMM, destabilization of the medial meniscus; KO, knockout; SD, standard deviation; WT, wild type. pe and Socs2-/- (knockout) mice during eight-week post-destabilization of the medial meniscus experimental timeline. Table I. Methods For assessment of OA severity,
multiple sections (> 5/slide) from 120 μm intervals across
the whole joint were stained with Toluidine blue (0.4% in
0.1 M acetate buffer, pH 4). The total width of the growth
plate, as well as the proliferating and hypertrophic zones,
were measured at ten different points along the length of
the growth plate based on established cell morphology.19
This was conducted in 6 μm coronal sections from the
middle region of the knee joint in a similar location of
three individual animals per experimental group, using Growth plate bridging analysis. Growth plate bridging
analysis was conducted using a 3D micro-CT quantifi-
cation method as previously described.8,18 Briefly, micro-
CT scans of the tibiae were segmented using a region-
growing algorithm within the Avizo (V8.0, Thermo Fisher
Scientific, USA) software. The central points of all bony
bridges were identified (Supplementary Figure a) and
projected on the tibial joint surface. The distribution of the
areal number density of bridges (N, the number of bridg-
es per 256 µm × 256 µm window) was then calculated BONE & JOINT RESEARCH THE ROLE OF ACCELERATED GROWTH PLATE FUSION IN THE ABSENCE OF SOCS2 ON OSTEOARTHRITIS VULNERABILITY 165 Fig. 2
Socs2-deficient mice exhibit accelerated growth plate fusion mechanisms. a) Location and areal densities of bridges across the growth plate projected on the
medial (M) and lateral (L) tibial joint surface in wild type (WT) and Socs2-/- (knockout (KO)) destabilization of medial meniscus (DMM) and sham-operated
joints. b) Number of growth plate (GP) bridges. c) Areal density of bridges defined as the number of bridges per 256 mm × 256 mm window. d) Location and
areal densities of bridges across the growth plate projected on the medial (M) and lateral (L) tibial joint surface in aged WT and Socs2-/- (KO) mice. e) Number
of GP bridges. f) Areal density (d) of bridges, defined as the number of bridges per 256 mm × 256 mm window. Data are presented as mean and standard
error of the mean, and showing individual animals. Two-way analysis of variance with Bonferroni adjustments for multiple comparisons was used within each
joint compartment. *p < 0.05; **p < 0.01; ***p < 0.001. Fig. 2 Socs2-deficient mice exhibit accelerated growth plate fusion mechanisms. Methods a) Location and areal densities of bridges across the growth plate projected on the
medial (M) and lateral (L) tibial joint surface in wild type (WT) and Socs2-/- (knockout (KO)) destabilization of medial meniscus (DMM) and sham-operated
joints. b) Number of growth plate (GP) bridges. c) Areal density of bridges defined as the number of bridges per 256 mm × 256 mm window. d) Location and
areal densities of bridges across the growth plate projected on the medial (M) and lateral (L) tibial joint surface in aged WT and Socs2-/- (KO) mice. e) Number
of GP bridges. f) Areal density (d) of bridges, defined as the number of bridges per 256 mm × 256 mm window. Data are presented as mean and standard
error of the mean, and showing individual animals. Two-way analysis of variance with Bonferroni adjustments for multiple comparisons was used within each
joint compartment. *p < 0.05; **p < 0.01; ***p < 0.001. a light microscope and ImageJ (National Institutes of
Health, USA) software. Articular cartilage damage was
assessed in the medial tibia using the well-established
Osteoarthritis Research Society International (OARSI)
grading scale, with scores averaged.20 Osteophytes were
also scored where 0 = none; 1 = formation of cartilage-
like tissue; 2 = increase in cartilaginous matrix; 3 = endo-
chondral ossification.21 Scoring was conducted blindly by
two observers (HJS and KAS). the mean (SEM). Normal distribution of data was assessed
using the Shapiro-Wilk normality test. For the growth plate
bridging and micro-CT analysis, one- or two-way analysis
of variance (ANOVA) with Bonferroni adjustments for mul-
tiple comparisons were used, and independent-samples
t-test was used for ageing studies. For articular cartilage
damage, the Kruskal-Wallis one-way ANOVA was used for
DMM studies, and the Mann-Whitney U test for ageing
studies. The significance was set at p < 0.05. Statistical analysis. All analyses were performed with
GraphPad Prism software 6.0 f version (GraphPad, USA). The
results were presented as the mean and standard error of VOL. 11, NO. 3, MARCH 2022 H. J. SAMVELYAN, C. HUESA, L. CUI, C. FARQUHARSON, K. A. STAINES H. J. SAMVELYAN, C. HUESA, L. CUI, C. FARQUHARSON, K. A. STAINES H. J. SAMVELYAN, C. HUESA, L. CUI, C. FARQUHARSON, K. A. STAINES 166 H. J. SAMVELYAN, C. HUESA, L. CUI, C. FARQUHARSON, K. A. STAINES
166
Fig. 3
Deletion of Socs2 does not prevent osteoarthritic articular cartilage lesions in a surgical model of osteoarthritis. Results two-way ANOVA) and density (Figures 2a and 2c) (WT
DMM: 2.2 (SD 0.9); WT sham: 1.2 (SD 0.5); KO DMM:
13.0 (SD 0.5); KO sham: 14.4 (SD 0.7); p < 0.001, two-
way ANOVA) in Socs2-/- sham and DMM tibiae (16 weeks
of age), in comparison to WT sham and DMM tibiae
. Further, we saw no significant differences between
growth plate bridges in the medial and lateral condyles
in WT animals, however in Socs2-/- there is a significant
reduction in growth plate bridge number and density in
the lateral condyle, regardless of OA development (p <
0.001, two-way ANOVA (Figures 2b and 2c)). No differ-
ences in growth plate bridges were observed with OA
development in either genotype. Concurrent with this,
in aged mice (around one year), a significant increase
in growth plate bridge number (Figures 2d and 2e) and
density (Figures 2d and 2f) was observed in Socs2-/- mice
in comparison to WT mice (WT: 585 (SD 70); KO: 1,659
(SD 91); densities – WT: 8.6 (SD 2.2); KO: 21.3 (SD 1.4); p
< 0.001, two-way ANOVA). two-way ANOVA) and density (Figures 2a and 2c) (WT
DMM: 2.2 (SD 0.9); WT sham: 1.2 (SD 0.5); KO DMM:
13.0 (SD 0.5); KO sham: 14.4 (SD 0.7); p < 0.001, two-
way ANOVA) in Socs2-/- sham and DMM tibiae (16 weeks
of age), in comparison to WT sham and DMM tibiae
. Further, we saw no significant differences between
growth plate bridges in the medial and lateral condyles
in WT animals, however in Socs2-/- there is a significant
reduction in growth plate bridge number and density in
the lateral condyle, regardless of OA development (p <
0.001, two-way ANOVA (Figures 2b and 2c)). No differ-
ences in growth plate bridges were observed with OA
development in either genotype. Concurrent with this,
in aged mice (around one year), a significant increase
in growth plate bridge number (Figures 2d and 2e) and
density (Figures 2d and 2f) was observed in Socs2-/- mice
in comparison to WT mice (WT: 585 (SD 70); KO: 1,659
(SD 91); densities – WT: 8.6 (SD 2.2); KO: 21.3 (SD 1.4); p
< 0.001, two-way ANOVA). Socs2-/- mice exhibit accelerated growth plate fusion. Methods a) Toluidine blue stained sections of the knee
joint of wild type (WT) and Socs2-/- (knockout (KO)) mice showing development of articular cartilage lesions in the medial tibia (10×). b) Osteophyte severity
score, c) mean articular cartilage damage Osteoarthritis Research Society International (OARSI) score,20 and d) maximum articular cartilage damage OARSI
score in WT sham (n = 3), WT destabilization of the medial meniscus (DMM) (n = 6), KO sham (n = 6), and KO DMM (n = 6). Scale bar = 0.05 mm. Data are
presented as mean and standard error of the mean, showing individual animals; Kruskal-Wallis one-way analysis of variance was used. Fi
3 Deletion of Socs2 does not prevent osteoarthritic articular cartilage lesions in a surgical model of osteoarthritis. a) Toluidine blue stained sections of the knee
joint of wild type (WT) and Socs2-/- (knockout (KO)) mice showing development of articular cartilage lesions in the medial tibia (10×). b) Osteophyte severity
score, c) mean articular cartilage damage Osteoarthritis Research Society International (OARSI) score,20 and d) maximum articular cartilage damage OARSI
score in WT sham (n = 3), WT destabilization of the medial meniscus (DMM) (n = 6), KO sham (n = 6), and KO DMM (n = 6). Scale bar = 0.05 mm. Data are
presented as mean and standard error of the mean, showing individual animals; Kruskal-Wallis one-way analysis of variance was used. Results Micro-CT analysis of the medial and lateral tibial a) subchondral bone plate (SCB) thickness (mm), b) SCB bone volume/
tissue volume (BV/TV; %), c) epiphyseal trabecular BV/TV (%), d) epiphyseal trabecular number (mm-1), e) epiphyseal trabecular thickness (mm), and f)
epiphyseal trabecular separation (mm) in wild type (WT) and Socs2-/- (knockout (KO)) mice with DMM or sham surgery (n = 6 per group). Data are presented
as mean and standard error of the mean and show individual animal data. Two-way analysis of variance with Bonferroni adjustments was used for multiple
comparisons. *p < 0.05; ***p < 0.001. Fig. 5
Deletion of Socs2 does not prevent osteoarthritic articular cartilage lesions from ageing. a) Toluidine blue stained sections of the knee joint of 12- to
13-month-old WT and Socs2-/- (knockout (KO)) mice showing development of articular cartilage lesions in the medial tibia (10×). b) Mean articular cartilage
damage Osteoarthritis Research Society International (OARSI) score across the knee joint and c) maximum articular cartilage damage OARSI score between
wild type (WT) (n = 5) and KO (n = 6) mice with ageing, in the medial tibia of the knee joint. Scale bar = 0.05 mm. Data are presented as mean and standard
error of the mean, and show individual animals; Mann-Whitney U test was used. Deletion of Socs2 does not prevent osteoarthritic articular cartilage lesions from ageing. a) Toluidine blue stained sections of the knee joint of 12- to
13-month-old WT and Socs2-/- (knockout (KO)) mice showing development of articular cartilage lesions in the medial tibia (10×). b) Mean articular cartilage
damage Osteoarthritis Research Society International (OARSI) score across the knee joint and c) maximum articular cartilage damage OARSI score between
wild type (WT) (n = 5) and KO (n = 6) mice with ageing, in the medial tibia of the knee joint. Scale bar = 0.05 mm. Data are presented as mean and standard
error of the mean, and show individual animals; Mann-Whitney U test was used. compartment of Socs2-/- knee joints, in comparison to WT
knee joints (Figure 4a; SCB Th. WT: 0.15 mm (SD 0.003);
KO: 0.11 mm (SD 0.003); p < 0.001, two-way ANOVA). DMM had no effect on the subchondral bone plate thick-
ness in comparison to sham in either WT or Socs2-/- knee
joints (Figure 4a). Similarly, no differences were observed
in the subchondral bone % BV/TV between genotypes or
OA interventions (Figure 4b). Results In ac-
cordance with the known effects of increased GH signal-
ling on the skeleton, we observed a significant increase in
Socs2-/- body weight in comparison to WT controls in age-
ing (Socs2-/- 51.9 g (SD 1.4); WT 32.0 g (SD 0.5); p = 0.000;
independent-samples t-test), and throughout the eight-
week DMM experiment (Table I; p < 0.001; independent-
samples repeated measures t-test). We also observed wid-
ened growth plates in our Socs2-/- mice, in comparison to
WT in the DMM experiment, specifically in the prolifera-
tive zone of chondrocytes, as in accordance with previous
studies at a younger age (Figures 1a and 1b).19 However,
no differences were observed in aged animals (Figures 1b
and 1f). We next sought to examine growth plate fusion in these
mice. We observed a significant increase in the number of
growth plate bridges in Socs2-/- mice in comparison to WT
mice at both ages examined (Figure 2 and Supplemen-
tary Figure a). Specifically, we saw a significant increase
in growth plate bridge number (Figure 2) (WT DMM:
532 (SD 56); WT sham: 495 (SD 45); knockout (KO)
DMM: 169 (SD 49); KO sham: 187 (SD 56); p < 0.001, Socs2 deletion does not exacerbate the development of
OA in a DMM model. Assessment of cartilage damage in
the medial tibia of WT mice revealed an increased artic-
ular cartilage OARSI score with DMM in comparison to BONE & JOINT RESEARCH THE ROLE OF ACCELERATED GROWTH PLATE FUSION IN THE ABSENCE OF SOCS2 ON OSTEOARTHRITIS VULNERABILITY 167 Fig. 4
Socs2-deficient mice exhibit decreased subchondral bone plate and trabecular number, irrespective of destabilization of the medial meniscus (DMM)
surgically induced osteoarthritis. Micro-CT analysis of the medial and lateral tibial a) subchondral bone plate (SCB) thickness (mm), b) SCB bone volume/
tissue volume (BV/TV; %), c) epiphyseal trabecular BV/TV (%), d) epiphyseal trabecular number (mm-1), e) epiphyseal trabecular thickness (mm), and f)
epiphyseal trabecular separation (mm) in wild type (WT) and Socs2-/- (knockout (KO)) mice with DMM or sham surgery (n = 6 per group). Data are presented
as mean and standard error of the mean and show individual animal data. Two-way analysis of variance with Bonferroni adjustments was used for multiple
comparisons. *p < 0.05; ***p < 0.001. Fig 4 Socs2-deficient mice exhibit decreased subchondral bone plate and trabecular number, irrespective of destabilization of the medial meniscus (DMM)
surgically induced osteoarthritis. Results Micro-CT analysis of the ep-
iphyseal trabecular bone also revealed no effect of DMM
on % BV/TV (Figure 3c), however we observed decrease
in trabecular number (Figure 4d; Tb. N. WT: 12.3 mm-1 sham (p < 0.050, Kruskal-Wallis one-way ANOVA; Figures
3a, 3c, and 3d). However, no significant differences in
the articular cartilage mean and maximum OARSI sever-
ity scores were observed between WT and Socs2-/- mice
in the medial tibia (no significant difference (Figures 3c
and 3d)). Similar results were observed in the lateral tib-
ia (data not shown). Similarly, while osteophytes were
observed in both WT and Socs2-/- DMM mice, there was
no difference between genotypes (Figure 3b). Micro-CT
analysis of the subchondral bone plate revealed a sig-
nificantly thinner subchondral bone plate in the medial VOL. 11, NO. 3, MARCH 2022 H. J. SAMVELYAN, C. HUESA, L. CUI, C. FARQUHARSON, K. A. STAINES 168 Fig. 6
Aged Socs2-deficient mice exhibit decreased subchondral bone plate thickness. Micro-CT analysis of the medial and lateral tibial a) subchondral bone plate
(SCB) thickness (mm), b) SCB bone volume/tissue volume (BV/TV; %), c) epiphyseal trabecular BV/TV (%), d) epiphyseal trabecular number (mm-1), e)
epiphyseal trabecular thickness (mm), and f) epiphyseal trabecular separation (mm) in aged wild type (WT) and Socs2-/- (knockout (KO)) mice (n = 6 per
group). Data are presented as mean and standard error of the mean, and show individual animals. Two-way analysis of variance with Bonferroni adjustments
for multiple comparisons was used. *p < 0.05; ***p < 0.001. Fi
6 Aged Socs2-deficient mice exhibit decreased subchondral bone plate thickness. Micro-CT analysis of the medial and lateral tibial a) subchondral bone plate
(SCB) thickness (mm), b) SCB bone volume/tissue volume (BV/TV; %), c) epiphyseal trabecular BV/TV (%), d) epiphyseal trabecular number (mm-1), e)
epiphyseal trabecular thickness (mm), and f) epiphyseal trabecular separation (mm) in aged wild type (WT) and Socs2-/- (knockout (KO)) mice (n = 6 per
group). Data are presented as mean and standard error of the mean, and show individual animals. Two-way analysis of variance with Bonferroni adjustments
for multiple comparisons was used. *p < 0.05; ***p < 0.001. (SD 0.2); KO: 10.6 mm-1 (SD 0.2); p < 0.001, two-way
ANOVA) and increase in trabecular thickness (Figure 4e;
Tb. Th. WT: 0.06 mm (SD 0.001); KO: 0.07 mm (SD
0.002); p = 0.007, two-way ANOVA) in Socs2-/- knee joints
in comparison to WT knee joints. Results DMM had no effect on
the epiphyseal bone parameters in comparison to sham,
in either WT or Socs2-/- knee joints (Figures 4c to 4f). observed in trabecular number (Figure 6d), trabecular
thickness (Figure 6e), or trabecular separation (Figure 6f)
between aged WT and Socs2-/- mice. Discussion This may be due to the normal serum levels of GH/IGF-1
observed in Socs2-/- mice,27 and suggests that compen-
satory cellular mechanisms exist in the Socs2-/- which
may involve other SOCS members. Indeed, eight SOCS
proteins have been identified, and work by de Andrés et
al32 suggests that SOCS1 and SOCS3 are likely to play
such a compensatory role. Further, the GH/IGF-1 status of
the STR/Ort mouse, which exhibits a similar overgrowth
phenotype to the Socs2-/- mice but with spontaneous OA
development, is unknown, and this may provide further
insights into this mechanism. Similarly, we know that the
GH signalling pathway is extremely complex, thus high-
lighting the need to better understand GH/IGF-1 signal-
ling in the aetiology of OA. Specifically, they revealed that STR/Ort mice show an over-
growth phenotype with enriched growth plate bridging,
which was associated with articular cartilage lesions at 18
to 20 weeks of age.11 This is similar to the growth pheno-
type observed in the Socs2-/- described herein. Further,
previous work on the MRC National Survey of Health
and Development revealed modest associations between
greater gains in height in childhood and decreased risk of
knee OA at 53 years.23 Further, canine studies have shown
that femoral lengthening by 30% leads to knee articular
cartilage damage, which is protected by apparatus exten-
sion with a hinged fixation system to the tibia.24 Together,
this suggests that an accelerated growth rate may play a
role in the development of OA, although what that role is
has yet to be fully defined. y
yi
SOCS2 is a negative regulator of GH signalling, via
inhibition of the Janus kinase/signal transducers and acti-
vators of transcription (JAK/STAT) pathway.25 Thus, mice
deficient in Socs2-/- display an excessive growth pheno-
type.16 Characterization of their growth phenotype has
revealed increased bone growth rates, growth plate
widths, and chondrocyte proliferation in Socs2-/- six‐week‐
old mice compared to age-matched WT mice, suggestive
of accelerated growth.26 Socs2-/- mice have normal serum
levels of GH and insulin-like growth factor-1 (IGF-1),
and their longitudinal overgrowth phenotype is due to
local effects of the GH/IGF-1 axis on the growth plate.27
Consistent with this, we revealed increased numbers
and densities of growth plate bridges in Socs2-/- mice,
in comparison to WT mice. Growth plate bridges form
in coordination with chondrocytes of the growth plate,
exhausting their proliferative potential and undergoing
senescence. Supplementary materiali Supp
Figure displaying identification of bony bridges
crossing the epiphyseal growth plate. An ARRIVE
checklist is also included to show that the ARRIVE
guidelines were adhered to in this study. Using finite element modelling, work by Madi et al18
and Staines et al8 has previously shown growth plate
bridging to increase stress dissipation in the subchondral
bone region of the joint. It is therefore surprising that the
increased growth plate bridging observed in our Socs2-/-
mice here had reduced subchondral bone plate and
trabecular parameters. Previous studies have examined
the Socs2-/- bone phenotype with contradictory results. Our previous work has shown that Socs2-/- mice have
increased bone mass, trabecular number, and trabecular
thickness.17,27 However, others have shown the absence of
SOCS2 to induce losses in cortical and trabecular bone
mineral density.29 These results are not consistent with the
expected augmented GH/IGF-1 axis, but are consistent
with our findings here and highlight the complexity of
this pathway and the need for further studies to elucidate
the precise role of SOCS2 signalling in bone homeostasis. I
d GH b t
d
d IGF 1
t
ti Discussion Here we sought to examine whether altered growth plate
dynamics underpin OA through examination of OA vulner-
ability in a murine model of accelerated growth (Socs2-/-). We describe accelerated growth plate fusion in these
mice, consistent with their known overgrowth pheno-
type. However, we found no effect of surgical intervention
or ageing on the articular cartilage or subchondral bone
phenotype in these mice. This suggests that in this murine
model, aberrant growth dynamics are not associated with
vulnerability to OA development. Socs2 deletion has no effect on joint ageing. To examine
the effects of Socs2 deletion in aged joints, histological ex-
amination revealed no differences in the articular cartilage
lesion mean and maximum severity scores between aged
WT and Socs2-/- mice in any of the joint compartments
(Figures 5a to 5c). Similar to our previous analysis of DMM-
treated WT and Socs2-/- mice (Figure 4), micro-CT analysis
of the subchondral bone revealed thinner subchondral
bone plate in the medial compartment of Socs2-/- knee
joints, in comparison to WT knee joints (Figure 6a; SCB
Th. WT: 0.2 mm (SD 0.005); KO: 0.1 mm (SD 0.004); p
< 0.001, two-way ANOVA). No differences were observed
in the subchondral bone % BV/TV between genotypes
(Figure 6b), however the epiphyseal trabecular BV/TV
was decreased in Socs2-/- knee joints (Figure 6c; Tb. BV/
TV WT: 73.5% (SD 1.5%); KO: 64.6% (SD 2.2%); p =
0.001, two-way ANOVA). No significant differences were It is well established that in OA, chondrocytes in the
articular cartilage adopt a more transient phenotype,
similar to that seen in the growth plate.22 This raises the
question as to whether a greater understanding of the
discordant chondrocyte phenotype may inform on mech-
anisms underpinning OA, and strategies for treatment. Staines et al11 have shown that in a spontaneous model
of OA (STR/Ort mouse), there is an association between
aberrant growth plate dynamics and OA development. BONE & JOINT RESEARCH THE ROLE OF ACCELERATED GROWTH PLATE FUSION IN THE ABSENCE OF SOCS2 ON OSTEOARTHRITIS VULNERABILITY 169 of osteoarthritic articular cartilage lesions is observed.31
Further, it has previously been shown that Socs2
messenger RNA (mRNA) levels are decreased in chondro-
cytes from osteoarthritic femoral heads.32 Together, these
data suggest a role for the GH/IGF-1/SOCS2 pathway in
the pathology of OA. However, our results indicate that
there is no effect of SOCS2 deficiency on OA vulnerability. Twitter Follow H. J. Samvelyan @JSamvelyan
Follow C. Huesa @CHuesa
Follow K. A. Staines @Dr_KatherineS Discussion They are also known to form upon growth
plate injury, thought to be through an intramembranous
ossification mechanism.28 However, whether growth plate
fusion occurs prior to or after the cessation of growth is
of significant controversy in the field and has been some-
what overlooked.9 g
gy
In summary, our data show that deletion of SOCS2
leads to accelerated growth plate fusion, but this had no
effect on OA vulnerability in a surgical model of murine
OA. Future studies will determine whether this lack of
vulnerability is specific to this model of accelerated longi-
tudinal growth, or whether this is characteristic of OA in
general. Author information: H. J. Samvelyan, MS, MRes, PhD, Lecturer, School of Pharmacy and Biomolecular
Sciences, University of Brighton, Brighton, UK; Centre for Stress and Age-Related Dis-
ease, University of Brighton, Brighton, UK; The Faculty of Health, Education, Medicine
and Social Care, School of Medicine, Anglia Ruskin University, Chelmsford, UK.l 15. Cramer A, de Lima Oliveira BC, Leite PG, et al. Role of SOCS2 in the
Regulation of Immune Response and Development of the Experimental Autoimmune
Encephalomyelitis. Mediators Inflamm. 2019;2019:1872593. ,
,
g
y,
,
C. Huesa, BSc, PhD, Research Fellow, Institute of Infection, Immunity & Inflammation,
College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK. L C i PhD P
td
t
l R
h A
i t C. Huesa, BSc, PhD, Research Fellow, Institute of Infection, Immunity & Inflammation,
College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK. l
16. Metcalf D, Greenhalgh CJ, Viney E, et al. Gigantism in mice lacking suppressor of
cytokine signalling-2. Nature. 2000;405(6790):1069–1073. L. Cui, PhD, Postdoctoral Research Associate L. Cui, PhD, Postdoctoral Research Associate C. Farquharson, PhD, Professor of Skeletal Biology
The Roslin Institute The University of Edinburgh Ed C. Farquharson, PhD, Professor of Skeletal Biology C. Farquharson, PhD, Professor of Skeletal Biology
The Roslin Institute, The University of Edinburgh, Ed The Roslin Institute, The University of Edinburgh, Edinburgh, UK. 17. Dobie R, MacRae VE, Pass C, Milne EM, Ahmed SF, Farquharson C. Suppressor
of cytokine signaling 2 (Socs2) deletion protects bone health of mice with DSS-
induced inflammatory bowel disease. Dis Model Mech. 2018;11(1):dmm028456. K. A. Staines, BSc, PhD, Senior Lecturer, School of Pharmacy and Biomolecular
S i
U i
it
f B i ht
B i ht
UK C
t
f
St
d A
R l t d K. A. Staines, BSc, PhD, Senior Lecturer, School of Pharmacy and Biomolecular
Sciences, University of Brighton, Brighton, UK; Centre for Stress and Age-Related
Disease, University of Brighton, Brighton, UK. K. A. Staines, BSc, PhD, Senior Lecturer, School of Pharmacy a K. A. Staines, BSc, PhD, Senior Lecturer, School of Pharmacy and Biomolecular
Sciences, University of Brighton, Brighton, UK; Centre for Stress and Age-Related
Disease, University of Brighton, Brighton, UK. ,
,
,
,
y
Sciences, University of Brighton, Brighton, UK; Centre for Stress and Age-Related
Disease, University of Brighton, Brighton, UK. 18. H. J. SAMVELYAN, C. HUESA, L. CUI, C. FARQUHARSON, K. A. STAINES 9. Parfitt AM. Misconceptions (1): epiphyseal fusion causes cessation of growth. Bone. 2002;30(2):337–339. 29. Lorentzon M, Greenhalgh CJ, Mohan S, Alexander WS, Ohlsson C. Reduced
bone mineral density in SOCS-2-deficient mice. Pediatr Res. 2005;57(2):223–226. 10. Aigner T, Zhu Y, Chansky HH, Matsen FA, Maloney WJ, Sandell LJ. Reexpression of type IIA procollagen by adult articular chondrocytes in osteoarthritic
cartilage. Arthritis Rheum. 1999;42(7):1443–1450. 30. Denko CW, Boja B, Moskowitz RW. Growth factors, insulin-like growth factor-1
and growth hormone, in synovial fluid and serum of patients with rheumatic disorders. Osteoarthritis Cartilage. 1996;4(4):245–249. 31. Ekenstedt KJ, Sonntag WE, Loeser RF, Lindgren BR, Carlson CS. Effects of
chronic growth hormone and insulin-like growth factor 1 deficiency on osteoarthritis
severity in rat knee joints. Arthritis Rheum. 2006;54(12):3850–3858. 11. Staines KA, Madi K, Mirczuk SM, et al. Endochondral growth defect and
deployment of transient chondrocyte behaviors underlie osteoarthritis onset in a
natural murine model. Arthritis Rheumatol. 2016;68(4):880–891. 32. de Andrés MC, Imagawa K, Hashimoto K, et al. Suppressors of cytokine
signalling (SOCS) are reduced in osteoarthritis. Biochem Biophys Res Commun. 2011;407(1):54–59. 12. Samvelyan HJ, Hughes D, Stevens C, Staines KA. Models of osteoarthritis:
relevance and new insights. Calcif Tissue Int. 2021;109(3):243–256. 13. Letellier E, Haan S. SOCS2: physiological and pathological functions. Front Biosci
(Elite Ed). 2016;8(1):189–204. 14. Keating N, Nicholson SE. SOCS-mediated immunomodulation of natural killer
cells. Cytokine. 2019;118:64–70. Author contributions: Author contributions:
H. J. Samvelyan: Conceptualization, Investigation, Writing – original draft, Writing
– review & editing. g
C. Huesa: Investigation, Writing – review & editing. 19. Hunziker EB, Schenk RK, Cruz-Orive LM. Quantitation of chondrocyte
performance in growth-plate cartilage during longitudinal bone growth. J Bone Joint
Surg Am. 1987;69-A(2):162–173. L. Cui: Investigation, Writing – review & editing. C. Farquharson: Conceptualization, Writing – review & editing. K. A. Staines: Conceptualization, Investigation, Writing – original draft, Writing – re-
view & editing. 20. Glasson SS, Chambers MG, Van Den Berg WB, Little CB. The OARSI
histopathology initiative - recommendations for histological assessments of
osteoarthritis in the mouse. Osteoarthritis Cartilage. 2010;18 Suppl 3:S17-23. Acknowledgements: Acknowledgements:
The authors would like to thank Dr Blandine Poulet of University of Liverpool, Institute
of Ageing and Chronic Disease, for her guidance in experimental techniques and
insightful discussions throughout preparation. We also thank Dr Kamel Madi for his
assistance with the generation of Supplementary Figure a. Acknowledgements:
The authors would like to thank Dr Blandine Poulet of University of Liverpool, Institute
of Ageing and Chronic Disease, for her guidance in experimental techniques and
insightful discussions throughout preparation. We also thank Dr Kamel Madi for his
assistance with the generation of Supplementary Figure a. 24. Stanitski DF, Rossman K, Torosian M. The effect of femoral lengthening on knee
articular cartilage: the role of apparatus extension across the joint. J Pediatr Orthop. 1996;16(2):151–154. References 1. Glasson SS, Askew R, Sheppard B, et al. Deletion of active ADAMTS5
prevents cartilage degradation in a murine model of osteoarthritis. Nature. 2005;434(7033):644–648. 1. Glasson SS, Askew R, Sheppard B, et al. Deletion of active ADAMTS5
prevents cartilage degradation in a murine model of osteoarthritis. Nature. 2005;434(7033):644–648. 2. Echtermeyer F, Bertrand J, Dreier R, et al. Syndecan-4 regulates ADAMTS-5
activation and cartilage breakdown in osteoarthritis. Nat Med. 2009;15(9):1072–1076. 3. Saito T, Fukai A, Mabuchi A, et al. Transcriptional regulation of endochondral
ossification by HIF-2alpha during skeletal growth and osteoarthritis development. Nat
Med. 2010;16(6):678–686. 4. Wang M, Sampson ER, Jin H, et al. MMP13 is a critical target gene during the
progression of osteoarthritis. Arthritis Res Ther. 2013;15(1):R5. 5. Chang SH, Mori D, Kobayashi H, et al. Excessive mechanical loading promotes
osteoarthritis through the gremlin-1–NF-κB pathway. Nat Commun. 2019;10(1):1–5. 6. Kronenberg HM. Developmental regulation of the growth plate. Nature. 2003;423(6937):332–336. 7. Nagao M, Hamilton JL, Kc R, et al. Vascular endothelial growth factor in cartilage
development and osteoarthritis. Sci Rep. 2017;7(1):1–16. p
g
g
Increased GH but reduced IGF-1 concentrations are
present in synovial fluid of patients with OA.30 However,
in rodents deficient in GH and IGF-1, an increased severity 8. Staines KA, Madi K, Javaheri B, Lee PD, Pitsillides AA. A computed
microtomography method for understanding epiphyseal growth plate fusion. Front
Mater. 2018;4:48. VOL. 11, NO. 3, MARCH 2022 H. J. SAMVELYAN, C. HUESA, L. CUI, C. FARQUHARSON, K. A. STAINES 170 Author information: Madi K, Staines KA, Bay BK, et al. In situ characterization of nanoscale
strains in loaded whole joints via synchrotron X-ray tomography. Nat Biomed Eng. 2020;4(3):343–354. Funding statement: Funding statement:
This work was supported by the Medical Research Council (MR/R022240/2) and a
University of Brighton Rising Star Award, both to K. A. Staines. C. Farquharson was
supported by the Biotechnology and Biological Sciences Research Council (BBSRC)
via an Institute Strategic Programme Grant (BB/J004316/1). C. Huesa is supported by
an early career fellowship from Versus Arthritis (22483). 21. Nagira K, Ikuta Y, Shinohara M, et al. Histological scoring system for subchondral
bone changes in murine models of joint aging and osteoarthritis. Sci Rep. 2020;10(1):10077. 22. Pitsillides AA, Beier F. Cartilage biology in osteoarthritis--lessons from
developmental biology. Nat Rev Rheumatol. 2011;7(11):654–663. Data sharing:
Data are available upon reasonable request to the corresponding author. 23. Staines KA, Hardy RJ, Samvelyan HJ, Ward KA, Cooper R. Life course
longitudinal growth and risk of knee osteoarthritis at age 53 years: evidence from the
1946 British birth cohort study. Osteoarthritis Cartilage. 2021;29(3):335–340. Ethical review statement: 25. Pass C, MacRae VE, Ahmed SF, Farquharson C. Inflammatory cytokines and the
GH/IGF-I axis: novel actions on bone growth. Cell Biochem Funct. 2009;27(3):119–127. Ethical review statement:
All experimental protocols were approved by the local ethics committee, and the
animals were maintained in accordance with UK Home Office guidelines for the care
and use of laboratory animals. Animal studies were conducted in line with the ARRIVE
guidelines. All experimental protocols were approved by the local ethics committee, and the
animals were maintained in accordance with UK Home Office guidelines for the care
and use of laboratory animals. Animal studies were conducted in line with the ARRIVE
guidelines. All experimental protocols were approved by the local ethics committee, and the
animals were maintained in accordance with UK Home Office guidelines for the care
and use of laboratory animals. Animal studies were conducted in line with the ARRIVE
guidelines. 26. Pass C, MacRae VE, Huesa C, Faisal Ahmed S, Farquharson C. SOCS2 is the
critical regulator of GH action in murine growth plate chondrogenesis. J Bone Miner
Res. 2012;27(5):1055–1066. Open access funding
Open access funding for this study was provided by the University of Brighton UKRI
Open Access Publication Fund. Open access funding
Open access funding for this study was provided by the University of Brighton UKRI
Open Access Publication Fund. 27. Macrae VE, Horvat S, Pells SC, et al. Increased bone mass, altered trabecular
architecture and modified growth plate organization in the growing skeleton of SOCS2
deficient mice. J Cell Physiol. 2009;218(2):276–284. © 2022 Author(s) et al. This is an open-access article distributed under the terms of
the Creative Commons Attribution Non-Commercial No Derivatives (CC BY-NC-ND 4.0)
licence, which permits the copying and redistribution of the work only, and provided
the original author and source are credited. See https://creativecommons.org/licenses/
by-nc-nd/4.0/ 28. Xian CJ, Zhou FH, McCarty RC, Foster BK. Intramembranous ossification
mechanism for bone bridge formation at the growth plate cartilage injury site. J
Orthop Res. 2004;22(2):417–426. BONE & JOINT RESEARCH
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Asymmetries in Adaptive Optics Point Spread Functions
Asymmetries in Adaptive Optics Point Spread Functions
Alexander Madurowicz
Kavli Institute for Particle Astrophysics and Cosmology
Bruce Macintosh
Kavli Institute for Particle Astrophysics and Cosmology
Jeffrey Chilcote
University of Notre Dame
Marshall Perrin
Space Telescope Science Institute
Lisa Poyneer
Lawrence Livermore National Laboratory
See next page for additional authors
Follow this and additional works at: https://scholarworks.smith.edu/ast_facpubs
Part of the Astrophysics and Astronomy Commons
Recommended Citation
Recommended Citation
Madurowicz, Alexander; Macintosh, Bruce; Chilcote, Jeffrey; Perrin, Marshall; Poyneer, Lisa; Pueyo,
Laurent; Ruffio, Jean Baptiste; Bailey, Vanessa P.; Barman, Travis; Bulger, Joanna; Cotten, Tara; De R
Robert J.; Doyon, Rene; Duchêne, Gaspard; Esposito, Thomas M.; Fitzgerald, Michael P.; Follette, Kat
B.; Gerard, Benjamin L.; Goodsell, Stephen J.; Graham, James R.; Greenbaum, Alexandra Z.; Hibon,
Pascale; Hung, Li Wei; Ingraham, Patrick; Kalas, Paul; Konopacky, Quinn; Maire, Jérôme; Marchis, Fr
Marley, Mark S.; Marois, Christian; Metchev, Stanimir; Millar-Blanchaer, Maxwell A.; and Ward-Duong
Kimberly, "Asymmetries in Adaptive Optics Point Spread Functions" (2019). Astronomy: Faculty
Publications, Smith College, Northampton, MA.
htt
//
h l
k
ith d /
t f
b /117 Smith ScholarWorks
Smith ScholarWorks Authors
Authors
Alexander Madurowicz, Bruce Macintosh, Jeffrey Chilcote, Marshall Perrin, Lisa Poyneer, Laurent Pueyo,
Jean Baptiste Ruffio, Vanessa P. Bailey, Travis Barman, Joanna Bulger, Tara Cotten, Robert J. De Rosa,
Rene Doyon, Gaspard Duchêne, Thomas M. Esposito, Michael P. Fitzgerald, Katherine B. Follette, Benjamin
L. Gerard, Stephen J. Goodsell, James R. Graham, Alexandra Z. Greenbaum, Pascale Hibon, Li Wei Hung,
Patrick Ingraham, Paul Kalas, Quinn Konopacky, Jérôme Maire, Franck Marchis, Mark S. Marley, Christian
Marois, Stanimir Metchev, Maxwell A. Millar-Blanchaer, and Kimberly Ward-Duong Recommended Citation
Recommended Citation Madurowicz, Alexander; Macintosh, Bruce; Chilcote, Jeffrey; Perrin, Marshall; Poyneer, Lisa; Pueyo,
Laurent; Ruffio, Jean Baptiste; Bailey, Vanessa P.; Barman, Travis; Bulger, Joanna; Cotten, Tara; De Rosa,
Robert J.; Doyon, Rene; Duchêne, Gaspard; Esposito, Thomas M.; Fitzgerald, Michael P.; Follette, Katherine
B.; Gerard, Benjamin L.; Goodsell, Stephen J.; Graham, James R.; Greenbaum, Alexandra Z.; Hibon,
Pascale; Hung, Li Wei; Ingraham, Patrick; Kalas, Paul; Konopacky, Quinn; Maire, Jérôme; Marchis, Franck;
Marley, Mark S.; Marois, Christian; Metchev, Stanimir; Millar-Blanchaer, Maxwell A.; and Ward-Duong,
Kimberly, "Asymmetries in Adaptive Optics Point Spread Functions" (2019). Astronomy: Faculty
Publications, Smith College, Northampton, MA. https://scholarworks.smith.edu/ast_facpubs/117 This Article has been accepted for inclusion in Astronomy: Faculty Publications by an authorized administrator of
Smith ScholarWorks. For more information, please contact scholarworks@smith.edu This article is available at Smith ScholarWorks: https://scholarworks.smith.edu/ast_facpubs/117 Katherine B. Follette
Benjamin L. Gerard
Stephen J. Goodsell
James R. Graham
Alexandra Z. Greenbaum
Pascale Hibon
Li-Wei Hung
Patrick Ingraham
Paul Kalas
Quinn Konopacky
Jérôme Maire
Franck Marchis
Mark S. Marley
Christian Marois
Stanimir Metchev
Maxwell A. Millar-Blanchaer
Eric L. Nielsen
Rebecca Oppenheimer
David Palmer
Jennifer Patience
Abhijith Rajan
Julien Rameau
Fredrik T. Rantakyrö
Dmitry Savransky
Anand Sivaramakrishnan
Inseok Song
Remi Soummer
Melissa Tallis
Sandrine Thomas
Jason J. Wang
Kimberly Ward-Duong
Schuyler Wolff Alexander Madurowicz, Bruce Macintosh, Jeffrey Chilcote, Marshall Perrin, Lisa Poyneer,
Laurent Pueyo, Jean-Baptiste Ruffio, Vanessa P. Bailey, Travis Barman, Joanna Bulger,
Tara Cotten, Robert J. De Rosa, Rene Doyon, Gaspard Duchêne, Thomas M. Esposito, Micha
P. Fitzgerald, Katherine B. Follette, Benjamin L. Gerard, Stephen J. Goodsell, James R. Graha
Alexandra Z. Greenbaum, Pascale Hibon, Li-Wei Hung, Patrick Ingraham, Paul Kalas,
Quinn Konopacky, Jérôme Maire, Franck Marchis, Mark S. Marley, Christian Marois,
Stanimir Metchev, Maxwell A. Millar-Blanchaer, Eric L. Nielsen, Rebecca Oppenheimer,
David Palmer, Jennifer Patience, Abhijith Rajan, Julien Rameau, Fredrik T. Rantakyrö,
Dmitry Savransky, Anand Sivaramakrishnan, Inseok Song, Remi Soummer, Melissa Tallis,
Sandrine Thomas, Jason J. Wang, Kimberly Ward-Duong, Schuyler Wolff, “Asymmetries in
adaptive optics point spread functions,” J. Astron. Telesc. Instrum. Syst. 5(4),
049003 (2019), doi: 10.1117/1.JATIS.5.4.049003. Authors
Authors Authors
Authors
Alexander Madurowicz, Bruce Macintosh, Jeffrey Chilcote, Marshall Perrin, Lisa Poyneer, Laurent Pueyo,
Jean Baptiste Ruffio, Vanessa P. Bailey, Travis Barman, Joanna Bulger, Tara Cotten, Robert J. De Rosa,
Rene Doyon, Gaspard Duchêne, Thomas M. Esposito, Michael P. Fitzgerald, Katherine B. Follette, Benjamin
L. Gerard, Stephen J. Goodsell, James R. Graham, Alexandra Z. Greenbaum, Pascale Hibon, Li Wei Hung,
Patrick Ingraham, Paul Kalas, Quinn Konopacky, Jérôme Maire, Franck Marchis, Mark S. Marley, Christian
Marois, Stanimir Metchev, Maxwell A. Millar-Blanchaer, and Kimberly Ward-Duong This article is available at Smith ScholarWorks: https://scholarworks.smith.edu/ast_facpubs/117 Asymmetries in adaptive optics point spread
functions Wang,j Kimberly Ward-Duong,y and Schuyler Wolffab
aStanford University, Kavli Institute for Particle Astrophysics and Cosmology, Stanford, California, United States
bUniversity of Notre Dame Department of Physics Notre Dame Indiana United States p
p
y
dLawrence Livermore National Laboratory, Livermore, California, United States y
eJet Propulsion Laboratory, California Institute of Technology, Pasadena, California, United States
f p
hUniversity of Georgia, Department of Physics and Astronomy, Athens, Georgia, United States
i versity of California, Berkeley, Department of Astronomy, Berkeley, California, United States kUniversity of California, Los Angeles, Department of Physics and Astronomy, Los Angeles, Califo
lAmherst College Physics and Astronomy Department Amherst Massachusetts United States kUniversity of California, Los Angeles, Department of Physics and Astronomy, Los Angeles, California, United States
l mUniversity of Victoria, Victoria, British Columbia, Canada nGemini Observatory, Hilo, Hawaii, United States nGemini Observatory, Hilo, Hawaii, United States y,
,
,
oUniversity of Michigan, Department of Astronomy, Ann Arbor, Michigan, United States pEuropean Southern Observatory, Vitacura, Santiago, Chile y
g
qNatural Sounds and Night Skies Division, Fort Collins, Colorado, United States g
y
p
y
p ,
,
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sUniversity of California, San Diego, Center for Astrophysics and Space Science, La Jolla, California, United States
S
C
S
C
C
S University of California, San Diego, Center for Astrophysics and Space Science, La Jolla, California, United State
tSETI Institute, Carl Sagan Center, Mountain View, California, United States y
g
y
tSETI Institute, Carl Sagan Center, Mountain View, California, United States vNational Research Council of Canada Herzberg, Victoria, British Columbia, Canada wThe University of Western Ontario, Department of Physics and Astronomy, Center for Planetary Science and Exploration, London,
Ontario, Canada wThe University of Western Ontario, Department of Physics and Astronomy, Center for Planetary Science and Exploration, London,
O t
i
C
d wThe University of Western Ontario, Department of Physics and Astronomy, Center for Planetary Science a
Ontario, Canada y
p
y
y
y
Ontario, Canada
xAmerican Museum of Natural History, Department of Astrophysics, New York, New York, United States
yArizona State University, School of Earth and Space Exploration, Tempe, Arizona, United States
zGemini Observatory, La Serena, Chile xAmerican Museum of Natural History, Department of Astrophysics, New York, New York, United States xAmerican Museum of Natural History, Department of Astrophysics, New York, New York, United States
yArizona State University, School of Earth and Space Exploration, Tempe, Arizona, United States
zGemini Observatory, La Serena, Chile xAmerican Museum of Natural History, Department of Astrophysics, New York, New York, United States
yArizona State University School of Earth and Space Exploration Tempe Arizona United States y,
p
p y
,
,
,
yArizona State University, School of Earth and Space Exploration, Tempe, Arizona, United States
zGemini Observatory, La Serena, Chile y
aaCornell University, Sibley School of Mechanical and Aerospace Engineering, Ithaca, New York, United States
abLeiden University Leiden Observatory Leiden The Netherlands aaCornell University, Sibley School of Mechanical and Aerospace Engineering, Ithaca, New York, United States
abLeiden University, Leiden Observatory, Leiden, The Netherlands abLeiden University, Leiden Observatory, Leiden, The Netherlands Abstract. Asymmetries in adaptive optics point spread
functions Alexander Madurowicz,a,* Bruce Macintosh,a Jeffrey Chilcote,b Marshall Perrin,c Lisa Poyneer,d Laurent Pueyo,c
Jean-Baptiste Ruffio,a Vanessa P. Bailey,e Travis Barman,f Joanna Bulger,g Tara Cotten,h Robert J. De Rosa,a
Rene Doyon,i Gaspard Duchêne,j Thomas M. Esposito,j Michael P. Fitzgerald,k Katherine B. Follette,l
Benjamin L. Gerard,m Stephen J. Goodsell,n James R. Graham,j Alexandra Z. Greenbaum,o Pascale Hibon,p
Li-Wei Hung,q Patrick Ingraham,r Paul Kalas,j Quinn Konopacky,s Jérôme Maire,s Franck Marchis,t
Mark S. Marley,u Christian Marois,v Stanimir Metchev,w Maxwell A. Millar-Blanchaer,e Eric L. Nielsen,a
Rebecca Oppenheimer,x David Palmer,d Jennifer Patience,y Abhijith Rajan,c Julien Rameau,i
Fredrik T. Rantakyrö,z Dmitry Savransky,aa Anand Sivaramakrishnan,c Inseok Song,h Remi Soummer,c
Melissa Tallis,a Sandrine Thomas,r Jason J. Downloaded From: https://www.spiedigitallibrary.org/journals/Journal-of-Astronomical-Telescopes,-Instruments,-and-Systems on 06 Jul 2023
Terms of Use: https://www.spiedigitallibrary.org/terms-of-use Asymmetries in adaptive optics point spread
functions An explanation for the origin of asymmetry along the preferential axis of the point spread function
(PSF) of an AO system is developed. When phase errors from high-altitude turbulence scintillate due to Fresnel
propagation, wavefront amplitude errors may be spatially offset from residual phase errors. These correlated
errors appear as asymmetry in the image plane under the Fraunhofer condition. In an analytic model with
an open-loop AO system, the strength of the asymmetry is calculated for a single mode of phase aberration,
which generalizes to two dimensions under a Fourier decomposition of the complex illumination. Other param-
eters included are the spatial offset of the AO correction, which is the wind velocity in the frozen flow regime
multiplied by the effective AO time delay and propagation distance or altitude of the turbulent layer. In this model,
the asymmetry is strongest when the wind is slow and nearest to the coronagraphic mask when the turbulent
layer is far away, such as when the telescope is pointing low toward the horizon. A great emphasis is made about
the fact that the brighter asymmetric lobe of the PSF points in the opposite direction as the wind, which is con-
sistent analytically with the clarification that the image plane electric field distribution is actually the inverse
Fourier transform of the aperture plane. Validation of this understanding is made with observations taken from
the Gemini Planet Imager, as well as being reproducible in end-to-end AO simulations. © The Authors. Published by SPIE
under a Creative Commons Attribution 4.0 Unported License. Distribution or reproduction of this work in whole or in part requires full attribution of the
original publication, including its DOI. [DOI: 10.1117/1.JATIS.5.4.049003] Keywords: adaptive optics; point-spread functions; scintillation; Fresnel propagation; turbulence. Keywords: adaptive optics; point-spread functions; scintillation; Fresnel propagation; turbulence. Paper 19027 received Mar. 20, 2019; accepted for publication Sep. 23, 2019; published online Oct. 25, 2019. y
p
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;
;
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Paper 19027 received Mar. 20, 2019; accepted for publication Sep. 23, 2019; published online Oct. 25, 2019. Paper 19027 received Mar. 20, 2019; accepted for publication Sep. 23, 2019; published online Oct. 25, 2019. *Address all correspondence to Alexander Madurowicz, E-mail: amaduro@
stanford.edu Oct–Dec 2019 • Vol. 5(4) Journal of Astronomical Telescopes, Instruments, and Systems
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Terms of Use: https://www.spiedigitallibrary.org/terms-of-use Journal of Astronomical Telescopes, Instruments, and Systems 5(4), 049003 (Oct–Dec 2019) 1
Introduction The advancement of adaptive optics (AO) as a technology has
enabled significant progress in astrophysics. Notably, the
Gemini Planet Imager (GPI) is one such instrument,1 where fast
and precise correction is pivotal to optimize instrument perfor-
mance. The results so far have been spectacular. With detections
of multiple planetary mass companions around various stars, as
well as strong nondetection limits around many more, one can
constrain planetary population distributions.2 Astrometric mea-
surements of multibody systems probe dynamical constraints on
planetary masses and system lifetimes3 and provide a spectacu-
lar view of Kepler’s laws in action. Spectral measurements of
individual giant planets constrain evolutionary and atmospheric
models4 of these objects, paving the way toward characterization
of extrasolar terrestrial planets. EQ-TARGET;temp:intralink-;e001;326;730Uðx; y; zÞ ¼
ZZ
þ∞
−∞
˜Uðkx; ky; zÞeiðkxxþkyyÞdkx dky:
(1) (1) Direct application of the Helmholtz equation: EQ-TARGET;temp:intralink-;e002;326;662ð∇2 þ k2ÞUðx; y; zÞ ¼ 0
(2) (2) to this decomposition will allow us to derive a formula for the
propagation through free space of an arbitrary illumination. For
a wave propagating with wave vector ~k ¼ kx^x þ ky^y þ kz^z,
implying k2 ¼ j~kj2 ¼ k2x þ k2y þ k2z, we find that propagation
along the z axis is constrained by the second-order ordinary dif-
ferential equation: For this generation of instruments and the next, understand-
ing the point spread function (PSF) of AO instruments on giant
telescopes will be important for the development of algorithms
optimized in the search for planets.5,6 The analysis in this paper
expands on our previous work,7 which demonstrated the origin
of azimuthal asymmetry in the PSF as a consequence of the time
lag error, to explore asymmetry along the preferential axis intro-
duced by scintillation. This effect has been demonstrated previ-
ously by Cantalloube et al.8 We will expand on their discussion
using a more general method of analyzing the structure of the
AO-corrected PSF analytically, as well as validating our conclu-
sions with observations and atmospheric datasets. More specifi-
cally, our formalism demonstrates that the asymmetry grows
linearly only for small spatial frequencies, and at higher spatial
frequencies becomes nonlinear. We include solutions for the
zeros of the log of the asymmetry metric, which are image loca-
tions with an observable return to symmetry. Journal of Astronomical Telescopes, Instruments, and Systems
049003-1 Downloaded From: https://www.spiedigitallibrary.org/journals/Journal-of-Astronomical-Telescopes,-Instruments,-and-Systems on 06 Jul 2023
Terms of Use: https://www.spiedigitallibrary.org/terms-of-use Madurowicz et al.: Asymmetries in adaptive optics point spread functions Madurowicz et al.: Asymmetries in adaptive optics point spread functions two-dimensional inverse Fourier transform in the plane ðx; yÞ
at some constant z: Downloaded From: https://www.spiedigitallibrary.org/journals/Journal-of-Astronomical-Telescopes,-Instruments,-and-Systems on 06 Jul 2023
Terms of Use: https://www.spiedigitallibrary.org/terms-of-use 1
Introduction EQ-TARGET;temp:intralink-;e005;326;358Hðkx; ky; zÞ ¼ exp
i
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
2π
λ
2
−ðk2x þ k2yÞ
s
z
:
(5) (5) Making the substitution kx;y ¼ 2πfx;y to represent the true
linear wavenumber as in Goodman9 recovers this expression for
the free-space propagation transfer function: EQ-TARGET;temp:intralink-;e006;326;274Hðfx; fy; zÞ ¼ exp
i 2π
λ
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
1 −λ2ðf2x þ f2yÞ
q
z
:
(6) (6) This allows us to consider the propagation of light through
free space as a linear spatial filter applied to each Fourier mode
of the complex illumination independently. This allows us to consider the propagation of light through
free space as a linear spatial filter applied to each Fourier mode
of the complex illumination independently. 2.2
Single-Mode Analysis Now that we have described how free-space propagation affects
the complex illumination of the electric field in the Fresnel
regime, we will explore an analytic derivation of how this results
in an asymmetric PSF for a single mode of phase aberration in
one dimension. Journal of Astronomical Telescopes, Instruments, and Systems
049003-2 1
Introduction EQ-TARGET;temp:intralink-;e003;326;557 d2
dz2 ˜UðzÞ þ k2z ˜UðzÞ ¼ 0;
(3) d2
dz2 ˜UðzÞ þ k2z ˜UðzÞ ¼ 0;
(3) (3) where we have implicitly included the dependence of ˜U on the
particular mode ðkx; kyÞ. This differential equation permits
solutions of the form: EQ-TARGET;temp:intralink-;e004;326;479 ˜UðzÞ ¼ ˜Uðz ¼ 0Þeikzz;
(4) (4) where the represents a wave traveling in the positive or neg-
ative z direction. For a mode with kx, ky, and the magnitude of
the wave vector constrained by jkj ¼ 2π∕λ, where λ is the wave-
length of the propagating light (assumed monochromatic), this
means we can find the angular spectrum at some later plane z
from the angular spectrum at the origin z ¼ 0 by simply multi-
plying by the free-space propagation transfer function HðzÞ,
which takes on the form: The analysis in this paper is presented as a trident—theory,
simulations, and observations. The first section derives the
method of angular spectrum Fresnel propagation from the time-
independent wave equation. This technique allows us to analyti-
cally calculate the PSF formed from a single mode of phase
aberration that is both scintillated and time-lag corrected. The
PSF for this single mode is computed to second order in a
Taylor expansion, which is well matched when compared to
a numerical solution involving the discrete Fourier transform. In the second section, these methods are extended broadly to
waves
propagating
through
an
atmospheric
model
with
Kolmogorov turbulence in the frozen flow regime, which repro-
duces the behavior in a moderately accurate simulation of an
entire telescope employing AO. The third section demonstrates
the effects from our analytic model are observable in real data
taken from the Gemini Planet Imager. We then explore correla-
tions in the observations when combined with a meteorological
dataset containing the real wind velocities and directions in the
atmosphere during the observations. Finally, this paper con-
cludes with a brief discussion about the importance of this effect
in the context of improving AO systems performance from
design to postprocessing. 2.1
Angular Spectrum Fresnel Propagation To evaluate the effects of Fresnel propagation and scintillation,
we derive the method of the angular spectrum. For an arbitrary
complex illumination U of the electric field, we can consider
its decomposition into its angular spectrum ˜U given by the When the inverse of the spatial frequency of the mode is
much longer than the wavelength of the propagating light (or
λ2f2 ≪1), a binomial expansion of the free-space propagation
transfer function: Journal of Astronomical Telescopes, Instruments, and Systems
049003-2 Oct–Dec 2019 • Vol. 5(4) Madurowicz et al.: Asymmetries in adaptive optics point spread functions Madurowicz et al.: Asymmetries in adaptive optics point spread functions EQ-TARGET;temp:intralink-;e007;63;752HðzÞ ≈e−iπλf2z
(7) EQ-TARGET;temp:intralink-;e014;326;752
ϕAO ¼ α cosð2πz∕zTÞ
ffiffiffi
2
p
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
1 −cosð2πvt∕pÞ
p
× sin
2πx∕p þ arctan
−sinð2πvt∕pÞ
cosð2πvt∕pÞ −1
:
(14) EQ-TARGET;temp:intralink-;e007;63;752HðzÞ ≈e−iπλf2z (7) (14) allows us to perform the analysis up to a constant phase term. In the example of a single mode of sinusoidal phase aberration
only (no amplitude errors), with period p ¼ 1∕f, and a phase
variation amplitude α, the complex illumination can be written
U ¼ Aeiϕ with To simplify this expression, we will use the substitutions: EQ-TARGET;temp:intralink-;e015;326;687A ¼ α sinð2πz∕zTÞ;
(15)
EQ-TARGET;temp:intralink-;e016;326;645P ¼ α cosð2πz∕zTÞ
ffiffiffi
2
p
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
1 −cosð2πvt∕pÞ
p
;
(16)
EQ-TARGET;temp:intralink-;e017;326;622Δ ¼ −p
2π arctan
−sinð2πvt∕pÞ
cosð2πvt∕pÞ −1
;
(17) (15) EQ-TARGET;temp:intralink-;e008;63;673A ¼ 1;
(8)
EQ-TARGET;temp:intralink-;e009;63;631ϕ ¼ α sinð2πx∕pÞ:
(9) EQ-TARGET;temp:intralink-;e008;63;673A ¼ 1; (8) (16) (9) (17) EQ-TARGET;temp:intralink-;e009;63;631ϕ ¼ α sinð2πx∕pÞ: EQ-TARGET;temp:intralink-;e009;63;631ϕ ¼ α sinð2πx∕pÞ: It can be shown10 that for small phase errors (α ≪1) the illu-
mination vector at propagation distance z takes the form
UðzÞ ¼ AðzÞeiϕðzÞ, where the phase and amplitude have appro-
priately been “mixed” due to the scintillation effects: where A represents the term that modulates the amplitude, P is
the term that modulates the phase, and Δ is a term that represents
a phase shift between the amplitude term and the phase term. 2.1
Angular Spectrum Fresnel Propagation With these substitutions, the expressions for our AO-corrected
amplitude and phase become EQ-TARGET;temp:intralink-;e010;63;576AðzÞ ¼ 1 þ α sinð2πz∕zTÞ sinð2πx∕pÞ;
(10)
EQ-TARGET;temp:intralink-;e011;63;534ϕðzÞ ¼ α cosð2πz∕zTÞ sinð2πx∕pÞ:
(11) EQ-TARGET;temp:intralink-;e010;63;576AðzÞ ¼ 1 þ α sinð2πz∕zTÞ sinð2πx∕pÞ;
(10) (10) EQ-TARGET;temp:intralink-;e018;326;543AAO ¼ 1 þ A sin½2πðx −vtÞ∕p;
(18)
EQ-TARGET;temp:intralink-;e019;326;501ϕAO ¼ P sin½2πðx −ΔÞ∕p:
(19) (18) EQ-TARGET;temp:intralink-;e011;63;534ϕðzÞ ¼ α cosð2πz∕zTÞ sinð2πx∕pÞ:
(11) (11) (19) Here zT is the Talbot length: An example of a single mode of AO-corrected illumination
and its corresponding electric field distribution in the image
plane is demonstrated in Fig. 1. For this figure, the principal
observation is how the delayed AO correction and scintillation
produce residual errors which are spatially offset, and how the
corresponding speckles in the image plane are asymmetric. EQ-TARGET;temp:intralink-;e012;63;513zT ¼
λ
1 −
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
1 −λ2f2
p
≈2
λf2 :
(12) (12) With the assumption that an ideal AO system corrects phase
aberrations after a short delay t due to the servo-lag error, our
AO-corrected phase will be the difference between two propa-
gated modes, one shifted along the direction of the wind with the
coordinate transform x →x −vt, if the wind velocity v points
along the positive x axis, and the other the initially measured
phase: 2.3
Open-Loop Model Validation To validate the assumption that an open-loop AO model can
accurately reproduce the behavior of a true closed-loop AO sys-
tem, the frequency responses of both open-loop and closed-loop
AO systems were modeled. Building on the analysis done for
GPI’s AO system (see Sec. 4.D of Ref. 1 for a detailed treat-
ment), the standard AO component models and control param-
eters were used to generate error transfer functions (ETFs). EQ-TARGET;temp:intralink-;e013;63;390ϕAO ¼ ϕzðx −vtÞ −ϕzðxÞ;
(13) (13) Fig. 1 An example of a single mode of AO-corrected complex illumination and corresponding asymmet-
ric speckles in the PSF. Here α ¼ :01 rad, z ¼ 10 km, p ¼ 1 m, v ¼ 10 m∕s, and t ¼ 3.2 ms. The AO-
corrected complex illumination shows small aberrations in both amplitude and phase from the Talbot
mixing, with a spatial phase offset due to the delayed correction from the servo lag. The corresponding
asymmetry is highlighted with red dots in the image plane, which is really the inverse Fourier transform,
taken in the Fraunhofer diffraction limit. The large central speckle is due to the constant amplitude, on the
left subtracted off from the displayed amplitude so that the small errors are more visible. Fig. 1 An example of a single mode of AO-corrected complex illumination and corresponding asymmet-
ric speckles in the PSF. Here α ¼ :01 rad, z ¼ 10 km, p ¼ 1 m, v ¼ 10 m∕s, and t ¼ 3.2 ms. The AO-
corrected complex illumination shows small aberrations in both amplitude and phase from the Talbot
mixing, with a spatial phase offset due to the delayed correction from the servo lag. The corresponding
asymmetry is highlighted with red dots in the image plane, which is really the inverse Fourier transform,
taken in the Fraunhofer diffraction limit. The large central speckle is due to the constant amplitude, on the
left subtracted off from the displayed amplitude so that the small errors are more visible. Oct–Dec 2019 • Vol. 5(4) Oct–Dec 2019 • Vol. 5(4) 2.5
Taylor Expansion of the Single-Mode PSF Although it may be possible to calculate the AO-corrected elec-
tric field distribution in the image plane by taking the inverse
Fourier transform of the AO-corrected aperture illumination
by expanding it as an infinite series of Bessel functions, it is
not clear that this expression can be easily squared to get the
intensity distribution due to an infinite amount of cross terms. Instead we will follow the conventions of Sivaramakrishnan
et al.12 and Perrin et al.13 to arrive at the intensity. However, both
Sivaramakrishan et al. and Perrin et al. assume that the image
plane PSF is the Fourier transform of the aperture plane and not
the inverse. For all of their results, this fact does not matter but
for ours we must be cautious, and remember to apply the appro-
priate coordinate transform to recover the proper result. For
small ϕ, the intensity distribution or PSF ¼ jF½uj2 can be
expanded in a Taylor series: where τ is the delay time. The open-loop model does not agree at
higher temporal frequencies, most obviously when temporal fre-
quency is the inverse of τ. This is when an ideal open-loop AO
system coincidentally achieves perfect correction of the translat-
ing Fourier mode, which is not physically realizable. This region
is beyond our wind speeds of interest, so the open-loop approxi-
mation is suitable for our investigation. Journal of Astronomical Telescopes, Instruments, and Systems
049003-3 Downloaded From: https://www.spiedigitallibrary.org/journals/Journal-of-Astronomical-Telescopes,-Instruments,-and-Systems on 06 Jul 2023
Terms of Use: https://www.spiedigitallibrary.org/terms-of-use Madurowicz et al.: Asymmetries in adaptive optics point spread functions Madurowicz et al.: Asymmetries in adaptive optics point spread functions Fig. 2 Bode plot for comparing the transfer function of various open-
and closed-loop AO models. By adding an integrating factor to the
open-loop model, it becomes possible to recreate the performance
of a closed loop system on static errors, although these are outside
of the temporal frequency domain we care about, which is approxi-
mately from 2 to 200 Hz. In this range, the standard open-loop model
performs roughly as well as the integrator in mimicking the closed loop
model, although the behavior diverges when the inverse of the tem-
poral frequency becomes equal to the time delay. EQ-TARGET;temp:intralink-;e021;326;752Eðkx; kyÞ ¼
ZZ
þ∞
−∞
Aðx; yÞ exp½iðkxx þ kyyÞdx dy:
(21) (21) However, Goodman9 also claimed that the relationship
between the two is the Fourier transform, yet they obtain the
expression: EQ-TARGET;temp:intralink-;e022;326;671
Uðx; yÞ ¼ eikzeik∕2zðx2þy2Þ
iλz
ZZ ∞
−∞
Uðξ; ηÞ
× exp
−i 2π
λz ðxξ þ yηÞ
dξ dη:
(22) (22) Comparing the two different expressions, it is not immediately
obvious that they are nearly identical. However, after identifying
the electric field E and U, identifying the geometric relationship
between the coordinates in the aperture ðx; yÞ →ðξ; ηÞ and in
the image plane ðkx; kyÞ →ð2πx
λz ; 2πy
λz Þ, and ignoring the phase
prefactors (which do not affect the final intensity), the two
answers are comparable with the exception of the sign in the
exponent. Fig. 2 Bode plot for comparing the transfer function of various open-
and closed-loop AO models. By adding an integrating factor to the
open-loop model, it becomes possible to recreate the performance
of a closed loop system on static errors, although these are outside
of the temporal frequency domain we care about, which is approxi-
mately from 2 to 200 Hz. In this range, the standard open-loop model
performs roughly as well as the integrator in mimicking the closed loop
model, although the behavior diverges when the inverse of the tem-
poral frequency becomes equal to the time delay. Journal of Astronomical Telescopes, Instruments, and Systems
049003-3 Since the choice of defining which Fourier transform is the
forward and which is the inverse is arbitrary, both authors
choose opposite sign conventions to arrive at the same conclu-
sion that the relationship is the forward transform. However, the
physical relationship between the two planes should not have
this sign ambiguity. This difference is traceable to an assumption
at the beginning of the derivations, where the choice of the direc-
tion of phasor rotation in a spherically converging or diverging
wave eiðkr−ωtÞ∕r is used as a Green’s function to solve the
Huygens–Fresnel diffraction integral. The GPI AO ETF is shown in red in Fig. 2. The system has a
read-compute delay of 1.4 ms and a maximum controller gain of
0.3. An equivalent open-loop model, black curve in this figure,
was fit by adjusting the effective delay such the measurement is
applied 3.2 ms after it was taken. As shown in this figure, these
two models agree very well in terms of both magnitude and
phase response in the range of 2 to 200 Hz. Given a maximum
spatial frequency in the AO-corrected dark hole of 2.78 m−1,
these valid temporal frequencies in our model correspond to
wind velocities in the range 8 to 72 m∕s. These velocities
encompass the range of possible wind velocities we might see
naturally occurring in the jet stream, which typically ranges
from 10 to 60 m∕s. The open-loop model disagrees at the lowest
temporal frequencies, which corresponds to static errors in the
system. This discrepancy can be addressed by slightly scaling
the phase measurement, e.g., In practice, the difference between the forward and inverse
transforms is essentially a coordinate transform from x →−x
and y →−y, and so the orientation of the PSF is flipped along
both axes. For most cases, where the PSF is symmetric, this does
not matter. However, for our purposes, properly orienting the
PSF is critical and so taking note of this fact is important. Later, we will show that in order to remain consistent with obser-
vations, the Fraunhofer diffraction limit should use the inverse
transform, with a positive sign in the exponent, which results in
the stronger asymmetric lobe of the PSF on the opposite side as
the wind. (20) EQ-TARGET;temp:intralink-;e020;63;263ϕAOðtÞ ¼ ϕðtÞ −0.997ϕðt −τÞ;
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Fraunhofer Diffraction Limit According to Hecht,11 the relationship between the aperture and
image planes taken in the far-field limit or the Fraunhofer dif-
fraction limit is simply the Fourier transform, and their deriva-
tion results in the expression: Oct–Dec 2019 • Vol. 5(4) Journal of Astronomical Telescopes, Instruments, and Systems
049003-4 Journal of Astronomical Telescopes, Instruments, and Systems
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Terms of Use: https://www.spiedigitallibrary.org/terms-of-use Madurowicz et al.: Asymmetries in adaptive optics point spread functions Madurowicz et al.: Asymmetries in adaptive optics point spread functions EQ-TARGET;temp:intralink-;e023;63;752PSF ≈PSF0 þ PSF1 þ PSF2;halo þ PSF2;strehl;
(23)
whose first few terms are
EQ-TARGET;temp:intralink-;e024;63;708PSF0 ¼ aa;
(24)
EQ-TARGET;temp:intralink-;e025;63;676PSF1 ¼ 2 Im½aða⋆ΦÞ;
(25)
EQ-TARGET;temp:intralink-;e026;63;655PSF2;halo ¼ ða⋆ΦÞða⋆ΦÞ;
(26)
EQ-TARGET;temp:intralink-;e036;326;741
PSF2ðf ¼ −1∕pÞ ¼ PSF2ðf ¼ 1∕pÞ ¼ P2
4
−A2P2
32
4 þ 2 cos
4π
p ðvt −ΔÞ
: (36)
Our metric for the ratio of the right to left speckle asymmetry
is the Taylor expansion sum of the PSF terms evaluated at these EQ-TARGET;temp:intralink-;e023;63;752PSF ≈PSF0 þ PSF1 þ PSF2;halo þ PSF2;strehl;
(23)
whose first few terms are
EQ-TARGET;temp:intralink-;e024;63;708PSF0 ¼ aa;
(24)
PSF1 ¼ 2 Im½aða⋆ΦÞ
(25)
EQ-TARGET;temp:intralink-;e036;326;741
PSF2ðf ¼ −1∕pÞ ¼ PSF2ðf ¼ 1∕pÞ ¼ P2
4
−A2P2
32
4 þ 2 cos
4π
p ðvt −ΔÞ
: (36) whose first few terms are whose first few terms are EQ-TARGET;temp:intralink-;e024;63;708PSF0 ¼ aa;
(24)
EQ-TARGET;temp:intralink-;e025;63;676PSF1 ¼ 2 Im½aða⋆ΦÞ;
(25)
EQ-TARGET;temp:intralink-;e026;63;655PSF2;halo ¼ ða⋆ΦÞða⋆ΦÞ;
(26)
EQ-TARGET;temp:intralink-;e027;63;634PSF2;strehl ¼ −1
2½aða⋆Φ⋆ΦÞ þ aða⋆Φ⋆ΦÞ:
(27) (36) EQ-TARGET;temp:intralink-;e024;63;708PSF0 ¼ aa;
(24)
EQ-TARGET;temp:intralink-;e025;63;676PSF1 ¼ 2 Im½aða⋆ΦÞ;
(25)
EQ-TARGET;temp:intralink-;e026;63;655PSF2;halo ¼ ða⋆ΦÞða⋆ΦÞ;
(26)
EQ-TARGET;temp:intralink-;e027;63;634PSF2;strehl ¼ −1
2½aða⋆Φ⋆ΦÞ þ aða⋆Φ⋆ΦÞ:
(27) EQ-TARGET;temp:intralink-;e024;63;708PSF0 ¼ aa; Our metric for the ratio of the right to left speckle asymmetry
is the Taylor expansion sum of the PSF terms evaluated at these
appropriate locations: (27) EQ-TARGET;temp:intralink-;e037;326;657χ ¼ PSFðf ¼ 1∕pÞ
PSFðf ¼ −1∕pÞ ;
(37) (37) Here, the case change is used as shorthand for the Fourier
transform, so a ¼ FðAÞ and Φ ¼ FðϕÞ. Additionally, ⋆is the
convolution operation and is the complex conjugate. For our
AO-corrected illumination, these can be calculated as follows: which is a function of propagation distance z, mode period p,
and velocity times delay vt. A comparison of the asymmetry
metric for both the numerical single-mode scintillation using the
discrete Fourier transform and our analytic second-order Taylor
expansion is given in Fig. 3. 2.4
Fraunhofer Diffraction Limit EQ-TARGET;temp:intralink-;e028;63;569aAO ¼ δðfÞ þ A
2i δðf −1∕pÞe−i2π
p vt −A
2i δðf þ 1∕pÞei2π
p vt;
(28)
EQ-TARGET;temp:intralink-;e029;63;503ΦAO ¼ P
2i δðf −1∕pÞe−i2π
p Δ −P
2i δðf þ 1∕pÞei2π
p Δ;
(29) (28) Highlighting a few observations from this plot: first, we
note that for wind layers at z ¼ 10 km, the first zero crossing
is not until roughly 1 arcsec in the image, and so for most of the
relevant observations, the strongest asymmetry will be on the
side opposite to the direction of the wind, though for higher
spatial frequencies corresponding to the edges of the PSF in the
image plane, this will not always be true. Second, the strength of
the asymmetry is greater for slower wind velocities in this region
of interest. Third, it is worthwhile to note that our Taylor expan-
sion generally gets the behavior of the asymmetry analytically
correct, although differs from the numerical solution due to the
absence of higher order terms in the expansion. (29) where δ is the Dirac delta distribution. It is worthwhile to note
that here we implicitly are using the entire real line in the Fourier
transform, which can be interpreted as using an infinitely large
telescope, or as a telescope with an idealized perfect corona-
graph. This leads to a PSF with terms: EQ-TARGET;temp:intralink-;e030;63;428PSF0 ¼ δðfÞ þ A2
4 ½δðf −1∕pÞ þ δðf þ 1∕pÞ;
(30)
EQ-TARGET;temp:intralink-;e031;63;374
PSF1 ¼ −AP
2
sin
2π
p ðvt −ΔÞ
δðf −1∕pÞ −δðf þ 1∕pÞ
;
(31)
EQ-TARGET;temp:intralink-;e032;63;334
2 (30) Fig. 3 The log of the speckle asymmetry ratio as a function of PSF
location for parameters α ¼ :01 rad, t ¼ 3.2 ms, and z ¼ 10 km. The
solid (or thin) lines represents the second-order Taylor expansion and
the dashed (or thick) lines represent the numerical solution found
using the discrete Fourier Transform. The x axis is a proxy for mode
length, transformed in PSF location when imaged in H-band at
λ ¼ 1.6 μm. The zeros corresponding to the particular mode lengths
p for which the propagation distance z is an integer multiple of zT ∕4
are plotted in black stars (or squares). For these, PSF1 ¼ 0 because
either A ∼sinð2πz∕zT Þ ¼ 0 or P ∼cosð2πz∕zT Þ ¼ 0, resulting in a
symmetric PSF. 2.4
Fraunhofer Diffraction Limit Although there are additional zeros when the velocity
times time delay is comparable to the mode length, visible in both the
30 and 50 m∕s case, though their analytic solution is more compli-
cated [set 2π
p ðΔ −vtÞ ¼ π∕2 þ nπ, n ∈Z]. (31)
EQ-TARGET;temp:intralink-;e032;63;334
PSF2;halo ¼ P2
4 ½δðf þ 1∕pÞ þ δðf −1∕pÞ
þ A2P2
16
2
1 þ cos
4π
p ðvt −ΔÞ
δðfÞ
þ δðf þ 2∕pÞ þ δðf −2∕pÞ
;
(32)
EQ-TARGET;temp:intralink-;e033;63;243
PSF2;strehl ¼ −P2
2 δðfÞ −A2P2
32
4 þ 2 cos
4π
p ðvt −ΔÞ
× ½δðf −1∕pÞ þ δðf þ 1∕pÞ:
(33) (33) Indeed, the even order terms are symmetric and the first odd
order term PSF1 is responsible for the observed asymmetry. We
will examine the ratio of the amplitude for the speckles on either
side of the image, and to do so evaluate the PSF at the location
appropriate f ¼ 1∕p: Fig. 3 The log of the speckle asymmetry ratio as a function of PSF Fig. 3 The log of the speckle asymmetry ratio as a function of PSF
location for parameters α ¼ :01 rad, t ¼ 3.2 ms, and z ¼ 10 km. The
solid (or thin) lines represents the second-order Taylor expansion and
the dashed (or thick) lines represent the numerical solution found
using the discrete Fourier Transform. The x axis is a proxy for mode
length, transformed in PSF location when imaged in H-band at
λ ¼ 1.6 μm. The zeros corresponding to the particular mode lengths
p for which the propagation distance z is an integer multiple of zT ∕4
are plotted in black stars (or squares). For these, PSF1 ¼ 0 because
either A ∼sinð2πz∕zT Þ ¼ 0 or P ∼cosð2πz∕zT Þ ¼ 0, resulting in a
symmetric PSF. Although there are additional zeros when the velocity
times time delay is comparable to the mode length, visible in both the
30 and 50 m∕s case, though their analytic solution is more compli-
cated [set 2π
p ðΔ −vtÞ ¼ π∕2 þ nπ, n ∈Z]. Fig. 3 The log of the speckle asymmetry ratio as a function of PSF
location for parameters α ¼ :01 rad, t ¼ 3.2 ms, and z ¼ 10 km. 2.4
Fraunhofer Diffraction Limit The
solid (or thin) lines represents the second-order Taylor expansion and
the dashed (or thick) lines represent the numerical solution found
using the discrete Fourier Transform. The x axis is a proxy for mode
length, transformed in PSF location when imaged in H-band at
λ ¼ 1.6 μm. The zeros corresponding to the particular mode lengths
p for which the propagation distance z is an integer multiple of zT ∕4
are plotted in black stars (or squares). For these, PSF1 ¼ 0 because
either A ∼sinð2πz∕zT Þ ¼ 0 or P ∼cosð2πz∕zT Þ ¼ 0, resulting in a
symmetric PSF. Although there are additional zeros when the velocity
times time delay is comparable to the mode length, visible in both the
30 and 50 m∕s case, though their analytic solution is more compli-
cated [set 2π
p ðΔ −vtÞ ¼ π∕2 þ nπ, n ∈Z]. EQ-TARGET;temp:intralink-;e034;63;147PSF0ðf ¼ −1∕pÞ ¼ PSF0ðf ¼ 1∕pÞ ¼ A2
4 ;
(34)
EQ-TARGET;temp:intralink-;e035;63;93
−PSF1ðf ¼ −1∕pÞ ¼ PSF1ðf ¼ 1∕pÞ
¼ −AP
2
sin
2π
p ðvt −ΔÞ
;
(35) (34) (35) Journal of Astronomical Telescopes, Instruments, and Systems
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Terms of Use: https://www.spiedigitallibrary.org/terms-of-use Madurowicz et al.: Asymmetries in adaptive optics point spread functions Madurowicz et al.: Asymmetries in adaptive optics point spread functions 3
Atmospheric Turbulence Scintillation
Simulation However, when we run this simulation with many
wind layers, each with unique velocities pulled from an instance g
,
g
g
y
q
p
Fig. 4 For a single layer of atmospheric turbulence at z ¼ 10 km, the scintillation halo at low wind veloc-
ities is highly apparent and still noticeable at rapid velocities. Each image has its own unique colorbar, so
that the variation in the halo shape is visible, although from looking at the magnitude of the halo intensity,
it is clear that slower wind velocities are corrected better in the metric of total scattered light. Fig. 5 For simulations with many wind layers, here L ¼ 18 is the number of layers used, the effect of the
scintillation asymmetry is significantly less apparent, although at low wind velocities where the asym-
metry is strongest, it is still visible. This is likely due to interference from the other wind layers causing
the delicate spatial offset in the illumination to become washed out when combined with the finite sam-
pling resolution of our simulation, and for real observations, the detector. Journal of Astronomical Telescopes, Instruments, and Systems
049003-6
Oct–Dec 2019 • Vol. 5(4) Fig. 4 For a single layer of atmospheric turbulence at z ¼ 10 km, the scintillation halo at low wind veloc-
ities is highly apparent and still noticeable at rapid velocities. Each image has its own unique colorbar, so
that the variation in the halo shape is visible, although from looking at the magnitude of the halo intensity,
it is clear that slower wind velocities are corrected better in the metric of total scattered light. Fig. 4 For a single layer of atmospheric turbulence at z ¼ 10 km, the scintillation halo at low wind veloc-
ities is highly apparent and still noticeable at rapid velocities. Each image has its own unique colorbar, so
that the variation in the halo shape is visible, although from looking at the magnitude of the halo intensity,
it is clear that slower wind velocities are corrected better in the metric of total scattered light. Fig. 5 For simulations with many wind layers, here L ¼ 18 is the number of layers used, the effect of the
scintillation asymmetry is significantly less apparent, although at low wind velocities where the asym-
metry is strongest, it is still visible. 3
Atmospheric Turbulence Scintillation
Simulation This is likely due to interference from the other wind layers causing
the delicate spatial offset in the illumination to become washed out when combined with the finite sam-
pling resolution of our simulation, and for real observations, the detector. Fig. 5 For simulations with many wind layers, here L ¼ 18 is the number of layers used, the effect of the
scintillation asymmetry is significantly less apparent, although at low wind velocities where the asym-
metry is strongest, it is still visible. This is likely due to interference from the other wind layers causing
the delicate spatial offset in the illumination to become washed out when combined with the finite sam-
pling resolution of our simulation, and for real observations, the detector. Oct–Dec 2019 • Vol. 5(4) Oct–Dec 2019 • Vol. 5(4) 3
Atmospheric Turbulence Scintillation
Simulation The jet stream is the strongest layer of turbulence which
has enough relevant altitude to scintillate significantly [recall
the strength of the scintillation amplitude errors grow like
sinð2πz∕zTÞ]. The response of an ideal open-loop AO system to frozen flow
Kolmogorov turbulence was developed in simulations using the
method of the angular spectrum free-space propagation and
Fourier decomposition. These simulations can place many
layers of turbulence at arbitrary altitudes, and we explore the
effects of single and multiple layers. Readers interested in the
precise details of these simulations are referred to Sec. 6, which
discusses our techniques at greater length. However, here, we
will discuss the results of these simulations in the context of the
previous analysis. ð
Þ
The wind in the single-layer example is propagating directly
to the right, along the positive x axis. For the multilayer case, the
wind velocity for the jet stream is generally pointing toward
2 o’clock (Fig. 5). As a consequence, we can see that the
brighter asymmetric lobe of the PSF is on the opposite side
of wind direction. To remain consistent with observations, it
is necessary that the image plane is the inverse Fourier transform
of the aperture plane in the Fraunhofer limit. Looking at just the
single layer, it is apparent that the scintillation dominates for
slower wind velocities. This scintillation halo would be close
to the true PSF if the atmosphere was actually only a single layer
of turbulence. Examining the edges of the PSF, one can identify
the region where the asymmetry metric log χ ¼ 0 that was
described analytically, noticeable here as dark bands. To start, the effect of scintillation in the halo of an AO PSF is
most clearly seen for the case of a single layer of Kolmogorov
turbulence, which is plotted in Fig. 4 for three characteristic
wind velocities. The single-layer simulation uses a turbulent
layer altitude of z ¼ 10 km, which roughly corresponds to the
altitude of the jet stream. The layer altitude equals the propaga-
tion distance of the light when the telescope is pointed at zenith;
however, for low elevation pointing, the propagation distance
and therefore strength of the scintillation, will grow larger. The halos for the single-layer case do not match real obser-
vations well. Journal of Astronomical Telescopes, Instruments, and Systems
049003-6 Journal of Astronomical Telescopes, Instruments, and Systems
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: https://www.spiedigitallibrary.org/terms-of-use Madurowicz et al.: Asymmetries in adaptive optics point spread functions axis. This allows us to fit for the preferential wind direction
modulo 180 deg. These techniques follow exactly from our pre-
vious work,7 yet in this work, we expand by defining the asym-
metry metric χ between the two lobes of the PSF. χ is defined
as the ratio of the summed intensities in the half-annulus
perpendicular to the axis of wind propagation. This asymmetry
metric is used to break the 180-deg symmetry of the wind axis to
find the true asymmetric butterfly vector in the image plane. In
addition, our metric χ is folded around 1 by inversion such that
the half-annulus with greater intensity is always in the numer-
ator, meaning χ always takes on values greater than 1, and larger
values correspond to greater asymmetry. Note that this χ is not
identical to the χ described earlier for the one-dimensional case,
although both are intensity ratios, this one lives in two dimen-
sions. A large sample of PSFs selected in this manner as dis-
played in Fig. 6. of the NOAA GFS to mimic real observing conditions, the
extreme scintillation halo washes out. This is likely an interfer-
ence between multiple independent Kolmogorov layers masking
the delicate spatial offset for a single mode needed to create the
asymmetry demonstrated earlier. Although at a quick glance the
PSF does not appear to vary with the scaled wind velocities cited
in their titles, upon closer inspection the asymmetry remains,
and is most obvious for the slowest wind velocity. For most
observations, with jet stream velocities upward of 50 m∕s, there
are no apparent deviations from the symmetry of the butterfly
shaped halo that is often seen. But in the rare cases when the
high-altitude winds are very slow, around 10 m∕s, the scintilla-
tion becomes stronger and introduces a noticeable asymmetry in
the PSF along the axis of the wind propagation. 4
Observational Correlations These asymmetric butterfly vectors are projected from the
image plane onto the surface of the Earth, for comparison with
meteorological wind data. Readers interested in the trigonomet-
ric problem of relating the two are referenced to our techniques
in Sec. 7. The directions and velocities of the wind for various
layers in the Earth’s atmosphere are taken from the NOAA
Global Forecast System,14 archives of which are available to the
public. The distribution of wind directions for the jet stream and
the distribution of directions for the asymmetric butterfly vector
projected on the ground are displayed in Fig. 7 for a concise
comparison. It is apparent that the jet stream predominately
points East in accordance with its origin due to the rotation
of the Earth. As a consequence, the resulting asymmetric butter-
fly vector points entirely toward the West. This observation The previously discussed asymmetry for AO PSFs is observable
in real data taken from observations using the Gemini Planet
Imager. Over the course of a few years of observations, over
20,000 images were taken in H-band as a part of the GPI
Exoplanet Survey. We exercise selection cuts to find a sample
of PSFs exhibiting this characteristic asymmetry using the fol-
lowing methods. The first metric is the fractional standard deviation (FSD) in
an annulus 30 to 70 pixels wide centered around the star’s loca-
tion. We first select images with FSD greater than one standard
deviation above the mean. This selects for images where the rel-
atively fast jet stream turbulence was dominant, producing PSFs
with the characteristic butterfly shaped halo. Then we construct
an angular profile of the image by integrating along the radial Fig. 6 A selection of images taken with the Gemini Planet Imager, ordered by decreasing asymmetry
metric χ. Each image is the most strongly asymmetric image taken from each set of observations of a
single target, such that there are no duplicates, which shows that this effect is often recurring and not
limited to single cases. In addition, each image has been rotated and flipped such that north is up and
east is to the left. The angular size of each GPI image is 2.8” × 2.8” arc sec. 4
Observational Correlations In each image, the direction
of the strong asymmetry is plotted with a red arrow, and the corresponding direction in degrees azimuth
projected onto the ground is printed in the corner of each image, alongside the ratio of the asymmetry
metric χ. Glancing over the entire dataset, it is readily apparent that the strong asymmetry direction is
predominately pointing into the west. Fig. 6 A selection of images taken with the Gemini Planet Imager, ordered by decreasing asymmetry
metric χ. Each image is the most strongly asymmetric image taken from each set of observations of a
single target, such that there are no duplicates, which shows that this effect is often recurring and not
limited to single cases. In addition, each image has been rotated and flipped such that north is up and
east is to the left. The angular size of each GPI image is 2.8” × 2.8” arc sec. In each image, the direction
of the strong asymmetry is plotted with a red arrow, and the corresponding direction in degrees azimuth
projected onto the ground is printed in the corner of each image, alongside the ratio of the asymmetry
metric χ. Glancing over the entire dataset, it is readily apparent that the strong asymmetry direction is
predominately pointing into the west. Oct–Dec 2019 • Vol. 5(4) Downloaded From: https://www.spiedigitallibrary.org/journals/Journal-of-Astronomical-Telescopes,-Instruments,-and-Systems on 06 Jul 2023
Terms of Use: https://www.spiedigitallibrary.org/terms-of-use Madurowicz et al.: Asymmetries in adaptive optics point spread functions The strong correlations are visible for the altitudes relevant
to the jet stream in both the slope of the best fit line and the R coef-
ficient. These correlations are much greater than the 2 to 4 sigma
chances concerning the null hypothesis, generated from bootstrap
sampling at random, shown as the shaded regions and solid lines for
the slope and the R coefficient, respectively. Fig. 7 Angular histogram of the asymmetric butterfly vector’s projec-
tion onto the ground for our sample in degrees from azimuth alongside
the direction of the jet stream. The asymmetric butterfly nearly always
points west while the jet stream is nearly always points east, which is
only possible if the image plane electric field distribution is the inverse
Fourier transform of the aperture plane. These distributions are not
temporally matched but are rather the entire subset observations with
strong asymmetry and the entire distribution of jet stream wind direc-
tions over the course of the survey. For temporally matched correla-
tions, see Figs. 8 and 11. smaller relative to the Talbot length zT in comparison to when
the telescope is pointed lower toward the horizon. A lower
elevation value corresponds to the telescope effectively pushing
the layer for a given altitude to a further propagation distance,
giving the light more time to scintillate. This pushes the relevant
mode lengths for the asymmetry closer to the center of the
image, see Fig. 12 for a remake of Fig. 3 with z ¼ 25 km. In addition, a low telescope elevation also has the effect of
changing the apparent wind velocity over the aperture. A tele-
scope pointing away from zenith can only observe relatively
slower wind velocities than one pointing directly up as long
as the winds are parallel to the surface of the Earth. These two
effects work together to build the strong correlation between
telescope elevation and asymmetry. confirms our prior analysis regarding the strength of the asym-
metry being opposed to the direction of the wind. Madurowicz et al.: Asymmetries in adaptive optics point spread functions To further verify this correlation between the jet stream and
the asymmetric butterfly, we take our sample of data where
χ ≥1.2, which is where the asymmetry begins to be noticeable
to the eye, and match the time of observation to time of the wind
data for the approximate location of Cerro Pachon, Chile, where
the Gemini South Telescope takes it observations from, and plot
the resulting correlations for the various directions of the wind
layers in Fig. 11. For most of the wind layers in the NOAA GFS,
there is little to no correlation between the direction of the asym-
metric butterfly and the direction of the wind, with the exception
of the wind layers around 100 to 300 hPa, which roughly cor-
responds to altitudes of 10 to 15 km, which is the approximate
altitude of the jet stream. The strength of these correlations, as
measured by the Pearson R coefficient, and the slopes of the best
fit lines are plotted for a concise summary in Fig. 8. The rise of
the correlations well beyond the limits imposed by a null
hypothesis bootstrap show that these strong correlations are not
spurious and a very real phenomenon. Downloaded From: https://www.spiedigitallibrary.org/journals/Journal-of-Astronomical-Telescopes,-Instruments,-and-Systems on 06 Jul 2023
Terms of Use: https://www.spiedigitallibrary.org/terms-of-use Madurowicz et al.: Asymmetries in adaptive optics point spread functions Madurowicz et al.: Asymmetries in adaptive optics point spread functions Fig. 7 Angular histogram of the asymmetric butterfly vector’s projec-
tion onto the ground for our sample in degrees from azimuth alongside
the direction of the jet stream. The asymmetric butterfly nearly always
points west while the jet stream is nearly always points east, which is
only possible if the image plane electric field distribution is the inverse
Fourier transform of the aperture plane. These distributions are not
temporally matched but are rather the entire subset observations with
strong asymmetry and the entire distribution of jet stream wind direc-
tions over the course of the survey. For temporally matched correla-
tions, see Figs. 8 and 11. Fig. 8 Distilling the information from the scatter plots in Fig. 11 into
their slopes and Pearson R coefficient as a function of altitude from
the GFS. The model contains layers all the way to sea level despite
the observatory being around 3 km up because of the uniform grid
spacing. The strong correlations are visible for the altitudes relevant
to the jet stream in both the slope of the best fit line and the R coef-
ficient. These correlations are much greater than the 2 to 4 sigma
chances concerning the null hypothesis, generated from bootstrap
sampling at random, shown as the shaded regions and solid lines for
the slope and the R coefficient, respectively. Fig. 8 Distilling the information from the scatter plots in Fig. 11 into
their slopes and Pearson R coefficient as a function of altitude from
the GFS. The model contains layers all the way to sea level despite
the observatory being around 3 km up because of the uniform grid
spacing. The strong correlations are visible for the altitudes relevant
to the jet stream in both the slope of the best fit line and the R coef-
ficient. These correlations are much greater than the 2 to 4 sigma
chances concerning the null hypothesis, generated from bootstrap
sampling at random, shown as the shaded regions and solid lines for
the slope and the R coefficient, respectively. Fig. 8 Distilling the information from the scatter plots in Fig. 11 into
their slopes and Pearson R coefficient as a function of altitude from
the GFS. The model contains layers all the way to sea level despite
the observatory being around 3 km up because of the uniform grid
spacing. Journal of Astronomical Telescopes, Instruments, and Systems
049003-8 Oct–Dec 2019 • Vol. 5(4) Journal of Astronomical Telescopes, Instruments, and Systems
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Terms of Use: https://www.spiedigitallibrary.org/terms-of-use Madurowicz et al.: Asymmetries in adaptive optics point spread functions However, since the scintillation halo intensity is
driven by the effectiveness of the AO system, the halo appears
fainter at longer wavelengths. Because the halo originates from a
spectrum of turbulent modes which decide their final image
plane location, the halo does not scale in image location with
wavelength, unlike the static speckles best removed with SDI.27
In addition, the scintillation halo is fixed with respect to the
direction of the high-altitude winds, and it does not track with
the rotation of the instrumental errors or the parallactic rotation
of the astrophysical signal in an observing strategy such as
ADI.28 Scintillation errors are uncorrectable for an AO system oper-
ating in single-DM phase-conjugation mode, even if it is infi-
nitely fast (see Fig. 13). This in turn will set a performance
floor for such systems, and the asymmetry detected here pro-
vides a first measurement of the level in which those effects
begin to dominate. One could address this with a system that
corrects amplitude errors as well, using the Talbot or scintilla-
tion mixing effect to one’s own advantage. Having two deform-
able mirrors at two unique conjugate planes in the optical system
enables some phase introduced by one DM to transform into
amplitude, allowing one to correct amplitude errors from
scintillation. This concept has been proposed for space-based
coronagraphs17 to correct static amplitude errors, and laboratory
testing is underway.18 Similar designs have been expressed for
improvements in laser communications.19,20 But we are particu-
larly interested in the future of high-contrast imaging, particu-
larly in the era of ELTs. Such a system could also correct static
amplitude errors in an ELT, such as reflectivity variations
between segments which have been recoated at different
times.21,22 Driving such a system would require knowledge of
both the phase and amplitude of the science wavefront. Space-
based coronagraphic instruments can achieve this using the sci-
ence camera and making several measurements while modulat-
ing the speckle field with the DM.23,24 Another similar focal
plane wavefront sensing approach was recently proposed on
ground-based telescopes,25 which could also correct for
amplitude aberrations from scintillation. Madurowicz et al.: Asymmetries in adaptive optics point spread functions Madurowicz et al.: Asymmetries in adaptive optics point spread functions Fig. 9 Asymmetry strength χ when compared to the velocity of the jet stream and the telescope elevation
for our sample. Both exhibit strong correlations which corroborate our analytic understanding of the origin
of the asymmetry. Slower jet stream velocities directly cause stronger asymmetry, while decreased tele-
scope elevation has two effects. One to decrease the apparent wind velocity and the other to push the
turbulent layers father away, giving more distance to scintillate. Fig. 9 Asymmetry strength χ when compared to the velocity of the jet stream and the telescope elevation
for our sample. Both exhibit strong correlations which corroborate our analytic understanding of the origin
of the asymmetry. Slower jet stream velocities directly cause stronger asymmetry, while decreased tele-
scope elevation has two effects. One to decrease the apparent wind velocity and the other to push the
turbulent layers father away, giving more distance to scintillate. time lag error alone, without additionally compensating ampli-
tude errors, the asymmetry will become larger as the effective
wind velocity is decreased. This effect is worst when consider-
ing the asymmetry in low-order modes, which correspond to
small separations in the final images, the region where planets
or protoplanetary disks are most likely to be found. Although
it is still optimal to have as-fast-as-possible correction in the
metric of total scattered light in the halo, as computers get
faster and algorithms are optimized the asymmetry will begin
to play a larger role relative to other errors in the final PSF
formed in AO images, leading many to explore possible routes
for correction. separate phase and amplitude. Other methods to estimate the
amplitude errors could utilize fast interferometric focal-plane
sensing,26 or something as simple as adding a high-speed direct
pupil-imaging channel to a traditional AO wavefront sensor. The scintillation halo observed in AO PSFs is a challenge
for effective postprocessing of datasets. Many algorithms are
designed to subtract a static speckle field with respect to the
detector plane whose origin is from optical phase errors from
imperfections, misalignment, noncommon-path errors (NCPE),
and other systematic sources. Since these speckles have a unique
spectral dependence, moving to farther separations at longer
wavelengths, instruments imaging with an integral field spectro-
graph can measure that spectral dependence and remove those
aberrations. Downloaded From: https://www.spiedigitallibrary.org/journals/Journal-of-Astronomical-Telescopes,-Instruments,-and-Systems on 06 Jul 2023
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049003-9 5
Discussion High-contrast imaging systems, with large actuator counts, are
often limited by time lag errors. In particular, when observing
bright stars, they are the dominant source of scattered light
within the “dark hole” region.15 Under mid-latitude Chilean
conditions, the velocity of the jet stream is often the dominant
source of these errors, even if its contribution to the total r0 is
moderate. This implies that different observatory sites with
slower winds may have a comparative advantage, as well as the
merits in scheduling observations around poor atmospheric con-
ditions. In our previous work,7 we demonstrate that the jet
stream is highly correlated with these errors, in a very large sam-
ple of observations. To further explore our observations of the asymmetry, we
plot χ versus the velocity of the jet stream and the elevation
of the telescope pointing for our subset of observations which
have been temporally matched to the wind data in Fig. 9. Both
plots have reasonable correlation strength with R coefficient
around negative one half, and both of these correlations have
an intuitive sense. Our analysis showed that the asymmetry
should be strong for slower wind velocities, and this is indeed
verified through the first plot. The second has contributions from
two different effects. When the telescope is pointing toward
zenith (elevation ¼ 90 deg), the turbulent wind layers in the jet
stream are as close to the telescope as possible along the line of
sight. As a consequence, the propagation distance z will be Scintillation has previously been identified as a performance
limiting factor in high-contrast imaging,16 and here we have
demonstrated the severity of this effect, visible in the form of
PSF asymmetry. This has implications for both current and
future AO systems, especially but not exclusively those designed
for high-contrast imaging. Many analyses often assume that
various sources of scattered light are uncorrelated16 for simplic-
ity. In this paper, we show that correlations between scintillation
amplitude errors and time lag phase errors exist and can domi-
nate during ideal conditions. If one simply tries to minimize the Journal of Astronomical Telescopes, Instruments, and Systems
049003-8 Oct–Dec 2019 • Vol. 5(4) Oct–Dec 2019 • Vol. 5(4) Madurowicz et al.: Asymmetries in adaptive optics point spread functions Conventional Shack–
Hartmann wavefront sensors measure some intensity informa-
tion but this is complicated by spots in each subaperture moving
out the active pixels of the detector, so it is impractical to Various different postprocessing algorithms29,30 often use a
high-pass filter (HPF) to attempt to eliminate the diffuse back-
ground halo, and this is effective for regions of the image at large
separations. However, near the coronagraphic mask, the scintil-
lation can have very sharp features, demonstrated analytically as
regions where log χ ¼ 0, and observable in simulations as dark
regions perpendicular to the axis of the wind direction. When an
HPF that preserves the features of a planet is applied to this halo,
residuals which vary on spatial scales comparable to the planet
are not removed. Often, a quadrupolar residual artifact near the
coronagraphic mask if left which is large compared to the
speckle residuals in the smooth halo at large separations. These residuals contribute significant noise to planetary detec-
tion attempts at the nearest separations, where the likelihood of
detection is highest from their population distributions.2 In addi-
tion, imaging extended objects such as debris disks cannot uti-
lize an HPF in postprocessing, implying a limit to sensitivity
even at wide separations for diffuse unpolarized structure. Journal of Astronomical Telescopes, Instruments, and Systems
049003-9 Oct–Dec 2019 • Vol. 5(4) Madurowicz et al.: Asymmetries in adaptive optics point spread functions Madurowicz et al.: Asymmetries in adaptive optics point spread functions Various methods of subtracting the scintillation halo have
been suggested. One could take an empirical approach, using
a PCA style analysis to model the shape of the halo over an
averaged population of observations. Acknowledging this effect
is unique and must be treated independently with this sort of
approach can be effective at improving the final SNR in your
detection algorithm.2 Another approach may be to model the
PSF end-to-end with complete simulations of the instrument and
atmosphere, although this approach is significantly limited by
the extent to which your simulated instrument can account for
all real sources of error. Not only do errors arise from instrumen-
tal effects like DM fitting and NCPE, but also the non-
Kolmogorov deviations in the turbulent spectrum from environ-
mental effects,31 as well as the finite temporal resolution of
available atmospheric information. Another path may attempt
to estimate the PSF using a reconstruction from measured
AO telemetry. 6
Appendix A: Propagation through the
Atmosphere EQ-TARGET;temp:intralink-;e043;326;435ρðzÞ ¼ ρ0e
−Mgz
RT ;
(43) (43) Tartarski32 has shown that the fluctuations in the optical index of
refraction in three dimensions for a Kolmogorov turbulence
spectrum follow the form: where ρ0 is the atmospheric pressure at sea level. An atmospheric
temperature profile as a function from altitude can be determined
empirically, or the values given in the GFS can be used, but
small fluctuations in T hardly affect the end value of the index
of refraction, compared to the pressure, which dominates. EQ-TARGET;temp:intralink-;e038;63;398ΦNðκ; zÞ ¼ 0.033C2
NðzÞκ−11∕3;
(38) (38) where C2
N is the index of refraction structure constant and κ ¼
2π∕l is the spatial wave vector for an eddy of size l. Here, we use
the standard Kolmogorov power spectrum, which is fractally
self-similar at all length scales, although it is in principle simple
to extend this model to a Von-Karman spectrum by attenuating
the power above and below the outer and inner scales. From the
square root of the power spectrum, we can find the fluctuations
from the inverse Fourier transform according to Johansson
and Gavel33 with where C2
N is the index of refraction structure constant and κ ¼
2π∕l is the spatial wave vector for an eddy of size l. Here, we use
the standard Kolmogorov power spectrum, which is fractally
self-similar at all length scales, although it is in principle simple
to extend this model to a Von-Karman spectrum by attenuating
the power above and below the outer and inner scales. From the
square root of the power spectrum, we can find the fluctuations
from the inverse Fourier transform according to Johansson
and Gavel33 with For nonzenith observations, an additional term of sec ζ
where ζ is the zenith angle should be included in the integral in
Eq. (41) to account for additional atmospheric depth. When the
accumulated phase on the aperture is very large, we can subtract
off the average phase, which is equivalent to removing the piston
term from a Zernike polynomial.35 In order to account for scintillation, each turbulent layer must
be propagated according to the angular spectrum rule derived at
the beginning of this paper. Madurowicz et al.: Asymmetries in adaptive optics point spread functions However, with current WFS measurements, esti-
mating the amplitude error from scintillation is rather difficult,
as current instruments are not designed to measure wavefront
amplitude. It is likely that the optimal approach to handling
these errors is at the instrument level itself, as discussed previ-
ously, with a method to measure and correct the wavefront
amplitude in real time. As high-contrast imaging strives for
higher and higher performance levels, identification, measure-
ment, estimation, and mitigation of scintillation errors will
become increasingly important. exponent, and we have to pay careful attention the normalization
factor used by a routine such as np.fft.fft2, which includes a nor-
malization of
1
PQ on the inverse transform, but no normalization
on the forward transform by default. The optical path length of a wavefront traversing a turbulent
layer in the atmosphere from zenith can be found to first order
by integrating the index of refraction over the thickness of the
layer, and the accumulated phase is simply the wave vector of
the ray k ¼ 2π∕λ times the optical path length: EQ-TARGET;temp:intralink-;e041;326;651ϕið~xÞ ¼ k
Z ziþΔzi
zi
nð~x; zÞdz ¼ knð~x; zÞΔzi:
(41) (41) Here ~x ¼ ðx; yÞ is the coordinate system in the aperture at z ¼ 0,
Δzi is the range of altitudes relevant to the turbulent layer at
altitude zi, and the baseline index of refraction of the atmosphere
can be approximated34 with EQ-TARGET;temp:intralink-;e042;326;562N ≡ðn −1Þ106 ≈77.6 ρ
T ;
(42) (42) where ρ and T are the pressure (in millibars or equivalently hPa)
and temperature (in Kelvin) of the atmosphere for a particular
altitude. To obtain a model for the index of refraction as a func-
tion of altitude, one can model the pressure as a decaying expo-
nential with a scale height given by the local surface gravity g,
the mean molecular mass M of the atmosphere, the ideal gas
constant R, and an assumed isothermal uniform temperature
of the surface T with Downloaded From: https://www.spiedigitallibrary.org/journals/Journal-of-Astronomical-Telescopes,-Instruments,-and-Systems on 06 Jul 2023
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Appendix A: Propagation through the
Atmosphere the previous description, we invoke the Taylor frozen-flow
hypothesis, which requires that the timescale for turbulence
is much greater than the time delay with which the AO system
will respond. For our simulation, this means that the fluctuations
in the field of view simply propagate by translations due to the
wind velocity, which can be expressed by EQ-TARGET;temp:intralink-;e045;63;686δN½~x þ ~vðzÞτ; t0 þ τ ¼ δNð~x; t0Þ;
(45) (45) where ~vðzÞ is the wind velocity at altitude z, which is assumed to
lie only in the plane at altitude with no vertical component, t0 is
a particular instant in time, and τ is the total time delay for the
AO system to respond to a measurement from the wavefront
sensor. We also assume a perfect noiseless wavefront sensor and
deformable mirror with only a time lag or servo-lag error for an
ideal open-loop AO simulation. The expression for the compen-
sated phase in the aperture is a new complex illumination with
the amplitude errors from the current timestep and the phase
given by two subtracted phases, one from the current timestep
and one from the previous, which is our AO correction: Fig. 10 Diagram of coordinates used to orient images on the sky
demonstrating the relationship between the ground plane and the
BT plane. where we have assumed the convention of the positive x axis
pointing north, and the positive y axis pointing west. This con-
veniently sets up the positive z axis to point toward zenith, as it
should. azimuth is measured from north opening toward the
east, and elevation is measured from the horizon upward. See Fig. 10 for an illustration. It is worth noting that the val-
idity of this analogy, as well as is necessary to implement angu-
lar differential imaging, a postprocessing technique for
combining multiple exposures while the target star moves
through the zenith that GPI operates in a fixed parallactic ori-
entation, with the instrument derotator disabled, so that GPI
is fixed with respect to the telescope orientation, which is
uncommon. EQ-TARGET;temp:intralink-;e046;63;534ϕAO ¼ ϕð~x; t0Þ −ϕð~x; t0 −τÞ;
(46) (46) where we implicitly have included the contributions from L tur-
bulent layers at various altitudes z with a flat interpolation
scheme for the structure constant. 6
Appendix A: Propagation through the
Atmosphere From the compensated phase
on the aperture, we can obtain the final image’s intensity dis-
tribution with an inverse Fourier transform by assuming the tele-
scope focus operates in a Fraunhofer diffraction limit, so that
electric field distribution in the image plane is the inverse
Fourier transform of the aperture function:11 With such conventions laid out, it becomes easy to identify
the location of the image plane on the sky, as it must be
perpendicular to the line of sight. Since there are infinitely many
such planes, we will use the convention EQ-TARGET;temp:intralink-;e047;63;414Iðα; βÞ ¼ hjF −1ðAUAOÞj2i:
(47) (47) EQ-TARGET;temp:intralink-;e050;326;399^a ¼
−sinðazÞ; −cosðazÞ; 0
;
(50)
EQ-TARGET;temp:intralink-;e051;326;349^b ¼ h−sinðelÞ cosðazÞ; sinðelÞ sinðazÞ; cosðelÞi:
(51) EQ-TARGET;temp:intralink-;e050;326;399^a ¼
−sinðazÞ; −cosðazÞ; 0
;
(50) (50) Here α and β are the coordinates in the image plane, UAO is
our AO corrected complex illumination which includes ampli-
tude errors from scintillation, A is the aperture function with the
Blackman window apodization,36 parameterized radially from
the center with r2 ¼ x2 þ y2: EQ-TARGET;temp:intralink-;e051;326;349^b ¼ h−sinðelÞ cosðazÞ; sinðelÞ sinðazÞ; cosðelÞi:
(51) (51) So that one can think of ^a as pointing in the direction of
increasing azimuth and ^b pointing toward increasing elevation. It is left to the reader to show that ^a · ^b ¼ 0, and that ^a × ^r ¼ ^b
to verify the orthogonality of these unit vectors as a coordinate
system. EQ-TARGET;temp:intralink-;e048;63;327
AðrÞ ¼ 1 −γ
2
−1
2 cos
2πðr −D∕2Þ
D
þ γ
2 cos
2πðr −D∕2Þ
D
;
(48) (48) With this elaborate set up, it becomes easy to convert vectors
in the image plane into vectors in full three-dimensional space,
and then project them onto the ground plane. Suppose we have a
wind vector which appears in the image plane rotated ψ from ^a
counterclockwise. Such a wind vector is with an aperture diameter of D ¼ 8 m, a falloff of γ ¼ :16, and
the brackets denote time average over the whole length of the
simulation. The Blackman apodization simulates a crude
coronagraph and dampens the high-order airy rings, whose final
intensity in the image plane can swamp the effect of the scin-
tillation halo. EQ-TARGET;temp:intralink-;e052;326;219 ^w ¼ cosðψÞ^a þ sinðψÞ^b:
(52) (52) 6
Appendix A: Propagation through the
Atmosphere In order to make this simulation
numerically tractable, the propagation through the turbulent
phase screen is discretized into two steps, one where the phase
is first accumulated according to the entire thickness of the layer
at the start, and then second where the wave free-space propa-
gates the entire distance of the layer. For an infinite number of
layers, this assumption should recover the true propagation and
indeed we are in a regime where the layer thickness is relatively
small compared to the total propagation distance. A shorthand
summary rule for the angular spectrum propagation is that the
complex illumination at propagation distance z is related to the
complex illumination at the origin with EQ-TARGET;temp:intralink-;e039;63;266
δNð~x; zÞ ¼ Re
F −1h
ξð~κ; zÞ
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
ΦNðκ; zÞ
p
i
;
(39) (39) where δN are the fluctuations of the index of refraction from
unity in parts per million, ξ is a zero-mean unit-variance com-
plex hermitian Gaussian noise process, and F −1 is the unnor-
malized inverse discrete Fourier transform given by EQ-TARGET;temp:intralink-;e040;63;177ηab ¼ F −1ð˜ηpqÞ ¼
X
P−1
p¼0
X
Q−1
q¼0
˜ηpq exp
2πi
pa
P þ qb
Q
; (40) (40) EQ-TARGET;temp:intralink-;e044;326;126uðzÞ ¼ F −1fHðzÞF½ug;
(44) (44) for a discrete array of size P × Q with P; Q ∈N. The discrete
indices p; a ∈0;1; : : : ; P −1 and q; b ∈0;1; : : : ; Q −1 exist in
Fourier and configuration space, respectively. The correspond-
ing forward Fourier transform simply includes negation in the for a discrete array of size P × Q with P; Q ∈N. The discrete
indices p; a ∈0;1; : : : ; P −1 and q; b ∈0;1; : : : ; Q −1 exist in
Fourier and configuration space, respectively. The correspond-
ing forward Fourier transform simply includes negation in the where H is the free-space propagation transfer function which is
implicitly also a function of the particular modes k being propa-
gated. With the complex illumination given at the aperture by tems
049003-10
Oct–Dec 2019 • Vol. 5(4) 0
Oct–Dec 2019 • Vol. 5(4) Journal of Astronomical Telescopes, Instruments, and Systems
049003-10 Madurowicz et al.: Asymmetries in adaptive optics point spread functions Fig. 10 Diagram of coordinates used to orient images on the sky
demonstrating the relationship between the ground plane and the
BT plane. 7
Appendix B: Relationship between the Sky
and the Ground However, we would instead like to know ^wð^x; ^y; ^zÞ. By alge-
braically substituting in our coordinate vectors ^a and ^b formulas
in x, y, z space, we can arrive at an expression for the wind vec-
tor in x, y, z space in terms of ψ, az, and el. This is The back of the telescope (BT) plane is the simplest way to
imagine the relationship between an image on the sky and its
orientation relative to the ground. Suppose you have a DSLR
on a tripod, or a multimillion-dollar telescope with an Alt-Az
tracking system. Either way, your imaging device is pointed
at the celestial sphere along the line of sight vector: EQ-TARGET;temp:intralink-;e053;326;132
^w ¼
−cosðψÞ sinðazÞ −sinðψÞ sinðelÞ cosðazÞ;
−cosðψÞ cosðazÞ þ sinðψÞ sinðelÞ sinðazÞ;
sinðψÞ cosðelÞ
:
(53) EQ-TARGET;temp:intralink-;e053;326;132
^w ¼
−cosðψÞ sinðazÞ −sinðψÞ sinðelÞ cosðazÞ;
−cosðψÞ cosðazÞ þ sinðψÞ sinðelÞ sinðazÞ; EQ-TARGET;temp:intralink-;e049;63;86^r ¼
cosðelÞ cosðazÞ; −cosðelÞ sinðazÞ; sinðelÞ
;
(49) (53) (49) Journal of Astronomical Telescopes, Instruments, and Systems
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Terms of Use: https://www.spiedigitallibrary.org/terms-of-use Madurowicz et al.: Asymmetries in adaptive optics point spread functions Fig. 11 Correlations between the directions of the strong asymmetry of the image PSF and the wind
direction for various wind layers in the NOAA GFS. Most wind layers do not exhibit significant correlation,
with the exception of the layers around 100 to 250 hPa, which are the pressures corresponding the jet
stream, at around 10 to 15 km of altitude. Madurowicz et al.: Asymmetries in adaptive optics point spread functions Fig. 11 Correlations between the directions of the strong asymmetry of the image PSF and the wind
direction for various wind layers in the NOAA GFS. Most wind layers do not exhibit significant correlation,
with the exception of the layers around 100 to 250 hPa, which are the pressures corresponding the jet
stream, at around 10 to 15 km of altitude. With this done, we can easily project the vector onto the
ground plane by simply removing the z component. If we need
to find the direction of this wind vector as an azimuth, we can
use the following trick: convenient to use a smart operator like arctan2 to get the quad-
rant correct. However, images in the GPIES are not simply oriented as in
the BT plane, but rather can be arbitrarily arranged due to the com-
plexities of postprocessing. Fortunately for us, the orientation of
each of the image has been previously calculated in celestial coor-
dinates. These are represented as a CD matrix, which describe
how x and y in pixels for the image correspond to right ascension
and declination. Using the local sidereal time of the image during
the exposure, it is possible to convert coordinates in right ascen-
sion and declination to coordinates in azimuth and elevation, using EQ-TARGET;temp:intralink-;e054;63;138azimuth ¼
360 deg −arctan 2
wy
wx
%360 deg;
(54) (54) where wx, wy, are the x and y components of the wind vector,
respectively, % is the modulo operator, and it is often Oct–Dec 2019 • Vol. 5(4) Journal of Astronomical Telescopes, Instruments, and Systems
049003-12 Downloaded From: https://www.spiedigitallibrary.org/journals/Journal-of-Astronomical-Telescopes,-Instrum
Terms of Use: https://www.spiedigitallibrary.org/terms-of-use Acknowledgments This research was sponsored by grants from NSFAST-1411868,
NASA NNX14AJ80G, NNX15AC89G, and NNX15AD95G. Research benefited from the Gemini Observatory, operated
by AURA for NSF and the Gemini Consortium. Portions of this
work were performed under the auspices of the U.S. Department
of Energy by Lawrence Livermore National Laboratory under
Contract DEAC52-07NA27344. Special thanks are owed
to Paul Williams, Alfredo Dubra, Julien Milli, Faustine
Cantalloube, and Elena Masciadri for their helpful discussions. This research was sponsored by grants from NSFAST-1411868,
NASA NNX14AJ80G, NNX15AC89G, and NNX15AD95G. Research benefited from the Gemini Observatory, operated
by AURA for NSF and the Gemini Consortium. Portions of this
work were performed under the auspices of the U.S. Department
of Energy by Lawrence Livermore National Laboratory under
Contract DEAC52-07NA27344. Special thanks are owed
to Paul Williams, Alfredo Dubra, Julien Milli, Faustine
Cantalloube, and Elena Masciadri for their helpful discussions. Fig. 12 The log of the speckle asymmetry ratio for a single mode with
a propagation distance of z ¼ 25 km. Such layers in the atmosphere
viewed at zenith are very sparse due to the exponential decline in
pressure of the Earth’s atmosphere, and so do not contribute signifi-
cantly into observations done at zenith. For a jet stream layer at
15 km, a propagation distance of 25 km corresponds to telescope
pointing elevation of 40 deg. When comparing this figure to Fig. 3,
it becomes clear that modifying the propagation distance z effectively
changes the particular mode lengths the asymmetry occurs at to
larger mode lengths, pushing the asymmetry to smaller separations,
and nearer to the coronagraphic mask. Madurowicz et al.: Asymmetries in adaptive optics point spread functions Madurowicz et al.: Asymmetries in adaptive optics point spread functions Fig. 12 The log of the speckle asymmetry ratio for a single mode with
a propagation distance of z ¼ 25 km. Such layers in the atmosphere
viewed at zenith are very sparse due to the exponential decline in
pressure of the Earth’s atmosphere, and so do not contribute signifi-
cantly into observations done at zenith. For a jet stream layer at
15 km, a propagation distance of 25 km corresponds to telescope
pointing elevation of 40 deg. When comparing this figure to Fig. 3,
it becomes clear that modifying the propagation distance z effectively
changes the particular mode lengths the asymmetry occurs at to
larger mode lengths, pushing the asymmetry to smaller separations,
and nearer to the coronagraphic mask. where h ¼ θL −α is the hour angle, θL is the local sidereal time in
radians, ϕ0 is the local latitude, α is right ascension, δ is declina-
tion, and here we use the convention that azimuth starts at north
and opens to the east. The modulo is there to handle overflow and
the azimuth and elevation are the coordinates on the sky. Once
these are calculated, we can orient images relative to the BT plane
because ^a points toward increasing azimuth and ^b points toward
increasing elevation. References 1. L. A. Poyneer et al., “Performance of the Gemini planet imager’s
adaptive optics system,” Appl. Opt. 55(2), 323–340 (2016). 2. E. L. Nielsen et al., “The Gemini planet imager exoplanet survey: giant
planet and brown dwarf demographics from 10–100 au,” Astron. J. 158(1), 13 (2019). Fig. 13 Horizontal slice through the center of the PSFs generated in
the single-layer atmospheric simulation, overlaid on top of each other
for direct comparison. Here it is more explicitly visible as the wind
speed decreases how both the total intensity of the halo decreases,
as expected for better corrections, but in addition, the asymmetry
becomes stronger at lower wind velocities, as expected from our
model. For an infinitely fast AO system, the effective wind velocity
is v ¼ 0 m∕s, which demonstrates the residual uncorrected amplitude
error. 3. J. J. Wang et al., “Dynamical constraints on the HR 8799 planets with
GPI,” Astron. J. 156(5), 192 (2018). 4. A. Rajan et al., “Characterizing 51 ERI b from 1 to 5 μm: a partly cloudy
exoplanet,” Astron. J. 154(1), 10 (2017). 5. J.-B. Ruffio et al., “Improving and assessing planet sensitivity of the
GPI
exoplanet
survey
with
a
forward
model
matched
filter,”
Astrophys. J. 842(1), 14 (2017). 6. F. Cantalloube et al., “Status of the MEDUSAE post-processing method
to detect circumstellar objects in high-contrast multispectral images,”
arXiv:1812.04312 (2018). 7. A. Madurowicz et al., “Characterization of Lemniscate atmospheric
aberrations in Gemini planet imager data,” Proc. SPIE 10703, 107036E
(2018). 8. F. Cantalloube et al., “Origin of the asymmetry of the wind driven
halo observed in high-contrast images,” Astron. Astrophys. 620, L10
(2018). 9. J. W. Goodman, Introduction to Fourier Optics, McGraw-Hill Series in
Electrical and Computer Engineering: Communications and Signal
Processing, McGraw-Hill, New York (1996). Fig. 13 Horizontal slice through the center of the PSFs generated in
the single-layer atmospheric simulation, overlaid on top of each other
for direct comparison. Here it is more explicitly visible as the wind
speed decreases how both the total intensity of the halo decreases,
as expected for better corrections, but in addition, the asymmetry
becomes stronger at lower wind velocities, as expected from our
model. For an infinitely fast AO system, the effective wind velocity
is v ¼ 0 m∕s, which demonstrates the residual uncorrected amplitude
error. 10. P. Zhou and J. H. Burge, “Analysis of wavefront propagation using the
Talbot effect,” Appl. Opt. 49(28), 5351–5359 (2010). 1. E. Journal of Astronomical Telescopes, Instruments, and Systems
049003-12 Downloaded From: https://www.spiedigitallibrary.org/journals/Journal-of-Astronomical-Telescopes,-Instruments,-and-Systems on 06 Jul 2023
Terms of Use: https://www.spiedigitallibrary.org/terms-of-use Madurowicz et al.: Asymmetries in adaptive optics point spread functions References Hecht, Optics, Addison-Wesley, Reading, Massachusetts 12. A. Sivaramakrishnan et al., “Speckle decorrelation and dynamic range
in speckle noise-limited imaging,” Astrophys. J. 581(1), L59–L62
(2002). 13. M. D. Perrin et al., “The structure of high STREHL ratio point-spread
functions,” Astrophys. J. 596, 702–712 (2003). 14. NOAA NCEP, “Global forecast system analysis dataset,” ftp://nomads
.ncdc.noaa.gov/GFS/analysis_only/. 15. V. P. Bailey et al., “Status and performance of the Gemini planet imager
adaptive optics system,” Proc. SPIE 9909, 99090V (2016). EQ-TARGET;temp:intralink-;e055;63;164
azimuth
¼
arctan2
cosðδÞsinðhÞ
sinðϕ0ÞcosðδÞcosðhÞ−cosðϕ0ÞsinðδÞ
%360;
(55)
EQ-TARGET;temp:intralink-;e056;63;83elevation ¼ arcsin½sinðϕ0Þ sinðδÞ þ cosðϕ0Þ cosðδÞ cosðhÞ;
(56) EQ-TARGET;temp:intralink-;e055;63;164
azimuth azimuth
¼
arctan2
cosðδÞsinðhÞ
sinðϕ0ÞcosðδÞcosðhÞ−cosðϕ0ÞsinðδÞ
%360;
(55) 16. O. Guyon, “Limits of adaptive optics for high-contrast imaging,”
Astrophys. J. 629(1), 592–614 (2005). 17. C. de Jonge et al., “Effect of multiple deformable mirrors in broadband
high-contrast coronagraphs,” Proc. SPIE 10703, 107035D (2018). (55) 18. B.-J. Seo et al., “Hybrid lyot coronagraph for WFIRST: high contrast
testbed demonstration in flight-like low flux environment,” Proc. SPIE
10698, 106982P (2018). EQ-TARGET;temp:intralink-;e056;63;83elevation ¼ arcsin½sinðϕ0Þ sinðδÞ þ cosðϕ0Þ cosðδÞ cosðhÞ;
(56) 19. C. Wu et al., “Phase and amplitude beam shaping with two deformable
mirrors implementing input plane and Fourier plane phase modifica-
tions,” Appl. Opt. 57(9), 2337–2345 (2018). Journal of Astronomical Telescopes, Instruments, and Systems
049003-13 Madurowicz et al.: Asymmetries in adaptive optics point spread functions Madurowicz et al.: Asymmetries in adaptive optics point spread functions 20. M. C. Roggemann and D. J. Lee, “Two-deformable-mirror concept for
correcting scintillation effects in laser beam projection through the
turbulent atmosphere,” Appl. Opt. 37(21), 4577–4585 (1998). 29. J. J. Wang et al., “pyKLIP: PSF subtraction for exoplanets and disks,”
Astrophysics Source Code Library (2015). 30. L. Pueyo et al., “Application of a damped locally optimized combination
of images method to the spectral characterization of faint companions
using an integral field spectrograph,” Astrophys. J. Suppl. Ser. 199(1), 6
(2012). 21. B. Macintosh et al., “Extreme adaptive optics for the Thirty Meter
Telescope,” Proc. SPIE 6272, 62720N (2006). 22. M. Troy et al., “Effects of diffraction and static wavefront errors on
high-contrast imaging from the thirty meter telescope,” Proc. SPIE
6272, 62722C (2006). 31. M. Tallis et al., “Air, telescope, and instrument temperature effects on
the Gemini planet imager’s image quality,” Proc. SPIE 10703, 1070356
(2018). 23. P. J. Borde and W. A. Traub, “High-contrast imaging from space:
speckle nulling in a low-aberration regime,” Astrophys. J. 638(1),
488–498 (2006). 32. V. I. Tatarski, Wave Propagation in a Turbulent Medium, Dover Books
on Physics and Mathematical Physics, Dover, New York (1961). 33. E. M. Johansson and D. T. Gavel, “Simulation of stellar speckle imag-
ing,” Proc. SPIE 2200, 372–383 (1994). 24. A. Give’on, “The electric field conjugation—a unified formalism for
wavefront correction algorithms,” in Front. Opt. 2009/Laser Sci. XXV/Fall 2009 OSA Opt. & Photonics Tech. Digest, p. AOWA3 (2009). 34. J. W. Hardy, Adaptive Optics for Astronomical Telescopes, Oxford
Series in Optical and Imaging Sciences, Oxford University Press,
New York (1998). 25. B. L. Gerard, C. Marois, and R. Galicher, “Fast coherent differential
imaging on ground-based telescopes using the self-coherent camera,”
Astron. J. 156, 106 (2018). 35. J. R. Males and O. Guyon, “Ground-based adaptive optics corona-
graphic performance under closed-loop predictive control,” J. Astron. Telesc. Instrum. Syst. 4, 019001 (2018). 26. B. L. Gerard et al., “Fast focal plane wavefront sensing on ground-based
telescopes,” Proc. SPIE 10703, 1070351 (2018). 36. R. B. Blackman and J. W. Tukey, “The measurement of power spectra
from the point of view of communications engineering—part I,” Bell
Syst. Tech. J. 37(1), 185–282 (1958). 27. C. Marois, D. W. Phillion, and B. Macintosh, “Exoplanet detection with
simultaneous spectral differential imaging: effects of out-of-pupil-plane
optical aberrations,” Proc. SPIE 6269, 62693M (2006). 28. C. Journal of Astronomical Telescopes, Instruments, and Systems
049003-13 Oct–Dec 2019 • Vol. 5(4) Oct–Dec 2019 • Vol. 5(4) Downloaded From: https://www.spiedigitallibrary.org/journals/Journal-of-Astronomical-Telescopes,-Instruments,-and-Systems on 06 Jul 2023
Terms of Use: https://www.spiedigitallibrary.org/terms-of-use Downloaded From: https://www.spiedigitallibrary.org/journals/Journal-of-Astronomical-Telescopes,-Instruments,-and-Systems on 06 Jul 2023
Terms of Use: https://www.spiedigitallibrary.org/terms-of-use Madurowicz et al.: Asymmetries in adaptive optics point spread functions Marois et al., “Angular differential imaging: a powerful high-contrast
imaging technique,” Astrophys. J. 641(1), 556–564 (2006). Biographies of the authors are not available. Oct–Dec 2019 • Vol. 5(4) Journal of Astronomical Telescopes, Instruments, and Systems
049003-14 Biographies of the authors are not available. Downloaded From: https://www.spiedigitallibrary.org/journals/Journal-of-Astronomical-Telescopes,-Instruments,-and-Systems on 06 Jul 2023
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g j
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https://openalex.org/W3037184705
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http://izvestiya.asu.ru/article/download/%282020%292-09/6605
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Russian
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Construction of Belovskii Zinc Plant in 1928-1932
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Izvestiâ Altajskogo gosudarstvennogo universiteta
| 2,020
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cc-by
| 2,972
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The Federal Research Center of Coal and Coal Chemistry of SB RAS
(Kemerovo, Russia) The history of Belovsky distillation zinc plant
in 1928–1932 — the first child of non-ferrous metallurgy
of Soviet Siberia, the scale of construction of which at that
time in Kuzbass was inferior only to Kuznetskstroi is
considered. The stages of selecting the site of the future
enterprise, its economic justification, design and creation
of a raw material base in Salair in the form of mines and
a enrichment factory have been studied. The difficulties
that prevented the construction of production facilities are
shown: repeated revision of the cover lists, lack of qualified
construction personnel and metal specialists, shortage
of construction materials, months of delay in the supply
of metal structures and equipment, lag in the development
of the social sphere in comparison with the production
sector. The measures that mobilized the first initiative
and labor enthusiasm of workers and engineers
for commissioning of the plant in the scheduled time frame
were considered. It was concluded that the organization
of the design and construction of the Belovsky zinc plant
did not go beyond the culture of inter-economic relations
and intra-production relations characteristic in the USSR
for the period of the I five-year plan. Рассматривается история Беловского дистилля-
ционного цинкового завода в 1928–1932 гг. — пер-
венца цветной металлургии советской Сибири, мас-
штаб строительства которого в то время в Кузбассе
уступал лишь Кузнецкстрою. Изучены этапы выбора
площадки будущего предприятия, его экономическо-
го обоснования, проектирования и создания сырье-
вой базы в Салаире в виде рудников и обогатитель-
ной фабрики. Показаны трудности, которые мешали
возведению объектов производственного назначе-
ния: неоднократный пересмотр титульных списков,
отсутствие квалифицированных строительных ка-
дров и специалистов-металлургов, дефицит строи-
тельных материалов, многомесячная задержка по-
ставок металлических конструкций и оборудования,
отставание в развитии социальной сферы в сравне-
нии производственной. Рассмотрены мероприятия,
мобилизовавшие творческую инициативу и трудо-
вой энтузиазм рабочих и инженеров на сдачу завода
в эксплуатацию в намеченные сроки. Сделан вывод
о том, что организация проектирования и строи-
тельства Беловского цинкового завода не выходи-
ла за пределы культуры межхозяйственных связей
и внутрипроизводственных отношений, характер-
ных в СССР для периода первой пятилетки. б Key words: Kuzbasstsinkstroy, Belovsky zinc plant,
Salairsky mine, Guryevsk, Kuznetskstroy. р
р
Ключевые слова: Кузбассцинкстрой, Беловский цин-
ковый завод, Салаирский рудник, Гурьевск, Кузнецк-
строй. * Статья написана в рамках реализации научного проекта «Создание индустриальной базы на территории Кузбас-
са в конце XIX — первой половине XX в.» (АААА-А17-117041410054-8). Construction of Belovskii Zinc Plant in 1928–1932
N.M. Morozov N.M. Morozov Строительство Беловского цинкового завода... Строительство Беловского цинкового завода... УДК 94(571.17).08+314
ББК 63.3 (2Рос-4Кем)5+60.7
Строительство Беловского цинкового завода...
в 1928–1932 гг.*
Н.М. Морозов
Федеральный исследовательский центр угля и углехимии СО РАН
(Кемерово, Россия) УДК 94(571.17).08+314
ББК 63.3 (2Рос-4Кем)5+60.7 Федеральный исследовательский центр угля и углехимии СО РАН
(Кемерово, Россия) DOI 10.14258/izvasu(2020)2-09 Кузнецкстрою, обусловлен слабой изученностью
практики проектирования и организации возведе-
ния его объектов. Изучение опыта советской инду-
стриализации всегда являлось актуальным для ис- Научный интерес к первым годам истории
Беловского цинкового завода — первенца цветной
металлургии советской Сибири, масштаб строитель-
ства которого в то время в Кузбассе уступал лишь 57 Известия АлтГУ. Исторические науки и археология. 2020. №2 (112) следователей. История больших строек локализует
проявление проблем и тенденций в экономике и со-
циальной сфере, общих для формировавшегося в на-
чале 1930-х гг. промышленного комплекса СССР
[1; 2; 3, с. 60–63]. первых двух лет предстоящей работы рассматрива-
лась обогащенная риддерская руда. Образцы сала-
ирского сырья прошли проверку в Петроградском
институте «Механобр». Результаты показали, что по-
лученные концентраты легко поддавались обогаще-
нию, среднее содержание цинка составило 45–50%
и железа — 5%. Несколько строк о деятельности предприя-
тия в годы первой пятилетки написано в изда-
нии «История Кузбасса» [4, с. 36]. Основные вехи
75-летней деятельности Беловского цинкового за-
вода отражены в исторических очерках краеведов
[5, с. 146–175; 6; 7]. В перечисленных выше трудах
фрагментарно рассмотрены проблемы, с которыми
приходилось сталкиваться трудовому коллективу
на рубеже 1920–1930-х гг. Между тем анализ более
широкого круга источников региональных архивов
существенно обогащает представление об организа-
ции этой большой стройки. В декабре 1927 г. руководство треста обрати-
лось к председателю Главметалла Высшего Совета
Народного Хозяйства (ВСНХ) В.И. Межлауку с хода-
тайством о финансировании строительства цинково-
го завода в Кузбассе. В ответ было получено завере-
ние о резервировании в 1928 г. 1 млн руб. из 12 млн,
предназначенных на развитие всей цветной метал-
лургии СССР. Ввиду отсутствия в стране инженеров, знако-
мых с новейшими достижениями заграничной тех-
ники и технологиями в области выплавки цинка,
для разработки проекта завода пришлось обратиться
к иностранным специалистам. Поступившие от за-
граничных фирм предложения о составлении про-
екта завода оказались дорогостоящими. Так, фир-
ма «Бер-Зонд-Хаймер» запросила 200.000 долларов,
а фирма «Эрцрест-Гезельшафт» — 50.000 долларов,
при этом последняя поставила условием постав-
ку печей Спирле, менее зарекомендовавших себя
на производстве, чем предложенные советской сто-
роной печи Веджа. Во второй половине 1920-х гг. производство
цинка на заводе во Владикавказе, единственном
в СССР, было в состоянии удовлетворить всего
лишь около 10% потребности промышленности
в этом металле, и это несмотря на то, что в стране
имелись богатые месторождения цинково-свинцо-
вых руд. В этой связи Совет труда и обороны 3 июня
1927 г. вынес постановление о постройке за Уралом
специализированного металлургического предпри-
ятия [8, л. 43]. В середине июня 1927 г. Строительство Беловского цинкового завода... предложенных цен в сторону экономии средств, по-
этому впоследствии на строительной площадке не-
однократно приходилось переделывать уже частич-
но возведенные элементы конструкций. на досрочный пуск, правительство аннулировало ли-
цензию на импорт цинка из Германии в размере бу-
дущей производственной программы предприятия
[12, л. 16]. В летние месяцы 1929 г. более 120 бри-
гад включились в социалистическое соревнование
за звание «Бригада ударного труда». От строитель-
ной площадки до станции Белово была проложена
железнодорожная ветка длинной в 2,5 км и допол-
нительно 3,5 км внутризаводских путей. С выходом
на центральную магистраль Кузбасса более интен-
сивным стал входящий поток грузов с материалами
и оборудованием. ру
В конце января 1928 г. в Белово приехал
С.В. Фаер, назначенный управляющим комбина-
том «Кузбассцинкстрой», специально созданным
для строительства цинкового завода и предприятий
его рудной базы в Салаире. Первый управляющий
уже имел опыт восстановления Макеевского метал-
лургического комбината и Харьковского паровозо-
строительного завода. В начале февраля прибыла
группа металлургов и строителей в составе немец-
кого инженера Хольтмана, инженера П.Г. Логинова,
прораба А.М. Епанчинцева, механика Шмидта и др. В полутора километрах от д. Белово была выбрана
подходящая площадка [5, с. 146–147]. Начался под-
готовительный этап масштабной стройки, и уже
весной законтрактованные крестьяне соседних де-
ревень огородили территорию забором и присту-
пили к земляным работам. Летом это место напо-
минало «муравейник»: около 1200 человек рыли
котлованы будущих цехов, возводили временные
жилые дома для рабочих, хозяйственные строе-
ния [8, л. 8]. Основным источником пополнения строитель-
ных кадров являлись крестьяне местных деревень,
молодежь, приехавшая по комсомольским путев-
кам, командированные биржами труда по оргнабо-
ру из Сибири и европейской части России. Для обе-
спечения стройки квалифицированными кадрами
и техническим персоналом были открыты вечер-
ние школы и производственные кружки. Отработав
восемь часов на стройплощадке, в вечернее время
люди четыре часа учились различным специаль-
ностям: каменщика, кровельщика, плотника, шту-
катура, арматурщика и др. Одновременно готови-
лись кадры для металлургического производства. Будущих плавильщиков с 1930 г. обучал молодой
инженер Г.С. Полетаев, а также А.А. Романов —
житель деревни Верхний Чумыш, который в годы
Первой мировой войны военнопленным несколь-
ко лет работал на цинковом заводе в Германии
[6, с. 36]. Повышение квалификации осуществля-
лось путем направления специалистов на курсы
в Москву и Ленинград, во время практики на ме-
таллургических заводах Алагира, Риддера и Урала
[10, л. 70об.]. Первый вариант титульного списка объектов
строительства, выполненных в чертежах объемом
в 300 листов, был представлен на утверждение прав-
лению треста в ноябре 1928 г. DOI 10.14258/izvasu(2020)2-09 с целью экономического
обоснования выбора места для дистилляционного
цинкового завода в Кузнецкий округ был направлен
геолог треста «Алтайполиметалл» Иван Трифонович
Гуштюк. В течение трех месяцев он изучал состояние
трех Салаирских рудников с подготовленными запа-
сами сульфидной руды в объеме 150 000 000 пудов,
оценил близлежащие месторождения сырья и его ка-
чество для производства необходимых строитель-
ных материалов. В результате в Берлине было решено орга-
низовать собственное проектное бюро во гла-
ве с инженером Хольтманом, рекомендованным
Союзом германских инженеров. Под его руко-
водством и с привлечением авторитетных кон-
сультантов — крупных немецких специалистов:
профессора Энделя (исследование огнеупорных ма-
териалов для цинковых печей), профессора Розина
(теплотехника) и докторов Юрецки и Пауля (метал-
лургия цветных металлов), проектное бюро с 1 сен-
тября 1927 г. приступило к работе. В докладной записке, направленной 16 сентября
1927 г. в Сибкрайсовнархоз (Новосибирск), было за-
явлено о непригодности городов Кузбасса для раз-
мещения завода из-за предполагаемого масштабного
ущерба населению от выпуска свободного сернисто-
го газа в атмосферу. В свою очередь выделялась дерев-
ня Белово благодаря соседству с одноименной узло-
вой станцией, примыканием железнодорожной ветки
на Гурьевск и перспективой снабжения стройки метал-
лом Гурьевского завода, а также сбыта продукции пред-
приятиям Кемеровского и Кузнецк-Прокопьевского
промышленных районов [9, л. 2об.–4]. Уже к 1 января 1928 г. был готов черновик про-
екта завода, который заказчику обошелся в 20.000
долларов. Его вместе с ориентировочными смета-
ми Берлинское бюро в марте представило в Москву. До августа проект изучали советские специалисты,
вносились изменения части конструкций с целью
их упрощения и облегчения. Обновленный про-
ект 24 августа 1928 г. был утвержден Коллегией
Главметалла ВСНХ СССР [8, л. 44]. В сентябре 1928 г. проектное бюро треста
«Алтайполиметалл» в составе 24 инженеров при-
ступило к детальной разработке чертежей завод-
ских зданий. В связи с неопределенностью с заказами
иностранного оборудования габариты предприятия
и соответствующие размеры производственных по-
мещений не могли быть сразу точно установлены. Выбор поставщиков во многом определялся уровнем Первоначально трест предполагал построить
опытный дистилляционный цинковый завод с го-
довой производительностью в 4500 т, т.е. 15 т в сут-
ки и эксплуатацией в течение16 лет. Затем проек-
тировщики мощность увеличили до 12500 т в год. Основной сырьевой базой был определен Салаирский
рудник № 2. В качестве источника сырья в течение 58 Строительство Беловского цинкового завода... Известия АлтГУ. Исторические науки и археология. 2020. №2 (112) Известия АлтГУ. Исторические науки и археология. 2020. №2 (112 лаире сырьевой базы завода: Первого и Второго
цинковых рудников, рудника «Кварцитовая горка»,
обогатительной фабрики, а также железнодорожной
ветки Гурьевск — Салаир протяженностью 21,5 км. В этой связи в первые годы завод снабжался дорого-
стоящими из-за транспортировки по железной до-
роге рудными концентратами Риддера. тульных списков каждый раз вызывало пересмотр
плана работ, передвижку сроков получения креди-
тов и выполнение на 72–75% годового плана возве-
дения производственных зданий, подсобных и хо-
зяйственных сооружений. Учитывая имеющиеся недостатки, в октяб-
ре 1929 г. президиум Кузнецкого окрисполко-
ма обязал руководство стройки в зимний период
1929–1930 гг. форсировать подготовительные меро-
приятия для обеспечения в теплые месяцы 1930 г. высокие темпы работы на всех пусковых объектах. Исходя из практики прошедшего строительного се-
зона проводились корректировки норм выработки
и расценок, ускоренно возводилось жилье, впервые
приобреталась спецодежда, средства индивидуаль-
ной защиты и мыло. В мае 1932 г. Государственная комиссия под-
писала акт о пуске Беловского цинкового заво-
да в эксплуатацию. В течение 1930–1932 гг. рядом
с предприятием появился соцгородок с 22 двух-
и трехэтажными кирпичными домами, кирпичной
поликлиникой, хирургическим и родильным от-
делениями больницы, большими корпусами школ
№1, №3 и ФЗУ. К началу 1932 г. была проложена же-
лезнодорожная ветка от Гурьевска до Салаира, свя-
завшая предприятие с Салаирской обогатительной
фабрикой, сданной в эксплуатацию в 1934 г. В тече-
ние пяти лет металлурги нового завода приобрета-
ли знания и нарабатывали опыт выплавки цинка,
прежде чем в 1935 г. выдали 12200 т металла и поч-
ти достигли годовой проектной мощности пред-
приятия [15, 16]. Взятое коллективом обязательство по досроч-
ному пуску завода к октябрю 1930 г. вызвало необ-
ходимость перехода с 1 ноября 1929 г. на непрерыв-
ную шестидневную рабочую неделю без выходных. Основной упор в снабжении стройки был сделан
на поставку материалов производственного назначе-
ния, иногда в ущерб обеспечения социальной сферы. В этой связи случались частые перебои в снабжении
рабочих предметами первой необходимости, продук-
тами питания. Вместе с тем не хватало врачей, дети
еще не были охвачены школьной сетью первой сту-
пени [14, л. 12об.]. Как видим, организация проектирова-
ния и строительства Беловского цинкового за-
вода не выходила за пределы культуры межхо-
зяйственных связей и внутрипроизводственных
отношений, характерных для советской промыш-
ленности периода первой пятилетки. Строительство Беловского цинкового завода... В связи с их поздней
передачей на стройку возникла необходимость вне-
сения ряда изменений в первоначально намеченный
план работ [10, л. 20–21]. Одновременно в районе Салаира в течение
1928–1929 гг. продолжалась разведка цинковых
руд. В 1928 г. месторождения проверялись на глуби-
ну 30–40 саженей, были выявлены запасы на 8–9 лет
эксплуатации завода. В 1929 г. началось бурение
на больших глубинах (до 70 саженей) и открыты
запасы для использования уже на десятки лет впе-
ред [11, л. 72]. Строительный сезон 1929 г., в котором были за-
няты около 2000 человек, проходил с преодолением
трудностей, вызванных несвоевременным посту-
плением из Москвы проектов части важных про-
изводственных и коммунальных объектов: силовой
станции, больницы, бани, школы, водопровода, кана-
лизации и т.д. Чертежи доставлялись частями по эле-
ментам, что вынуждало возводить без полного пред-
ставления о строящемся сооружении. Отсутствовали
плановые заявки на материалы. Насколько аккурат-
но, по мнению С.В. Фаера, выполняли свои обяза-
тельства по договорам поставки оборудования ино-
странные фирмы, настолько плохо выполняли свои
обязательства отечественные заводы. Несущие ме-
таллоконструкции, например, поступали с опозда-
нием на шесть и более месяцев, поэтому некоторые
из них пришлось заменить кирпичной кладкой [13,
л. 39–40]. 27 сентября, т.е. за три дня до окончания
сезона, в Белово был получен пятый окончательный
вариант титульного списка строящихся объектов. Пятикратное в течение двух лет перекраивание ти- Весной 1929 г. за деревней Белово зарабо-
тали два временных полукустарных кирпич-
ных заводика. Для обеспечения стройплощадки
щебнем и песком были открыты карьеры в рай-
оне окрестных деревень: Банново, Колмогорово,
Менчерепе, Пестерево, Семенушкино, Большого
Улуса и Бачаты. С апреля началась закладка фун-
даментов и кладка стен механического и муфель-
ного цехов, а осенью — шихтовочного, обжигово-
го и дистилляционного. В мае 1929 г. в ответ на Обращение XVI партий-
ной конференции ВКП(б) сделать социалистическое
соревнование главным средством борьбы за выпол-
нение первой пятилетки, рабочие взяли обязатель-
ство построить завод не за четыре года, как ранее на-
мечалось, а за три, т.е. к октябрю 1930 г. Расчитывая 59 Строительство Беловского цинкового завода... Строительство Беловского цинкового завода... Известия АлтГУ. Исторические науки и археология. 2020. №2 (112) Несмотря
на трудности, связанные с многократным пере-
смотром проекта, длительной задержкой черте-
жей, поставок технологического оборудования,
конструкций, острым дефицитом материалов, от-
сутствием квалифицированных рабочих стро-
ительных специальностей, нехваткой дипломи-
рованных специалистов-металлургов, завод был
возведен в первоначально намеченные четыре
года. Мобилизационный характер строительства
проявился в преодолении указанных выше про-
блем благодаря трудовому энтузиазму людей, гра-
мотным и нестандартным техническим решениям
инженеров, энергичному руководству со сторо-
ны директора С.В. Фаера. Завод положил нача-
ло формированию в центральной части Кузбасса
Беловского угольно-металлургического района. Со
строительством его сырьевой базы на Салаирском
руднике последний в 1932 г. был преобразован
в рабочий поселок Салаир [17], предприятия ко-
торого вновь обрели особое значение для эконо-
мики страны. В зимний период 1929–1930 гг. инженеры
П.Г. Логинов и А.М. Епанчинцев на бетонных ра-
ботах вместо привычных тепляков предложили на-
гревать воду на уличных кострах в котлах, а затем
заливать в бетономешалки. Технология не снизила
качество, но значительно ускорила бетонные рабо-
ты. На месте этот передовой опыт изучил главный
инженер Кузнецкстроя И.П. Бардин и впоследствии
стал широко использовать при возведении цехов бу-
дущего металлургического комбината. Первую, из десяти по проекту, дистилляцион-
ную печь поставили на газ 22 декабря 1930 г. Уже
29 декабря были выплавлены первые плитки белов-
ского цинка. В следующем 1931 г. намечалось по-
лучить 2583 т серебристого металла. Впрочем, этот
показатель удалось выполнить только на 56%, так
как сдвинулись сроки ввода в эксплуатацию отдель-
ных дистилляционных печей и пуск центральной
электрической станции. Еще низкой оставалась ква-
лификация производственного персонала. Только весной 1930 г. комбинат «Куз-
бассцинкстрой» приступил к строительству в Са- 60 6. 50 огненных лет. К юбилею Беловского цинкового
завода / под ред. И.Ф. Шнайдера, Б.А. Козлова, А.Г. Мар-
ченко и др. Кемерово, 1980. 5. Белово / гл. ред. В.П. Щелканов. Новосибирск, 2000. 4. История Кузбасса. Ч. III: История Кузбасса в пери-
од строительства социализма и коммунизма. Кемерово,
1970. Библиографический список 1. Верхотуров Д. Сталинская индустриализация. М.,
2017. 1. Верхотуров Д. Сталинская индустриализация. М.,
2017. 7. Козлов Б.А. Белово. Кемерово, 1974. 7. Козлов Б.А. Белово. Кемерово, 1974. 8. Государственный архив Новосибирской области
(ГАНО). Ф.П-6. Оп. 1. Д. 813. 8. Государственный архив Новосибирской области
(ГАНО). Ф.П-6. Оп. 1. Д. 813. 2. Сельская В.А. Становление химической промыш-
ленности СССР: по материалам Ярославского региона
1928–1940 гг. : автореф. дис. ... канд. ист. наук. Мытищи,
2018. 2. Сельская В.А. Становление химической промыш-
ленности СССР: по материалам Ярославского региона
1928–1940 гг. : автореф. дис. ... канд. ист. наук. Мытищи,
2018. 9. ГАНО. Ф.Р-22. Оп. 1. Д. 704. 10. Государственный архив Кемеровской области
(ГАКО). Ф. П-8. Оп. 1. Д. 406. 10. Государственный архив Кемеровской области
(ГАКО). Ф. П-8. Оп. 1. Д. 406. 3. Бельков В.И. Вопросы строительства Беловского
цинкового завода в документах ГКУ КО «ГАКО» // ТЭК
и ресурсы Кузбассе. 2012. № 6(65). 11. Из истории Салаира / под ред. А.М. Адаменко. Ке-
мерово, 2007. 11. Из истории Салаира / под ред. А.М. Адаменко. Ке-
мерово, 2007. 12. ГАКО. Ф.П-8. Оп. 1. Д. 480. 4. История Кузбасса. Ч. III: История Кузбасса в пери-
од строительства социализма и коммунизма. Кемерово,
1970. 4. История Кузбасса. Ч. III: История Кузбасса в пери-
од строительства социализма и коммунизма. Кемерово,
1970. 13. ГАНО. Ф. Р-22. Оп. 1. Д. 1570. 14. ГАКО. Ф. П-22. Оп. 1. Д. 293. 15. Знамя ударника. 1936. № 1. 1 янв. 15. Знамя ударника. 1936. № 1. 1 янв. 5. Белово / гл. ред. В.П. Щелканов. Новосибирск, 2000. 5. Белово / гл. ред. В.П. Щелканов. Новосибирск, 2000. 16. Знамя ударника. 1936. № 109. 7 ноября. 17. Собрание узаконений РСФСР. 1932. № 11. Ст. 53. 6. 50 огненных лет. К юбилею Беловского цинкового
завода / под ред. И.Ф. Шнайдера, Б.А. Козлова, А.Г. Мар-
ченко и др. Кемерово, 1980. 6. 50 огненных лет. К юбилею Беловского цинкового
завода / под ред. И.Ф. Шнайдера, Б.А. Козлова, А.Г. Мар-
ченко и др. Кемерово, 1980.
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Effect of ticagrelor in patients with acute coronary syndrome on the achievement of the targets of federal project on the prevention of cardiovascular diseases: 3-year perspective estimates
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Rossijskij kardiologičeskij žurnal
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Российский кардиологический журнал 2020; 25 (12) Российский кардиологический журнал 2020; 25 (12) https://russjcardiol.elpub.ru
doi:10.15829/1560-4071-2020-4223 ISSN 1560-4071 (print)
ISSN 2618-7620 (online) ISSN 1560-4071 (print)
ISSN 2618-7620 (online) Отношения и деятельность. Исследование выполнено при поддержке ком-
пании АстраЗенека. 1ФГБУ НЦЭСМП Минздрава России, Москва; 2ФГАОУ ВО Первый МГМУ
им. И. М. Сеченова Минздрава России (Сеченовский Университет), Москва;
3ФГБУ НМИЦ Кардиологии Минздрава России, Москва; 4ФГАОУ ВО Россий-
ский университет дружбы народов, Москва; 5ФГБУ НМИЦ им. В. А. Алмазова
Минздрава России, Санкт-Петербург, Россия. Материал и методы. В качестве целевой популяции в первый год лечения
рассматривались все взрослые российские пациенты, с подтвержденным
диагнозом острого коронарного синдрома (ОКС), которым показана ДАТ, на
второй и третий годы лечение продолжали только пациенты высокого риска
атеротромботических событий. Расчет количества смертей, которые воз-
можно предотвратить используя ДАТ “тикагрелор 90 мг + АСК” вместо “кло-
пидогрел + AСК” в течение первого года с даты постановки диагноза, произ-
водился на основе данных клинической эффективности рандомизированного
клинического исследования (РКИ) PLATO, а для расчета количества смертей,
которые возможно предотвратить, используя ДАТ тикагрелор в дозировке
60 мг + АСК — вместо монотерапии AСК были использованы данные клиниче-
ской эффективности РКИ PEGASUS для пациентов с ИМ в анамнезе не более
двух лет назад. Журавлева М. В.* — д.м.н., профессор; кафедра клинической фармаколо-
гии и пропедевтики внутренних болезней, ORCID: 0000-0002-9198-8661,
Палеев Ф. Н. — член-корр. РАН, д.м.н., профессор, заместитель генерально-
го директора, ORCID: 0000-0001-9481-9639, Зырянов С. К. — д.м.н., профес-
сор, зав. кафедрой общей и клинической фармакологии, ORCID: 0000-0002-
6348-6867, Яковлев А. Н. — к.м.н., доцент кафедры НИЛ острого коронар-
ного синдрома, ORCID: 0000-0001-5656-3978, Марин Т. В. — к.м.н., доцент
кафедры клинической фармакологии и пропедевтики внутренних болезней,
ORCID: 0000-0002-8974-4457, Гагарина Ю. В. — ассистент кафедры клини-
ческой фармакологии и пропедевтики внутренних болезней, ORCID: 0000-
0002-4459-3034. В дальнейшем рассчитывалось, какую долю ЦП ФП “Борьба с ССЗ” в 2021-
2023гг удалось бы достичь при применении ДАТ с тикагрелором вместо кло-
пидогрела или монотерапии АСК. В дальнейшем рассчитывалось, какую долю ЦП ФП “Борьба с ССЗ” в 2021-
2023гг удалось бы достичь при применении ДАТ с тикагрелором вместо кло-
пидогрела или монотерапии АСК. В дальнейшем рассчитывалось, какую долю ЦП ФП “Борьба с ССЗ” в 2021-
2023гг удалось бы достичь при применении ДАТ с тикагрелором вместо кло-
пидогрела или монотерапии АСК. *Автор, ответственный за переписку (Corresponding author):
doc@pharmset.ru *Автор, ответственный за переписку (Corresponding author):
doc@pharmset.ru Результаты. Применение тикагрелора в составе ДАТ для лечения пациен-
тов с ОКС в соответствии с клиническими рекомендациями позволит (по
сравнению с ДАТ АСК с клопидогрелом или антитромбоцитарной терапией
АСК): Результаты. Отношения и деятельность. Исследование выполнено при поддержке ком-
пании АстраЗенека. Применение тикагрелора в составе ДАТ для лечения пациен-
тов с ОКС в соответствии с клиническими рекомендациями позволит (по
сравнению с ДАТ АСК с клопидогрелом или антитромбоцитарной терапией
АСК): АСК — ацетилсалициловая кислота, БСК — болезни системы кровообраще-
ния, ДАТ — двойная антитромбоцитарная терапия, ИМ — инфаркт миокарда,
ИМпST — инфаркта миокарда c подъемом сегмента ST, ЛП — лекарственный
препарат, МЗ — Министерство здравоохранения, ОКС — острый коронарный
синдром, ОКСбпST — острый коронарный синдром без подъема сегмента ST,
ОНМК — острое нарушение мозгового кровообращения, РКИ — рандомизи-
рованное клиническое исследование, РФ — Российская Федерация, ССЗ —
сердечно-сосудистые заболевания, ССО — сердечно-сосудистые осложне-
ния, ТЛТ — тромболитическая терапия, ФП — федеральный проект, ЦП — це-
левые показатели. — в 2021-2023гг дополнительно предотвратить 5389, 5702 и 6009 смертей
в указанные годы, что обеспечит прирост в достижении ЦП “снижение смерт-
ности от БСК” ФП “Борьба с ССЗ” в Российской Федерации на 18,4%, 19,4%
и 20,5%, соответственно. — в 2021-2023гг дополнительно предотвратить 5389, 5702 и 6009 смертей
в указанные годы, что обеспечит прирост в достижении ЦП “снижение смерт-
ности от БСК” ФП “Борьба с ССЗ” в Российской Федерации на 18,4%, 19,4%
и 20,5%, соответственно. Кроме того, применение тикагрелора в составе ДАТ для лечения пациентов
с ОКС, по сравнению с клопидогрелом или антитромбоцитарной терапией
АСК, также позволит: Кроме того, применение тикагрелора в составе ДАТ для лечения пациентов
с ОКС, по сравнению с клопидогрелом или антитромбоцитарной терапией
АСК, также позволит: Кроме того, применение тикагрелора в составе ДАТ для лечения пациентов
с ОКС, по сравнению с клопидогрелом или антитромбоцитарной терапией
АСК, также позволит: — в 2021-2023гг дополнительно предотвратить 957, 1013 и 1067 смертей от
ИМ в указанные годы, что обеспечит прирост в достижении ЦП “снижение
смертности от ИМ” ФП “Борьба с ССЗ” в Российской Федерации на 50,2%,
49,3% и 51,9%, соответственно. — в 2021-2023гг дополнительно предотвратить 957, 1013 и 1067 смертей от
ИМ в указанные годы, что обеспечит прирост в достижении ЦП “снижение
смертности от ИМ” ФП “Борьба с ССЗ” в Российской Федерации на 50,2%,
49,3% и 51,9%, соответственно. Рукопись получена 27.11.2020 Рукопись получена 27.11.2020 Оценка влияния применения лекарственного препарата тикагрелор у пациентов с острым
коронарным синдромом на выполнение целевых показателей федерального проекта
“Борьба с сердечно-сосудистыми заболеваниями” — в перспективе трех лет Журавлева М. В.1,2, Палеев Ф. Н.3, Зырянов С. К.4, Яковлев А. Н.5, Марин Т. В.2, Гагарина Ю. В.2 Отношения и деятельность. Исследование выполнено при поддержке ком-
пании АстраЗенека. Цель. Оценка дополнительного влияния применения тикагрелора в составе
двойной антитромбоцитарной терапии (ДАТ) по сравнению с ДАТ клопидо-
грелом и антитромботической терапией ацетилсалициловой кислотой (АСК)
на выполнение целевых показателей (ЦП) федеральной программы (ФП)
“Борьба с сердечно-сосудистыми заболеваниями” (“Борьба с ССЗ”): “сни-
жение смертности от болезней систем кровообращения (БСК)” и “снижение
смертности от инфаркта миокарда (ИМ)”. Received: 27.11.2020 Revision Received: 07.12.2020 Accepted: 15.12.2020 Received: 27.11.2020 Revision Received: 07.12.2020 Accepted: 15.12.2020 In addition, the use of ticagrelor within DAPT for patients with ACS compared with
clopidogrel or ASA monotherapy will also allow: In addition, the use of ticagrelor within DAPT for patients with ACS compared with
clopidogrel or ASA monotherapy will also allow: For citation: Zhuravleva M. V., Paleev F. N., Zyryanov S. K., Yakovlev A. N., Ma
rin T. V., Gagarina Yu. V. Effect of ticagrelor in patients with acute coronary syndrome
on the achievement of the targets of federal project on the prevention of cardio-
vascular diseases: 3-year perspective estimates. Russian Journal of Cardiology. 2020;25(12):4223. (In Russ.) doi:10.15829/1560-4071-2020-4223 — to prevent an additional 957, 1013 and 1067 deaths due to MI in 2021, 2022,
and 2023, respectively, achieving the target of federal project on the prevention
of cardiovascular diseases “reduction of mortality from MI” by 50,2%, 49,3% and
51,9%, respectively. — to prevent an additional 957, 1013 and 1067 deaths due to MI in 2021, 2022,
and 2023, respectively, achieving the target of federal project on the prevention
of cardiovascular diseases “reduction of mortality from MI” by 50,2%, 49,3% and
51,9%, respectively. к 2024г, кроме того целью данного ФП является сни-
жение смертности от ИМ с 40,0 случаев на 100 тыс. населения в 2018г до 30,6 случаев на 100 тыс. населе-
ния к 2024г [4]. Болезни системы кровообращения (БСК) явля-
ются основной причиной смерти в России, по дан-
ным за 2018г, смертность от БСК составила 573 слу-
чая на 100 тыс. населения, что составило 44,6% от
всех причин смерти [1]. В России в 2018г с диагнозом
острого коронарного синдрома (ОКС) было госпи-
тализировано 531019 человек, из них в 147375 случаях
(27,8%) был поставлен диагноз — инфаркт миокарда
(ИМ) с подъемом сегмента ST (ИМпST) и в 383644
случаях (72,2%) — ОКС без подъема сегмента ST
(ОКСбпST) [2]. Согласно данным ФГБУ “ЦНИИОИЗ” Мин
здрава России, реализация целей и задач ФП “Борь-
ба с ССЗ” по снижению смертности от ИМ и остро-
го нарушения мозгового кровообращения (ОНМК)
к 2024г позволит сохранить порядка 180800 жизней
пациентов (22,6% от всех сохраненных жизней от
смертей по причине всех БСК) [5]. Снижение смертности от БСК является важ-
ным государственным приоритетом Российской
Федерации (РФ). Так, одной из четырех целей нацио
нального проекта “Здравоохранение” является сни-
жение смертности от БСК до 450 случаев на 100 тыс. населения к 2024г [3]. Принята к публикации 15.12.2020 Заключение. Применение тикагрелора у пациентов с ОКС позволит снизить
смертность от БСК и будет способствовать выполнению целевых показателей
ФП "Борьба с ССЗ". Заключение. Применение тикагрелора у пациентов с ОКС позволит снизить
смертность от БСК и будет способствовать выполнению целевых показателей
ФП "Борьба с ССЗ". Для цитирования: Журавлева М. В., Палеев Ф. Н., Зырянов С. К., Яковлев А. Н.,
Марин Т. В., Гагарина Ю. В. Оценка влияния применения лекарственного
препарата тикагрелор у пациентов с острым коронарным синдромом на вы-
полнение целевых показателей федерального проекта “Борьба с сердечно-
сосудистыми заболеваниями” — в перспективе трех лет. Российский кардио
логический журнал. 2020;25(12):4223. doi:10.15829/1560-4071-2020-4223 Ключевые слова: тикагрелор, вторичная профилактика сердечно-сосудис
тых заболеваний, целевые показатели, смертность от болезней системы
кровообращения, смертность от инфаркта миокарда, федеральный проект
“Борьба с сердечно-сосудистыми заболеваниями”. “Борьба с сердечно-сосудистыми заболеваниями”. 134
134 ПЕРЕДОВАЯ СТАТЬЯ
КЛИНИКА И ФАРМАКОТЕРАПИЯ Relationships and Activities. The study was supported by AstraZeneca. 1Scientific Center for Expert Evaluation of Medicinal Products, Moscow;
2I. M. Sechenov First Moscow State Medical University, Moscow; 3National Medical
Research Center of Cardiology, Moscow; 4Peoples’ Friendship University of Russia,
Moscow; 5Almazov National Medical Research Center, St. Petersburg, Russia. Zhuravleva M. V.* ORCID: 0000-0002-9198-8661, Paleev F. N. ORCID: 0000-0001-
9481-9639, Zyryanov S. K. ORCID: 0000-0002-6348-6867, Yakovlev A. N. ORCID:
0000-0001-5656-3978, Marin T. V. ORCID: 0000-0002-8974-4457, Gagarina Yu. V. ORCID: 0000-0002-4459-3034. Then the proportion of goals that can be achieved in 2021-2023 was calculated
when using DAPT with ticagrelor instead of clopidogrel or ASA monotherapy. Results. The use of ticagrelor within DAPT for patients with ACS will allow (com-
pared to DAPT with clopidogrel and ASA monotherapy): Results. The use of ticagrelor within DAPT for patients with ACS will allow (com-
pared to DAPT with clopidogrel and ASA monotherapy): — to prevent an additional 5389, 5702 and 6009 deaths in 2021, 2022, and 2023,
respectively, achieving the target of federal project on the prevention of cardiovas-
cular diseases “reduction of cardiovascular mortality” by 18,4, 19,4 and 20,5%,
respectively. *Corresponding author: doc@pharmset.ru Effect of ticagrelor in patients with acute coronary syndrome on the achievement of the targets
of federal project on the prevention of cardiovascular diseases: 3-year perspective estimates Zhuravleva M. V.1,2, Paleev F. N.3, Zyryanov S. K.4, Yakovlev A. N.5, Marin T. V.2, Gagarina Yu. V.2 ravleva M. V.1,2, Paleev F. N.3, Zyryanov S. K.4, Yakovlev A. N.5, Marin T. V.2, Gagarina Yu. V.2 Aim. To assess the additional effect of ticagrelor as part of dual antiplatelet therapy
(DAPT) compared with DAPT with clopidogrel and acetylsalicylic acid (ASA) mono-
therapy on the achievement of goals of federal project on the prevention of cardio-
vascular diseases: “reduction of cardiovascular mortality” and “reduction of mortal-
ity from myocardial infarction (MI)”. Conclusion. The use of ticagrelor in patients with ACS will reduce cardiovascular
mortality and contribute on the achievement of goals of federal project on the pre-
vention of cardiovascular diseases. Key words: ticagrelor, secondary prevention of cardiovascular disease, targets,
cardiovascular mortality, mortality from myocardial infarction, federal project on the
prevention of cardiovascular diseases. Material and methods. In the first year of treatment, all adult Russian patients
with documented acute coronary syndrome (ACS), who had indications for DAPT,
were considered as the target population. In the second and third years, treat-
ment was continued only by patients with a high risk of thrombotic events. The
calculation of the number of deaths that can be prevented using DAPT with ti-
cagrelor 90 mg + ASA instead of clopidogrel + ASA during the first year was based
on the data of the PLATO trial. To calculate the number of deaths that can be
prevented using DAPT with ticagrelor 60 mg + ASA instead of ASA monotherapy,
we used the data of PEGASUS trial for patients with a history of MI within the past
2 years. Relationships and Activities. The study was supported by AstraZeneca. Received: 27.11.2020 Revision Received: 07.12.2020 Accepted: 15.12.2020 Для обеспечения выполнения
национального проекта “Здравоохранение” и дости-
жения соответствующих целевых показателей (ЦП)
был разработан ряд федеральных проектов, в т. ч. фе-
деральный проект (ФП) “Борьба с сердечно-сосудис
тыми заболеваниями” (“Борьба с ССЗ”), основным
ЦП которого является снижение смертности от БСК
от базового значения в 587,6 случаев на 100 тыс. на-
селения в 2017г до 450 случаев на 100 тыс. населения Для обеспечения целей и результатов ФП “Борьба
с ССЗ” в 2020г на плановый период 2021 и 2022гг
бюджетам субъектов РФ были выделены субсидии на
обеспечение профилактики развития ССЗ и сердеч-
но-сосудистых осложнений (ССО) в амбулаторных
условиях у пациентов высокого риска, перенесших
ОНМК, ИМ, а также лиц, которым были выполне-
ны аортокоронарное шунтирование, ангиопластика
коронарных артерий со стентированием и катетер-
ная аблация по поводу ССЗ. Правила предостав-
ления и распределения субсидий на обеспечение
профилактики развития ССЗ и ССО у пациентов
высокого риска, находящихся на диспансерном на-
блюдении, определяются постановлением прави 135
135 Российский кардиологический журнал 2020; 25 (12) тельства РФ № 1569 от 30 ноября 2019г “О вне-
сении изменений в государственную программу
Российской Федерации “Развитие здравоохранения”
[6]. Лекарственные препараты (ЛП), доступные для
вторичной профилактики ССЗ и ССО в рамках по-
становления правительства 1569, регламентируются
перечнем доступных ЛП, утвержденным приказом
Министерства здравоохранения (МЗ) РФ от 9 ян-
варя 2020г № 1н “Об утверждении перечня лекар-
ственных препаратов для медицинского применения
для обеспечения в течение одного года в амбулатор-
ных условиях лиц, которые перенесли ОНМК, ИМ,
а также которым были выполнены аортокоронарное
шунтирование, ангиопластика коронарных арте-
рий со стентированием и катетерная аблация по по-
воду сердечно-сосудистых заболеваний” (далее —
Перечень) [7]. жения риска неблагоприятных исходов и рассмот
реть возможность продления ДАТ в виде сочетания
АСК с уменьшенной дозой тикагрелора (60 мг 2
раза/сут. внутрь) на дополнительные 36 мес. с целью
дополнительного снижения риска неблагоприятных
исходов (сумма случаев сердечно-сосудистой смерти,
ИМ и инсульта) [8, 9]. Данное исследование представляет из себя продол-
жение и расширение научной работы по оценке влия-
ния применения блокаторов рецептора P2Y12 тромбо-
цитов у пациентов с ОКС на целевые показатели ФП
“Борьба с ССЗ”, в рамках настоящего исследования
оценивается дополнительное снижение риска небла-
гоприятных исходов на протяжении 3 лет у популя-
ции пациентов с ОКС, расширенной за счет включе-
ния пациентов с высоким ишемическим риском, для
которых рассматривается возможность продления
ДАТ (сочетание АСК с ингибитором Р2Y12-рецептора
тромбоцитов) на более длительный срок [10]. Received: 27.11.2020 Revision Received: 07.12.2020 Accepted: 15.12.2020 В настоящем исследовании рассматривается вли-
яние на ЦП “снижение смертности от БСК” и “сни-
жение смертности от ИМ” ФП “Борьба с ССЗ” при-
менения блокаторов рецептора P2Y12 тромбоцитов,
включенных в Перечень, в составе двойной антитром-
боцитарной терапии (ДАТ) для терапии ОКС [4, 7]. Цель исследования: оценка дополнительного вли-
яния применения тикагрелора в составе ДАТ с АСК
по сравнению с ДАТ клопидогрелом и АСК и анти-
тромботицитарной терапией АСК на выполнение
ЦП ФП “Борьба с ССЗ”: “снижение смертности от
БСК” и “снижение смертности от ИМ”. р
р
(Д
)
р
[ ,
]
Антиагреганты занимают прочное место в кли-
нических рекомендациях по ведению пациентов
с ОКСбпST и ИМпST, и относятся к препаратам,
влияющим на прогноз жизни и частоту повторных
атеротромботических событий [8, 9]. Согласно дей-
ствующим клиническим рекомендациям, для сни-
жения риска смерти, сосудистой смерти, повторного
ИМ и ишемического инсульта рекомендуется дли-
тельный (неопределенно долгий) прием ацетилсали-
циловой кислоты (АСК) всем пациентам с ИМпST,
не имеющим противопоказаний, вне зависимости от
исходной стратегии реперфузии [8]. Также неопреде-
ленно долгий прием АСК рекомендуется всем паци-
ентам с ОКСбпST, не имеющим противопоказаний,
вне зависимости от стратегии лечения для сниже-
ния риска суммы случаев смерти и ИМ [9]. При этом
всем пациентам с ИМпST, не имеющим высокого
риска кровотечений, в добавление к АСК на протя-
жении 12 мес. рекомендуется прием блокатора Р2Y12-
рецептора тромбоцитов (для снижения суммарного
риска смерти, ИМ и ишемического инсульта) [8]. У пациентов с ОКСбпST, не имеющих высокого ри-
ска кровотечений, также рекомендуется продолжать
ДАТ (сочетание АСК с ингибитором P2Y12-рецептора
тромбоцитов) на протяжении 12 мес. вне зависи-
мости от тактики лечения и типа установленного
стента для коронарных артерий, с целью уменьшить
риск ишемических осложнений [9]. У пациентов
с ОКСбпST, высоким риском коронарных осложне-
ний и низким риском кровотечений, рекомендуется
рассмотреть возможность продления ДАТ (сочетание
АСК с ингибитором Р2Y12-рецептора тромбоцитов)
на более длительный срок для дополнительного сни- Материал и методы р
Определение характеристик и численности целе-
вой популяции пациентов с ОКС, которым показана
ДАТ. В качестве целевой популяции в первый год
лечения рассматривались все взрослые российские
пациенты с подтвержденным диагнозом ОКС, ко-
торым показана ДАТ, на второй и третий годы ле-
чение продолжали только пациенты с подтвержден-
ным диагнозом ИМ высокого коронарного риска,
т. е. лица 50 лет и старше, у которых присутствует
как минимум один из следующих факторов риска:
возраст 65 лет, наличие сахарного диабета, требую-
щего медикаментозного лечения, два и более пере-
несенных ИМ в прошлом, многососудистый коро-
нарный атеросклероз, хроническая болезнь почек
с расчетной скоростью клубочковой фильтрации
<60 мл/мин/1,73 м2 [11]. Согласно данным мони-
торинга ФГБУ “ЦНИИОИЗ”, представленного на
профильной комиссии главными внештатными спе-
циалистами-кардиологами МЗ РФ [5], за 2018г бы-
ло зарегистрировано 530098 случаев госпитализа-
ции пациентов в стационары с диагнозом ОКС. Из
настоящего исследования исключались пациенты
с ОКС, которым была проведена тромболитическая
терапия (ТЛТ), ввиду отсутствия таких пациентов
в исследовании PLATO [12]. Количество больных c ОКС, которым в 2018г
была выполнена ТЛТ, составило 40176 человек [2]. Таким образом, популяция пациентов в первый
год терапии составила 489922 человека (табл. 1). 136
136 Российский кардиологический журнал 2020; 25 (12) Таблица 1 Таблица 1
Расчет целевой популяции пациентов с ОКС,
которым показана антитромбоцитарная терапия в течение трех лет после установки диагноза
Показатель
Значение
Источник
Расчет целевой популяции пациентов, получающих антитромбоцитарную терапию тикагрелором 90 мг в течение первого года после постановки диагноза
Число больных с ОКС, поступивших в стационары субъекта
530098
[5]
Число больных c ОКС, которым выполнен тромболизис
40176
[2]
Всего пациентов с ОКС (за исключением пациентов с ТЛТ)
489922
Расчет целевой популяции пациентов, получающих антитромбоцитарную терапию тикагрелором 60 мг в течение второго и третьего года
после постановки диагноза
Количество пациентов, которым впервые установлены диагнозы “Острый ИМ” и “Повторный ИМ”, 2018г
186636
[13]
Доля пациентов, соответствующих критериям высокого коронарного риска, %
41,1%
[14]
Количество пациентов высокого коронарного риска, перенесших ИМ не менее одного и не более двух лет назад
76707
Сокращения: ИМ — инфаркт миокарда, ОКС — острый коронарный синдром, ТЛТ — тромболитическая терапия. Та
Расчет целевой популяции пациентов с ОКС, Для расчета количества смертей, которые воз-
можно предотвратить используя ДАТ тикагрелор
90 мг + АСК вместо клопидогрел + AСК, в течение
первого года с даты постановки диагноза использо-
вались данные клинической эффективности рандо-
мизированного клинического исследования (РКИ)
PLATO c учетом ограничений исследования в части
оценки доли пациентов с ОКСбпST высокого риска
[12]. Вероятности исходов терапии пациентов с ОКС
оценивались в % к 360 дню по методу Каплана-
Мейера. Расчетные значения доли умерших от лю-
бой причины, среди пациентов получающих тикагре-
лор 90+АСК составила 4,5%, среди получавших ДАТ
клопидогрел + АСК — 5,9%, p<0,001, из них доля
исхода “сердечно-сосудистая смерть” среди пациен-
тов получавших ДАТ с тикагрелором составила 4,0%,
а среди пациентов, получавших ДАТ с клопидогре-
лом — 5,1%, p=0,001. Таблица 2
Вероятность наступления события
“сердечно-сосудистая смерть”
Год терапии
Тикагрелор 60+АСК
АСК
1-й год
0,84%
1,25%
2-й год
1,67%
2,48%
3-й год
2,50%
3,70%
Сокращение: АСК — ацетилсалициловая кислота. Таблица 4 Таблица 4
Оценка влияния применения препарата тикагрелор у пациентов с ОКС
на достижение ЦП “снижение смертности от ИМ” в 2021-2023гг в РФ
Показатель
2020
2021
2022
2023
ЦП “снижение смертности от БСК” (на 100 тыс. населения)
36
34,4
33
31,6
ЦП “снижение смертности от БСК” (абсолютное значение)
52389
50482
48427
46373
Количество смертей, которое необходимо предотвратить для достижения ЦП
1908
2054
2054
Количество смертей, которое возможно дополнительно предотвратить
при добавлении тикагрелора к стандартной терапии
957
1013
1067
% достижения ЦП при применении тикагрелора
50,2%
49,3%
51,9%
Сокращения: БСК — болезни систем кровообращения, ЦП — целевой показатель. Оценка влияния применения препарата тикагрелор у пациентов с ОКС
на достижение ЦП “снижение смертности от ИМ” в 2021-2023гг в РФ Оценка влияния применения препарата тикагрелор у пациентов с ОКС
на достижение ЦП “снижение смертности от ИМ” в 2021-2023гг в РФ лись показатели смертности при лечении целевой
популяции пациентов ДАТ с тикагрелором в дози-
ровке 60 мг по сравнению с терапией АСК. На осно-
вании полученных данных рассчитывалась доля ЦП
ФП “Борьба с ССЗ”, которую возможно достичь при
применении ДАТ с тикагрелором в 2021-2023гг по
сравнению с альтернативной терапией. Для целей данного анализа было сделано предпо-
ложение, что доля смертей от ИМ среди смертнос
ти от ССЗ в используемых РКИ соответствует доле
смертей от ИМ среди смертности от ИМ и инсуль-
та в РФ. Согласно данным Федеральной службы го-
сударственной статистики в 2018г в России от ИМ
умерло 56904 пациента, от инсульта — 263573 паци-
ента [10]. Таким образом, доля смертности от ИМ
составила 17,8% — это консервативная оценка, учи-
тывающая реалии российской клинической практи-
ки, включает в себя исходы вне зависимости от вре-
мени наступления ОКС. Таблица 3 Оценка возможного вклада применения препарата тикагрелор у пациентов
с ОКС на достижение ЦП “снижение смертности от БСК” в 2021-2023гг в РФ Оценка возможного вклада применения препарата тикагрелор у пациентов
с ОКС на достижение ЦП “снижение смертности от БСК” в 2021-2023гг в РФ Вероятность наступления события населения)
545
525
505
485
ЦП “снижение смертности от БСК” (абсолютное значение)
770430
741080
711731
682381
Количество смертей, которое необходимо предотвратить для достижения ЦП
29350
29350
29350
Количество смертей, которое возможно дополнительно предотвратить
при добавлении тикагрелора к стандартной терапии
5389
5702
6009
% достижения ЦП при применении тикагрелора
18,4%
19,4%
20,5%
Сокращения: БСК — болезни систем кровообращения, ЦП — целевой показатель. Таблица 4
Оценка влияния применения препарата тикагрелор у пациентов с ОКС
на достижение ЦП “снижение смертности от ИМ” в 2021-2023гг в РФ
Показатель
2020
2021
2022
2023
ЦП “снижение смертности от БСК” (на 100 тыс. населения)
36
34,4
33
31,6
ЦП “снижение смертности от БСК” (абсолютное значение)
52389
50482
48427
46373
Количество смертей, которое необходимо предотвратить для достижения ЦП
1908
2054
2054
Количество смертей, которое возможно дополнительно предотвратить
при добавлении тикагрелора к стандартной терапии
957
1013
1067
% достижения ЦП при применении тикагрелора
50,2%
49,3%
51,9%
Сокращения: БСК — болезни систем кровообращения, ЦП — целевой показатель. Таблица 3
Оценка возможного вклада применения препарата тикагрелор у пациентов
с ОКС на достижение ЦП “снижение смертности от БСК” в 2021-2023гг в РФ
Показатель
2020
2021
2022
2023
ЦП “снижение смертности от БСК” (на 100 тыс. населения)
545
525
505
485
ЦП “снижение смертности от БСК” (абсолютное значение)
770430
741080
711731
682381
Количество смертей, которое необходимо предотвратить для достижения ЦП
29350
29350
29350
Количество смертей, которое возможно дополнительно предотвратить
при добавлении тикагрелора к стандартной терапии
5389
5702
6009
% достижения ЦП при применении тикагрелора
18,4%
19,4%
20,5%
Сокращения: БСК — болезни систем кровообращения, ЦП — целевой показатель. Вероятность наступления события В течение первого года сравниваемыми схемами
терапии являются ДАТ в составе АСК + тикагре-
лор 90 мг 2 раза/сут. и АСК + клопидогрел 75 мг
1 раз/сут. Во второй и третий годы ДАТ получали только
пациенты высокого коронарного риска, с подтверж-
денным диагнозом ИМ. Согласно данным МЗ РФ
за 2018г было зарегистрировано 186636 пациентов,
перенесших ИМ или повторный ИМ [13]. Исходя из
доли пациентов, соответствующих критериям высо-
кого коронарного риска, количество пациентов, пе-
ренесших ИМ более одного, но менее двух лет назад,
составило 76707 человек (табл. 1). При этом срав-
ниваемыми схемами терапии являются тикагрелор
60 мг 2 раза/сут. в комбинации с низкой дозой АСК
(75-150 мг) в соответствии с инструкцией по приме-
нению по сравнению с монотерапией АСК в дози-
ровке 75-150 мг [15]. В свою очередь, расчет количества смертей, ко-
торые возможно предотвратить, используя ДАТ
“Тикагрелор в дозировке 60 мг + АСК” вместо моно-
терапии AСК, производился на основе данных кли-
нической эффективности РКИ PEGASUS для па-
циентов с ИМ в анамнезе [17]. Вероятности исходов
антитромбоцитарной терапии пациентов высокого
коронарного риска, перенесших ИМ не менее од-
ного и не более двух лет назад, оценивались в про-
центном отношении к 3-му году лечения по методу
Каплана-Мейера. В настоящей статье сделано допущение о неиз-
менной заболеваемости ИМ и ОКС в последующие
2 года. Таким образом, делается предположение
о равномерном ежегодном приросте популяции. Расчетные значения доли умерших по причине
сердечно-сосудистой смерти среди пациентов, полу-
чающих Тикагрелор 60+АСК, составили 2,5%, среди
получавших антитромбоцитарную терапию АСК —
3,7%, отношение рисков 0,68 (95% доверительный
интервал); p<0,019. Методика расчета достижения ЦП “снижение смерт-
ности от БСК” и “снижение смертности от ИМ” ФП
“Борьба с ССЗ”. Основываясь на данных о числен
ности постоянного населения в РФ на 1 января 2020г
[16] и ЦП ФП “Борьба с ССЗ” на 2020-2023гг [3, 4],
рассчитывались абсолютные ЦП смертности от БСК
и ИМ в каждом регионе страны. Для расчета вероятности наступления события
“сердечно сосудистая смерть” в течение первого
и второго года лечения использовалась методология
Fleurence RL, et al. [18]. Результаты расчетов пред-
ставлены в таблице 2. 138
138 ПЕРЕДОВАЯ СТАТЬЯ
КЛИНИКА И ФАРМАКОТЕРАПИЯ Таблица 3
Оценка возможного вклада применения препарата тикагрелор у пациентов
с ОКС на достижение ЦП “снижение смертности от БСК” в 2021-2023гг в РФ
Показатель
2020
2021
2022
2023
ЦП “снижение смертности от БСК” (на 100 тыс. Результаты Оценка дополнительного влияния применения
тикагрелора в составе ДАТ с АСК по сравнению
с ДАТ клопидогрелом и АСК и антитромбоцитар-
ной терапией АСК на выполнение ЦП ФП “Борьба
с ССЗ” в 2021-2023гг у пациентов с ОКС была про-
ведена на основании данных клинической эффек-
тивности РКИ PLATO, где сравнивались влияние на
сердечно-сосудистую смертность и частоту возник-
новения сердечно-сосудистых событий при приме-
нении тикагрелора в дозировке 90 мг и клопидогре-
ла в составе ДАТ у пациентов с ОКС, а также РКИ
PEGASUS, где сравнивались те же показатели при
применении тикагрелора в дозировке 60 мг в комби-
нации с низкими дозами АСК (75-150 мг) по сравне-
нию с монотерапией АСК. Расчет количества смертей, которые возможно
предотвратить в первый год при применении ДАТ
с тикагрелором, основывался на данных мониторин-
га ФГБУ “ЦНИИОИЗ” МЗ РФ для каждого регио-
на. Исходя из количества пациентов с ОКС без ТЛТ,
рассчитывались показатели смертности для целевой
популяции пациентов ДАТ с тикагрелором 90 мг по
сравнению с клопидогрелом. Далее, основываясь на
данных по регионам о количестве случаев перене-
сенного ИМ или повторного ИМ в 2018г, рассчиты-
вались показатели смертности при лечении целевой
популяции пациентов ДАТ с тикагрелором в дози-
ровке 60 мг по сравнению с АСК. В таблицах 3 и 4 приведен расчет влияния препа-
рата тикагрелор у пациентов с ОКС на достижение
ЦП “снижение смертности от БСК” и “снижение
смертности от ИМ” ФП “Борьба с ССЗ” в 2021-
2023гг, соответственно. Результаты Продолжение
Оценка влияния применения препарата тикагрелор у пациентов с ОКС
на достижение ЦП “снижение смертности от БСК” в 2021-2023гг в регионах РФ Таблица 5. Результаты П
Оценка влияния применения препарата тикагрелор у пациентов с ОКС
на достижение ЦП “снижение смертности от БСК” в 2021-2023гг в регионах РФ Таблица
Оценка влияния применения препарата тикагрелор у пациентов с ОКС
на достижение ЦП “снижение смертности от БСК” в 2021-2023гг в регионах РФ Регион
2021
2022
2023
Количество
смертей, которое
возможно
дополнительно
предотвратить*
% достижения
ЦП**
при применении
тикагрелора
Количество
смертей, которое
возможно
дополнительно
предотвратить*
% достижения
ЦП при
применении
тикагрелора
Количество
смертей, которое
возможно
дополнительно
предотвратить*
% достижения
ЦП при
применении
тикагрелора
Республика Бурятия
27
33,6%
29
34,7%
30
36,2%
Республика Дагестан
48
309,6%
49
397,6%
51
326,4%
Республика Ингушетия
18
144,4%
19
149,6%
20
154,7%
Республика Калмыкия
13
41,4%
13
43,2%
14
45,0%
Республика Карелия
24
17,7%
26
19,0%
28
20,4%
Республика Коми
22
18,6%
24
19,9%
27
21,0%
Республика Крым
56
8,0%
61
8,6%
65
9,2%
Республика Марий Эл
14
10,4%
16
11,3%
17
12,2%
Республика Мордовия
31
259,0%
32
291,5%
34
284,8%
Республика Саха (Якутия)
27
18,0%
28
19,7%
29
27,0%
Республика Северная Осетия —
Алания
19
14,6%
20
15,2%
21
15,8%
Республика Татарстан
144
18,9%
151
19,7%
157
20,6%
Республика Тыва
4
10,7%
4
11,6%
4
12,4%
Республика Хакасия
32
23,1%
34
24,3%
35
25,3%
Ростовская область
163
21,3%
174
22,2%
185
23,0%
Рязанская область
33
14,2%
37
15,6%
40
17,0%
Самарская область
150
25,0%
158
26,5%
166
27,7%
Санкт-Петербург
193
18,2%
198
18,6%
203
19,1%
Саратовская область
140
38,6%
147
40,5%
154
42,4%
Сахалинская область
11
99,8%
12
109,6%
13
119,1%
Свердловская область
301
32,2%
312
33,4%
323
34,7%
Севастополь
12
5,4%
13
5,8%
14
7,7%
Смоленская область
22
12,2%
24
14,2%
26
15,5%
Ставропольский край
149
18,8%
156
19,8%
164
20,7%
Тамбовская область
35
18,8%
38
20,5%
41
22,0%
Тверская область
62
9,1%
67
9,9%
72
10,6%
Томская область
40
22,5%
42
32,5%
44
25,8%
Тульская область
52
56,7%
56
59,6%
59
64,3%
Тюменская область
без автономных округов
48
25,3%
51
26,9%
54
28,4%
Удмуртская Республика
66
43,3%
70
45,9%
73
48,4%
Ульяновская область
55
16,8%
58
18,6%
61
20,5%
Хабаровский край
58
15,2%
61
15,9%
64
16,5%
Ханты-Мансийский
автономный округ — Югра
61
92,8%
64
100,7%
67
103,3%
Челябинская область
154
22,9%
162
24,2%
170
25,3%
Чеченская Республика
22
146,1%
23
152,4%
23
158,5%
Чувашская Республика
37
26,4%
39
28,1%
41
29,8%
Чукотский автономный округ
1
1006,2%
1
382,1%
1
641,9%
Ямало-Ненецкий автономный округ
12
222,4%
13
78,7%
14
124,7%
Ярославская область
39
15,1%
43
16,8%
47
18,1%
Москва
349
6,8%
364
14,4%
379
15,0%
Примечание: * — при применении тикагрелора в составе ДАТ с АСК по сравнению с ДАТ клопидогрелом и АСК и антитромбоцитарной терапией АСК, ** — ЦП —
целевой показатель. Результаты Расчет проводился по сце-
нарию I: в качестве целевой популяции в первый год Во втором сценарии исследовалась только попу-
ляция пациентов, перенесших ИМ не менее одного
и не более двух лет назад, таким образом, исходя из
количества случаев перенесенного ИМ или повтор-
ного ИМ в 2018г в каждом субъекте РФ рассчитыва- 139
139 Российский кардиологический журнал 2020; 25 (12) Оценка влияния применения препарата тикагрелор у пациентов с ОКС
на достижение ЦП “снижение смертности от БСК” в 2021-2023гг в регионах РФ Оценка влияния применения препарата тикагрелор у пациентов с ОКС
на достижение ЦП “снижение смертности от БСК” в 2021-2023гг в регионах РФ на достижение ЦП “снижение смертности от БСК” в 2021-2023гг в регионах РФ
Регион
2021
2022
2023
Количество
смертей, которое
возможно
дополнительно
предотвратить*
% достижения
ЦП**
при применении
тикагрелора
Количество
смертей, которое
возможно
дополнительно
предотвратить*
% достижения ЦП
при применении
тикагрелора
Количество
смертей, которое
возможно
дополнительно
предотвратить*
% достижения ЦП
при применении
тикагрелора
Российская Федерация
5389
18,4%
5702
19,4%
6009
20,5%
Алтайский край
85
18,3%
92
20,0%
100
21,6%
Амурская область
37
471,7%
39
549,3%
41
516,5%
Архангельская область
36
15,1%
38
16,3%
41
17,5%
Астраханская область
28
19,0%
30
11,8%
33
10,9%
Белгородская область
47
12,5%
50
13,4%
53
14,3%
Брянская область
59
19,8%
62
20,8%
65
21,7%
Владимирская область
80
24,2%
84
25,3%
88
26,3%
Волгоградская область
57
12,4%
63
13,7%
68
14,8%
Вологодская область
43
15,5%
46
16,5%
49
17,6%
Воронежская область
79
28,5%
84
30,2%
88
31,7%
Еврейская автономная область
4
7,6%
5
4,1%
5
9,0%
Забайкальский край
17
10,1%
19
11,5%
21
12,7%
Ивановская область
52
84,1%
56
89,8%
59
95,5%
Иркутская область
104
18,1%
109
18,9%
113
19,7%
Кабардино-Балкарская Республика
33
349,2%
35
337,9%
37
355,4%
Калининградская область
27
12,8%
29
13,8%
30
14,5%
Калужская область
37
15,9%
39
16,4%
40
17,1%
Камчатский край
18
33,5%
18
35,3%
19
37,1%
Карачаево-Черкесская Республика
17
40,5%
18
42,4%
18
43,3%
Кемеровская область
136
26,7%
144
29,3%
152
32,1%
Кировская область
58
18,3%
62
16,9%
66
21,7%
Костромская область
42
28,5%
45
30,2%
47
31,9%
Краснодарский край
121
13,2%
131
14,5%
142
15,5%
Красноярский край
102
89,0%
107
93,5%
112
97,8%
Курганская область
44
26,7%
47
28,3%
49
29,8%
Курская область
45
11,6%
47
10,6%
49
8,9%
Ленинградская область
60
20,8%
65
22,2%
69
11,4%
Липецкая область
47
20,4%
50
21,7%
53
23,0%
Магаданская область
3
11,8%
3
13,9%
4
16,9%
Московская область
192
12,3%
203
13,0%
215
13,7%
Мурманская область
40
26,8%
42
28,1%
44
29,4%
Ненецкий автономный округ
1
15,3%
1
17,0%
1
18,6%
Нижегородская область
130
15,7%
142
17,0%
153
18,4%
Новгородская область
16
7,8%
17
8,9%
19
10,2%
Новосибирская область
110
13,7%
114
14,2%
118
14,7%
Омская область
85
80,1%
91
87,9%
98
92,3%
Оренбургская область
76
19,4%
80
20,4%
84
21,4%
Орловская область
37
18,8%
39
20,2%
42
21,5%
Пензенская область
61
27,3%
66
29,2%
70
31,4%
Пермский край
101
19,4%
109
21,0%
117
22,6%
Приморский край
86
17,1%
89
11,7%
92
10,9%
Псковская область
26
11,1%
28
12,0%
31
13,0%
Республика Адыгея
20
17,7%
22
18,7%
23
19,8%
Республика Алтай
3
12,7%
4
14,2%
4
15,7%
Республика Башкортостан
142
22,2%
150
23,3%
157
24,4% 140
140 ПЕРЕДОВАЯ СТАТЬЯ
КЛИНИКА И ФАРМАКОТЕРАПИЯ Таблица 5. Примечание: * — при применении тикагрелора в составе ДАТ с АСК по сравнению с ДАТ клопидогрелом и АСК и антитромбоцитарной терапией АСК, ** — ЦП —
целевой показатель. ение: ЦП — целевой показатель. Результаты на достижение ЦП “снижение смертности от БСК” в 2021-2023гг в регионах РФ 141
141 Российский кардиологический журнал 2020; 25 (12) в целях обеспечения достижения целей, показателей
и результатов ФП “Борьба с ССЗ” согласно перечню
ЛП, утвержденному специальным приказом МЗ РФ. Данный перечень содержит 23 ЛП. Таким образом,
настоящая работа представляет пример оценки влия-
ния применения препаратов из Перечня на достиже-
ние ЦП ФП “Борьба с ССЗ” на временном отрезке
от 1 до 3-х лет. лечения рассматривались взрослые российские па-
циенты с подтвержденным диагнозом ОКС, которым
показана ДАТ, во второй и третий годы — лечение
продолжали только пациенты высокого коронарного
риска. Таким образом, применение тикагрелора, по
сравнению с другой антитромбоцитарной терапией
для лечения пациентов с ОКС, позволит обеспечить
прирост в достижении ЦП “снижение смертности от
БСК” ФП “Борьба с ССЗ” в РФ: Выбор препарата для конкретного пациента ос-
новывается на положениях соответствующих клини-
ческих рекомендаций и видении клинической ситу-
ации лечащим врачом. Однако на уровне субъектов
РФ, в рамках реализации ФП с выделенным государ-
ственным финансированием лекарственного обе-
спечения, при выборе подходов к лекарственному
обеспечению пациентов, перенесших ИМ или коро-
нарное вмешательство, и пациентов группы высоко-
го коронарного риска, представляется целесообраз-
ным руководствоваться также целями ФП “Борьба
с ССЗ”. Такой подход позволит обеспечить целевое
расходование выделяемых на лекарственное обеспе-
чение средств, а также будет способствовать скорей-
шему достижению целей и показателей ФП в субъек-
тах РФ. — в 2021г — на 18,4% (дополнительно предотвра-
тить 5389 смертей по причине БСК), — в 2022г — на 19,4% (дополнительно предотвра-
тить 5702 смертей по причине БСК), — в 2023г — на 20,5% (дополнительно предот-
вратить 6009 смертей по причине БСК). Кроме того,
применение тикагрелора в составе ДАТ для лечения
пациентов с ОКС по сравнению с клопидогрелом,
также позволит обеспечить прирост в достижении
ЦП “снижение смертности от ИМ” ФП “Борьба
с ССЗ” в РФ: — в 2021г — на 50,2% (дополнительно предотвра-
тить 957 смертей от ИМ), — в 2022г — на 49,3% (дополнительно предотвра-
тить 1013 смертей от ИМ), В данном исследовании, втором из серии научных
работ, мы продолжаем применять подход, базирую-
щийся на сравнительной оценке влияния клиниче-
ской эффективности лекарственных альтернатив на
показатели смертности от БСК. Рациональным пред-
ставляется выбор препарата, способного внести бо-
лее значимый вклад в достижение ЦП ФП “Борьба
с ССЗ”. Результаты Результаты предшествующего исследования
показали существенное влияние применения ти-
кагрелора в составе ДАТ как на ЦП по снижению
смертности от БСК (25%), так и на ЦП по снижению
смертности от повторного ИМ (63%) на временном
промежутке в 1 год. В настоящей работе представлена
оценка влияния применения препаратов из Перечня
на достижение ЦП ФП “Борьба с ССЗ” на времен-
ном отрезке от 1 до 3 лет, и продемонстрирована пре-
емственность полученного ранее результата. В группе
антиагрегантов, включенных в Перечень, проведен-
ная оценка влияния тикагрелора в сравнении с кло-
пидогрелом на достижение ЦП продемонстрировала,
что применение тикагрелора в составе ДАТ для лече-
ния пациентов с ОКС в течение года позволит: — в 2023г — на 51,9% (дополнительно предотвра-
тить 1067 смертей от ИМ). Расчеты влияния тикагрелора у пациентов с ОКС
на достижение ЦП “снижение смертности от БСК”
и “снижение смертности от ИМ” ФП “Борьба с ССЗ”
в 2021-2023гг для каждого региона в отдельности
приведены в таблицах 5 и 6, соответственно. Анализ показал существенные различия между
регионами по величине эффекта применения тика-
грелора на выполнение ЦП “снижение смертности от
БСК” и “снижение смертности от ИМ”, что объяс-
няется различиями в эпидемиологической ситуации,
базовых и плановых значениях показателей, опреде-
ленных для каждого региона в паспорте ФП “Борьба
с ССЗ”. В рамках данного исследования для ряда ре-
гионов было продемонстрировано достижение ЦП
“снижение смертности от БСК” и “снижение смерт-
ности от ИМ” свыше 100%. Это означает, что приме-
нение ДАТ с тикагрелором в течение года у пациентов
с ОКС позволит предотвратить больше смертей, чем
требуется согласно паспорту ФП “Борьба с ССЗ” для
достижения соответствующих ЦП. — в 2021г дополнительно предотвратить 5389 смер-
тей по причине БСК и 957 смертей от ИМ, что обеспе-
чит прирост в достижении ЦП “снижение смертности
от БСК” и “снижение смертности от ИМ” ФП “Борьба
с ССЗ” на 18,4% и 50,2%, соответственно, Обсуждение Постановление правительства № 1569 “О вне-
сении изменений в государственную программу
Российской Федерации “Развитие здравоохранения”
открывает возможность обеспечить пациентов вы-
сокого риска, перенесших ОНМК, ИМ или некото-
рые виды оперативных вмешательств на сердце, ЛП
для вторичной профилактики ССО и заболеваний, — в 2022г дополнительно предотвратить 5702 смер-
тей по причине БСК и 1013 смертей от ИМ, что обе-
спечит прирост в достижении ЦП “снижение смерт-
ности от БСК” и “снижение смертности от ИМ” ФП
“Борьба с ССЗ” на 19,4% и 49,3%, соответственно, 142
142 ПЕРЕДОВАЯ СТАТЬЯ
КЛИНИКА И ФАРМАКОТЕРАПИЯ ние: ЦП — целевой показатель. Примечание: * — при применении тикагрелора в составе ДАТ с АСК по сравнению с ДАТ клопидогрелом и АСК и антитромбоцитарной терапией АСК, ** — ЦП —
целевой показатель. Таблица 6 Т
Оценка влияния применения тикагрелора у пациентов с ОКС
на достижение целевого показателя “снижение смертности от ИМ” в 2021-2023гг в регионах РФ на достижение целевого показателя снижение смертности от ИМ в 2021-2023гг в регионах РФ
Регион
2021
2022
2023
Количество
смертей, которое
возможно
дополнительно
предотвратить*
% достижения
ЦП**
при применении
тикагрелора
Количество
смертей, которое
возможно
дополнительно
предотвратить*
% достижения
ЦП
при применении
тикагрелора
Количество
смертей, которое
возможно
дополнительно
предотвратить*
% достижения
ЦП
при применении
тикагрелора
Российская Федерация
957
50,2%
1013
49,3%
1067
51,9%
Алтайский край
15
59,1%
16
59,1%
18
69,7%
Амурская область
7
76,1%
7
73,1%
7
83,4%
Архангельская область
6
36,1%
7
36,7%
7
41,8%
Астраханская область
5
27,2%
5
29,7%
6
32,2%
Белгородская область
8
67,1%
9
71,9%
9
68,1%
Брянская область
10
54,9%
11
54,2%
11
60,2%
Владимирская область
14
65,7%
15
73,3%
16
76,4%
Волгоградская область
10
21,5%
11
23,6%
12
24,3%
Вологодская область
8
32,7%
8
34,9%
9
39,1%
Воронежская область
14
85,9%
15
79,9%
16
84,5%
Еврейская автономная область
1
29,5%
1
32,4%
1
35,1%
Забайкальский край
3
17,7%
3
18,8%
4
22,2%
Ивановская область
9
102,8%
10
109,9%
10
131,4%
Иркутская область
18
51,5%
19
50,4%
20
52,4%
Кабардино-Балкарская Республика
6
136,4%
6
144,0%
7
151,5%
Калининградская область
5
60,2%
5
63,1%
5
66,0%
Калужская область
7
36,7%
7
38,2%
7
39,6%
Камчатский край
3
70,9%
3
74,8%
3
73,4%
Карачаево-Черкесская Республика
3
163,7%
3
135,4%
3
174,8%
Кемеровская область
24
56,9%
26
56,6%
27
63,3%
Кировская область
10
62,5%
11
66,9%
12
66,2%
Костромская область
7
56,2%
8
56,8%
8
59,8%
Краснодарский край
21
31,4%
23
34,2%
25
37,0%
Красноярский край
18
24,3%
19
25,5%
20
25,7%
Курганская область
8
79,1%
8
83,8%
9
96,4%
Курская область
8
42,4%
8
47,2%
9
46,4%
Ленинградская область
11
43,9%
11
47,0%
12
50,0%
Липецкая область
8
73,8%
9
78,4%
9
75,5%
Магаданская область
1
17,3%
1
20,8%
1
23,4%
Московская область
34
26,0%
36
29,3%
38
31,0%
Мурманская область
7
73,2%
7
71,3%
8
74,5%
Ненецкий автономный округ
0
19,0%
0
21,1%
0
23,2%
Нижегородская область
23
55,6%
25
56,2%
27
65,3%
Новгородская область
3
28,9%
3
34,5%
3
35,8%
Новосибирская область
20
58,3%
20
60,4%
21
62,4%
Омская область
15
48,9%
16
52,7%
17
56,3%
Оренбургская область
13
43,1%
14
42,6%
15
47,4%
Орловская область
7
40,4%
7
43,2%
7
46,0%
Пензенская область
11
59,2%
12
63,7%
12
68,1%
Пермский край
18
53,1%
19
57,4%
21
66,8%
Приморский край
15
25,2%
16
25,2%
16
26,8%
Псковская область
5
27,3%
5
29,7%
5
30,9%
Республика Адыгея
4
49,0%
4
55,4%
4
54,8%
Республика Алтай
1
39,5%
1
44,3%
1
48,9%
Республика Башкортостан
25
89,4%
27
109,6%
28
98,5% 143
143 Российский кардиологический журнал 2020; 25 (12) Сокращение: ЦП — целевой показатель. Таблица 6 Табл
Оценка влияния применения тикагрелора у пациентов с ОКС
на достижение целевого показателя “снижение смертности от ИМ” в 2021-2023гг в регионах РФ Регион
2021
2022
2023
Количество
смертей, которое
возможно
дополнительно
предотвратить*
% достижения
ЦП**
при применении
тикагрелора
Количество
смертей, которое
возможно
дополнительно
предотвратить*
% достижения
ЦП
при применении
тикагрелора
Количество
смертей, которое
возможно
дополнительно
предотвратить*
% достижения
ЦП
при применении
тикагрелора
Республика Бурятия
5
61,8%
5
57,5%
5
67,5%
Республика Дагестан
9
137,4%
9
282,4%
9
144,9%
Республика Ингушетия
3
641,0%
3
332,1%
3
686,8%
Республика Калмыкия
2
76,2%
2
87,4%
2
82,7%
Республика Карелия
4
47,2%
5
47,7%
5
54,6%
Республика Коми
4
39,8%
4
44,1%
5
48,3%
Республика Крым
10
52,3%
11
56,3%
12
60,2%
Республика Марий Эл
3
46,9%
3
58,5%
3
55,4%
Республика Мордовия
5
86,2%
6
90,6%
6
84,3%
Республика Саха (Якутия)
5
54,0%
5
50,7%
5
52,8%
Республика Северная Осетия —
Алания
3
44,7%
4
42,7%
4
44,3%
Республика Татарстан
26
38,6%
27
40,4%
28
42,1%
Республика Тыва
1
18,9%
1
20,5%
1
24,3%
Республика Хакасия
6
70,9%
6
74,3%
6
77,5%
Ростовская область
29
49,1%
31
52,6%
33
52,2%
Рязанская область
6
35,4%
6
36,6%
7
39,9%
Самарская область
27
69,9%
28
73,7%
30
84,4%
Санкт-Петербург
34
39,7%
35
38,4%
36
41,8%
Саратовская область
25
64,3%
26
67,4%
27
70,5%
Сахалинская область
2
22,9%
2
25,2%
2
27,4%
Свердловская область
53
82,6%
55
85,7%
57
95,1%
Севастополь
2
39,6%
2
42,7%
2
45,8%
Смоленская область
4
27,5%
4
30,4%
5
33,3%
Ставропольский край
26
62,8%
28
66,0%
29
69,1%
Тамбовская область
6
44,7%
7
45,2%
7
52,2%
Тверская область
11
38,0%
12
43,1%
13
44,4%
Томская область
7
27,7%
7
27,7%
8
28,7%
Тульская область
9
52,9%
10
52,1%
11
60,0%
Тюменская область
без автономных округов
8
61,4%
9
73,3%
10
68,9%
Удмуртская Республика
12
86,3%
12
82,3%
13
86,8%
Ульяновская область
10
32,9%
10
36,5%
11
38,6%
Хабаровский край
10
46,4%
11
45,8%
11
50,5%
Ханты-Мансийский
автономный округ — Югра
11
128,5%
11
169,8%
12
143,0%
Челябинская область
27
49,2%
29
51,9%
30
51,2%
Чеченская Республика
4
64,9%
4
67,6%
4
56,3%
Чувашская Республика
7
44,6%
7
47,4%
7
50,3%
Чукотский автономный округ
0
12,8%
0
14,5%
0
15,2%
Ямало-Ненецкий автономный округ
2
49,4%
2
52,4%
2
55,3%
Ярославская область
7
34,8%
8
35,9%
8
41,4%
Москва
62
61,0%
65
56,6%
67
59,0%
Примечание: * — при применении тикагрелора в составе ДАТ с АСК по сравнению с ДАТ клопидогрелом и АСК и антитромбоцитарной терапией АСК, ** — ЦП —
целевой показатель
на достижение целевого показателя снижение смертности от ИМ в 2021 2023гг в регионах РФ 144
144 ПЕРЕДОВАЯ СТАТЬЯ
КЛИНИКА И ФАРМАКОТЕРАПИЯ кагрелором при лечении данных пациентов. Заключение Результаты настоящего исследования проде-
монстрировали значительный потенциал приме-
нения тикагрелора в составе ДАТ для вторичной
профилактики ССЗ у пациентов высокого риска
с целью снижения смертности и достижения ЦП
ФП “Борьба с ССЗ”. В частности, терапия тикагре-
лором в составе ДАТ пациентов высокого риска на
срок >1 года от коронарного события оказала су-
щественное влияние на прирост ЦП по снижению
смертности от БСК и в особенности ЦП по сни-
жению смертности от повторного ИМ, что свиде-
тельствует о важности непрерывности терапии ти- Отношения и деятельность. Исследование выпол-
нено при поддержке компании АстраЗенека. Отношения и деятельность. Исследование выпол-
нено при поддержке компании АстраЗенека. Таблица 6 Таким
образом, применение тикагрелора у пациентов
с ОКС будет значимо способствовать достижению
целей как ФП “Борьба с ССЗ”, так и национально-
го проекта “Здравоохранение” в целом. Препарат
тикагрелор может быть рекомендован для макси-
мально широкого применения в рамках реализации
программы “Развитие здравоохранения” в субъек-
тах РФ, лечения пациентов с ОКС в рамках терри-
ториальных программ государственных гарантий
бесплатного оказания гражданам медицинской
помощи, а также для лечения пациентов высокого
ишемического риска, продолжающих терапию пос
ле года от коронарного события в рамках регио
нальных программ льготного лекарственного обе-
спечения. — в 2023г дополнительно предотвратить 6009 смер-
тей по причине БСК и 1067 смертей от ИМ, что обе-
спечит прирост в достижении ЦП “снижение смерт-
ности от БСК” и “снижение смертности от ИМ” ФП
“Борьба с ССЗ” на 20,5% и 51,9%, соответственно. Литература/References https://www.rosminzdrav.ru/poleznye-resursy/natsproektzdravoohranenie/bssz. 5. Data from the Central research Institute for health organization and Informatization of the
Ministry of health of the Russian Federation. (In Russ.) Данные Центрального научно-
исследовательского института организации и информатизации здравоохранения
Министерства здравоохранения Российской Федерации. https://box.almazovcentre. ru/index.php/s/EYpf3hPX5OrViHq?fbclid=IwAR3jBOaHp-tf3P13ztI7uUBAhjo1Jem6MYsF
Z9RubSQbegl1wgrqp5uDVfs. 4. Passport of the Federal project “Fight against cardiovascular diseases”. (In Russ.)
Паспорт федерального проекта “Борьба с сердечно-сосудистыми заболеваниями”. 2019. https://www.rosminzdrav.ru/poleznye-resursy/natsproektzdravoohranenie/bssz. 5. Data from the Central research Institute for health organization and Informatization of the
Ministry of health of the Russian Federation. (In Russ.) Данные Центрального научно-
исследовательского института организации и информатизации здравоохранения
Министерства здравоохранения Российской Федерации. https://box.almazovcentre. ru/index.php/s/EYpf3hPX5OrViHq?fbclid=IwAR3jBOaHp-tf3P13ztI7uUBAhjo1Jem6MYsF
Z9RubSQbegl1wgrqp5uDVfs. 12. Wallentin L, Becker RC, Budaj A, et al. Ticagrelor versus clopidogrel in patients with acute
coronary syndromes. N Engl J Med. 2009;361(11):1045-57. doi:10.1056/NEJMoa0904327. 12. Wallentin L, Becker RC, Budaj A, et al. Ticagrelor versus clopidogrel in patients with acute
coronary syndromes. N Engl J Med. 2009;361(11):1045-57. doi:10.1056/NEJMoa0904327. 12. Wallentin L, Becker RC, Budaj A, et al. Ticagrelor versus clopidogrel in patients with acute
coronary syndromes. N Engl J Med. 2009;361(11):1045-57. doi:10.1056/NEJMoa0904327. 13. The Ministry of health of the Russian Federation, the Department of monitoring, analysis
and strategic development of health “Central scientific-research Institute of organization
and Informatization of health” Ministry of health of Russia. Morbidity of the adult
population of Russia in 2018 with a diagnosis established for the first time in life. Statistical
data. Part III. Moscow. 2019. (In Russ.) Министерство здравоохранения Российской
Федерации Департамент мониторинга, анализа и стратегического развития здра-
воохранения ФГБУ “Центральный научно-исследовательский институт организа-
ции и информатизации здравоохранения” Минздрава России. Заболеваемость
взрослого населения России в 2018 году с диагнозом, установленным впервые
в жизни. Статистические материалы. Часть III. Москва. 2019. http://www.demoscope. ru/weekly/2019/0835/biblio05.php. 13. The Ministry of health of the Russian Federation, the Department of monitoring, analysis
and strategic development of health “Central scientific-research Institute of organization
and Informatization of health” Ministry of health of Russia. Morbidity of the adult
population of Russia in 2018 with a diagnosis established for the first time in life. Statistical
data. Part III. Moscow. 2019. (In Russ.) Министерство здравоохранения Российской
Федерации Департамент мониторинга, анализа и стратегического развития здра-
воохранения ФГБУ “Центральный научно-исследовательский институт организа-
ции и информатизации здравоохранения” Минздрава России. Заболеваемость
взрослого населения России в 2018 году с диагнозом, установленным впервые
в жизни. Статистические материалы. Часть III. Москва. 2019. http://www.demoscope. ru/weekly/2019/0835/biblio05.php. 6. Литература/References 1. Demographic Yearbook of Russia 2019 (the Demographic Yearbook of Russia). Federal
state statistics service. (In Russ.) Демографический ежегодник России 2019 (The
Demographic Yearbook of Russia). Федеральная служба государственной статистики. https://gks.ru/folder/210/document/13207. ции 2020. Российское кардиологическое общество, Ассоциация сердечно-сосу-
дистых хирургов России. Российский кардиологический журнал. 2020;25(11):4103. doi:10.15829/1560-4071-2020-4103. 1. Demographic Yearbook of Russia 2019 (the Demographic Yearbook of Russia). Federal
state statistics service. (In Russ.) Демографический ежегодник России 2019 (The
Demographic Yearbook of Russia). Федеральная служба государственной статистики. https://gks.ru/folder/210/document/13207. ции 2020. Российское кардиологическое общество, Ассоциация сердечно-сосу-
дистых хирургов России. Российский кардиологический журнал. 2020;25(11):4103. doi:10.15829/1560-4071-2020-4103. 9. 9. 2020 Clinical practice guidelines for Acute myocardial infarction without ST-segment
elevation. (In Russ.) Острый инфаркт миокарда без подъема сегмента ST электро-
кардиограммы. Клинические рекомендации 2020. Российское кардиологическое
общество, Ассоциация сердечно-сосудистых хирургов России. http://cr.rosminzdrav. ru/#!/recomend/1016. 2. Alekyan BG, Ganyukov VI, Manoshkina ЕМ, et al. Revascularization in ST-elevation
myocardial infarction in the Russian Federation. Analysis of 2018 results. Russian
Journal of Endovascular Surgery. 2019;6(2):89-97. (In Russ.) Алекян Б. Г., Ганюков В. И.,
Маношкина Е. М. и др. Реваскуляризация при инфаркте миокарда с подъемом
сегмента ST в Российской Федерации. Эндоваскулярная хирургия. 2019;6(2):89-97. doi:10.24183/2409-4080-2019-6-2-89-97. 10. Zhuravleva MV, Zyryanov SK, Paleev FN, et al. Effects of ticagrelor in patients with acute
coronary syndrome on the targets of the national cardiovascular program. Russian Journal
of Cardiology. 2020;25(5):3931. (In Russ.) Журавлева М. В., Зырянов С. К., Палеев Ф. Н. и др. Оценка влияния применения лекарственного препарата тикагрелор у пациен-
тов с острым коронарным синдромом на целевые показатели федерального проекта
“Борьба с сердечно-сосудистыми заболеваниями”. Российский кардиологический
журнал. 2020;25(5):3931. doi:10.15829/1560-4071-2020-3931. 3. Passport of the national project “Healthcare” (approved by the Presidium of the Council
under the President of the Russian Federation for strategic development and national
projects, Protocol of December 24, 2018 N 16). (In Russ.) Паспорт национального
проекта “Здравоохранение” (утв. президиумом Совета при Президенте Российской
Федерации по стратегическому развитию и национальным проектам, протокол от
24 декабря 2018г N 16). https://futurerussia.gov.ru/zdravoohranenie. 11. Valgimigli M, Bueno H, Byrne RA. et al. 2017 ESC focused update on dual antiplatelet
therapy in coronary artery disease developed in collaboration with EACTS: The Task
Force for dual antiplatelet therapy in coronary artery disease of the European Society of
Cardiology (ESC) and of the European Association for Cardio-Thoracic Surgery (EACTS). Eur Heart J. 2018;39(3):213-260. doi:10.1093/eurheartj/ehx419. 24 декабря 2018г N 16). https://futurerussia.gov.ru/zdravoohranenie. 4. Passport of the Federal project “Fight against cardiovascular diseases”. (In Russ.)
Паспорт федерального проекта “Борьба с сердечно-сосудистыми заболеваниями”. 2019. Литература/References Resolution of the Government of the Russian Federation of 30.11.2019 N 1569 “On
amendments to the state program of the Russian Federation “Development of healthcare”. (In Russ.) Постановление Правительства Российской Федерации от 30.11.2019
N 1569 “О внесении изменений в государственную программу Российской
Федерации “Развитие здравоохранения”. http://publication.pravo.gov.ru/Document/
View/0001201912060020. 7. Order of the Ministry of health of the Russian Federation No. 1N of January 9, 2020 “on
approval of the list of medicines for medical use to provide for one year on an outpatient
basis for persons who have suffered acute cerebrovascular accident, myocardial
infarction, and who have undergone coronary artery bypass grafting, angioplasty
with stenting, and catheter ablation for cardiovascular diseases”. (In Russ.) Приказ
Министерства здравоохранения РФ от 9 января 2020 г. № 1н “Об утверждении
перечня лекарственных препаратов для медицинского применения для обеспечения
в течение одного года в амбулаторных условиях лиц, которые перенесли острое
нарушение мозгового кровообращения, инфаркт миокарда, а также которым были
выполнены аортокоронарное шунтирование, ангиопластика коронарных артерий со
стентированием и катетерная абляция по поводу сердечно-сосудистых заболева-
ний”. https://www.garant.ru/products/ipo/prime/doc/73362529/. 14. Bradley SM, Hess GP, Stewart P, et al. Implications of the PEGASUS-TIMI 54 trial for US
clinical practice. Open Heart. 2017;4:e000580. doi:10.1136/openhrt-2016-000580. 14. Bradley SM, Hess GP, Stewart P, et al. Implications of the PEGASUS-TIMI 54 trial for US
clinical practice. Open Heart. 2017;4:e000580. doi:10.1136/openhrt-2016-000580. 15. Instructions for medical use of the drug Brilinta. (In Russ.) Инструкция по применению
лекарственного препарата Брилинта®. Ссылка: http://grls.rosminzdrav.ru/Grls_View_
v2.aspx?routingGuid=8fcdf646-b3fe-4532-b0fe-3f5c64b247c9&t=. 16. Federal state statistics service. (In Russ.) Федеральная служба государственной стати-
стики. https://www.gks.ru/folder/12781. (дата обращения: 01.09.2020). 16. Federal state statistics service. (In Russ.) Федеральная служба государственной стати-
стики. https://www.gks.ru/folder/12781. (дата обращения: 01.09.2020). 17. Bonaca MP, Storey RF, Theroux P, et al. Efficacy and Safety of Ticagrelor Over Time in
Patients With Prior MI in PEGASUS-TIMI 54. J Am Coll Cardiol. 2017;70(11):1368-75. doi:10.1016/j.jacc.2017.07.768. 8. 18. Fleurence RL, Hollenbeak CS. Rates and probabilities in economic modelling:
transformation, translation and appropriate application. Pharmacoeconomics. 2007;25(1):3-6. doi:10.2165/00019053-200725010-00002. 18. Fleurence RL, Hollenbeak CS. Rates and probabilities in economic modelling:
transformation, translation and appropriate application. Pharmacoeconomics. 2007;25(1):3-6. doi:10.2165/00019053-200725010-00002. 2020 Clinical practice guidelines for Acute ST-segment elevation myocardial infarction. Russian Journal of Cardiology. 2020;25(11):4103. (In Russ.) Острый инфаркт мио-
карда с подъемом сегмента ST электрокардиограммы. Клинические рекоменда- 2020 Clinical practice guidelines for Acute ST-segment elevation myocardial infarction. Russian Journal of Cardiology. 2020;25(11):4103. (In Russ.) Острый инфаркт мио-
карда с подъемом сегмента ST электрокардиограммы. Клинические рекоменда- 145
145
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https://openalex.org/W1987952892
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0081553&type=printable
|
English
| null |
Reconstructing Coherent Networks from Electroencephalography and Magnetoencephalography with Reduced Contamination from Volume Conduction or Magnetic Field Spread
|
PloS one
| 2,013
|
cc-by
| 14,869
|
Abstract Funding: Funding was provided by the University of Manchester School of Psychological Sciences and the University of Manchester Alumni Fund. The funders
had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. * E-mail: drakesmithm@cardiff.ac.uk Introduction propose a physiologically valid method to reduce the effects of VC
and
MFS
in
estimating
coherent
source
networks. Before
introducing the proposed method, we review coherence as a
method of inferring functional connectivity and dynamic imaging
of coherent sources (DICS) [2] as a method of estimating
coherence between reconstructed sources. The issues of VC and
MFS are discussed further along with the obstacles they present to
uncovering true source level coherences, as well as previous
attempts to solve the problem. As cognitive function arises from the dynamic interaction
between brain regions, there is an increasing interest in moving
cognitive brain imaging beyond the identification of anatomical
loci of functional processes, to the detection of the underlying
functionally connected networks. Functional relationships between
brain regions can be inferred from correlated haemodynamic or
electrophysiological
signals. The shortcomings of using
the
haemodynamic response as the basis of detecting correlated
regions due to poor temporal resolution have been documented
[3]. The millisecond temporal resolution of electroencephalogra-
phy (EEG) and magnetoencephalography (MEG) should make
them ideal tools to measure functional connectivity, since the time
scales of neural interaction are also of this order. However, two
challenges arise from using scalp recording to infer interacting
networks: Volume conduction (VC) and magnetic field spread
(MFS) cause smearing of the effect of the neural generators at the
surface and result in poor spatial resolution. Further, VC and MFS
introduce spurious and erroneous correlation in the recorded
signals such that the estimated networks are inaccurate. Here we Mark Drakesmith1,2*, Wael El-Deredy1, Stephen Welbourne1 Mark Drakesmith1,2*, Wael El-Deredy1, Stephen Welbourne1 1 School of Psychological Sciences, University of Manchester, Manchester, United Kingdom, 2 Cardiff University Brain Imaging Researc
Cardiff, United Kingdom 1 School of Psychological Sciences, University of Manchester, Manchester, United Kingdom, 2 Cardiff University Brain Imaging Research Centre (CUBRIC), Cardiff University,
Cardiff, United Kingdom Abstract Volume conduction (VC) and magnetic field spread (MFS) induce spurious correlations between EEG/MEG sensors, such that
the estimation of functional networks from scalp recordings is inaccurate. Imaginary coherency [1] reduces VC/MFS artefacts
between sensors by assuming that instantaneous interactions are caused predominantly by VC/MFS and do not contribute
to the imaginary part of the cross-spectral densities (CSDs). We propose an adaptation of the dynamic imaging of coherent
sources (DICS) [2] - a method for reconstructing the CSDs between sources, and subsequently inferring functional
connectivity based on coherences between those sources. Firstly, we reformulate the principle of imaginary coherency by
performing an eigenvector decomposition of the imaginary part of the CSD to estimate the power that only contributes to
the non-zero phase-lagged (NZPL) interactions. Secondly, we construct an NZPL-optimised spatial filter with two a priori
assumptions: (1) that only NZPL interactions exist at the source level and (2) the NZPL CSD at the sensor level is a good
approximation of the projected source NZPL CSDs. We compare the performance of the NZPL method to the standard
method by reconstructing a coherent network from simulated EEG/MEG recordings. We demonstrate that, as long as there
are phase differences between the sources, the NZPL method reliably detects the underlying networks from EEG and MEG. We show that the method is also robust to very small phase lags, noise from phase jitter, and is less sensitive to
regularisation parameters. The method is applied to a human dataset to infer parts of a coherent network underpinning
face recognition. ation: Drakesmith M, El-Deredy W, Welbourne S (2013) Reconstructing Coherent Networks from Electroencephalography and Magneto
duced Contamination from Volume Conduction or Magnetic Field Spread. PLoS ONE 8(12): e81553. doi:10.1371/journal.pone.0081553 Editor: Gareth Robert Barnes, University College of London - Institute of Neurology, United Kingdom Editor: Gareth Robert Barnes, University College of London - Institute of Neurology, United Kingdom Editor: Gareth Robert Barnes, University College of London - Institute of Neurology, United Kingdom Received October 15, 2012; Accepted October 21, 2013; Published December 2, 2013 Received October 15, 2012; Accepted October 21, 2013; Published December 2, 2013 Copyright: 2013 Drakesmith et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Dynamic Imaging of Coherent Sources y
g g
Dynamic
imaging
of
coherent
sources
(DICS)
[2]
is
a
beamformer technique that operates under the same principle as
LCMV, but with two principle differences: (1) The covariance
matrix in the calculation of the spatial filter is replaced by the
sensor-level CSD matrix. (2) The filter is applied to the sensor-level
CSD to reconstruct the source-level CSDs of all combinations of
pairwise voxels. From these the source-level coherences between
sources can be estimated. Thus DICS differs from other
beamforming methods in that it directly estimates the interactions
between sources as well as their individual powers. Another issue concerning beamformer methods is that of
regularisation. The spatial filter requires regularisation to prevent
overfitting. Higher regularisation is preferred to reduce the chance
of false positives, but this results in the smoothing of sources. Lower regularisation allows for more focal sources to be
reconstructed, but is more prone to false positives [10,11]. This
is described mathematically in the theory section. DICS is advantageous over separate source-reconstruction and
functional connectivity combinations because functional interac-
tions
are
reconstructed
as
source
pairs. The
assumptions
underlying the localisation and the estimation of coherence of
source pairs are the same. This reduces the confounds of
systematic bias on the coherence estimates. Another significant
benefit is the massive reduction in computational demands. The
prospect of whole-brain source-level connectivity inference is more
computationally tractable when the step of reconstructing the
source-level time-series is bypassed. A common application of the beamformer technique is to
estimate the source-level time-series. This type of approach is often
referred to as ‘‘virtual electrode’’ methods, because they can be
conceptualised as placing virtual electrodes into voxels. The most
obvious method of investigating functional connectivity at the
source level would be to estimate time-series for pairs of voxels and
measure
the
functional
connectivity
between
them. While
superficially very attractive, this approach needs to be treated
with some caution when used in the context of functional
connectivity estimation, because uncertainties in the reliability of
the reconstructions can give rise to systematic errors, which will
contaminate subsequent connectivity estimates [12]. Our prefer-
ence is to use DICS, a modified beamformer method (described
later), which allows for coherence based source connectivity
estimates to be computed in a single step. A full description of DICS is given in [2,10]. Dynamic Imaging of Coherent Sources DICS has been
applied to MEG data to investigate coherence in a number of
cognitive phenomena such as reading [20], motor control [21] and
binocular rivalry [22]. For EEG, there are some recent examples
of applying DICS to EEG data [23,24] although these did not
reconstruct cortico-cortical coherence, but rather sources coherent
with an external EMG signal. To our knowledge, only one study
has successfully inferred cortico-cortical network using DICS with
EEG recordings [25]. They implemented a variation of the
standard DICS method where the real-valued spatial filter in the
direction of maximum variance was used to estimate source CSDs. Generally, VC limits the applicability of DICS to EEG as detailed
below. In it’s current form, DICS has no means of reducing
artefactual connectivity that arises due to VC. The present study is
the first to use DICS to infer cortico-cortical connections using
EEG, by explicitly minimising the effects of VC. Coherence Coherence is a statistic that often increases when activity in
neural assemblies is functionally synchronised and as such can be
taken as a measure of functional connectivity in electrophysiolog-
ical data (see [13] for a review). Coherence is thought to be the
mechanism by which percepts are bound together: The ‘‘binding
hypothesis’’ [14,15]. Electrophysiological studies recording multi-
unit activity and local field potentials have illustrated that
coherence accurately reflects both intra-cortical and inter-cortical
communication (see [16–18], for reviews). Volume Conduction (VC) and Magnetic Field Spread
(MFS) Coherent Networks from EEG/MEG without VC/MSF solution [6]. Solutions such as the linearly constrained minimum
variance (LCMV) beamformer [7] do not explicitly try to solve the
inverse problem, unlike dipole fitting methods [8], but instead rely
on spatial filters that weight the estimated sources as a function of
the covariance matrix of the time-series. A spatial filter is
constructed for each source point (voxel) such that the variance
of the total source power is minimal while keeping the output of
the filtered lead field constant. This maximises the beamformer
output for the target source while contributions from other sources
are attenuated (however signals from strong, nearby sources may
subdue output from the target source). Beamformers have been
shown to be a useful method for identifying EEG/MEG sources
(see [9] for a review). However, the fact that beamformers assume
that distinct sources are uncorrelated may pose problems when
trying to infer functional connectivity between reconstructed
sources. This issue will be addressed in more detail in the
discussion. manifests. This provides a strong motivation for looking at
connectivity at the source-level. Using the ‘virtual-electrode’
method described above is an obvious means of achieving this. This however is computationally demanding and can suffer a
number of pitfalls detailed in the sections below. Beamformers as a Solution to the Inverse Problem Overcoming the poor spatial resolution of EEG/MEG has been
the focus of a great deal of research (see [4,5] for reviews). This
generally involves the calculation of a linear forward solution, or
lead field, which describes the transformation of the signal from
the neural generators to the surface sensors. This is followed by an
attempt to reverse the calculation to solve its inverse. The inverse
solution is problematic as it attempts to describe a complex
dynamical system from a relatively small number of observations. The inverse problem is described as ‘ill-posed’ as it has no unique December 2013 | Volume 8 | Issue 12 | e81553 1 PLOS ONE | www.plosone.org Coherent Networks from EEG/MEG without VC/MSF December 2013 | Volume 8 | Issue 12 | e81553 Coherent Networks from EEG/MEG without VC/MSF examining source dynamics with imaginary coherency is that of
Marzetti et al [41]. Here, the imaginary CSD is approximated by a
model
in
a
modified
principle
component
analysis
(PCA)
technique to separate contributions of interacting sources. This
is a qualitatively different approach to beamformer, as it does not
scan each source (or source pair) independently for their
contribution to the sensor data. Other recent studies [42–44]
have adopted a two-step approach to the problem, by estimating
source level time-series using the virtual electrode method and
then computing imaginary coherency between the estimated
source-level time-series. This approach reduces spurious interac-
tions that arises from smoothing of the source space inherent in
source localisation algorithms. This approach suffers the same
limitations as other connectivity methods based on reconstructed
source time-series. It also requires additional processing time due
to the separate generation of source time-series and coherence
calculations. This makes it unfeasible to do whole-brain network
analysis [45] As a result a priori selection of regions of interest
(ROIs) has to be performed which can be subjective. In addition to
these drawbacks, VC/MFS artefacts at the sensor-level, if not
accurately modelled, can lead to source mislocalisations [29,32]. While computing imaginary coherency from source-level time-
series will reduce artefactual connectivity estimates, it can not
resolve any effects VC/MFS may be projected to the source space. To reduce the likelihood of these errors, it would be more prudent
to remove VC/MFS artefacts at the sensor-level prior to source
reconstruction. have very large effects. For example, even very small holes (less
than 1 mm) in the skull can drastically alter the flow of volume
currents [31], resulting in inaccurate localisation of sources as well
as false positives when reconstructing source-level coherence. MEG is generally considered less susceptible to VC [27,28,32]. Secondary volume currents can theoretically induce equivalent
magnetic fields confounding the primary neuromagnetic fields;
however, these effects are negligible in comparison to EEG [33]. Head tissues are permeable to magnetic fields, so the neuromag-
netic fields are less dependent on anatomy than EEG. However,
due to the effects of magnetic field spread (MFS), artefacts can still
arise. These artefacts are maximal over short distances but can
extend over large areas of the topographic surface, and therefore
can manifest even at long-range connections. Unlike VC,
however, MFS is not dependent on specific tissue conductivities. Source localisation can theoretically be attained by simple
inversion of the Biot-Savart law. Coherent Networks from EEG/MEG without VC/MSF A volume conductor model is
still necessary to account for the impressed currents of a dipole
[34]. A basic model-free method of overcoming the problem of VC in
EEG in determining surface coherences is to take the Laplacian of
the surface potentials [35,36]. This acts as a high-pass spatial filter,
emphasizing sources at smaller spatial scales. This method is
heavily dependent on the spatial distances between coherent
sources. As such, valid, short-range coherences may be removed
while erroneous, long-range volume currents may be retained. Imaginary coherency (described below) offers an improvement on
this providing a non-spatially dependent way of removing VC. Another approach to overcoming VC/MFS at the sensor-level
is the phase lag index (PLI) [46]. This attempts to overcome the
issue with imaginary coherency that it is sensitive to the size of the
phase lag as well as the strength of coupling. For example, if two
interacting pairs of sources have equal coupling strength but one
has a larger phase difference than the other, imaginary coherency
will be biased towards the connection with the larger phase lag. PLI overcomes this issue by measuring the asymmetry of the
distribution of phase lags, as symmetrical phase lag distributions
are more likely to arise where the phase lag is at 0 or p. As a result,
this measure is less sensitive to the degree of phase lag, only the
presence of phase lag. So far, one study has extended this principle
to infer connectivity between virtual electrode time-series [47]. Imaginary Coherency Nolte et al [1] proposed the concept of imaginary coherency as a
model-free way of dealing with VC artefacts when calculating
coherence at the sensor level (this is detailed in the theory section
below). It is based on two critical assumptions: Firstly, that true
neural interactions must have some phase lag and, secondly, that
VC coherences are always instantaneous with zero phase lag. The
first assumption can be justified in that even when studies describe
phase lags between populations as instantaneous, there is still a
phase lag of a few milliseconds or even microseconds [37]. There
may be chance instances of phase difference too small to give a
meaningful imaginary component, but if the CSD is calculated for
a sufficiently long time-series, or is averaged over a sufficient
number of event-related epochs, this effect will be negligible. There is also the possibility of sustained reciprocal interactions
where there is zero phase lag and the phase lag does not vary at all
over time. Imaginary coherence would not be able to detect this
type of interaction (this issue is elaborated on further in the
discussion). Volume Conduction (VC) and Magnetic Field Spread
(MFS) (
)
Source reconstruction is generally poorer for EEG than MEG
due to the low conductivity of the skull, which leads to attenuation
and spatial smearing of source currents. A more specific confound
exists with regards to coherence, in that the brain tissue, being
highly conductive in comparison to the skull, can result in currents
being conducted to distal electrodes [26,27]. The current flow is
highly dependant on anatomical factors, including structural
discontinuities in the skull, lesions [28], and anisotropic conduc-
tivity of white matter [29]. Although these currents can be
modelled during source analysis, EEG sensors are generally
maximally sensitive to the region directly beneath the electrode. Therefore, additional contribution to the EEG signal from distal
sources will significantly impact on the mapping of these signals to
source space. The calculation of the lead field requires precise
tissue segmentation and assigning accurate conductivity values to
each compartment, using boundary element method (BEM) or
more recently, finite element method (FEM) models (see [30] for a
review). This introduces several levels of potential errors that can In practice, coherence describes how closely related the spectral
densities of two signals are, and so is equivalent to a correlation
coefficient in the frequency domain. Coherence is the absolute
value of coherency, the complex-valued ratio between the cross-
spectral density (CSD) and the individual auto-spectra (or power)
of two signals, i.e. a covariance matrix in the frequency domain. This can be calculated by Fourier transformation or wavelet
convolution of the cross-covariance of the two time-series [19]. Since the ratio between the individual auto-spectra and the cross-
spectra are complex, they embody both correlation of power
amplitude and phase synchrony of the signals. While coherence analysis is simple and physiologically-valid, the
interpretation of its spatial characteristics at the sensor level is
difficult, due to the irregular way in which the source activity December 2013 | Volume 8 | Issue 12 | e81553 PLOS ONE | www.plosone.org December 2013 | Volume 8 | Issue 12 | e81553 2 Coherent Networks from EEG/MEG without VC/MSF PLOS ONE | www.plosone.org Imaginary Coherency This section describes the motivation for using the imaginary
coherency [1] to quantify true neural interactions from sensor-
level time-series. The Fourier transformed sensor time-series p from sensor i, is
given by: ~Yk~XWk
ð2Þ pi f
ð Þ~ x
i tð Þe{2pitf dt
ð7Þ pi f
ð Þ~ x
i tð Þe{2pitf dt
ð7Þ ð7Þ ð2Þ In the LCMV and DICS beamformers, Wk is estimated by
solving the constrained minimisation problem: For simplicity and clarity, the notation f is removed from here
on; all variables are still functions of frequency. i denotes the
imaginary unit. As per the convolution theorem, the cross-spectra
can be calculated directly from the complex conjugate product of
the two Fourier transformed signals. These are averaged across a
number, ne, of epochs to estimate the true cross-spectral density
(CSD) matrix. Wk~ min
Wk
E
Wkp
j
j2
n
o
zc Wk
j
j2
h
i
, subject to WT
k Lk~I3
ð3Þ Where E denotes the expected value, p is the Fourier
transformed data and c is the Tikhonov regularisation parameter. cij~Spip
j Tne
ð8Þ ð8Þ The solution to this is given by [7]: The solution to this is given by [7]: The complex coherency function between two signals i and j is
the ratio of the cross-spectra to the auto-spectra: Wk~ LT
kC{1
X Lk
{1LkC{1
X
ð4Þ ð4Þ mij~
cij
ffiffiffiffiffiffiffiffiffi
ciicjj
p
ð9Þ For DICS, the spatial filter for two source points are multiplied
with the sensor level CSD (sCSD), CX to create a 363 matrix of
reconstructed source CSDs (rCSD) between the 3 Cartesian
components of sources k and l. ð9Þ The absolute value of which is usually taken as a measure of
coherence, while the imaginary part is a measure of the phase-
lagged coherence. The Fourier transformed data can be expressed
in polar form: ~CYkl~WT
kCXWl
ð5Þ ð5Þ The highest singular value of this matrix is treated as the
amplitude of the rCSD between k and l [2] when this is
significantly larger than the next singular value. Otherwise, the
trace of the matrix is taken. Source Reconstruction All reconstruction methods estimate the solution to the inverse
problem: X~
X
k
LkYT
k
ð1Þ ð1Þ The lead field, Lk, is an ns63 matrix, which describes the
contribution of source k to the sensors in 3 directions in Cartesian
space where ns is the number of sensors. X is the sensor data in the
time or frequency domain. The beamformer method estimates a
solution to the inverse problem by using a spatial filter Wk to create
an estimate of the source activity ~Y. Theory of sources. More focal sources are favoured by low regularisation,
but risks introducing false positives, while sources that are more
diffuse are favoured by high regularisation, but risks making false
negatives. Larger a, therefore reduces the acuity of the spatial
filter, so given data of sufficient quality, lower regularisation
parameters are preferred. Until recently there was no robust
benchmark for choosing an appropriate regularisation for spatial
filtering. However, there is a recent method for estimating the
optimal regularisation parameter from the condition number of
the matrix [11]. Aims This study proposes an adaptation of the DICS method, in
order to reduce the effect of VC and MFS artefacts in
reconstructing source-level coherent networks, and therefore
improve recovery of source-level coherences. In contrast to the
methods cited in the section above, this will allow source-level
CSDs to be computed directly, making the process more
computationally efficient and negating the potential pitfalls of a
separate stage of reconstructing the source-level time series. Our
approach is two-fold. First, we reformulate the approach of
imaginary coherency to increase its sensitivity, by constructing a
non-zero phase-lagged (NZPL) CSD matrix. Secondly, we use the
same approach of DICS to solve a problem analogous to the
standard M/EEG inverse problem, with an additional a priori
assumption that true sources have non-zero phase lags. The second assumption is valid given that VC can be described
by the quasi-static approximation of Maxwell’s equations [38]. The approximation describes the dynamics of VC without time-
derivatives: They are treated as effectively instantaneous and
hence do not contribute any phase lag. There is experimental
evidence that the approximation is justified for frequencies below
1 kHz [39], which is well within the frequency range typically
analysed in human EEG/MEG. The theory for the NZPL CSD and its application to DICS is
presented
first,
followed
by
the
results
from
experimental
simulations comparing network reconstruction using DICS with
the full CSD to that using the NZPL CSD. Simulations were
carried out to comparing the performance of these two methods at
different levels of phase jitter, phase lags and regularisation
parameters. Finally, the applicability of the method is illustrated
on a set of real EEG recordings. Nolte et al [1] successfully used imaginary coherency to identify
interhemispheric coherence between electrodes on the motor
regions during finger movement. Imaginary coherency has been
used in a number of other EEG studies. For example, [40]
correlated imaginary coherency with certain phases of brain
maturation. A few recent studies have attempted to utilise this to uncover
phase-lagged coherences at the source level. A recent method for December 2013 | Volume 8 | Issue 12 | e81553 PLOS ONE | www.plosone.org 3 Coherent Networks from EEG/MEG without VC/MSF Non-Zero Phase-Lagged (NZPL) CSD and Coherence In this section we reformulate the principle of imaginary
coherency to improve its sensitivity to non-zero phase lags. A term representing the power that arises due to the phase-
lagged interactions can therefore be obtained by using the
analogous terms from the imaginary decomposition ( q_02
1 l
_
1
). By populating the diagonal of the imaginary CSD with this term,
we obtain: A term representing the power that arises due to the phase-
lagged interactions can therefore be obtained by using the
l
f
h
i
i
d
i i
( _02 l
_
) While instantaneous and phase-lagged components can be
easily separated in the off-diagonal elements, the contribution of
these two components to the full power is still unknown. The
existing imaginary coherency approach does not take into account
the dependence of phase lag on the imaginary CSD. This results in
a biased estimate of non-instantaneous interactions (see appendix
S1). We therefore wish to identify the components in the power
that contribute only to the imaginary part of the CSD. To
demonstrate this, we consider the eigenvector decomposition of
the full CSD, for each sample to give the full power, p. analogous terms from the imaginary decomposition ( q 1 l 1
). By populating the diagonal of the imaginary CSD with this term,
we obtain: C
_
~SIm pp{
z q_02
1 l
_
1
D
Tne
ð17Þ ð17Þ The CSD calculation in equation 8 can be expressed as an outer
product of two vectors, averaged across samples: Where the superscript
D indicates a vector expressed as a
diagonal matrix. In this version of the CSD, a more accurate
estimate of the auto-spectra contributing to the non-instantaneous
interaction within that sample is used. The NZPL coherence can
then be computed in the same way as standard coherence: C~Spp{Tne
ð12Þ ð12Þ The decomposition of a single sample is given by: The decomposition of a single sample is given by: m
_
ij~
c_
ij
ffiffiffiffiffiffiffiffiffiffiffiffiffiffi
c_
ii c_
jj
q
ð18Þ pp{~QLQ{1
ð13Þ ð18Þ ð13Þ Where Q = [q1…qns] is a matrix of column eigenvectors and
L = [l1…lns]D is a diagonal matrix of corresponding eigenvalues. This decomposition yields one non-zero eigenvector/eigenvalue,
which satisfies: This results in a more sensitive measure of non-instantaneous
interactions and is less susceptible to bias from phase lag. Non-Zero Phase-Lagged (NZPL) CSD and Coherence This
approach as the same advantage as the PLI method [46], however,
by manipulating the CSD directly, the NZPL approach can be
extended to source localisation directly, without the need to
reconstruct virtual electrodes [47] (see below). p02
~ q02
1 l1
ð14Þ ð14Þ Coherent Networks from EEG/MEG without VC/MSF Coherent Networks from EEG/MEG without VC/MSF affect the imaginary coherency (unless the amplitude is constant
across all trials, which is unlikely). In the case of the symmetric real part, there are two non-zero
eigenvector/eigenvalues ( q^
1, l
^
1and
q^
2, l
^
2), which represent
the instantaneous contributions to the power. In the case of the
anti-symmetric imaginary part, there are two non-zero eigenvec-
tor/eigenvalues. These eigenvectors are purely imaginary and
exist as a complex conjugate pair (i.e. q_
1~ q_
2 and l
_
1~ l
_
2). The eigenvectors yielded by the real decomposition relate to the
full power in a similar way to equation 14, by satisfying: The real and imaginary parts of coherency can, in this case, be
treated as representing the proportion of the CSD with zero phase
lag and that with maximal phase difference (p/2). Independent
signals will lead to random wi but also small ri so these will not
contribute significantly to imaginary coherency. As VC/MFS
coherence is only instantaneous, the removal of the real part
removes the contribution of VC/MFS (at least the first order
effects) to the connectivity inferred from the coherence calcula-
tions. exist as a complex conjugate pair (i.e. q_
1~ q_
2 and l 1~ l 2). The eigenvectors yielded by the real decomposition relate to the
full power in a similar way to equation 14, by satisfying: p02
~ q^02
1 l
^
1
z q^02
2 l
^
2
ð16Þ ð16Þ Imaginary Coherency The spatial filter accommodates
Tikhonov regularisation by substituting CX for: pi~rieiwi
ð10Þ ð10Þ Where ri is the amplitude and wi is the phase, the CSD for a
single sample can be expressed as: CX?CXzcI where c~a CX
j
j
ð6Þ ð6Þ pip
j ~rirjeiDwij~rirj cos Dwijzi sin Dwij
ð11Þ ð11Þ Where c is the absolute regularisation parameter, which is a
multiple of the Euclidian norm of the sCSD matrix, while a is the
relative regularisation [10]. This parameter prevents over-fitting in
a minimum norm solution to an ill-posed problem. It adjusts the
sensitivity of the spatial filter according to the expected distribution Where Dwij~wi{wj is the phase lag between signals i and j. When there is no phase lag (Dw = 0), cos Dw = 1 while sin Dw = 0
and when the lag is maximum (Dw = p/2), cos Dw = 0, while sin
Dw = 1. When averaged across samples, the amplitudes rirj will also December 2013 | Volume 8 | Issue 12 | e81553 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org December 2013 | Volume 8 | Issue 12 | e81553 4 Coherent Networks from EEG/MEG without VC/MSF December 2013 | Volume 8 | Issue 12 | e81553 Higher-Order Artefacts It should be noted that imaginary coherency, PLI and the
NZPL method are restricted to removing first order artefacts, that
is artefacts that arise due to spurious interactions between the true
signal
and
its
VC
‘echo’. While
this
interaction
will
be
instantaneous, if there is a true (phase-lagged) interaction with a
second source, this will inevitably be phase-lagged with respect to
the VC echo of the first source and, therefore, produce a phase-
lagged coherence. We will refer to this interaction as a second
order artefact. In addition, if a VC echo of the second source
arises, then there will also be phase-lagged coherence with the first
VC echo. This we call a third-order artefact. The issue is
represented graphically in figure 1. The superscript
u2 represents the Hadamard (element-wise)
square function. We can obtain an equivalent representation of the
power contributing only to the imaginary part of the CSD by
performing the same decomposition on the imaginary CSD: Any matrix can be uniquely decomposed into one symmetric (or
Hermetian) and one anti-symmetric (or anti-Hermetian) matrix. In
this case, these equate to the real and imaginary parts, respectively. These two matrices can then be decomposed further into two sets
of eigenvectors/eigenvalues. While the NZPL CSD in itself does not deal with this issue, its
application to spatial filtering can minimise the effects of
higher order artefacts. Assuming a VC echo is always smaller
in magnitude than the originating signal, the higher-order pp{~Re pp{
ziIm pp{
~Q
^
L
^
Q
^{1
ziQ
_
L
_
Q
_{1
ð15Þ ð15Þ PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org December 2013 | Volume 8 | Issue 12 | e81553 December 2013 | Volume 8 | Issue 12 | e81553 December 2013 | Volume 8 | Issue 12 | e81553 5 Coherent Networks from EEG/MEG without VC/MSF Figure 1. An illustration of the effects of higher order artefacts. Contralateral 1st order artefacts are instantaneous, but there are smaller 2nd
order artefacts from the true sources and the ipsilateral VC ‘source’ that are phase-lagged. In addition, there are also much weaker 3rd order artefacts
between the VC ‘sources’. This is a simplified representation of the coherence patterns reported in supplementary material. doi:10.1371/journal.pone.0081553.g001 Figure 1. An illustration of the effects of higher order artefacts. Higher-Order Artefacts Contralateral 1st order artefacts are instantaneous, but there are smaller 2nd
order artefacts from the true sources and the ipsilateral VC ‘source’ that are phase-lagged. In addition, there are also much weaker 3rd order artefacts
between the VC ‘sources’. This is a simplified representation of the coherence patterns reported in supplementary material. doi:10.1371/journal.pone.0081553.g001 interactions
will likely be small enough to be
adequately
suppressed by the correlation minimisation constraint of the
spatial filter. This approach is detailed in the section below. C
_
X~L Im CY
ð
ÞzS q
_02
1Y l
_
1Y
DTne
"
#
LT
ð21Þ ð21Þ It should be noted that while an imaginary component in the
CSD in sensor space implies a phase-lagged interaction in source
space, the absence of the imaginary component in sensor space
does not necessarily imply the lack of a phase-lagged interaction in
source
space. Therefore
there
are
many
potential
source
interactions that will be invisible to the sensors. This issue is
inherited from the general ill-posed nature of the EEG/MEG
inverse problem. The projection of the imaginary cross-spectra of the formula
can be derived easily from the imaginary sCSD. C
_
X~Im CX
ð
ÞzL S q_02
1Y l
_
1Y
DTne
"
#
LT
ð22Þ ð22Þ Reconstructing NZPL Sources Having established a method to more accurately identify non-
instantaneous interactions, we apply the new NZPL CSD matrix
to the problem of reconstructing coherent sources. We impose
additional assumptions to that of the standard DICS approach (see
[48–52] for similar approaches). Using the a priori assumption that
truly interacting sources will always have non-zero phase lag, we
create a representation of these signals as projected to the sensor
level. To estimate this we need representations of both the auto-
spectra and cross-spectra of these signals. However, the NZPL auto-spectra part of the equation cannot
be easily derived from the sensor data as it requires a priori
knowledge of the separation of instantaneous cross-talk from the
real part of the phase-lagged interaction. We therefore make a
second assumption that the NZPL operation applied to the sCSD
will sufficiently model the projection of the NZPL source power to
the sensor level. The projection of the full CSD from sources to sensors can be
expressed as: C
_
X&Im CX
ð
ÞzS q_02
1X l
_
1X
DTne
ð23Þ ð23Þ CX~LCYLT
ð19Þ ð19Þ This formulation comes at the expense of omitting the cross-talk
that inevitably arises in this projection of the auto-spectra. Our
assumption is that there is sufficient information about this cross-
talk in the higher-order artefacts (see above) that remain in the
imaginary part of the sCSD. The imaginary part of the sCSD can be obtained using the same
projection. Im CX
ð
Þ~LIm CY
ð
ÞLT
ð20Þ ð20Þ This estimate of the projected source NZPL CSD is then used to
compute a spatial filter optimised to recover NZPL interactions,
using the same covariance minimisation constraint as per the
existing DICS method. The NZPL CSD at the source level can also be projected in the
same way. PLOS ONE | www.plosone.org December 2013 | Volume 8 | Issue 12 | e81553 6 Coherent Networks from EEG/MEG without VC/MSF Figure 2. Positions of sources used in all simulations. MNI
coordinates: [240.5 272.5 17] and [42 272.5 17]. Colour bar indicates
normalised source strength. doi:10.1371/journal.pone.0081553.g002 W
_
k~ LT
k C
_{1
X Lk
{1
Lk C
_{1
X
ð24Þ ð24Þ The use of the NZPL sCSD in the spatial filter calculation
provides a more optimal reconstruction of the rCSD than the
standard spatial filter. Reconstructing NZPL Sources The NZPL filter selectively supresses signals
that do not arise from non-instantaneous interacting sources,
compared to the standard filter, which treats instantaneous and
non-instantaneous interactions equally. This results in more signal
from non-instantaneous interacting sources being attributed to the
target sources (essentially treating a pair of phase-lagged interact-
ing sources as a single source). This has two advantages: (1) It will
lead to a beneficial overestimation of the non-instantaneous
interactions when projecting sensor data to source space. (2) It will
lead to an increase in the apparent SNR of the signal, resulting in
greater spatial acuity of the filter [11]. The NZPL filter is still able
to supress the higher-order artefacts that remain present in the
imaginary part of the sCSD. These artefacts are much weaker
than the true instantaneous interactions and therefore more
readily suppressed by the filter. Appendix S2 uses a simple
simulation, based on more straightforward mapping between
sensors and sources, to illustrate the properties and benefits of the
NZPL spatial filter compared to the standard filter. Figure 2. Positions of sources used in all simulations. MNI
coordinates: [240.5 272.5 17] and [42 272.5 17]. Colour bar indicates
normalised source strength. doi:10.1371/journal.pone.0081553.g002 selected as nodes for the coherent network (MNI coordinates:
[240.5 272.5 17] and [42 272.5 17] separated by a distance of
82.5 mm). One voxel was selected as the centre of the node and
activity in that node was smoothed to surrounding voxels with a
FWHM of 5 mm3 (see figure 2). Equal pre- and post- stimulus periods of 1000 ms were used. In
the post-stimulus period, activity in the two occipital nodes was
simulated using a 33 Hz sinusoidal wave. The two sources were
synchronised with a jittered phase lag sampled from a von Mises
distribution (a Gaussian distribution across a circle) with mean of
0.5p radians and a FWHM of 0.25p radians. In the pre stimulus
period, noise was generated from the same oscillatory activity used
in the post-stimulus period, but with a completely random phase
lag sampled from a uniform circular distribution. This ensured the
pre- and post- stimulus periods has the same power in the
frequency band of interest. Additional Gaussian noise was
superimposed on the signal with a signal-to-noise proportion
(SNP) of 0.9, equivalent to an SNR of 9.54 dB, which is in the
range of SNRs typically seen in evoked EEG responses [53]. Reconstructing NZPL Sources The
amplitude of the total signal was constant at 1 nA. These
simulations were repeated over 100 epochs. Once the NZPL spatial filter is constructed, it is straightforward
to project the NZPL sCSD to source space in the same way as
DICS (as per equation 5): ~CYkl~W
_T
k C
_
XW
_
l
ð25Þ ð25Þ This creates an rCSD where non-instantaneous interactions are
overestimated. 1st order artefacts are removed completely by the
NZPL manipulation while higher-order artefacts are reduced by
the minimisation constraint of the spatial filter. This approach
significantly reduces the projection of artefactual VC/MFS
interactions into the rCSD, improving the accuracy of the inferred
connectivity. Forward Calculations Lead fields for both EEG and MEG were calculated using
FieldTrip [54]. The EEG lead field was based on a VC model
created using the boundary element method (BEM) [30]. The
MNI template brain was segmented into brain, skull and scalp
compartments defining 3 homogeneous conductive mediums with
conductivity values of 33 mS/m, 0.41 mS/m and 33 mS/m,
respectively. The scalp potentials were calculated using the
forward solution (equation 1) and sampled by 64 scalp electrodes
based on a Biosemi64 scalp electrode array with the reference
electrode placed at infinity. General Method A simulation of a simple coherent network was used to test the
performance of the NZPL DICS method. From this, the forward
solution was used to calculate simulated EEG and MEG
recordings. These were used to reconstruct a source-level coherent
network using an sCSD calculated in the standard way (full sCSD)
or the NZPL sCSD. A number of experimental manipulations
were carried out to test the effects of phase-jitter, phase lag and
regularisation on the performance of DICS in each case. A
quantification of the effect of phase lag and noise on coherence
computed with NZPL CSDs is also made. The MEG lead field was based on a single-shell model from a
grey-matter segmentation of the same MRI template brain. The
lead field was calculated using the quasi-static approximation of
the magnetic forward model, described by the Biot–Savart law
[34]. The forward solution was used to calculate simulated
readings
for
148
axial
gradiometer
sensors
based
on
the
configuration of a 4D MAGNES 2500 WH scanner. The sensor
data for both modalities was obtained from the linear forward
solution in equation 1. Example forward solutions for one
simulation are shown in appendix S3. Effects of Phase Lag Method. To understand the effects of phase lag, simulations
were repeated with the mean of the phase lag distribution varied. Phase lags of 0, 0.0625p, 0.125p, 0.25p, 0.5p, p, 1.5p and 2p
radians were tested. Phase jitter and regularisation were fixed at
FWHM = p/4 and a = 1026, respectively. Results. AUCs for all phase lags are shown in figure 6 and t-
test results are summarised in table 2. AUCs for all reconstructions
with the full sCSD were not significantly higher than the critical
AUC. For the NZPL CSD all non-instantaneous phase lags were
significantly above the critical AUC (although the AUC for
0.0625p in EEG was borderline). In EEG all instantaneous phase
lags (0, p and 2p) were non significant and in MEG all
instantaneous phase lags were borderline significant. 1-way
ANOVAs showed there was a significant effect of phase lag in
EEG
(F(7,72) = 134.41,
p,10238)
and
MEG
(F(7,72) = 14.32,
p,10211). The effect is much stronger in EEG than MEG. Testing for differences in between the methods all showed a
significant increase in AUC for the NZPL method at all phase lags
in both EEG and MEG (all significant at p,1024). Reconstruction Performance and Effects of Phase Jitter The corre-
sponding log ROC curves are shown in figure 4. For the EEG full
sCSD, there is very poor reconstruction of the original network in
both jittered and unjittered conditions. There was improvement
when using the NZPL sCSDs, which appears to provide good
reconstruction of the original network in both conditions. For
MEG, the full sCSD without jitter partially reconstructs the
correct network but with some false positives. The jittered
conditions show poor performance as with EEG. In both cases,
the NZPL CSD provides a very accurate reconstruction. Source Coherences This shows that DICS with the NZPL sCSD is much more robust
to phase jitter. For paired-sampled t-tests comparing the two
methods, NZPL sCSD performed significantly better than the full
sCSD in all cases, with the exception of unjittered MEG
reconstruction (t(9) = 2.31, p = 0.023). Performance Measurement The performance of the whole-brain network reconstruction
was
evaluated
by
comparing
the
‘‘true’’
matrix
with
the
reconstructed matrix across a range of thresholds. The ‘‘true’’
matrix consisted of the signal from the active source pair smoothed
out across the connection space using a Gaussian kernel with a
FWHM of 5 mm3. The Gaussian-smoothed network deals with
spatial inaccuracies across a gradient of distance by progressively
penalising reconstruction performance as it moves further away
from the centre of true activity. The noise-contrasted reconstruct-
ed network was thresholded at 120 equally spaced values from the
lowest to the highest values in the matrix. The true positive rate
(TPR) and false positive rate (FPR) were calculated from the
proportions of all sources, which are identified as true or false at
the given threshold. The TPR and log FPR provided the points for
the log receiver-operator characteristic (ROC) curve. The log
ROC curve was used in preference to a standard ROC curve
because of the large number of negative values. This was proposed
as a method of scaling the ROC curve where there is a large ratio
of negatives to positives, as there is here [55]. Finally, the area
under the log ROC curve (AUC) was calculated by integrating the
log ROC curve using the trapezium rule. The AUC measure gives
a single value that quantifies the accuracy of each reconstruction. 10 runs of each experiment were carried out to provide a measure
of variance for these AUC values. Reconstruction Performance and Effects of Phase Jitter Method. To assess the effects of phase jitter (i.e. the FWHM
of the phase lag distribution) the simulations were repeated where
the phase jitter between the two oscillatory sources was varied. FWHMs of 0, p/32, p/16, p/8, p/4, p/2 and p radians were
tested. The Fast Fourier transform was applied to the full length of the
time-series to obtain the complex spectra for each channel. The
full sCSD, and the NZPL sCSD were calculated as per equations
12 and 17, respectively. The sCSD was averaged over the
frequency band of interest (25–40 Hz) and across the 100 epochs. tested. Results. Examples of reconstructed networks for unjittered
and jittered (FWHM = p/4) conditions are shown in figure 3 for
each reconstruction method and imaging modality. The corre-
sponding log ROC curves are shown in figure 4. For the EEG full
sCSD, there is very poor reconstruction of the original network in
both jittered and unjittered conditions. There was improvement
when using the NZPL sCSDs, which appears to provide good
reconstruction of the original network in both conditions. For
MEG, the full sCSD without jitter partially reconstructs the
correct network but with some false positives. The jittered
conditions show poor performance as with EEG. In both cases,
the NZPL CSD provides a very accurate reconstruction. The AUCs for reconstructions across all jitter FWHMs are
shown in figure 5 and summarised in table 1. Single sample t-tests
show that in EEG and MEG, all reconstructions using the full
sCSD were not significantly above the critical AUC, with the
exception of the unjittered MEG reconstruction (t(9) = 17.74,
p,1027), indicating DICS with the full sCSD is very intolerant
of phase jitter. In contrast, the AUCs for reconstructions using the
NZPL sCSD were significantly above the critical AUC across all
jitter FWHMs, with the exception of the largest FWHM (p
radians), where EEG reconstruction was non-significant and MEG
reconstruction was borderline significant (t(9) = 2.86, p = 0.0094). This shows that DICS with the NZPL sCSD is much more robust
to phase jitter. For paired-sampled t-tests comparing the two
methods, NZPL sCSD performed significantly better than the full
sCSD in all cases, with the exception of unjittered MEG
reconstruction (t(9) = 2.31, p = 0.023). Results. Examples of reconstructed networks for unjittered
and jittered (FWHM = p/4) conditions are shown in figure 3 for
each reconstruction method and imaging modality. Statistical Analysis Log ROC AUCs for each condition were tested for significant
increase from a critical AUC value using one-tailed single sample
t-tests. The critical AUC was defined as the log ROC AUC
computed for an overlap between the FPR and TPR distributions
of p = 0.05 (with the assumption that the FPR and TPR
distributions are Gaussian). The critical AUC is approximately
3.84. Paired sample t-tests were also performed to test for
significant increases in AUCs for the reconstructions with the
NZPL sCSD compared to the reconstructions for the full sCSD. Bonferroni correction was applied to all t-tests. Source Coherences DICS [2] was performed to reconstruct source coherence across
all voxel combinations, using the same source positions defined in
the source simulations (1454 sources restricted to superficial grey
matter). Spatial filters were calculated using either the full, or
NZPL sCSDs, as per equations 4 and 24, respectively. A relative
regularisation parameter of a = 1026 was used. The rCSDs
corresponding to the two sCSD types were then estimated using
equations 5 and 25, respectively. Source-level coherences for both
rCSD types were calculated in the standard way using equation 9
for the pre and post stimulus matrices. Systematic bias and filter
leakage was removed by subtracting the pre-stimulus reconstruc-
tion from the post-stimulus reconstruction. This noise-contrasted
matrix was used as the measure of reconstructed source-level
coherences. The AUCs for reconstructions across all jitter FWHMs are
shown in figure 5 and summarised in table 1. Single sample t-tests
show that in EEG and MEG, all reconstructions using the full
sCSD were not significantly above the critical AUC, with the
exception of the unjittered MEG reconstruction (t(9) = 17.74,
p,1027), indicating DICS with the full sCSD is very intolerant
of phase jitter. In contrast, the AUCs for reconstructions using the
NZPL sCSD were significantly above the critical AUC across all
jitter FWHMs, with the exception of the largest FWHM (p
radians), where EEG reconstruction was non-significant and MEG
reconstruction was borderline significant (t(9) = 2.86, p = 0.0094). This shows that DICS with the NZPL sCSD is much more robust
to phase jitter. For paired-sampled t-tests comparing the two
methods, NZPL sCSD performed significantly better than the full
sCSD in all cases, with the exception of unjittered MEG
reconstruction (t(9) = 2.31, p = 0.023). The AUCs for reconstructions across all jitter FWHMs are
shown in figure 5 and summarised in table 1. Single sample t-tests
show that in EEG and MEG, all reconstructions using the full
sCSD were not significantly above the critical AUC, with the
exception of the unjittered MEG reconstruction (t(9) = 17.74,
p,1027), indicating DICS with the full sCSD is very intolerant
of phase jitter. In contrast, the AUCs for reconstructions using the
NZPL sCSD were significantly above the critical AUC across all
jitter FWHMs, with the exception of the largest FWHM (p
radians), where EEG reconstruction was non-significant and MEG
reconstruction was borderline significant (t(9) = 2.86, p = 0.0094). Network Simulation Neural activity was simulated in a regular 7.5 mm3 grid of 1454
dipoles restricted to superficial grey matter in a standard MNI T1-
weighted MRI template. All dipoles were orientated orthogonally
to the head surface. All dipole time-series were simulated with
Gaussian white noise to simulate the presence of non-correlated
activity. Two cortical regions in opposite occipital lobes were December 2013 | Volume 8 | Issue 12 | e81553 PLOS ONE | www.plosone.org 7 Coherent Networks from EEG/MEG without VC/MSF Reconstruction Performance and Effects of Phase Jitter Sensor-Level Cross Spectral Density (sCSD) Sensor-Level Cross Spectral Density (sCSD) Quantifying Phase Lag Tolerance Method. A more detailed quantification of the expected
phase lag tolerance of the NZPL method was obtained across a
range of SNPs. Given that the full coherence between two signals
with no noise is equal to 1, the coherences obtained from these
simulations are a measure of the level of coherence that is retained
as phase lag reduces, which we use as a metric for phase lag
tolerance. Two sinusoidal waves with the same amplitude and PLOS ONE | www.plosone.org December 2013 | Volume 8 | Issue 12 | e81553 8 Coherent Networks from EEG/MEG without VC/MSF Figure 3. Reconstructed network with phase jitter FWHM of 0 and p/4 calculated from full and NZPL sCSDs for EEG and MEG. Colour
code indicates the proportion of trials in which a voxel pair lies in the top 0.01% of the coherence matrix. Blue indicates location of the original
network nodes. doi:10.1371/journal.pone.0081553.g003 Figure 3. Reconstructed network with phase jitter FWHM of 0 and p/4 calculated from full and NZPL sCSDs for EEG and MEG. Colour
code indicates the proportion of trials in which a voxel pair lies in the top 0.01% of the coherence matrix. Blue indicates location of the original
network nodes. doi:10.1371/journal.pone.0081553.g003 Effects of Regularisation Parameter frequency were generated, with the same parameters described
previously. SNP and phase lag were systematically manipulated
across different simulations: SNP was varied between 0 (all noise,
no signal) and 1 (all signal, no noise); phase lags were varied
between 0 and 0.5p radians. Coherence (equation 9) was
calculated from the NZPL sCSD (equation 17) for each SNP
and phase lag. For comparison, the imaginary coherency was also
computed between the two signals. frequency were generated, with the same parameters described
previously. SNP and phase lag were systematically manipulated
across different simulations: SNP was varied between 0 (all noise,
no signal) and 1 (all signal, no noise); phase lags were varied
between 0 and 0.5p radians. Coherence (equation 9) was
calculated from the NZPL sCSD (equation 17) for each SNP
and phase lag. For comparison, the imaginary coherency was also
computed between the two signals. DICS is sensitive to regularisation: An optimal regularisation
parameter should be chosen based on the expected spatial
distribution of sources. Lower regularisation increases the sensi-
tivity of the beamformer but also is more likely to result in false
positives, whereas a higher regularisation decreases sensitivity,
while reducing false positives [10]. The reduction of VC/MFS
artefacts in NZPL sCSD has been shown to improve the
localisation of the coherent network and reduce the number of
false positives in reconstructed source-level networks that would
ordinarily arise in standard DICS. By eliminating these confound-
ing factors prior to the spatial filter calculation, the dependency of
reconstruction accuracy on regularisation should be less pro-
nounced. Here, the performance of the sCSD types was tested on
a range of regularisation parameters with the expectation that the
NZPL method will be less sensitive to the exact value of the
parameters. Results. Figure 7 shows the coherences estimated with NZPL
sCSD across variation in phase lags and SNP. NZPL is clearly
quite tolerant of small phase lags and low SNPs. Applying a
suitable threshold to these coherence values allows the identifica-
tion of minimum acceptable SNPs and phase lags. For example,
the white line in figure 7 delineates the region where the simulated
activity generates coherences of at least 0.9. This region encloses
most of the available space indicating that the method performs
well over a wide range of values. This contrasts with the coherence
estimates using imaginary coherency, which is much less tolerant
of variation in phase lag and SNP. Results. Effects of Regularisation Parameter Figure 7 shows the coherences estimated with NZPL
sCSD across variation in phase lags and SNP. NZPL is clearly
quite tolerant of small phase lags and low SNPs. Applying a
suitable threshold to these coherence values allows the identifica-
tion of minimum acceptable SNPs and phase lags. For example,
the white line in figure 7 delineates the region where the simulated
activity generates coherences of at least 0.9. This region encloses
most of the available space indicating that the method performs
well over a wide range of values. This contrasts with the coherence
estimates using imaginary coherency, which is much less tolerant
of variation in phase lag and SNP. Method. The simulations were repeated with phase lag fixed
at Dw = p/2 and jitter FWHM fixed at p/4 radian and the December 2013 | Volume 8 | Issue 12 | e81553 PLOS ONE | www.plosone.org 9 Coherent Networks from EEG/MEG without VC/MSF Figure 4. Log ROC curves for performance of the DICS reconstruction for noise-normalised coherences for EEG and MEG
reconstructions, plotted for full and NZPL sCSDs, for zero and non-zero (p/4) phase jitters. FPR = false positive rate, TPR = true positive
rate. doi:10.1371/journal.pone.0081553.g004 Figure 4. Log ROC curves for performance of the DICS reconstruction for noise-normalised coherences for EEG and MEG
reconstructions, plotted for full and NZPL sCSDs, for zero and non-zero (p/4) phase jitters. FPR = false positive rate, TPR = true positive
rate. doi:10.1371/journal.pone.0081553.g004 doi:10.1371/journal.pone.0081553.g004 regularisation parameter was varied using a-values between 0 and
log10-8 in log-increments of log100.5. The AUCs for NZPL sCSD are uniformly high and significantly
above the critical AUC for EEG (all p,10214) and MEG (all
p,10223) with the exception of a$0.1, where the AUCs shows a
sudden drop off. Results. Figure 8 shows the log ROC AUCs for reconstruct-
ed networks from full and NZPL sCSDs. For EEG, AUCs for full
sCSD are low across much of the range with small, but still
insignificant peaks at a = 1 and a = 0.01 (log100 and log10-2 on the
x-axis). Full CSD for MEG showed a similar pattern with a small
but insignificant peak at a = log102.5 with a mean AUC of 5.01. Application to Human Data To demonstrate the applicability of the NZPL modification to
DICS in real human EEG recordings, the method was applied to Figure 5. Log ROC AUCs calculated for noise-normalised coherence for EEG and MEG reconstructions, across phase jitter FWHMs. doi:10.1371/journal.pone.0081553.g005 Figure 5. Log ROC AUCs calculated for noise-normalised coherence for EEG and MEG reconstructions, across phase jitter FWHMs. doi:10.1371/journal.pone.0081553.g005 Figure 5. Log ROC AUCs calculated for noise-normalised coherence for EEG and MEG reconstructions, across phase jitter FWHMs. doi:10.1371/journal.pone.0081553.g005 Figure 5. Log ROC AUCs calculated for noise-normalised coherence for EEG and MEG reconstructions, across phase jitter FWHMs. doi:10.1371/journal.pone.0081553.g005 December 2013 | Volume 8 | Issue 12 | e81553 PLOS ONE | www.plosone.org 10 Coherent Networks from EEG/MEG without VC/MSF Table 1. Results of all t-tests comparing AUCs with critical AUC, and comparing AUCs between sCSD types for all phase jitter
FWHMs. EEG
MEG
Jitter FWHM (p
radians)
Full sCSD. Critical
AUC
NZPL CSD. critical
AUC
NZPL CSD. Full
CSD
NZPL CSD. critical
AUC
Full sCSD. Critical
AUC
NZPL CSD. Full
CSD
0
t(9) = 255.70,
t(9) = 65.59,
t(9) = 101.78,
t(9) = 17.74,
t(9) = 2535.28,
t(9) = 2.31,
n.s. p,10212
p,10214
p,1027
p,10227
p = 0.023
0.03125
t(9) = 254.15,
t(9) = 162.10,
t(9) = 105.54,
t(9) = 27.52,
t(9) = 2994.72,
t(9) = 30.93,
n.s. p,10216
p,10214
n.s. p,10227
p,10210
0.0625
t(9) = 2132.45,
t(9) = 311.74,
t(9) = 242.35,
t(9) = 228.92,
t(9) = 2195.15,
t(9) = 83.63,
n.s. p,10219
p,10218
n.s. p,10226
p,10213
0.125
t(9) = 2137.70,
t(9) = 88.20,
t(9) = 124.89,
t(9) = 218.00,
t(9) = 3350.15,
t(9) = 54.02,
n.s. p,10214
p,10215
n.s. p,10228
p,10212
0.25
t(9) = 2121.67,
t(9) = 83.23,
t(9) = 120.49,
t(9) = 238.38,
t(9) = 1484.72,
t(9) = 113.44,
n.s. p,10213
p,10215
n.s. p,10225
p,10215
0.5
t(9) = 2210.40,
t(9) = 10.01,
t(9) = 30.84,
t(9) = 240.73,
t(9) = 497.42,
t(9) = 123.77,
n.s. p,1025
p,10210
n.s. p,10220
p,10215
1
t(9) = 2126.51,
t(9) = 25.96,
t(9) = 7.52,
t(9) = 249.22,
t(9) = 2.86,
t(9) = 7.59,
n.s. n.s. p,1024
n.s. p = 0.0094
p,1024
doi:10.1371/journal.pone.0081553.t001 Table 1. Results of all t-tests comparing AUCs with critical AUC, and comparing AUCs between sCSD types for all phase jitter
FWHMs. doi:10.1371/journal.pone.0081553.t001 identify coherent network components that underpin face recog-
nition during the primary visual response that takes place in the
first 400 ms of visual face presentation. Application to Human Data processing was carried out using FieldTrip [54]. Data was
epoched, band pass filtered at 2-45 Hz, baseline corrected and
de-trended. Source reconstruction was carried out using the same
procedure described for the simulations. NZPL sCSDs were
calculated in a 0–400 ms, theta band (4–8 Hz) time-frequency
Hanning-window for both conditions and averaged across all
epochs. The BEM model and lead fields were computed from a
subject-specific anatomical T1-weighted MRI using the same
procedure to generate the head model for the EEG simulations. Method. 128-channel BioSemi EEG Data for visual presen-
tation of faces and scrambled images in a single subject [56] were
obtained from the SPM website (downloaded from http://www.fil. ion.ucl.ac.uk/spm/data/mmfaces/). The paradigm consisted of
85 randomised trials of 500 ms fixation cross, followed by 600 ms
presentation of either a face or a scrambled image [57]. The pre- Figure 6. Log ROC AUCs calculated for noise-normalised coherence for EEG and MEG reconstructions, across phase lags. doi:10.1371/journal.pone.0081553.g006 Figure 6. Log ROC AUCs calculated for noise-normalised coherence for EEG and MEG reconstructions, across phase lags. doi:10 1371/journal pone 0081553 g006 AUCs calculated for noise-normalised coherence for EEG and MEG reconstructions, across phase lags. one.0081553.g006 Figure 6. Log ROC AUCs calculated for noise-normalised coherence for EEG and MEG reconstructions, across phase lags. doi:10.1371/journal.pone.0081553.g006 December 2013 | Volume 8 | Issue 12 | e81553 PLOS ONE | www.plosone.org 11 Coherent Networks from EEG/MEG without VC/MSF Table 2. Results of all t-tests comparing AUCs with critical AUC, and comparing AUCs between sCSD types for all phase lags. Table 2. Results of all t-tests comparing AUCs with critical AUC, and comparing AUCs between sCSD types for all phase lags. Table 2. Results of all t-tests comparing AUCs with critical AUC, and comparing AUCs between sCSD types for all phase lags. EEG
MEG
Phase lag (p
radians)
Full sCSD. Critical
AUC
NZPL CSD. critical
AUC
NZPL CSD. Full CSD
NZPL CSD. critical
AUC
Full sCSD. Critical
AUC
NZPL CSD. Full CSD
0
t(9) = 2113.25,
t(9) = 25.89,
t(9) = 6.50,
t(9) = 2149.70,
t(9) = 2.76,
t(9) = 7.30,
n.s. n.s. p,1024
n.s. p = 0.011
p,1024
0.0625
t(9) = 2118.36,
t(9) = 2.71,
t(9) = 17.05,
t(9) = 2186.32,
t(9) = 33.5,
t(9) = 55.32,
n.s. p = 0.012
p,1027
n.s. p,10210
p,10212
0.125
t(9) = 2121.51,
t(9) = 23.36,
t(9) = 55.70,
t(9) = 2167.98,
t(9) = 595.81,
t(9) = 521.39,
n.s. Discussion This study aimed to optimise the dynamic imaging of coherent
sources [2] method to reconstruct only non-zero phase-lagged
(NZPL) interactions using a variation of imaginary coherency [1]. This approach reduces the impact of spurious interactions arising
due to volume conduction (VC) and magnetic field spread (MFS)
on the reconstructed source networks. To generate an unbiased
symmetrical estimate of the sensor cross-spectral density (sCSD)
that only embodies phase-lagged interactions, the diagonal of the
imaginary part of the sCSD matrix was replaced with an estimate
of NZPL-only components of the power, using eigenvector
decomposition
of
the
imaginary
sCSD. This
CSD
is
an
approximation of the phase-lagged interactions with reduced
phase lag bias. Using the NZPL sCSD as an approximation of the
projected NZPL source interactions, an NZPL-optimised spatial
filter was constructed. The projection of the NZPL sCSD using
this filter significantly reduces the confounding effects of VC/MFS
on source localisation are reduced. The application of the NZPL
sCSD to the filter calculation is advantageous as it deliberately
overestimates the signal arising from phase-lagged interactions
while suppressing weaker interactions. This improves the spatial
acuity of the filter. This method offers significant improvement
compared to using the full sCSD for both EEG and MEG. NZPL
significantly improves accuracy of the source reconstruction
compared to using the full sCSD. This is shown consistently for
a range of non-instantaneous phase lags and noise levels (in the
form of phase jitter) and is true for both MEG and EEG data. In
the case of phase jitter, using DICS with the full CSD is highly The study has also shown that the NZPL sCSD performance is
more invariant to regularisation compared to the full sCSD. Regularisation reduces the sensitivity of DICS to false positives,
but also increases the probability of false negatives. Higher
regularisation comes at the expense of lower spatial acuity. The
removal of spurious interactions by the NZPL manipulation before
computation of the filter reduces the need for regularisation. NZPL therefore allows the use of spatial filters with the highest
possible spatial acuity (i.e. where regularisation is set to, or close to
zero). An interesting point to note is that across all experiments the
performance of the NZPL sCSD in EEG reaches a maximum
AUC of about 6, while for MEG this was about 9. In addition,
EEG was slightly less tolerant of small phase lags and high degrees
of jitter than MEG. Application to Human Data doi:10.1371/journal.pone.0081553.g008 for noise normalised coherences for EEG and MEG reconstructions, across regularisation parameters a. 1553.g008 cortex and the right superior temporal region. The most strongly
connected source pairs (the highest 0.01% of the connectivity
matrix) within this contrast are those between the primary visual
cortex and right superior temporal gyrus (figure 9c). This suggests
that perceiving faces engages a direct coherent interaction between
the primary visual cortex and the superior temporal gyrus. This
region has been implicated in face recognition and more
specifically in detecting gaze and emotion propensity [58–60]. intolerant of phase jitter, unlike DICS with the NZPL CSD, which
shows tolerance to even very wide distributions of phase jitter (up
to
FWHM = p/2). The
intolerance
of
standard
coherence
measures to phase jitter has been reported previously [61]. In the case of instantaneous phase lag, the accuracy is much
more inconsistent in NZPL, which is to be expected, although in
the case of MEG at least, the accuracy is still good. The presence
of phase jitter in these simulations means that the coherent activity
can still be detected, but with much more variable accuracy. The
small variances of AUCs across repetitions for NZPL compared
with the full sCSD (figures 5,6 and 8) also suggest the NZPL
method is more robust to noise as there is more consistency in the
responses across noise-varied trials. This is consistent with the
principle of imaginary coherency where the imaginary component
of coherency is reduced with increasing noise [1]. Noise is
attenuated by the loss of the real components and hence will not
be modelled in the spatial filter or the subsequent rCSD. However,
the amplitude of the phase-lagged interactions will be reduced. This may introduce scaling issues if making contrasts between
networks with different levels of noise [45]. December 2013 | Volume 8 | Issue 12 | e81553 Application to Human Data p,1028
p,10212
n.s. p,10221
p,10221
0.25
t(9) = 2144.07,
t(9) = 100.00,
t(9) = 183.74,
t(9) = 265.67,
t(9) = 502.80,
t(9) = 172.20,
n.s. p,10214
p,10216
n.s. p,10220
p,10216
0.5
t(9) = 2106.39,
t(9) = 142.72,
t(9) = 198.92,
t(9) = 222.55,
t(9) = 909.55,
t(9) = 63.04,
n.s. p,10215
p,10217
n.s. p,1023
p,10212
1
t(9) = 281.51,
t(9) = 23.37,
t(9) = 16.64,
t(9) = 219.53,
t(9) = 4.43,
t(9) = 7.80,
n.s. n.s. p,1027
n.s. p = 0.0008
p,1024
1.5
t(9) = 2152.60,
t(9) = 103.81,
t(9) = 174.85,
t(9) = 255.59,
t(9) = 1076.97,
t(9) = 156.91,
n.s. p,10214
p,10216
n.s. p,10223
p,10216
2
t(9) = 2124.59,
t(9) = 25.89,
t(9) = 6.56,
t(9) = 2150.05,
t(9) = 2.76,
t(9) = 7.31,
n.s. n.s. p,1024
n.s. p = 0.011
p,1024
doi:10.1371/journal.pone.0081553.t002 doi:10.1371/journal.pone.0081553.t002 DICS was performed using this lead field and the epoch-averaged
NZPL sCSD to obtain the source-level rCSDs. The coherence
between all source pairs was then calculated. To obtain contrasts,
analogous noise coherences were estimated using the same
procedure applied to a pre-stimulus period of equal length. The
true and noise coherences were Fisher transformed and then
contrasted. Results. Results are shown in figure 9. The highest noise
contrasted coherences are plotted to visualise the most highly
coherent regions. The results show that the strongest coherences in
both conditions take place in primary visual cortex and the right
superior temporal gyrus and precentral gyrus (figure 9a). Contrasts
between the two conditions (figure 9b) show faces elicit higher
coherences in the left lateralised occipital and temporo-occipital Figure 7. Estimated coherence calculated from imaginary coherency and NZPL coherence for a pair of sources with varying phase
lag and SNR. White lines indicates estimated thresholds for coherences of 0.9. doi:10.1371/journal.pone.0081553.g007 Figure 7. Estimated coherence calculated from imaginary coherency and NZPL coherence for a pair of sources with varying phase
lag and SNR. White lines indicates estimated thresholds for coherences of 0.9. doi:10.1371/journal.pone.0081553.g007 December 2013 | Volume 8 | Issue 12 | e81553 December 2013 | Volume 8 | Issue 12 | e81553 PLOS ONE | www.plosone.org 12 12 Coherent Networks from EEG/MEG without VC/MSF Figure 8. Log ROC AUCs for noise normalised coherences for EEG and MEG reconstructions, across regularisation parameters a. doi:10.1371/journal.pone.0081553.g008 Figure 8. Log ROC AUCs for noise normalised coherences for EEG and MEG reconstructions, across regularisation parameters a. Discussion This is to be expected given the greater spatial
acuity MEG offers in comparison to EEG and the fact that in
MEG, there is less distortion of the magnetic field compared to the
smearing of electrical potentials in EEG. In our simulations, this is December 2013 | Volume 8 | Issue 12 | e81553 December 2013 | Volume 8 | Issue 12 | e81553 PLOS ONE | www.plosone.org 13 Coherent Networks from EEG/MEG without VC/MSF Figure 9. Source Coherence estimates from human EEG using DICS with NZPL sCSD. (a) shows the maximum value for each voxel value in
the noise-normalised coherence matrix for faces (top) and scrambled (bottom) images at 0–400 ms, 4–8 Hz. (b) shows the maximum of the contrast
between faces and scrambled connectivity matrices. (c) shows the top 0.01% of the face-scrambled contrast matrix. doi:10.1371/journal.pone.0081553.g009 Figure 9. Source Coherence estimates from human EEG using DICS with NZPL sCSD. (a) shows the maximum value for each voxel value in
the noise-normalised coherence matrix for faces (top) and scrambled (bottom) images at 0–400 ms, 4–8 Hz. (b) shows the maximum of the contrast
between faces and scrambled connectivity matrices. (c) shows the top 0.01% of the face-scrambled contrast matrix. doi:10.1371/journal.pone.0081553.g009 not an issue as the NZPL method was able to reconstruct EEG
networks with a high degree of accuracy. However, there may be
conditions where the spatial distribution of the sensor data is too
smooth to permit sufficiently accurate reconstruction. A quanti-
fication of the data smoothness such as the condition number [11]
may
be used
as a criterion
for the feasibility of source
reconstruction in such cases. phase-lagged coherences, both between true sources and VC
artefacts, and between different artefacts. In the data presented
here, this problem was not observed to any great extent, so it can
be reasonably assumed that higher order artefacts are sufficiently
small in NZPL as to not give rise to any false positives when
reconstructing the source network. However, for more complex
networks it may be more of a problem. This issue of mixing phase-
lagged signals has been previously raised by Lachaux et al [63] in
response to the assumption that VC/MFS coherences have no
phase lag. In the data from the simulations presented here a small
effect can be seen in the simulated sensor data (appendix S3,
figure 2). December 2013 | Volume 8 | Issue 12 | e81553 Coherent Networks from EEG/MEG without VC/MSF same way it does in standard DICS analysis. Additionally, the
relaxation of the suppression of signals for phase-lagged sources
increases the apparent SNR of the sCSD, improving its spatial
accuracy (see also appendix S2). Higher-order artefacts are
substantially smaller in magnitude than first-order artefacts (see
appendix S3, figure 2b). However, the importance of the accuracy
or complexity of the VC model to the calculation of an accurate
spatial filter in the presence of higher-order artefacts remains a
question. Further investigation is required to quantify this
relationship. the distribution of phase lags. The method presented here offers a
similar advantage over the original imaginary coherency method. We have shown the bias in variability of the imaginary CSD arises
from the size of the phase lag (appendix S1). Removal of this bias
by eigenvector decomposition therefore results in CSD estimates
that remain consistent across a range of phase lags. Only when
SNR is low is there an increased bias from the size of the phase lag
on the inferred coherence. The reduction in SNR manifests in the
case where the phase lag distribution is centred around 0 or p
radians. The absence of an imaginary component at the peak of
the distribution means the spatial filter has to rely on the signal
obtained from the much weaker imaginary components at the
periphery of the distribution. The effect is also seen in the EEG
reconstruction where small phase lags are tolerated less than for
MEG. However, as only two sources were simulated, we are
making a generalisation from the two-source case to one with
multiple sources, which may be less tolerant on small phase lags
due to increased mixing between multiple sources. Further study is
required to quantify the effect of number of interacting sources on
phase lag tolerance. Of course beamformers are not the only reconstruction method
that can be used to explore source level connectivity and
coherence is not the only functional connectivity measure that
could be employed. Any functional connectivity measure can
theoretically be applied to reconstructed sources to infer functional
networks in source space. For instance source time-series could be
estimated using the ‘virtual electrode’ method, and this could then
be used to calculate coherence, synchronisation, Granger causality
or transfer entropy. However, making deterministic connectivity
inferences between reconstructed sources should be done with
caution, as there is uncertainty about the accuracy of these
reconstructions. Coherent Networks from EEG/MEG without VC/MSF Each reconstruction method carries with it a set of
assumptions, which will give rise to some systematic error, which
can contaminate connectivity estimates [12]. In particular, VC/
MFS artefacts if not accounted for in the spatial filter will lead to
mislocalisations of sources [29,32]. There is also the issue of
increase computational demands of separate source time-series
reconstruction and coherence estimates and the issue of VC/MFS
artefacts. DICS overcomes these issues as source connectivity
estimates are made in a single step without the intermediary step of
reconstructing the time-series. However, a particular point of
concern that has arisen in connection with DICS (and any other
connectivity analysis based on beamformer data) is that the
covariance minimisation constraint on the spatial filter appears
contradictory to the aim of identifying coherence in the source
activity. The consequence of this is that reconstructed coherences
are likely to be attenuated by the spatial filter. Hipp et al [25]
regard this as an advantage because the false positive rate for
reconstructed coherence is markedly reduced. This is apparent in
this study by the absence of the higher-order artefact from the
source reconstruction using NZPL shown in figure 3 (also see
appendix S3, figure 2). It is certainly true that in the cases reported
here, the covariance minimisation has not prevented the reliable
detection of coherent sources, both from simulated and human
data. The over-estimation of phase-lagged interaction on the
NZPL CSD, compared to the full CSD, resulted in their
preservation when projected to source space. In addition to the tolerance to small phase lags, averaging the
sCSD over sufficient event-related epochs will ensure functionally
relevant phase-lagged interactions are retained. This raises an
issue about assumptions made concerning how neural populations
interact. As noted previously, one assumption is that the
probabilistic nature of encoding within stochastic firing patterns
means that it is unlikely that two functionally connected neural
populations are ever perfectly in phase within a given epoch. By
averaging sCSDs across epochs, a different assumption is made,
based on the same premise: that there is sufficient phase lag
variability between epochs to render the chance occurrence of
zero-lagged coherences trivial. Some other functional connectivity
methods, such as phase locking value (PLV) [63], which treat
phase lag consistency as a measure of functional connectivity will
not detect these type of interactions. Appendix S2
Properties of the spatial filter.
(PDF) Appendix S2
Properties of the spatial filter. (PDF) Appendix S3
Surface-level coherence. (PDF) Appendix S3
Surface-level coherence. (PDF) Appendix S3
Surface-level coherence. (PDF) Coherent Networks from EEG/MEG without VC/MSF Fortunately, NZPL sCSD
averaged across epochs will be sensitive to both types of
interaction, with only one exception - when there is exactly zero
phase lag with very low phase lag variability. It is assumed this type
of interaction is sufficiently rare as to not significantly increase the
false negative rate of the NZPL method. In conclusion, NZPL DICS offers a method of significantly
improving localisation of coherent networks. The method is also
less computationally demanding than separately reconstructing
source time-series and inferring functional networks, making it
feasible to compute and perform statistical inferences on whole
brain networks. This modification allows DICS to be a much more
accurate tool for inferring functional connectivity from EEG and
MEG recordings. As previously discussed, the inference of connectivity in the
current study depends on there being some phase lag between
sources. Based on previous experimental evidence [39], it is
assumed that true neural interactions would never have instanta-
neous phase. Given that the improvement in performance is
maintained even at very small phase lags tested, Dw = 0.0625p it
seems likely that this assumption will only rarely be violated. Indeed, the data in figure 7 demonstrates the robustness of NZPL
to even smaller phase lags. Treating these coherence values as a
metric for retention of the true coherence by NZPL for decreasing
SNPs and phase lags, it can be shown that even at SNP = 0.5
(equal signal and noise), NZPL will tolerate (with 90% of
coherence retained) a phase difference as small as Dw = 0.025p
(approx. 4.5u). This feature addresses an issue previously raised
with imaginary coherency, which is the sensitivity to the size of the
phase lag. One other method shown to overcome this drawback is
the phase lag index (PLI) [46], which measures the asymmetry of Discussion The EEG full coherence plot shows first-order VC
artefacts between the occipital bilateral electrodes to frontal
bilateral (both contralateral and ipsilateral) electrodes. This is due
to the source activity conducting to opposite sides of the head. In
the NZPL coherence plot, higher order-artefacts can be seen,
where occipital bilateral electrodes are weakly coherent with
ipsilateral frontal electrodes, but not contralateral electrodes. The
contralateral 1st order artefacts were removed by NZPL while the
ipsilateral 2nd order artefacts remain. This is the same effect
illustrated graphically in figure 1. In addition to tests on simulated data sets, the NZPL DICS
analysis
was tested
using
human
data
that
compares the
identification of faces with scrambled images. This appeared to
elicit increased coherence between primary visual cortex and the
right superior temporal cortex in the first 400 ms. The superior
temporal cortex has previously been implicated in analysis of facial
features, which is prominently right-lateralised [60,62], suggesting
this is a plausible subcomponent of a face recognition network. Other parts of the network may be uncovered by examining other
time windows and frequency bands. An attractive aspect of imaginary coherency is that it offers a
model-free method of reducing VC/MFS artefacts [1]. This
feature emerges from the fact that spurious VC/MFS interactions
will always have zero phase lag. The contribution of these
interactions can therefore be reduced by considering only the
imaginary components. We anticipate that this attractive feature,
when applied to DICS, will help to prevent the reconstruction of
artefactual interactions in source space that can arise from
inaccurate VC models, or from sources of electromagnetic
interference external to the brain. An issue that remains however
is that of higher-order VC artefacts. In any mixing of sources
where there are non-zero phase lags, there will be artefactual The issue described above is fundamentally the same as the
EEG/MEG inverse problem, which the spatial filter resolves. The
artefacts not eliminated by NZPL are still attenuated by the spatial
filter. It is therefore reasonable to conclude that while the NZPL
manipulation eradicates first order artefacts, higher order artefacts
will remain and are still dependant on the performance of the
spatial filter, and hence the accuracy of the forward model. Discussion The
minimisation constraint (equation 3) will resolve this issue in the December 2013 | Volume 8 | Issue 12 | e81553 December 2013 | Volume 8 | Issue 12 | e81553 PLOS ONE | www.plosone.org 14 Coherent Networks from EEG/MEG without VC/MSF References 35. Perrin F, Pernier J, Bertrand O, Echallier JF (1989) Spherical splines for scalp
potential and current density mapping. Electroencephalogr Clin Neurophysiol
72: 184–187. 8. Kavanagh RN, Darcey TM, Lehmann D, Fender DH (1978) Evaluation of
methods for three-dimensional localization of electrical sources in the human
brain. IEEE Trans Biomed Eng 25: 421–429. 36. Srinivasan R, Nunez PL, Silberstein RB (1998) Spatial filtering and neocortical
dynamics: estimates of EEG coherence. IEEE Trans Biomed Eng 45: 814–826. g
9. Hillebrand A, Barnes GRR (2005) Beamformer analysis of MEG data. Int Rev
Neurobiol 68: 149–171. y
g
37. Siapas AG (2005) Prefrontal phase locking to hippocampal theta oscillations. Neuron 46: 141–151. 10. Kujala J, Gross J, Salmelin R (2008) Localization of correlated network activity
at the cortical level with MEG. Neuroimage 39: 1706–1720. 38. Geselowitz DB (1967) On bioelectric potentials in an inhomogeneous volume
conductor. Biophys J 7: 1–11. 11. Brookes MJ, Zumer JM, Stevenson CM, Hale JR, Barnes GR, et al. (2010)
Investigating spatial specificity and data averaging in MEG. Neuroimage 49:
525–538. p y J
39. Stinstra JG, Peters MJ (1998) The volume conductor may act as a temporal filter
on the ECG and EEG. Med Biol Eng Comput 36: 711–716. 40. Uhlhaas PJ, Roux F, Singer W, Haenschel C, Sireteanu R, et al. (2009) The
development of neural synchrony reflects late maturation and restructuring of
functional networks in humans. Proc Natl Acad Sci USA 106: 9866–9871. 12. Astolfi L, Cincotti F, Mattia D, Babiloni C, Carducci F, et al. (2005) Assessing
cortical functional connectivity by linear inverse estimation and directed transfer
function: simulations and application to real data. Clin Neurophysiol 116: 920–
932. 41. Marzetti L, Del Gratta C, Nolte G (2008) Understanding brain connectivity
from EEG data by identifying systems composed of interacting sources. Neuroimage 42: 87–98. 13. Nunez PL, Srinivasan R, Wetdorp AF, Wijesinghe RS, Tucker DM, et al. (1997)
EEG coherency I: statistics, reference electrode, volume conduction, Laplacians,
cortical imaging and interpretation at multiple scales. Electroencephalogr Clin
Neurophysiol 103: 499–515. 42. Guggisberg AG, Honma SM, Findlay AM, Dalal SS, Kirsch HE, et al. (2008)
Mapping functional connectivity in patients with brain lesions. Ann Neurol 63:
193–203. 14. Gray CM, Konig P, Engel AK, Singer W (1989) Oscillatory responses in cat
visual cortex exhibit inter-columnar synchronization which reflects global
stimulus properties. Nature 338: 334–337. 43. Hinkley LBN, Vinogradov S, Guggisberg AG, Fisher M, Findlay AM, et al. References (2011) Clinical Symptoms and Alpha Band Resting-State Functional Connec-
tivity Imaging in Patients With Schizophrenia: Implications for Novel
Approaches to Treatment. Biol Psychiatry 70: 1134–1142. p
p
15. Singer W, Gray CM (1995) Visual feature integration and the temporal
correlation hypothesis. Annu Rev Neurosci 18: 555–586. 44. Sekihara K, Owen JP, Trisno S, Nagarajan SS (2011) Removal of spurious
coherence in MEG source-space coherence analysis. IEEE Trans Biomed Eng
58: 3121–3129. yp
16. Singer W (1999) Neuronal Synchrony A Versatile Code for the Definition of
Relations? Neuron 24: 49–65. 17. Varela F, Lachaux J, Rodriguez E, Martinerie J (2001) The Brainweb: Phase
Synchronization and Large-Scale Integration. Nat Rev Neurosci 2: 229–239. 45. Schoffelen J-M, Gross J (2011) Improving the interpretability of all-to-all
pairwise source connectivity analysis in MEG with nonhomogeneous smoothing. Hum Brain Mapp 32: 426–437. y
g
g
18. Fries P (2005) A mechanism for cognitive dynamics: neuronal communication
through neuronal coherence. Trends Cogn Sci 9: 474–480. 46. Stam CJ, Nolte G, Daffertshofer A (2007) Phase lag index: assessment of
functional connectivity from multi channel EEG and MEG with diminished bias
from common sources. Hum Brain Mapp 28: 1178–1193. 19. Lachaux J-P, Lutz A, Rudrauf D, Cosmelli D, Le Van Quyen M, et al. (2002)
Estimating the time-course of coherence between single-trial brain signals: an
introduction to wavelet coherence. Clin Neurophysiol 32: 157–174. 47. Hillebrand A, Barnes GR, Bosboom JL, Berendse HW, Stam CJ (2012)
Frequency-dependent functional connectivity within resting-state networks: An
atlas-based MEG beamformer solution. Neuroimage 59: 3909–3921. 20. Kujala J, Pammer K, Cornelissen P, Roebroeck A, Formisano E, et al. (2007)
Phase coupling in a cerebro-cerebellar network at 8–13 Hz during reading. Cereb Cortex 17: 1476–1485. 48. Hillebrand A, Singh KD, Holliday IE, Furlong PL, Barnes GR (2005) A new
approach to neuroimaging with magnetoencephalography. Hum Brain Mapp
25: 199–211. 21. Gross J, Timmermann L, Kujala J, Dirks M, Schmitz F, et al. (2002) The neural
basis of intermittent motor control in humans. Proc Natl Acad Sci USA 99:
2299–2302. 49. Mosher JC, Baillet S, Leahy RM (2003) Equivalence of linear approaches in
bioelectromagnetic inverse solutions. IEEE Workshop on Statistical Signal
Processing, 2003. IEEE. pp. 294–297. 22. Kamphuisen A, Bauer M (2008) No evidence for widespread synchronized
networks in binocular rivalry: MEG frequency tagging entrains primarily early
visual cortex. J Vis 8: 4–4. 50. Dale AM, Liu AK, Fischl BR, Buckner RL, Belliveau JW, et al. References 28. Van den Broek SPP, Reinders F, Donderwinkel M, Peters MJJ (1998) Volume
conduction effects in EEG and MEG. Electroencephalogr Clin Neurophysiol
106: 522–534. 1. Nolte G, Bai O, Wheaton L, Mari Z, Vorbach S, et al. (2004) Identifying true
brain interaction from EEG data using the imaginary part of coherency. Clin
Neurophysiol 115: 2292–2307. 29. Gu¨llmar D, Haueisen J, Eiselt M, Giessler F, Flemming L, et al. (2006) Influence
of anisotropic conductivity on EEG source reconstruction: investigations in a
rabbit model. IEEE Trans Biomed Eng 53: 1841–1850. 2. Gross J, Kujala J, Ha¨ma¨la¨inen M, Timmermann L, Schnitzler A, et al. (2001)
Dynamic imaging of coherent sources: studying neural interactions in the human
brain. Proc Natl Acad Sci USA 98: 694–699. 30. Fuchs M, Wagner M, Hawes S, Ebersole JS (2002) A standardized boundary
element method volume conductor model. Clin Neurophysiol 113: 702–712. 3. David O, Guillemain I, Saillet S, Reyt S, Deransart C, et al. (2008) Identifying
neural drivers with functional MRI: an electrophysiological validation. PLoS
Biol 6: e315. Available: http://dx.plos.org/10.1371/journal.pbio.0060315. 31. Ollikainen J (1999) Effects of local skull inhomogeneities on EEG source
estimation. Med Eng Phys 21: 143–154. p
p
g
j
4. Michel CM, Murray MM, Lantz G, Gonzalez S, Spine 4. Michel CM, Murray MM, Lantz G, Gonzalez S, Spinelli L, et al. (2004) EEG
source imaging. Clin Neurophysiol 115: 2195–2222. 32. Wolters CH, Grasedyck L, Hackbusch W (2004) Efficient computation of lead
field bases and influence matrix for the FEM-based EEG and MEG inverse
problem. Inverse Probl 20: 1099–1116. source imaging. Clin Neurophysiol 115: 2195–2222. 5. Grech R, Cassar T, Muscat J, Camilleri KP, Fabri SG, et al. (2008) Review on
solving the inverse problem in EEG source analysis. J Neuroeng Rehabil 5: 25. p
33. Mondt JPP (1989) On the effects on source localisation of volume currents in
neuroelectric and neuromagnetic signals. Phys Med Biol 34: 1073. 6. Helmholtz H (1853) U¨ ber einige Gesetze der Vertheilung elektrischer Stro¨me in
ko¨rperlichen Leitern mit Anwendung auf die thierisch-elektrischen Versuche. Ann der Phys und Chemie 89: 211–233. 34. Nolte G (2003) The magnetic lead field theorem in the quasi-static
approximation and its use for magnetoencephalography forward calculation in
realistic volume conductors. Phys Med Biol 48: 3637–3652. 7. Van Veen BD, van Drongelen W, Yuchtman M, Suzuki A (1997) Localization of
brain electrical activity via linearly constrained minimum variance spatial
filtering. IEEE Trans Biomed Eng 44: 867–880. Acknowledgments We would like to thank the reviewers of this paper for their helpful
suggestions for improving this article. December 2013 | Volume 8 | Issue 12 | e81553 PLOS ONE | www.plosone.org December 2013 | Volume 8 | Issue 12 | e81553 15 Coherent Networks from EEG/MEG without VC/MSF Author Contributions Conceived and designed the experiments: MD WED SW. Performed the
experiments: MD. Analyzed the data: MD. Contributed reagents/
materials/analysis tools: MD. Wrote the paper: MD WED SW. Conceived and designed the experiments: MD WED SW. Performed the
experiments: MD. Analyzed the data: MD. Contributed reagents/
materials/analysis tools: MD. Wrote the paper: MD WED SW. Coherent Networks from EEG/MEG without VC/MSF 59. Allison T, Puce A, McCarthy G (2000) Social perception from visual cues: role of
the STS region. Trends Cogn Sci 4: 267–278. p
g
58. Perrett DI, Smith PAJ, Potter DD, Mistlin AJ, Head AS, et al. (1985) Visual
Cells in the Temporal Cortex Sensitive to Face View and Gaze Direction.
Proc R Soc B Biol Sci 223: 293–317. 60. Narumoto J, Okada T, Sadato N, Fukui K, Yonekura Y (2001) Attention to
emotion modulates fMRI activity in human right superior temporal sulcus. Cogn
Brain Res 12: 225–231. 56. Henson RN, Mouchlianitis E, Friston KJ (2009) MEG and EEG data fusion:
simultaneous localisation of face-evoked responses. Neuroimage 47: 581–589. p
g
57. Henson RN, Goshen-Gottstein Y, Ganel T, Otten LJ, Quayle A, et al. (2003)
Electrophysiological and haemodynamic correlates of face perception, recogni-
tion and priming. Cereb Cortex 13: 793–805. 61. Brookes MJ, Hale JR, Zumer JM, Stevenson CM, Francis ST, et al. (2011)
Measuring functional connectivity using MEG: methodology and comparison
with fcMRI. Neuroimage 56: 1082–1104. g
62. Haxby JV V, Hoffman EAA, Gobbini MII (2000) The distributed human neural
system for face perception. Trends Cogn Sci 4: 223–233. References (2000) Dynamic
Statistical Parametric Mapping: Combining fMRI and MEG for High-
Resolution Imaging of Cortical Activity. Neuron 26: 55–67. 23. Muthuraman M, Heute U, Deuschl G, Raethjen J (2010) The central oscillatory
network of essential tremor. 32nd Annual International Conference of the IEEE
Engineering in Medicine and Biology Society. Buenos Aires, Argentina, Vol. 2010. pp . 154–157. 51. Wipf D, Nagarajan S (2009) A unified Bayesian framework for MEG/EEG
source imaging. Neuroimage 44: 947–966. pp
24. Raethjen J, Deuschl G (2012) The oscillating central network of Essential
tremor. Clin Neurophysiol 123: 61–64. 52. Friston K, Harrison L, Daunizeau J, Kiebel S, Phillips C, et al. (2008) Multiple
sparse priors for the M/EEG inverse problem. Neuroimage 39: 1104–1120. 25. Hipp JF, Engel AK, Siegel M (2011) Oscillatory synchronization in large-scale
cortical networks predicts perception. Neuron 69: 387–396. 53. Babiloni F, Babiloni C, Carducci F, Romani GL, Rossini PM, et al. (2003)
Multimodal integration of high-resolution EEG and functional magnetic
resonance imaging data: a simulation study. Neuroimage 19: 1–15. 26. Obrador S, Larramendi MH (1950) Some observations on the brain rhythms
after surgical removal of a cerebral hemisphere. Electroencephalogr Clin
Neurophysiol 2: 143–146. 54. Oostenveld R, Fries P, Maris E, Schoffelen J-M (2011) FieldTrip: Open source
software for advanced analysis of MEG, EEG, and invasive electrophysiological
data. Comput Intell Neurosci 2011: 156869. 27. Winter WR, Nunez PL, Ding J, Srinivasan R (2007) Comparison of the effect of
volume conduction on EEG coherence with the effect of field spread on MEG
coherence. Stat Med 26: 3946–3957. p
55. Clark RD, Webster-Clark DJ (2008) Managing bias in ROC curves. J Comput
Aided Mol Des 22: 141–146. December 2013 | Volume 8 | Issue 12 | e81553 PLOS ONE | www.plosone.org 16 63. Lachaux J-P, Rodriguez E, Martinerie J, Varela FJJ (1999) Measuring phase
synchrony in brain signals. Hum Brain Mapp 8: 194–208. Coherent Networks from EEG/MEG without VC/MSF Coherent Networks from EEG/MEG without VC/MSF Coherent Networks from EEG/MEG without VC/MSF 56. Henson RN, Mouchlianitis E, Friston KJ (2009) MEG and EEG data fusion:
simultaneous localisation of face-evoked responses. Neuroimage 47: 581–589. p
g
57. Henson RN, Goshen-Gottstein Y, Ganel T, Otten LJ, Quayle A, et al. (2003)
Electrophysiological and haemodynamic correlates of face perception, recogni-
tion and priming. Cereb Cortex 13: 793–805. 61. Brookes MJ, Hale JR, Zumer JM, Stevenson CM, Francis ST, et al. (2011)
Measuring functional connectivity using MEG: methodology and comparison
with fcMRI. Neuroimage 56: 1082–1104. g
62. Haxby JV V, Hoffman EAA, Gobbini MII (2000) The distributed human neural
system for face perception. Trends Cogn Sci 4: 223–233. 63. Lachaux J-P, Rodriguez E, Martinerie J, Varela FJJ (1999) Measuring phase
synchrony in brain signals. Hum Brain Mapp 8: 194–208. PLOS ONE | www.plosone.org December 2013 | Volume 8 | Issue 12 | e81553 PLOS ONE | www.plosone.org 17
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Marco Mascitti 1,*, Lucrezia Togni 1, Lorenzo Lo Muzio 2, Giuseppina Campisi 3, Federico Mazzoni 1
and Andrea Santarelli 1 1 Department of Clinical Specialistic and Dental Sciences, Marche Polytechnic University, 60126 Ancona,
Italy; togni.lucrezia@gmail.com (L.T.); edottor@libero.it (F.M.); andrea.santarelli@staff.univpm.it (A.S.) 1 Department of Clinical Specialistic and Dental Sciences, Marche Polytechnic University, 60126 Ancona,
Italy; togni.lucrezia@gmail.com (L.T.); edottor@libero.it (F.M.); andrea.santarelli@staff.univpm.it (A.S.)
2 De a t
e t of Cli i al a d E
e i
e tal Medi i e U i e
ity of Fo
ia 71122 Fo
ia Italy Italy; togni.lucrezia@gmail.com (L.T.); edottor@libero.it (F.M.); andrea.santarelli@staff.univpm.it (A.S.)
2 Department of Clinical and Experimental Medicine, University of Foggia, 71122 Foggia, Italy;
lorenzo.lomuzio@unifg.it 2 Department of Clinical and Experimental Medicine, University of Foggia, 71122 Foggia, Italy;
lorenzo.lomuzio@unifg.it 3 Department of Surgical, Oncological and Oral Sciences (DICHIRONS), University of Palermo, 90127
Palermo, Italy; campisi@odonto.unipa.it 3 Department of Surgical, Oncological and Oral Sciences (DICHIRONS), University of Palermo, 90127
Palermo, Italy; campisi@odonto.unipa.it
* C
d
h
l
l y
p
p
* Correspondence: marcomascitti86@hotmail.it; Tel.: +39-071-220-6226 † Presented at the XV National and III International Congress of the Italian Society of Oral Pathology and
Medicine (SIPMO), Bari, Italy, 17–19 October 2019. † Presented at the XV National and III International Congress of the Italian Society of Oral Pathology and
Medicine (SIPMO), Bari, Italy, 17–19 October 2019. † Presented at the XV National and III International Congress of the Italian Society of Oral Pathology and
Medicine (SIPMO), Bari, Italy, 17–19 October 2019. g
y
gy
Medicine (SIPMO), Bari, Italy, 17–19 October 2019. Medicine (SIPMO), Bari, Italy, 17–19 October 2 Published: 11 December 2019 Published: 11 December 2019 Odontogenic cysts (OC) are one of the most frequent lesions affecting the jaws. These lesions are
characterized by a pathologic cavity, either completely or partially covered by an epithelial tissue of
odontogenic origin. OCs share similar features; therefore, the differential diagnosis requires a
combination of clinical, radiological, and histological findings [1]. This study aims to perform an
epidemiologic analysis of OCs treated from 1990 to 2019 at the “Ospedali Riuniti” General Hospital,
Ancona, Italy, according to 4th Edition of WHO Classification of Head and Neck Tumours. The present study considered all the patients who underwent surgery for jaw cysts from January
1990 to August 2019. Data were retrieved and catalogued from clinical records and from the archive
of the Institute of Pathology, Marche Polytechnic University, Italy. Extended Abstract Extended Abstract Proceedings 2019, 35, 31; doi:10.3390/proceedings2019035031 Marco Mascitti 1,*, Lucrezia Togni 1, Lorenzo Lo Muzio 2, Giuseppina Campisi 3, Federico Mazzoni 1
and Andrea Santarelli 1 Because of the 30-year period
considered, histological slides of OCs were re-evaluated to confirm the diagnosis, according to the
current WHO criteria [2]. From each case, they were extrapolated the following information: age, sex,
diagnosis, site distribution, and relapses. Overall, 1942 patients were treated for jaw cysts, corresponding to 1862 patients with OC, of
which 98 showing multiple OCs at the time of diagnosis, and 80 patients with nonodontogenic cysts
(NOC). Furthermore, 50 patients showed at least one OC recurrence during follow-up. 2126 surgical specimens were retrieved, corresponding to 2046 OCs and 80 NOCs. 50 patients
developed 69 recurrences, mainly Odontogenic keratocysts (OKC). Mean age of occurrence for
primary OC was 46.9 ± 17.1 years, with a higher frequency in males (M:F ratio of 1.79). Regarding
localization, posterior mandibular and anterior maxillary regions were the most commonly affected
sites (Mandible:Maxilla ratio of 1.42). Mean size of primary OC was 1.9 ± 1.0 cm (Table 1). Radicular cysts were the most frequently diagnosed, with 815 cases (39.83%), followed by
Dentigerous cysts (21.51%), and OKC (13.54%) (Figure 1). All other OCs showed a very low
frequency, reaching a total of 83 cases (4.06%) (Figure 2). Noteworthy, in 431 cases the
clinicopathological data were insufficient to establish a certain diagnosis (21.07%). Proceedings 2019, 35, 31; doi:10.3390/proceedings2019035031 www.mdpi.com/journal/proceedings www.mdpi.com/journal/proceedings 2 of 3 Proceedings 2019, 35, 31 Table 1. Demographic and clinical data of OCs (1990–2019). Clinical Presentation
N° of Cysts
-
Primary OCs
-
Recurred OCs
1977
69
Site Distribution
-
Mandible
792
-
Maxilla
557
-
Not specified
697
Sex (n° of Patients)
-
Males
1194
-
Females
668
Age (years)
46.9 ± 17.1
Size (cm)
1.9 ± 1.0
Figure 1. Annual frequency of diagnosed OCs in “Ospedali Riuniti” General Hospital, Ancona, Italy
(red line). Radicular cysts (RC, orange line) were the most frequently diagnosed, followed by
Dentigerous cysts (DC, blue line) and Odontogenic keratocysts (OKC, green line). Table 1. Demographic and clinical data of OCs (1990–2019). ble 1. Demographic and clinical data of OCs (1990–2019
Clinical Presentation
N° of Cysts
-
Primary OCs
-
Recurred OCs
1977
69
Site Distribution
-
Mandible
792
-
Maxilla
557
-
Not specified
697
Sex (n° of Patients)
-
Males
1194
-
Females
668
Age (years)
46.9 ± 17.1
Size (cm)
1.9 ± 1.0 Figure 1. Annual frequency of diagnosed OCs in “Ospedali Riuniti” General Hospital, Ancona, Italy
(red line). Marco Mascitti 1,*, Lucrezia Togni 1, Lorenzo Lo Muzio 2, Giuseppina Campisi 3, Federico Mazzoni 1
and Andrea Santarelli 1 Radicular cysts (RC, orange line) were the most frequently diagnosed, followed by
Dentigerous cysts (DC, blue line) and Odontogenic keratocysts (OKC, green line). Figure 2. Relative frequency of diagnosed OCs according to 3rd and 4th Edition of WHO
Classification, respectively. In 2017 there was a significative simplification of OC classification; the
most important changes regard the reintroduction of Odontogenic keratocyst (OKC) and Calcifying
Odontogenic cyst (COC). DC = Dentigerous cyst; EC = Eruptive cyst; RC = Radicular cyst; ReC =
Residual cyst; IPC = Inflammatory paradental cyst; ICC = Inflammatory collateral cyst; GCI = Gingival
cyst of infant; GCA = Gingival cyst of adult; GC = Gingival cyst; GOC = Glandular odontogenic cyst;
LPC = Lateral periodontal cyst; OOC = Orthokeratinized odontogenic cyst. Figure 2. Relative frequency of diagnosed OCs according to 3rd and 4th Edition of WHO
Classification, respectively. In 2017 there was a significative simplification of OC classification; the
most important changes regard the reintroduction of Odontogenic keratocyst (OKC) and Calcifying
Odontogenic cyst (COC). DC = Dentigerous cyst; EC = Eruptive cyst; RC = Radicular cyst; ReC =
Residual cyst; IPC = Inflammatory paradental cyst; ICC = Inflammatory collateral cyst; GCI = Gingival
cyst of infant; GCA = Gingival cyst of adult; GC = Gingival cyst; GOC = Glandular odontogenic cyst;
LPC = Lateral periodontal cyst; OOC = Orthokeratinized odontogenic cyst. 3 of 3 Proceedings 2019, 35, 31 Proceedings 2019, 35, 31 Proceedings 2019, 35, 31 Although limited in its retrospective nature, these findings could be useful to determine the
incidence and prevalence of OCs. Prevalence studies related to OCs should be conducted in each
tertiary referral center, in order to improve current epidemiological data. ts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. References 1. Lo Muzio, L.; Mascitti, M. Cystic lesions of the jaws: a retrospective clinicopathologic study of 2030 cases. Oral Surg. Oral Med. Oral Pathol. Oral Radiol. 2017, 124, 128–138, doi:10.1016/j.oooo.2017.04.006. 1. Lo Muzio, L.; Mascitti, M. Cystic lesions of the jaws: a retrospective clinicopathologic study of 2030 cases. Oral Surg. Oral Med. Oral Pathol. Oral Radiol. 2017, 124, 128–138, doi:10.1016/j.oooo.2017.04.006. 2. El-Naggar, A.; Chan, J. WHO Classification of Head and Neck Tumours, 4th ed.; IARC: Lyon, France, 2017; pp. 232–242. 2. El-Naggar, A.; Chan, J. WHO Classification of Head and Neck Tumours, 4th ed.; IARC: Lyon, France, 2017; pp. 232–242. © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Supplementary Figure S4 from CD24<sup>hi</sup>CD27<sup>+</sup> Bregs within Metastatic Lymph Nodes Promote Multidrug Resistance in Breast Cancer
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cc-by
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Fig. S4. CD24hiCD27+ Breg-induced drug resistance in BC is independent of small
molecule substances. (A) The survival rate of BT474 cells treated with or without
conditioned medium (CM) from the direct coculture system of BT474 and CD24hiCD27+
Bregs under the treatment of the indicated concentration of pyrotinib or paclitaxel. CM
without protein with a molecular weight greater than 5-kDa (CM (< 5-kDa)) was obtained
by Sartorius spin columns with a cut-off of 5-kDa. (B) The proportion of apoptotic BT474
cells treated with or without CM under the indicated concentration of pyrotinib or paclitaxel.
(CM: conditioned medium from the direct coculture system of BT474 and CD24hiCD27+
Bregs in contact. Data are represented as the mean ± SEM; * p < 0.05, ** p < 0.01, and ***
p < 0.001). Fig. S4. CD24hiCD27+ Breg-induced drug resistance in BC is independent of small
molecule substances. (A) The survival rate of BT474 cells treated with or without
conditioned medium (CM) from the direct coculture system of BT474 and CD24hiCD27+
Bregs under the treatment of the indicated concentration of pyrotinib or paclitaxel. CM
without protein with a molecular weight greater than 5-kDa (CM (< 5-kDa)) was obtained
by Sartorius spin columns with a cut-off of 5-kDa. (B) The proportion of apoptotic BT474
cells treated with or without CM under the indicated concentration of pyrotinib or paclitaxel. (CM: conditioned medium from the direct coculture system of BT474 and CD24hiCD27+
Bregs in contact. Data are represented as the mean ± SEM; * p < 0.05, ** p < 0.01, and ***
p < 0.001). Fig. S4. CD24hiCD27+ Breg-induced drug resistance in BC is independent of small
molecule substances. (A) The survival rate of BT474 cells treated with or without Fig. S4. CD24hiCD27+ Breg-induced drug resistance in BC is independent of small
molecule substances. (A) The survival rate of BT474 cells treated with or without
conditioned medium (CM) from the direct coculture system of BT474 and CD24hiCD27+
Bregs under the treatment of the indicated concentration of pyrotinib or paclitaxel. CM
without protein with a molecular weight greater than 5-kDa (CM (< 5-kDa)) was obtained
by Sartorius spin columns with a cut-off of 5-kDa. (B) The proportion of apoptotic BT474
cells treated with or without CM under the indicated concentration of pyrotinib or paclitaxel. (CM: conditioned medium from the direct coculture system of BT474 and CD24hiCD27+
Bregs in contact. Data are represented as the mean ± SEM; * p < 0.05, ** p < 0.01, and ***
p < 0.001). Fig. S4. CD24hiCD27+ Breg-induced drug resistance in BC is independent of small
molecule substances. (A) The survival rate of BT474 cells treated with or without
conditioned medium (CM) from the direct coculture system of BT474 and CD24hiCD27+
Bregs under the treatment of the indicated concentration of pyrotinib or paclitaxel. CM
without protein with a molecular weight greater than 5-kDa (CM (< 5-kDa)) was obtained
by Sartorius spin columns with a cut-off of 5-kDa. (B) The proportion of apoptotic BT474
cells treated with or without CM under the indicated concentration of pyrotinib or paclitaxel. (CM: conditioned medium from the direct coculture system of BT474 and CD24hiCD27+
Bregs in contact. Fig. S4. CD24hiCD27+ Breg-induced drug resistance in BC is independent of small
molecule substances. (A) The survival rate of BT474 cells treated with or without
conditioned medium (CM) from the direct coculture system of BT474 and CD24hiCD27+
Bregs under the treatment of the indicated concentration of pyrotinib or paclitaxel. CM
without protein with a molecular weight greater than 5-kDa (CM (< 5-kDa)) was obtained
by Sartorius spin columns with a cut-off of 5-kDa. (B) The proportion of apoptotic BT474
cells treated with or without CM under the indicated concentration of pyrotinib or paclitaxel.
(CM: conditioned medium from the direct coculture system of BT474 and CD24hiCD27+
Bregs in contact. Data are represented as the mean ± SEM; * p < 0.05, ** p < 0.01, and ***
p < 0.001). Data are represented as the mean ± SEM; * p < 0.05, ** p < 0.01, and ***
p < 0.001). Fig. S4. CD24hiCD27+ Breg-induced drug resistance in BC is independent of small
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Detection of the blazar S4 0954+65 at very-high-energy with the MAGIC telescopes during an exceptionally high optical state
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Astronomy & astrophysics
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public-domain
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Astronomy
&
Astrophysics
A&A 617, A30 (2018)
https://doi.org/10.1051/0004-6361/201832624
© ESO 2018
Detection of the blazar S4 0954+65 at very-high-energy with the
MAGIC telescopes during an exceptionally high optical state
MAGIC Collaboration: M. L. Ahnen1 , S. Ansoldi2,20 , L. A. Antonelli3 , C. Arcaro4 , D. Baack5 , A. Babić6 , B. Banerjee7 ,
P. Bangale8 , U. Barres de Almeida8,9 , J. A. Barrio10 , W. Bednarek11 , E. Bernardini4,12,23 , R. Ch. Berse5 , A. Berti2,22 ,
W. Bhattacharyya12 , A. Biland1 , O. Blanch13 , G. Bonnoli14 , R. Carosi14 , A. Carosi3 , G. Ceribella8 , A. Chatterjee7 ,
S. M. Colak13 , P. Colin8 , E. Colombo15 , J. L. Contreras10 , J. Cortina13 , S. Covino3 , P. Cumani13 , P. Da Vela14 ,
F. Dazzi3 , A. De Angelis4 , B. De Lotto2 , M. Delfino13,25 , J. Delgado13 , F. Di Pierro4 , A. Domínguez10 ,
D. Dominis Prester6 , D. Dorner16 , M. Doro4 , S. Einecke5 , D. Elsaesser5 , V. Fallah Ramazani17 ,
A. Fernández-Barral13 , D. Fidalgo10 , M. V. Fonseca10 , L. Font18 , C. Fruck8 , D. Galindo19 , R. J. García López15 ,
M. Garczarczyk12 , M. Gaug18 , P. Giammaria3 , N. Godinović6 , D. Gora12 , D. Guberman13 , D. Hadasch20 , A. Hahn8 ,
T. Hassan13 , M. Hayashida20 , J. Herrera15 , J. Hose8 , D. Hrupec6 , K. Ishio8 , Y. Konno20 , H. Kubo20 , J. Kushida20 ,
D. Kuveždić6 , D. Lelas6 , E. Lindfors17 , S. Lombardi3 , F. Longo2,24 , M. López10 , C. Maggio18 , P. Majumdar7 ,
M. Makariev21 , G. Maneva21 , M. Manganaro15,? , K. Mannheim16 , L. Maraschi3 , M. Mariotti4 , M. Martínez13 ,
S. Masuda20 , D. Mazin8,20 , K. Mielke5 , M. Minev21 , J. M. Miranda16 , R. Mirzoyan8 , A. Moralejo13 , V. Moreno18 ,
E. Moretti8 , T. Nagayoshi20 , V. Neustroev17 , A. Niedzwiecki11 , M. Nievas Rosillo10 , C. Nigro12 , K. Nilsson17 ,
D. Ninci13 , K. Nishijima20 , K. Noda13 , L. Nogués13 , S. Paiano4 , J. Palacio13 , D. Paneque8 , R. Paoletti14 , J. M. Paredes19 ,
G. Pedaletti12,? , M. Peresano2 , M. Persic2,26 , P. G. Prada Moroni22 , E. Prandini4 , I. Puljak6 , J. R. Garcia8 ,
I. Reichardt4 , W. Rhode5 , M. Ribó19 , J. Rico13 , C. Righi3 , A. Rugliancich14 , T. Saito20 , K. Satalecka12 , T. Schweizer8 ,
J. Sitarek11,20 , I. Šnidarić6 , D. Sobczynska11 , A. Stamerra3 , M. Strzys8 , T. Surić6 , M. Takahashi20 , L. Takalo17 ,
F. Tavecchio3 , P. Temnikov21 , T. Terzić6 , M. Teshima8,20 , N. Torres-Albà19 , A. Treves2 , S. Tsujimoto20 , G. Vanzo15 ,
M. Vazquez Acosta15 , I. Vovk8 , J. E. Ward13 , M. Will8 , D. Zarić6 , J. Becerra González15,27, ? , Y. Tanaka28 , R.
Ojha27,29,30 , J. Finke31 (for the Fermi-LAT Collaboration), A. Lähteenmäki32,33,34 , E. Järvelä32,33 , M. Tornikoski32 ,
V. Ramakrishnan32 , T. Hovatta35 , S. G. Jorstad36,37 , A. P. Marscher37 , V. M. Larionov36,38 , G. A. Borman39 ,
T. S. Grishina36 , E. N. Kopatskaya36 , L. V. Larionova36 , D. A. Morozova36 , S. S. Savchenko36 , Yu. V. Troitskaya36 ,
I. S. Troitsky36 , A. A. Vasilyev36 , I. Agudo40 , S. N. Molina40 , C. Casadio41,40 , M. Gurwell42 , M. I. Carnerero43 ,
C. Protasio15,44 , and J. A. Acosta Pulido15,44
(Affiliations can be found after the references)
Received 12 January 2018 / Accepted 19 March 2018
ABSTRACT
Aims. The very high energy (VHE &100 GeV) γ-ray MAGIC observations of the blazar S4 0954+65, were triggered by an
exceptionally high flux state of emission in the optical. This blazar has a disputed redshift of z = 0.368 or z > 0.45 and an uncertain
classification among blazar subclasses. The exceptional source state described here makes for an excellent opportunity to understand
physical processes in the jet of S4 0954+65 and thus contribute to its classification.
Methods. We investigated the multiwavelength (MWL) light curve and spectral energy distribution (SED) of the S4 0954+65 blazar
during an enhanced state in February 2015 and have put it in context with possible emission scenarios. We collected photometric data
in radio, optical, X-ray, and γ-ray. We studied both the optical polarization and the inner parsec-scale jet behavior with 43 GHz data.
Results. Observations with the MAGIC telescopes led to the first detection of S4 0954+65 at VHE. Simultaneous data with
Fermi-LAT at high energy γ-ray(HE, 100 MeV < E < 100 GeV) also show a period of increased activity. Imaging at 43 GHz reveals
the emergence of a new feature in the radio jet in coincidence with the VHE flare. Simultaneous monitoring of the optical polarization
angle reveals a rotation of approximately 100◦ .
Conclusions. The high emission state during the flare allows us to compile the simultaneous broadband SED and to characterize it in
the scope of blazar jet emission models. The broadband spectrum can be modeled with an emission mechanism commonly invoked
for flat spectrum radio quasars (FSRQs), that is, inverse Compton scattering on an external soft photon field from the dust torus,
also known as external Compton. The light curve and SED phenomenology is consistent with an interpretation of a blob propagating
through a helical structured magnetic field and eventually crossing a standing shock in the jet, a scenario typically applied to FSRQs
and low-frequency peaked BL Lac objects (LBL).
Key words. gamma rays: galaxies – galaxies: active – BL Lacertae objects: individual: S4 0954+65
?
Corresponding authors: G. Pedaletti (giovanna.pedaletti@desy.de), M. Manganaro (manganaro@iac.es), J. Becerra González
(jbecerra@iac.es).
Article published by EDP Sciences
A30, page 1 of 15
A&A 617, A30 (2018)
1. Introduction
Blazars are a subclass of active galactic nuclei (AGN) in which
the relativistic jet presents a small viewing angle toward the
observer and thus where relativistic effects on the observed
emission are more extreme. Conventionally, blazars are subdivided in BL Lac objects and flat spectrum radio quasars
(FSRQs) depending on the characteristic of their optical spectrum: while BL Lac objects are dominated by the featureless
continuum emission from the jet, FSRQs show wide optical
emission lines. The optical spectrum of a fraction of BL Lac
objects presents features attributable to the host galaxy.
The blazar S4 0954+65 hosts a black hole of mass
MBH ∼ 3.3 × 108 M , estimated from the width of the Hα line
(Fan & Cao 2004). The detection of the Hα line is not confirmed by Landoni et al. (2015; see the discussion on the redshift
determination) so that the mass estimation cannot be confirmed
either. This blazar presents strong variability in the optical band,
already well studied by Wagner et al. (1990) and by Morozova
et al. (2014). Intra night variability has been found both in
optical and radio wavelengths (Wagner et al. 1993). The optical high brightness state of February 2015, presented here, is
however exceptional for the object, with a brightening of more
than three magnitudes in the R-band with respect to the average monitored state1 . This not only spurred many alerts in the
community (see Astronomer’s Telegram (ATel) #6996, #7001,
#7057, #7083, #7093; Carrasco et al. 2015; Stanek et al. 2015;
Spiridonova et al. 2015; Bachev 2015; Ojha et al. 2015), but also
the first and only detection of the object at very high energies
(VHE, E & 100 GeV), thanks to observations by the MAGIC
Telescopes. This detection by MAGIC and the multiwavelength
(MWL) data collected alongside it are the focus of the present
work.
The source GRO J0957+65, detected with the Energetic
Gamma Ray Experiment Telescope (EGRET) telescope on board
the Compton Gamma-Ray Observatory, has been associated
through optical and radio observations with S4 0954+65 by
Mukherjee et al. (1995). S4 0954+65 has been afterward always
included in the released catalogs of sources detected by the Large
Area Telescope (LAT) instrument on board the Fermi satellite
(Abdo et al. 2010; Nolan et al. 2012; Ackermann et al. 2013,
2016; Acero et al. 2015; Ajello et al. 2017), with the exclusion
of the bright source list released after the first three months of
Fermi-LAT data integration.
The classification of the object, based on the available
literature, is still unclear. In most of the ATels mentioned
above S4 0954+65 is referenced as a FSRQ, but in most of
the literature this is classified as a BL Lac object due to the
small equivalent width of the emission lines in its spectrum
(see, e.g., Stickel et al. 1991). Sambruna et al. (1996) classified the spectral energy distribution (SED) of S4 0954+65 as
“FSRQ-like”, in a sample limited to the sources with a detection from EGRET data. It indeed presents a flatter spectral
index than most BL Lac objects, in both X-ray and γ-ray bands
(see Raiteri er al. 1999; and references therein). Among BL
Lac objects, a further phenomenological subdivision can be
made based on the frequency of the synchrotron peak, ranging from optical to X-ray frequency and identifying the classes
of low-, intermediate-, or high-peaked BL Lac object (LBL,
IBL, HBL, respectively). Ghisellini et al. (2011) classified this
object as a LBL based on the SED. When including the kinematic features from the radio jet in the classification templates,
1
http://users.utu.fi/kani/1m/S4_0954+65.html
A30, page 2 of 15
Hervet et al. (2016) classify this as their kinematic class II,
mostly composed of FSRQ. S4 0954+65 can thus be interpreted as a transitional object between FSRQ and classical BL
Lac objects.
The most numerous extragalactic sources detected at VHE
from Imaging Air Cherenkov Telescopes (IACTs), presently,
belong to the HBL class. Therefore the VHE detection of an
object such as S4 0954+65 provides a rare opportunity to study
VHE emission conceivably produced in a different kind of
environment. Indeed, while emission in HBL can mostly be
satisfactorily modeled taking into account only processes in a
compact feature in the jet, for FSRQs the inclusion of the interactions of such a feature with the surrounding ambient becomes
of greater importance (see e.g., Tavecchio 2016). The structure
of the broadband SED collected here will also be put in context with other common characteristics of a FSRQ classification,
such as intrinsic brightness, peak of the synchrotron component
and Compton dominance.
The question of redshift for S4 0954+65 is also still not settled, as claims of line detection in the optical spectrum are not
always confirmed. The redshift of the source was first determined at z = 0.368 by the identification of lines by Lawrence
et al. (1986, 1996). Stickel et al. (1993) obtained, from different
measurements, the same redshift estimate based on line identification. None of these lines were confirmed by the observations
reported in Landoni et al. (2015), who instead pose a lower limit
of z ≥ 0.45. The latter results were obtained with a superior
resolution spectra. At the time of the observation the magnitude in R-band of the object was 15.5, while it is known from
variability studies that it could be even two magnitudes lower. In
the following we will adopt the redshift z = 0.368.
The outline of this paper is as follows. In Sect. 2, we present
the MAGIC telescopes and the relative data set on S4 0954+65.
Section 3 reviews all the MWL data that were collected during
this exceptional burst, whereas Sect. 4 discusses the implication
of this burst for the source state and inner jet structure. Additional information on the MAGIC data analysis, the parameters
derived from the radio data, and the full dataset for X-ray data
will be found in Appendix A, B, and C respectively.
2. MAGIC observations
The Major Atmospheric Gamma Imaging Cherenkov Telescopes
(MAGIC) telescopes are an array of two IACTs located in the
Island of La Palma (Spain) at an altitude of ∼2200 m asl. The
system is sensitive down to an energy threshold of E ∼ 50 GeV
(Aleksić et al. 2016) for low zenith angle observations. This is
of particular relevance for the monitoring of variable sources
and of those that tend to exhibit a steep spectrum at VHE. The
full data have been analyzed using the standard MAGIC analysis chain and the MAGIC Standard Analysis Software (MARS;
Zanin et al. 2013; Aleksić et al. 2016).
The MAGIC collaboration supports a program of targets of
opportunity (ToO), triggered by MWL monitoring. The ToO program was activated for observations of S4 0954+65 at the end of
January 2015 after the first hints of enhanced optical state (triggered by the Tuorla monitoring in R-band, see Sect. 3.3). We
observed the source with the MAGIC telescopes for 2 nights
(MJD 57049-57050, 2015 January 27 and 28), for a total of
1 h high-quality dark time data, but obtained no detection. We
resumed the ToO observations in February after the Tuorla monitoring revealed a very exceptional flux state, later confirmed
by other monitoring programs (see Sect. 3.3). We obtained a
dN/dE (TeV-1 cm-2 s-1)
Nevents
MAGIC Collaboration: S4 0954+65 February 2015 flare with MAGIC
1400
Time = 9.48 h
Non = 2118; Noff = 1764.2 ± 18.8
1200
Nex = 353.8
Significance (Li&Ma) = 7.41σ
1000
800
600
MAGIC
10−8
MAGIC (EBL deabsorbed for z=0.368)
10−9
400
10−10
200
0
0
0.1
0.2
0.3
detection at a significance of ∼7.4σ from observations during
2015 February 14 (MJD 57067, ATel #7080 Mirzoyan et al.
2015). We continued observing S4 0954+65, barring adverse
atmospheric conditions, until full moon days when standard
MAGIC observations are not possible due to the elevated level
of background light (last day of observation, with already large
moonlight contamination, on 2015 March 1, MJD 57082). A
detailed breakdown of the observation conditions and relative
results can be found in Appendix A.
The total excess from the dark-time data is consistent with a
point source emission (see Fig. 1). No other significant emission
is found in the field of view apart from the one coincident with
S4 0954+65 at the center.
The SED points presented in Sect. 4 below are derived for
the day of the flare (MJD 57067, 2015 February 14), using only
data taken in dark conditions (that allow for the lowest threshold
and lowest systematic uncertainty, Appendix A). We followed
the standard MAGIC unfolding procedure (Albert et al. 2007) to
obtain the intrinsic spectrum.
The γ-ray emission from sources at high redshift is absorbed
via photon–photon pair production on photons from the extragalactic background light (EBL; see e.g., Finke et al. 2010;
Domínguez et al. 2011). S4 0954+65 redshift is assumed to be
z = 0.368. The spectral shape of the intrinsic emission, that is,
after the correction for the EBL absorption, can be fitted with a
simple power law
!−Γ
,
Energy (GeV)
2
Fig. 1. Distribution of the squared angular distance (θ2 ) between
the reconstructed event direction and the nominal source direction.
The filled histogram is the background estimation, obtained from sky
regions within the field of view with similar detector acceptance. We
show only data taken in dark condition (condition 1, see Appendix A).
The standard MAGIC low energy (LE) cuts are applied to the data (see
Appendix A and Table A.1). The vertical line corresponds to the optimal
cut (θ2 = 0.02 deg2 ) for point source analysis in LE cuts, used to derive
significance values.
dN
E
= N0
dE
E0
102
0.4
θ [ deg ]
2
(1)
with normalization N0 = 13.8 ± 2.1stat ± 1.5sys × 10−10 TeV−1
cm−2 s−1 at E0 = 0.15 TeV and spectral index Γ = 3.98 ±
0.67stat ± 0.15sys . The quoted systematic uncertainties are derived
from the standard evaluation in MAGIC data presented by
Aleksić et al. (2016). We note that the calculated systematic
uncertainty on N0 does not contain the uncertainty on the
energy scale, that is about 15%. The unfolded MAGIC spectrum is shown in Fig. 2. The unfolded observed spectrum, that
Fig. 2. Spectrum for the VHE MAGIC detection. MAGIC data are for
flare night only (2015 February 14, MJD 57067.14). Violet filled circles
are for the unfolded observed points, while open circles are deabsorbed
for EBL absorption (EBL model by Domínguez et al. 2011). The solid
line is the fit for the observed points and the dashed line is the fit for the
de-absorbed ones, with details in the text.
is, without correcting for the EBL absorption, can be described
also by a simple power law with N0 = 9.9 ± 1.5stat ± 1.1sys ×
−1
−10
−2 −1
10 TeV cm s at E0 = 0.15 TeV and spectral index Γ =
4.58 ± 0.66stat ± 0.15sys .
3. The multiwavelength coverage
All the data presented in this section are collected to produce the
light curves and SED, whose interpretation is later presented in
Sect. 4.
3.1. Fermi-LAT
The LAT on board the Fermi satellite scans the entire sky
every 3 h. From the data of the first four years of operation,
S4 0954+65 was detected with an average significance of 27.2σ
in the energy range from 100 MeV to 300 GeV as reported in the
Fermi-LAT Third Source Catalog (Acero et al. 2015; 3FGL). A
dedicated analysis from MJD 56952 (2014 October 22) to MJD
57208 (2015 July 05) is presented in this work. We selected
Pass 8 source class events within a 10◦ circular region centered on the position of S4 0954+65, in the energy range
0.1–500 GeV. The spectral analysis was performed through an
unbinned likelihood fit, using the ScienceTools software package
version v11-05-00 along with the instrument response functions
P8R2_SOURCE_V6. The model of the likelihood fit includes a
Galactic diffuse emission model and an isotropic component2 . In
addition, we included the sources in the 3FGL catalog within a
20◦ circular region centered on S4 0954+65. The spectral indexes
and fluxes of the 3FGL sources located within a region of 10◦
from S4 0954+65 were left free to vary, while the sources in
the region from 10◦ to 20◦ were fixed to their catalog values.
The results were obtained from two iterations of maximumlikelihood analysis, after the sources with a test statistics (Mattox
et al. 1996) T S < 10 were removed. The strongest source located
beyond 10◦ from S4 0954+65 is at an angular distance of 10.8◦ .
This source has a variability index of 42.4 in the 3FGL catalog, that allows us to treat it as a nonvariable source and thus
2
Model available at https://fermi.gsfc.nasa.gov/ssc/data/
access/lat/BackgroundModels.html.
A30, page 3 of 15
A&A 617, A30 (2018)
to fix its spectral index and flux to the values reported in the
3FGL catalog.
The light curve was calculated in day timescale bins,
modeling the source with a single power-law spectrum (as it is
also described in the 3FGL). Both the flux and spectral index of
S4 0954+65 were left free during the likelihood fits, while the
rest of the point sources were fixed and only the diffuse Galactic
and isotropic models were allowed to vary. In case of T S < 4,
an upper limit on the flux was calculated fixing the spectral
index to 2.38 as given in the 3FGL catalog. The results are
shown in Fig. 3. The figure also shows the light curve calculated
in a 15-day bin as comparison. The light curve was obtained
with the same procedure described above for the 1-day binning.
During the HE flare in November 2014 (MJD 56976, ATel
#6709; Krauss 2014) the LAT spectral index is compatible with
its 3FGL value of 2.38 ± 0.04, averaged from four years of data.
Moreover, the visibility of the source by MAGIC was at an unfavorable zenith angle of 60◦ (implying a high energy threshold).
Therefore, no ToO observation was activated with MAGIC for
this flare. MAGIC observations were activated later on during
the strong flare on February 2015 when the LAT detected a
hardening of the spectrum as shown previously by Tanaka et al.
(2016) where the LAT analysis using Pass 7 reprocessed data is
presented.
The spectral analysis for the MWL SED corresponds to 1-day
integration centered in the MAGIC observation (MJD 57067.14,
2015 February 14). From a first likelihood fit we found the best
spectral fit was a power-law spectral index of 1.87 ± 0.09 (significantly harder than its average 3FGL value) and was fixed in
the model for the spectral points calculation. Moreover, all the
sources included in the model except the diffuse Galactic and
isotropic models were also fixed. The source was detected during this period with a TS of 379.7. A curved spectral model is
not significantly favored in this day (TS for a log parabola fit is
T S LP = 380.10 to be compared with a simple power law fit with
T S PWL = 379.74).
3.2. Swift dataset
The 22 multi epochs event-list obtained by the X-ray Telescope
(XRT; Burrows et al. 2004) on board the Neil Gehrels Swift
Observatory satellite in the period of 2014 November 17 (MJD
56978.96395) to 2015 March 11 (MJD 57092.26632) with a
total exposure time of ∼11.12 h were processed using the procedure described by Fallah Ramazani et al. (2017). All these
observations had been performed in photon counting (PC) mode,
with an average integration time of 1.8 ks each. The equivalent Galactic hydrogen column density is fixed to the value of
nH = 5.17 × 1020 [cm−2 ] (Kalberla et al. 2005).
The average integral photon X-ray flux (0.3–10 keV) in this
period is 1.64 × 10−11 erg cm−2 s−1 . The X-ray flux is peaking at
MJD 57070.76523 with F(0.3−10keV) = 3.18 × 10−11 erg cm−2 s−1
which is a factor of about two higher than the average flux of
the analyzed period. The average flux outside the flare period
(2006–2015) is F(0.3−10keV) = 4.3 × 10−12 erg cm−2 s−1 , that we
derived from a sample of XRT data comprising 25 X-ray exposures in the XRT database, not including the 22 multi epochs
event-list described above. This indicates that the source was
clearly in its X-ray high state during the VHE γ-ray detection. The X-ray spectral index during the analyzed period varies
between 1.15 ± 0.06 ≤ ΓX ≤ 1.82 ± 0.1. It is notable that the softest spectral index was obtained a night prior to the VHE γ-ray
flare while the spectra starts to harden after 2015 February 14
and reach its historical hardest spectra ten days after the VHE
A30, page 4 of 15
γ-ray flare. The X-ray spectra on the night before and after the
VHE γ-ray flare can be well described with a power-law with
spectral index of ΓX,Feb.13 = 1.82 ± 0.05 (χ2 /d.o.f. = 1.024/41)
and ΓX,Feb.15 = 1.49 ± 0.07 (1.025/24 χ2 /d.o.f.) respectively. The
full dataset analysis is given in Appendix C.
The Swift satellite hosts an additional instrument, the
Ultraviolet/Optical Telescope (UVOT; Poole et al. 2008). The
data taken during the period of interest for this work have already
been presented by Tanaka et al. (2016). They follow the behavior
of the optical light curve that we present below. Therefore,
they are not reproduced again nor shown in Fig. 3. The UVOT
bands are however important for the SED modeling presented in
Sect. 4 and will therefore be included there for MJD 57067 (2015
February 14, day of the VHE detection). The dataset presented
by Tanaka et al. (2016) suffers from an incorrect exposure calculation by a factor of two, related to the deadtime correction, and
thus a lower reconstructed flux. We, therefore have performed a
reanalysis here for the two exposures taken with UVOT on MJD
57066.76. Data reduction has been done on all the available filters (v, b, u, w1, m2, w2), following the standard UVOT data
analysis prescriptions3 . We present both exposures separately,
due to the high variability in this night (e.g., for the V-band there
is a variation of ∼0.3 magnitudes in ∼1.5 h).
3.3. The optical domain
Optical data were collected with: 35 cm KVA telescope
(La Palma Island, Spain) used in the Tuorla monitoring program; 1.8 m Perkins telescope of Lowell Observatory (Flagstaff,
Arizona); 70 cm telescope AZT-8 at the Crimean Astrophysical Observatory (Nauchny, Russia); 40 cm telescope LX-200
of St. Petersburg State University (St. Petersburg, Russia);
IAC80/Camelot at the Teide Observatory (Tenerife, Spain). The
data analysis from KVA was performed with the semi-automatic
pipeline using the standard analysis procedures (Nilsson et al.
in prep). The differential photometry was performed using the
comparison star magnitudes from Villata et al. (1997). For the
Perkins telescope see Jorstad et al. (2010) and references therein.
The details of observations and data reductions with AZT-8 and
LX-200 are given by Larionov et al. (2008). IAC80/Camelot
data were automatically processed by the pipeline Redcam and
calibrated astrometrically using XParallax, both available at
the telescope. Instrumental magnitudes for IAC80/Camelot data
were extracted using Sextractor (Bertin & Arnouts 1996) and calibration of the source magnitude was obtained with respect to the
reference stars provided by Raiteri er al. (1999).
All the telescopes mentioned above provide R-band photometry. We have applied the calibration of Mead et al. (1990) for
all optical measurements to transform magnitudes into flux densities, and dereddened the flux according to the absorption by
Schlafly & Finkbeiner (2011). The host galaxy is not detected
for this object.
From the Perkins, AZT-8+ST7 and LX-200 telescopes we
collect also polarization information. In Fig. 3 we show the optical photometry data and time evolution of the fractional linear
polarization and the electrical vector position angle (EVPA) in
R-band. The EVPA measurements have been arranged such to
minimize the impact of the ±180◦ ambiguity, that is, adding or
subtracting 180◦ whenever two subsequent measurements differ
by more than 90◦ .
In the same timeframe of the VHE detection and the optical
flare, a substantial change in the optical EVPA can be identified (see Fig. 3). The EVPA rotation starts just before the optical
3
https://swift.gsfc.nasa.gov/analysis/
MAGIC Collaboration: S4 0954+65 February 2015 flare with MAGIC
Fig. 3. MWL light curves and polarization evolution of S4 0954+65 ranging from MJD 56970 (2014 November 9) to MJD 57200 (2015 June 27).
The energy range of each panel and the corresponding instrument can be found in the legend. Please refer to the text for details on the data taking
and reduction for each instrument.
and VHE flare and reaches a total change of roughly 100◦ . The
optical flare in February 2015 is a factor of about 3 larger in flux
than the 2011 flare (see Morozova et al. 2014), that was already
exceptional and concurrent with a series of γ-ray flares evident
in Fermi-LAT data. During the most extreme flare in 2011, the
EVPA rotated by about 300◦ .
A30, page 5 of 15
A&A 617, A30 (2018)
Fig. 4. Sequence of total (contours) and polarized (segments) intensity images of S4 0954+658 at 43 GHz, convolved with a beam of
0.24 × 0.15 mas2 at PA = –10◦ . The global total intensity peak is 1606 mJy beam−1 and the global polarized intensity peak is 104 mJy beam−1 ; black
line segments within each image show the direction of polarization and their length is proportional to the polarized intensity. The black horizontal
line indicates the position of the core, A0, and gray, blue, and red circles show the locations of knots K14a,b and K15, respectively. The size of the
circles is proportional to the estimated average size in each epoch. The detailed characteristics of the knots can be found in Table 1 and B.1.
Table 1. Characteristics of the new radio knots observed from the jet of S4 0954+65.
Knot
Average flux
mJy
Maximum flux
mJy
Average PA
deg (◦ )
Average size
(FWHM) mas
Proper motion
mas/yr
Apparent speed
c
Time of ejection
MJD
K14a
K14b
K15
120 ± 7
76 ± 25
109 ± 14
286 ± 10
118 ± 6
121 ± 5
−17.6 ± 2.4
−16.2 ± 2.6
−5.9 ± 1.9
0.15 ± 0.07
0.07 ± 0.06
0.05 ± 0.01
0.55 ± 0.04
0.59 ± 0.04
1.11 ± 0.08
12.49 ± 0.91
13.47 ± 0.86
25.27 ± 1.20
56708 ± 26
56891 ± 15
57081 ± 18
Notes. The evolution of parameters with the monitoring snapshots can be found in Appendix B.
3.4. Radio and millimeter ranges
The source S4 0954+65 was monitored at 3.5 mm (86 GHz)
and 1.3 mm (229 GHz) wavelengths from the IRAM 30 m
Millimeter Radiotelescope under the Polarimetric Monitoring
of AGN at Millimeter Wavelengths4 (POLAMI) program. The
program monitors the four Stokes parameters of a sample of
the brightest 40 northern blazars with a cadence better than
a month (see Agudo et al. 2018a,b; Thum et al. 2018). Results
from the observations are presented in Fig. 3. The data reduction,
calibration, and flagging procedures were described in detail by
Agudo et al. (2018a), see also Agudo et al. (2010, 2014). Figure 3
includes also the 1.3 mm flux density data that were obtained at
the Submillimeter Array (SMA) located in Hawaii. S4 0954+65
is included in an ongoing monitoring program at the SMA to
determine the fluxes of compact extragalactic radio sources that
can be used as calibrators at millimeter wavelengths (Gurwell
et al. 2007). Observations of available potential calibrators are
from time to time observed for 3–5 min, and the measured
source signal strength calibrated against known standards, typically solar system objects (Titan, Uranus, Neptune, or Callisto).
Data from this program are updated regularly and are available
at the SMA website5 . The largest flux in the considered period
is at MJD 57072-57076, showing an increase of the flux between
1 and 3 mm wavelengths. We note, however, the lack of exactly
simultaneous data to the MAGIC peak detection (MJD 57067).
S4 0954+65 is monitored monthly by the Boston University
(BU) group with the Very Long Baseline Array (VLBA) at
43 GHz within a sample of bright γ-ray blazars through the
VLBA-BU-BLAZAR program6 . The VLBA data are calibrated
4
5
6
http://polami.iaa.es/
http://sma1.sma.hawaii.edu/callist/callist.html
http://www.bu.edu/blazars/VLBAproject.html
A30, page 6 of 15
and imaged in the same manner as discussed by Jorstad et al.
(2005, 2017). The VLBA imaging monitoring program allows us
to study the kinematics of the inner jet at pc scale. The inner
jet has been monitored also for months after the VHE flare
(see Fig. 4). In addition to the stable core at mm wavelengths
(dubbed A0, see Fig. 4) it was possible to identify the emergence of three new knots whose characteristics are tabulated
in Table 1. The nomenclature of the knots follows in sequential order from the beginning of the VLBA monitoring program.
Previous knots characteristics can be found in Morozova et al.
(2014).
Of particular interest is knot K15, which is very compact,
with a FWHM average size of 0.05 ± 0.01 mas and presents the
largest apparent speed of (25.27 ± 1.20)c, cf. Fig. 5. The zeroepoch separation of this knot is consistent with the VHE flare
considering its 18-day uncertainty. The intensity of the core is
increasing in the epoch of MJD 57067 observation, but no significant change in the core polarization can be appreciated. The
detailed information on the time evolution of the radio knot can
be found in Table B.1, while the polarization evolution details
are shown in Table B.2. No new knot appears in November
2014, when the source was high in the HE band as observed by
Fermi-LAT but without optical enhancement. The zero epochseparation from the core of knots K14a,b are not coincident with
the high state in Fermi-LAT data of November 2014, but happen months before. We analyzed Fermi-LAT data for the period
included within the error band for K14a,b zero epoch-separation
and found no particular enhancements.
We also note the position angle of K15 with respect to the
core, (PA = −5.9◦ ± 1.9◦ ). This is different than the values reconstructed from previous knots, ranging from roughly PA = −15◦
to PA = −25◦ in Morozova et al. (2014), that are in turn
consistent with the values for K14a,b. The mean jet direction is at
MAGIC Collaboration: S4 0954+65 February 2015 flare with MAGIC
4. Discussion
The coverage of flaring states at VHE is helpful in understanding
jet dynamics. We present a discussion of the SED for the day of
the flare (2015 February 14). We did not attempt SED modeling
for other days, for which the MAGIC data would provide only
nonconstraining upper limits to emission at VHE. The day of the
VHE detection is instead put in context with a longer time span
behavior in the MWL dataset. However, the VHE sampling of
the state is too scarce to attempt a numerical correlation study of
the light curves.
4.1. Light-curve phenomenology
Fig. 5. Apparent distance from the radio core A0 of the new emerging
knots, K14a,b and K15, as a function of time. The images from which
the apparent distances are calculated can be found in Fig. 4. We note
that the K15 knot presents the highest apparent speed.
PA ' −20◦ . A difference in PA and in apparent speed could be
simply related to a small difference in the angle to the observer.
However, the highest apparent speed can be used to estimate the
Doppler factor, considering the upper limit to largest possible
viewing angle θobs < arcsin(1/βapp ) and ultimately leading to
δapp ∼ βapp . Applying this to the above mentioned knots (averaging the apparent speed to βapp ∼ 13c for K14a/b): θobs,K15 < 2.3◦
and δapp,K15 ∼ 25; θobs,K14 < 4.4◦ and δapp,K14 ∼ 13.
The 37 GHz observations were made with the 13.7 m diameter telescope at Aalto University Metsähovi Radio Observatory.
A detailed description of the data reduction and analysis is given
by Teraesranta et al. (1998). The error estimate in the flux density includes contributions from the measurement RMS and the
uncertainty of the absolute calibration. The S4 0954+65 observations were done as part of the regular monitoring program
and the GASP-WEBT campaign. There are no strictly simultaneous 37 GHz data to the MAGIC detection, however an increase
in flux can be seen when comparing observation taken 1 day
before (2015 February 13, MJD 57066.15, Fν = 1.27 ± 0.07 Jy)
and one day after the MAGIC detection (2015 February 15,
MJD 57068.15, Fν = 1.65 ± 0.09 Jy).
The Owens Valley Radio Observatory (OVRO) 40 m uses
off-axis dual-beam optics and a cryogenic pseudo-correlation
receiver with a 15.0 GHz center frequency and 3 GHz bandwidth. Calibration is achieved using a temperature-stable diode
noise source to remove receiver gain drifts and the flux density scale is derived from observations of 3C 286 assuming
the Baars et al. (1977) value of 3.44 Jy at 15.0 GHz. The systematic uncertainty of about 5% in the flux density scale is
not included in the error bars. Complete details of the reduction and calibration procedure are found in Richards et al.
(2011). The long-term monitoring program at OVRO monitors
the variability of this source at 15 GHz over a longer time
than what shown here. While it is obvious that the source
was variable also during February 2015, it is not an exceptionally bright flux state of the source in the radio band. From
a decade long monitoring, the source shows brighter levels
(highest at F15 GHz = 2.53 Jy) and fainter levels (lowest at
F15 GHz = 0.85 Jy).
Both 15 and 37 GHz data seem to be in agreement with
the behavior seen from mm wavelength data. Again we note the
lack of strictly simultaneous data to the MAGIC peak detection
(MJD 57067).
The MWL light curves of the source for all the instruments
involved in the present work are reported in Fig. 3, and cover
a period of seven months, from MJD 56970 (2014 November 19)
to MJD 57200 (2015 June 27). The red region in Fig. 3 indicates the time window where the knot K15 was ejected in the
VLBA analysis, as reported in Table 1: a time range of 36 days
centered in MJD 57081 (2015 February 28). The VHE detection
and the enhanced activity in the other bands are found inside
the K15 ejection time window, making this event important for
the understanding of the whole scenario. The spectral index at
HE as inferred from the Fermi-LAT data is harder than the average spectral index of Γ = 2.38 ± 0.04 from the 3FGL catalog
dataspan. In the presented timeframe, the X-ray emission peaks
around the observation on MJD 57070.76434 (2015 February
17), with a delay with respect to the detection in VHE. The
approximately 3 hours of observations in VHE in the same night
did not lead to a detection (see Table A.1). However, during the
period of enhanced MWL activity, there is a clear hardening of
the X-ray spectrum. Hardening at both X-ray and γ-ray energies points toward the emergence of a new component in the
nonthermal spectrum.
The optical band is very bright during the VHE detection,
reaching peaks of more than 20 mJy of flux density when the
average behavior of the source is found around a few mJy (see the
optical monitoring from Tuorla observatory). The optical emission is polarized by a fraction of &10% and the polarization
angle rotates by ∼100◦ during the flare: Blinov et al. (2015) have
shown that from a systematic monitoring (Robopol monitoring)
of both γ-ray loud and γ-ray quiet sources, only the former class
of object displays polarization angle rotation similar to the one
seen here for S4 0954+65. Blinov et al. (2015) studied the change
of EVPA as a function of time for smooth changes of >90◦ .
Requesting the same smoothness requirements, no smooth rotation of >90◦ can be identified in the dataset presented here, see
Fig. 6. A variation of ∆EVPA ' 105◦ that is not smooth can, however, be identified between MJD 57060 and MJD 57075. This
variation would imply a change of the EVPA curve slope of
∆EVPA /∆t = 7 deg day−1 , compatible with the bulk of the variations studied by Blinov et al. (2015). The rotations of the polarization angle are often physically linked to high flaring states
of the objects in the γ-ray band. While individual occurrences
of γ-ray flares and rotations cannot be firmly linked to each
other, there is a low probability that all the occurrences are due
to chance coincidence (from MonteCarlo simulations in Blinov
et al. 2015). This hypothesis is still confirmed from 3 years of
Robopol monitoring data in Blinov et al. (2018). Kiehlmann et
al. (2017) also study whether a simple stochastic variation can
account for the observed rotations in the Robopol monitoring.
While their model is failing to recover all the observational
characteristics in the monitoring, it also highlights a larger
discrepancy from the expectations of stochastic model with
A30, page 7 of 15
A&A 617, A30 (2018)
Fig. 6. Light curves for R-band polarimetry of S4 0954+65. Please
refer to the text for details on the data taking and reduction for each
instrument.
respect to the occurrence of large variations of EVPA (>90◦ ),
however not significant. Smooth variations seem also to be more
firmly linked to deterministic processes and not to a random walk
effect (Kiehlmann et al. 2016). Robopol monitoring data are also
used in Angelakis et al. (2016), to study the difference in the
amount of polarization seen on average in γ-ray loud and γ-ray
quiet sources. The median fraction variability of the S4 0954+65
dataset presented here is 16.4%. This value can be compared
with the average 10% for the γ-ray loud subset of the Robopol
monitoring and a value of 17.1% for S4 0954+65 computed for
the observations on year 2013 and 2014. According to the interpretation by Angelakis et al. (2016), a higher fractional polarization is also expected in LSP/ISP blazars, due to the fact that in
such sources the optical synchrotron emission relates to the peak
synchrotron emission. Therefore, the particles associated with
this emission are the most energetic, with faster cooling and thus
probing a small volume of the emission region near the acceleration region, where it is expected to have a stronger ordered
(helical) magnetic field, leading to higher polarization fraction.
Images at 43 GHz show the emergence of new knots. In
Morozova et al. (2014), a series of optical flares of S4 0954+65 in
2011 are studied, and the emission of knots is found correlated to
the simultaneous flaring of the optical and HE bands. The maximum flux in the 2011 state is a factor of 3 lower in optical than
the state presented here. The polarization fraction in this 2011
flare was similar to that seen in the present work. In Morozova
et al. (2014) the chance coincidence of high optical state and knot
emission has very low probability.
The phenomenology of the 2015 flare described here agrees
very well with the model put forward by Marscher et al. (2008)
and applied to the S4 0954+65 dataset of Morozova et al. (2014).
In that model, the flare is due to a newly appearing knot accelerating at the base of the jet and propagating through an helical
flow streamline. The helical streamline can be expected due
to the anchoring of the accelerating flow to the rotating base
of the accretion disk or black hole magnetosphere, depending
on modeling. The magnetic field topology in the jet is also
helical and ordered. Geometrical effects and the propagation
through the helical magnetic field account for the rotation of the
EVPA.
In Zhang et al. (2014), a model is proposed where the EVPA
rotation is also related to the propagation through an helical magnetic field, but the streamline of propagation is not necessarily
helical itself. In this model the magnitude of the swing can
A30, page 8 of 15
depend on the assumptions on the settings for the flare, specifically the magnetic field strength and orientation, the acceleration
efficiency and the continuous injection of freshly accelerated
particles.
The model described in Marscher et al. (2008) allows the
emission at radio wavelengths in a flaring state which is not
simultaneous with the VHE flare. In this scenario the radio
activity could be delayed several days, even months, with respect
to the VHE detection. This is expected if synchrotron self
absorption is involved, and hence the emission region is located
closer to the central engine than the radio core (A0 in Fig. 4).
The peak of radio emission is expected to be lagging behind and
appear when the disturbance has propagated further down the
jet, where the absorption is not an issue. The X-ray emission
peak, then, could also be delayed with respect to the optical outburst. As the X-ray emission is probably due to IC of an external
soft photon field by electrons in the jet (see above), the X-ray
variability traces both the accelerated particle distribution and
a change in the soft photon field. This retraces similar interpretation drawn for flares of other sources where the dataset was
however richer and more detailed (Marscher et al. 2008, 2010;
Aleksić et al. 2014; Ahnen et al. 2017b).
4.2. Emission model for the flare SED
The SED of blazars are dominated by their nonthermal emission
and can usually be described by two broad components. The low
energy nonthermal emission is explained as synchrotron emission, while the high energy emission is most commonly modeled
through inverse Compton (IC) emission, where soft photons are
upscattered to γ-ray energies by electrons within the jet emitting
region. The origin of the soft photon field itself can vary for different blazar subclasses. In particular, for most of the classical
BL Lac objects, the VHE emission can be reasonably modeled
through synchrotron self-Compton emission (SSC, see e.g., Rees
1967; Maraschi et al. 1992). Instead, for the case of FSRQs, the
modeling of the emission usually requires the inclusion of external soft photon fields from, for example, the infrared dusty torus
or the optical-ultraviolet emission from the broad line region
(BLR) for the IC process (see e.g., Tavecchio 2016).
A broadband SED is compiled for 2015 February 14
(MJD 57067). We collect, from the MWL sample described in
Sect. 3, the data closest in time to the MAGIC observation.
Fermi-LAT data points are obtained from a 1-day integration
centered on the MAGIC observation. The specific dates of other
wavelength observations are given in the caption of Fig. 7.
Tanaka et al. (2016) model the SED of S4 0954+65 during a similar integration time as the 2015 flare studied in this
work. The data shown in Fig. 7 include, in addition to what is
shown by Tanaka et al. (2016), the VHE data from the MAGIC
observation, the AZT-8+ST7 and POLAMI data. Moreover, the
Fermi-LAT data are reanalyzed as described in Sect. 3 to be centered at the MAGIC observation time and benefit from the latest
Fermi-LAT Pass 8. The Swift-XRT and Swift-UVOT data are
also reanalyzed for this work.
Tanaka et al. (2016) report that a SSC modeling of the data
is challenging, requiring very low magnetic field (B ∼ 1 µG in
contrast to the B ∼ 1 G expected in blazar jet components).
Alternatively, an External Compton (EC) modeling was able to
reproduce the data. In their model, the soft photon field for the
EC model was the dusty torus from the source. In Fig. 7, we
plot the model from Tanaka et al. (2016). This model reproduces
the Fermi-LAT and MAGIC data, although their paper did not
MAGIC Collaboration: S4 0954+65 February 2015 flare with MAGIC
Fig. 7. Spectral energy distribution for the VHE MAGIC detection. Red symbols are strictly simultaneous to the VHE detection, blue symbols are
for data taken during the same day and black symbols are for the closest observations. MAGIC spectral data (red circles) are for flare night only
(2015 February 14, MJD 57067.14). Red filled circles are for the unfolded observed data points. The red shaded band shows the region of additional
systematic uncertainty. Fermi-LAT data are the Pass 8 data for 2015 February 14 (1-day integration centered on the MAGIC observation, blue
squares). Swift-XRT data are for 2015 February 13 (MJD 57066.70992, blue squares). Swift-UVOT data are given for the two separate exposure
taken on 2015 February 13 (MJD 57066.76, blue triangles and dark blue triangles). R-band data are for 14th Feb (Tuorla, MJD 57067.16375 and
AZT-8+ST7 MJD 57067.1, red diamonds). POLAMI data are for the 18th February (MJD 57071.5, black stars at 100 and 300 GHz). OVRO data
are for 2015 February 10 and 19 (black circles at 15 GHz). Metsähovi for 2015 February 13 and 15 (MJD 57066.15, MJD 57068.68, black squares at
37 GHz). The gray data are for NED (light) and SSDC (dark) SED historical data points. The model from Tanaka et al. (2016; gray dashed curve)
as well as the model presented here (black solide curve) include an emission component from synchrotron plus inverse Compton on a dusty torus
(see text for details and Table 2 for the values of the physical parameters). The effect of the EBL attenuation is included in the modeling using the
model by Finke et al. (2010) and a redshift of z = 0.368.
include any MAGIC data. However, the model fails to reproduce
properly the optical observations. Such underestimation at optical frequencies in the model of Tanaka et al. (2016) is driven by
a misreconstruction of the UVOT fluxes, explained in Sect. 3.
With the reanalyzed UVOT dataset presented here, we use a new
model, using the same code and most of the same assumptions
as in Tanaka et al. (2016), including a redshift of z = 0.368. The
code is explained in detail in Finke et al. (2008) and Dermer
et al. (2009). We note that the presented SED model curves
already include the effect of EBL absorption, meaning that the
intrinsic emission is absorbed according to the EBL model by
Finke et al. (2010). The new EC model provides a good description of the MWL data and is shown in Fig. 7. The parameters of
both models are reported in Table 2. The break in the underlying electron population is similar to what expected by classical
cooling, with the slope of the electron distribution before of the
break (s1 ) and after the break (s2 ) differing by s2 − s1 = 1.2. We
also tested a model with a larger break (s2 − s1 = 1.6) and longer
variability timescale (105 s) which was better able to reproduce
the UV band data. However, the larger s2 − s1 disagrees with
expectations from synchro-Compton losses. Further, this model
underestimates the MAGIC data and overestimates the emission
at 1 mm. We therefore do not present this model here. The use
of VHE spectral information is crucial to model the falling part
of the high energy peak of the blazars SEDs, which is crucial to constrain the most energetic electrons within the leptonic
framework scenario (SSC and EC models).
As mentioned in the introduction, the classification of a
blazar can be aided by the study of its SED characteristics. According to the SED model presented above, the peak
of the synchrotron emission is at νsyn ∼ 8 × 1014 Hz, making it an intermediate synchrotron peaked BL Lac object
(Ackermann et al. 2015)7 . The Compton dominance, calculated
comparing the luminosity at the peak of the synchrotron emission to that of the IC peak, is LIC /Lsyn ∼ 7. Such Compton
dominance value is at least 3.5 times the values obtained by
Finke (2013) for long-term blazar studies.
7
Intermediate-synchrotron-peaked blazar (ISP) are defined with restframe synchrotron peak frequencies of 1014 Hz < νsyn < 1015 Hz.
A30, page 9 of 15
A&A 617, A30 (2018)
Table 2. SED model parameters.
Parameter
Symbol
Redshift
Bulk Lorentz factor
Doppler factor
Variability timescale [s]
Comoving radius of blob [cm]
Magnetic field [G]
Low-energy electron spectral index
High-energy electron spectral index
Minimum electron Lorentz factor
Break electron Lorentz factor
Maximum electron Lorentz factor
Black hole mass [M ]
Disk luminosity [erg s−1 ]
Inner disk radius [Rg ]
Seed photon source energy density [erg cm−3 ]
Seed photon source photon energy [me c2 units]
Dust Torus luminosity [erg s−1 ]
Dust Torus radius [cm]
Dust temperature [K]
Jet power in magnetic field [erg s−1 ]
Jet power in electrons [erg s−1 ]
z
Γ
δD
tv
R0b
B
s1
s2
0
γmin
0
γbrk
0
γmax
MBH
Ldisk
Rin
useed
seed
Ldust
Rdust
T dust
P j,B
P j,e
5. Conclusions
The census of extragalactic objects that present VHE emission
is still limited. We present here the first detection at VHE of
the blazar S4 0954+65 obtained through observations with the
MAGIC Telescopes. The observations were conducted during an
exceptional flare of the source in February 2015, originally identified in the optical band. We collected MWL simultaneous data
to better characterize the state of the source.
The HE emission is also found in elevated state from the
analysis of Fermi-LAT data, which reveal the hardest state of
the HE emission to be concurrent with the detection at VHE.
The X-ray emission peak is delayed by few days with respect
to the VHE detection and shows a trend of spectral hardening
during the period presented here. The radio and mm wavelength
emission reveal a moderate elevation of the flux, that is however
not exceptional in the long term behavior of the source.
The source is classified in the literature as a BL Lac, but we
have shown here that it presents similarities with the FSRQ class.
Results from the monitoring of optical polarization and 43 GHz
jet component analysis were compared to archival observation of
S4 0954+65 and of statistical behaviour of other sources. Three
main measurements were considered: the day of the VHE detection of S4 0954+65 is included in the error box for the zero
epoch separation of knot K15; the optical polarization fraction
is increasing in the same period; a rotation of optical EVPA of
∼100◦ can be identified, also in the same period, possibly related
to the helical structure of the magnetic field in the acceleration
region. We discuss how these measurements point to a common behavior with ISP/LSP sources. Both, the best emission
model (EC on dust torus) and the MWL light curve behavior show points of contact with other sources that are either
clear FSRQ (like PKS 1510-089) or are transitional objects
(like BL Lac itself). This is also supported from the moderate
A30, page 10 of 15
Model A
Tanaka et al. (2016)
0.368
30
30
1.0 × 105
6.6 × 1016
0.6
2.4
4.5
1.0
8.0 × 103
2.0 × 104
3.4 × 108
3.0 × 1043
6.0
2.4 × 10−4
7.5 × 10−7
3.9 × 1042
2.1 × 1017
1500
1.0 × 1046
1.1 × 1045
Model B
This work
35
35
4 × 104
3.0 × 1016
0.4
2.4
3.6
1.0
4.0 × 103
4.0 × 104
4.4 × 10−5
5 × 10−7
1.5 × 1042
6.1 × 1017
1000
1.4 × 1045
6.6 × 1045
Compton dominance in the SED model presented here and the
fact that the synchtrotron peak show that the source can be
classified as ISP source. The work presented here reiterates the
importance of VHE γ-ray and detailed MWL studies of blazars
during different flux states to test their intrinsic characteristics
and shed light on the physical processes taking place within their
jets.
Acknowledgements. We would like to thank the Instituto de Astrofísica
de Canarias for the excellent working conditions at the Observatorio del
Roque de los Muchachos in La Palma. The financial support of the German BMBF and MPG, the Italian INFN and INAF, the Swiss National
Fund SNF, the ERDF under the Spanish MINECO (FPA2015-69818-P,
FPA2012-36668, FPA2015-68378-P, FPA2015-69210-C6-2-R, FPA2015-69210C6-4-R, FPA2015-69210-C6-6-R, AYA2015-71042-P, AYA2016-76012-C3-1-P,
ESP2015-71662-C2-2-P, CSD2009-00064), and the Japanese JSPS and MEXT
is gratefully acknowledged. This work was also supported by the Spanish
Centro de Excelencia “Severo Ochoa” SEV-2012-0234 and SEV-2015-0548, and
Unidad de Excelencia “María de Maeztu” MDM-2014-0369, by the Croatian
Science Foundation (HrZZ) Project IP-2016-06-9782 and the University of
Rijeka Project 13.12.1.3.02, by the DFG Collaborative Research Centers
SFB823/C4 and SFB876/C3, the Polish National Research Centre grant
UMO-2016/22/M/ST9/00382 and by the Brazilian MCTIC, CNPq, and FAPERJ.
The Fermi LAT Collaboration acknowledges generous ongoing support from a
number of agencies and institutes that have supported both the development and
the operation of the LAT as well as scientific data analysis. These include the
National Aeronautics and Space Administration and the Department of Energy
in the United States, the Commissariat à l’Energie Atomique and the Centre
National de la Recherche Scientifique/Institut National de Physique Nucléaire
et de Physique des Particules in France, the Agenzia Spaziale Italiana and the
Istituto Nazionale di Fisica Nucleare in Italy, the Ministry of Education, Culture,
Sports, Science and Technology (MEXT), High Energy Accelerator Research
Organization (KEK), and Japan Aerospace Exploration Agency (JAXA) in
Japan, and the K. A. Wallenberg Foundation, the Swedish Research Council
and the Swedish National Space Board in Sweden. This work performed in
part under DOE Contract DE-AC02-76SF00515. This research has made use
of the NASA/IPAC Extragalactic Database (NED), which is operated by the
Jet Propulsion Laboratory, California Institute of Technology, under contract
with the National Aeronautics and Space Administration. Part of this work
MAGIC Collaboration: S4 0954+65 February 2015 flare with MAGIC
is based on archival data, software, or online services provided by the Space
Science Data Center - ASI. The OVRO 40-m monitoring program is supported
in part by NASA grants NNX08AW31G, NNX11A043G, and NNX14AQ89G,
and NSF grants AST-0808050 and AST-1109911 The research at Boston
University was supported by NASA Fermi Guest Investigator program grant
80NSSC17K0694 and US National Science Foundation grant AST-1615796.
The VLBA is an instrument of the Long Baseline Observatory. The Long
Baseline Observatory is a facility of the National Science Foundation operated
by Associated Universities, Inc. This paper is partly based on observations
carried out with the IRAM 30 m Telescope. IRAM is supported by INSU/CNRS
(France), MPG (Germany) and IGN (Spain). IA acknowledges support by a
Ramón y Cajal grant of the Ministerio de Economía, Industria y Competitividad
(MINECO) of Spain. The research at the IAA–CSIC was supported in part
by the MINECO through grants AYA2016–80889–P, AYA2013–40825–P, and
AYA2010–14844, and by the regional government of Andalucía through grant
P09–FQM–4784. St. Petersburg University team acknowledges support from
Russian Science Foundation grant 17-12-01029. The Submillimeter Array is
a joint project between the Smithsonian Astrophysical Observatory and the
Academia Sinica Institute of Astronomy and Astrophysics and is funded by the
Smithsonian Institution and the Academia Sinica.
References
Abdo, A. A., Ackermann, M., Ajello, M., et al. 2010, ApJ, 188, 405
Acero, F., Ackermann, M., Ajello, M., et al. 2015, ApJS, 218, 23
Ackermann, M., Ajello, M., Allafort, A., et al. 2013, ApJS, 209, 34
Ackermann, M., Ajello, M., Atwood, W. B., et al. 2015, ApJ, 810, 14
Ackermann, M., Ajello, M., Atwood, W. B., et al. 2016, ApJS, 222, 5
Agudo, I., Thum, C., Wiesemeyer, H., & Krichbaum, T. P. 2010, ApJS,
189, 1
Agudo, I., Thum, C., Gómez, J. L., & Wiesemeyer, H. 2014, A&A, 566, A59
Agudo, I., Thum, C., Molina, S. N., et al. 2018a, MNRAS, 474, 1427
Agudo, I., Thum, C., Ramakrishnan, V., et al. 2018b, MNRAS, 473, 1850
Ahnen, M. L., Ansoldi, S., Antonelli, A., et al. 2017a, Astropart. Phys., 94, 29
Ahnen, M. L., Ansoldi, S., Antonelli, A., et al. 2017b, A&A, 603, A29
Ajello, M., Atwood, W. B., Baldini, L., et al. 2017, ApJS, 232, 18
Albert, J., Aliu, E., Anderhub, H., et al. 2007, NIMPA, 583, 494
Aleksić, J., Ansoldi, S., Antonelli, L. A., et al. 2014, A&A, 569, A46
Aleksić, J., Ansoldi, S., Antonelli, L. A., et al. 2016, Astropart. Phys., 72, 76
Angelakis, E., Hovatta, T., Blinov, D., et al. 2016, MNRAS, 463, 3365
Baars J. W. M., Genzel, R., Pauliny-Toth, I. I. K., & Witzel, A. 1977, A&A, 61,
99
Bachev, R. 2015, ATel, 7083
Bertin, E., & Arnouts, S. 1996, A&AS, 117, 393
Blinov, D., Pavlidou, V., Papadakis, I., et al. 2015, MNRAS, 453, 1669
Blinov, D., Pavlidou, V., Papadakis, I., et al. 2018, MNRAS, 474, 1296
Burrows, D. N., Hill, J. E., Nousek, J. A., et al. 2004, Proc. SPIE, 5165, 201
Carrasco, L., Miramon, J., Porras, A., et al. 2015, ATel, 6996
Dermer, C. D., Finke, J. D., Krug, H., & Böttcher, M. 2009, ApJ, 692, 32
Domínguez, A., Primack, J. R., Rosario, D. J., et al. 2011, MNRAS, 410, 2556
Fallah Ramazani, V., Lindfors, E., & Nilsson, K. 2017, A&A 608, A68
Fan, Z.-H., & Cao, X. 2004, ApJ, 602, 103
Finke, J. D. 2013, ApJ, 763, 134
Finke, J. D., Dermer, C. D., & Böttcher, M. 2008, ApJ, 686, 181
Finke, J. D., Razzaque, S., & Dermer, C. D. 2010, ApJ, 712, 238
Fruck, C., & Gaug, M. 2015, Eur. Phys. J. Web Conf., 89, 02003
Ghisellini, G., Tavecchio, F., Foschini, L., & Ghirlanda, G. 2011, MNRAS, 414,
2674
Gurwell, M. A., Peck, A. B., Hostler, S. R., Darrah, M. R., & Katz, C. A. 2007,
in From Z-Machines to ALMA: (Sub)Millimeter Spectroscopy of Galaxies,
ASP Conf. Ser., 375, 234
Healey, S. E., Romani, R. W., Taylor, G. B., et al. 2007, ApJS, 171, 61
Hervet, O., Boisson, C., & Sol, H. 2016, A&A, 592, A22
Impey, C. D., Lawrence, C. R., & Tapia, S. 1991, ApJ, 375, 46I
Jorstad, S. G., Marscher, A. P., Lister, M. L., et al. 2005, AJ, 130, 1418
Jorstad, S. G., Marscher, A. P., Larionov, V. M., et al. 2010, ApJ, 715, 362
Jorstad, S. G., Marscher, A. P., Morozova, D. A., et al. 2017, ApJ, 846, 98
Kalberla, P. M. W., Burton, W. B., Hartmann, D., et al. 2005, A&A, 440, 775
Kiehlmann, S., Savolainen, T., Jorstad, S. G., et al. 2016, A&A, 590, A10
Kiehlmann, S., Blinov, D., Pearson, T. J., Liodakis, I. 2017, MNRAS, 472,
3589
Krauss, F. (Fermi-LAT Collaboration) 2014, ATel, 6709
Landoni, M., Falomo, R., Treves, A., Scarpa, R., & Reverte Payà, D. 2015, AJ,
150, 181
Larionov, V. M., Jorstad, S. G., Marscher, A. P., et al. 2008, A&A, 492, 389
Lawrence, C. R., Pearson, T. J., Readhead, A. C. S., & Unwin, S. C. 1986, AJ,
91, 494
Lawrence, C. R., Zucker, J. R., Readhead, A. C. S., et al. 1996, ApJS, 107, 541
Li, T.-P., & Ma, Y.-Q. 1983, ApJ, 272, 317
Maraschi, L. 1992, ApJ, 397, L5
Marscher, A. P., Jorstad, S. G., D’Arcangelo, F. D., et al. 2008, Nature, 452, 966
Marscher, A. P., Jorstad, S. G., Larionov, V. M., et al. 2010, ApJ, 710, L126
Mattox, J. R., Bertsch, D. L., Chiang, J., et al. 1996, ApJ, 461, 396
Mazin, D., & Göbel, F. 2007, ApJ, 655, L13
Mead, A. R. G., Ballard, K. R., Brand, P. W. J. L., et al. 1990, A&AS, 83, 183
Mirzoyan, R. (MAGIC Collaboration) 2015, ATel, 7080
Morozova, D. A., Larionov, V. M., Troitsky, I. S., et al. 2014, AJ, 148, 42
Mukherjee, R., Aller, H. D., Aller, M. F., et al. 1995, ApJ, 445, 189
Nolan, P. L., Abdo, A. A., Ackermann, M., et al. 2012, ApJS, 199, 31
Ojha, R., Carpenter, B., & Tanaka, Y. (Fermi-LAT Collaboration) 2015, ATel,
7093
Poole, T. S., Breeveld, A. A., Page, M. J., et al. 2008, MNRAS, 383, 627
Prandini, E., Bonnoli, G., Maraschi, L., et al. 2010, MNRAS, 405, L76
Raiteri, C. M., Villata, M., Tosti, G., et al. 1999, A&A, 352, 19
Rees, M. J. 1967, MNRAS, 137, 429
Richards, J. L., Max-Moerbeck, W., Pavlidou, V., et al. 2011, ApJS, 194, 29
Rolke, W. A., López, A. M., & Conrad, J. 2005, NIMPA, 551, 493
Sambruna, R. M., Maraschi, L., & Urry, C. M. 1996, ApJ, 463, 444
Schlafly, E. F., & Finkbeiner, D. P. 2011, ApJ, 737, 103
Spiridonova, O. I., Vlasyuk, V. V., Moskvitin, A. S., et al. 2015, ATel, 7057
Stanek, K. Z., Danilet, A. B., Holoien, T. W.-S., et al. 2015, ATel, 7001
Stickel, M., Padovani, P., Urry, C. M., Fried, J. W., & Kuehr, H. 1991, ApJ, 374,
431
Stickel M., Fried, J. W., & Kuhr, H. 1993, A&AS, 98, 393
Tanaka, Y. T., Becerra G., J., Itoh, R., et al. 2016, PASJ, 68, 51
Tavecchio, F. 2017, AIP Conf. Proc., 1792, 020007
Teraesranta, H., Tornikoski, M., Mujunen, A., et al. 1998, A&AS, 132, 305
Thum, C., Agudo, I., Molina, S. N., et al. 2018, MNRAS, 473, 2506
Villata, M., Raiteri, C. M., Ghisellini, G., et al. 1997, A&AS, 121, 119
Wagner, S., Sanchez-Pons, F., Quirrenbach, A., & Witzel, A. 1990, A&A, 235, 1
Wagner, S. J., Witzel, A., Krichbaum, T. P., et al., 1993, A&A, 271, 344
Zanin, R., Carmona, E., Sitarek, J., et al. 2013, Proc. of 33rd ICRC (Rio de
Janeiro, Brazil), 773
Zhang, H., Cheng, X., & Böttcher, M. 2014, ApJ, 789, 66
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
ETH Zurich, 8093 Zurich, Switzerland
Università di Udine, and INFN Trieste, 33100 Udine, Italy
National Institute for Astrophysics (INAF), 00136 Rome, Italy
Università di Padova and INFN, 35131 Padova, Italy
Technische Universität Dortmund, 44221 Dortmund, Germany
Croatian MAGIC Consortium: University of Rijeka, 51000 Rijeka,
University of Split – FESB, 21000 Split, University of Zagreb –
FER, 10000 Zagreb, University of Osijek, 31000 Osijek and Rudjer
Boskovic Institute, 10000 Zagreb, Croatia
Saha Institute of Nuclear Physics, HBNI, 1/AF Bidhannagar, Salt
Lake, Sector-1, Kolkata 700064, India
Max–Planck–Institut für Physik, 80805 München, Germany
now at Centro Brasileiro de Pesquisas Físicas (CBPF), 22290-180
URCA, Rio de Janeiro (RJ), Brasil
Unidad de Partículas y Cosmología (UPARCOS), Universidad
Complutense, 28040 Madrid, Spain
University of Łódź, Department of Astrophysics, 90236 Łódź,
Poland
Deutsches Elektronen-Synchrotron (DESY), 15738 Zeuthen,
Germany
Institut de Física d’Altes Energies (IFAE), The Barcelona Institute
of Science and Technology (BIST), 08193 Bellaterra (Barcelona),
Spain
Università di Siena and INFN Pisa, 53100 Siena, Italy
Instituto de Astrofísica de Canarias, 38200 La Laguna, and
Universidad de La Laguna, Departamento Astrofísica, 38206 La
Laguna, Tenerife, Spain
Universität Würzburg, 97074 Würzburg, Germany
Finnish MAGIC Consortium: Tuorla Observatory and Finnish
Centre of Astronomy with ESO (FINCA), University of Turku,
Vaisalantie 20, 21500 Piikkiö, Astronomy Division, University of
Oulu, 90014 University of Oulu, Finland
Departament de Física, and CERES-IEEC, Universitat Autónoma de
Barcelona, 08193 Bellaterra, Spain
A30, page 11 of 15
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20
21
22
23
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25
26
27
28
29
30
Universitat de Barcelona, ICC, IEEC-UB, 08028 Barcelona, Spain
Japanese MAGIC Consortium: ICRR, The University of Tokyo, 2778582 Chiba, Japan; Department of Physics, Kyoto University, 6068502 Kyoto, Japan; Tokai University, 259-1292 Kanagawa, Japan;
The University of Tokushima, 770-8502 Tokushima, Japan
Institute for Nuclear Research and Nuclear Energy, Bulgarian
Academy of Sciences, 1784 Sofia, Bulgaria
Università di Pisa, and INFN Pisa, 56126 Pisa, Italy
Humboldt University of Berlin, Institut für Physik 12489 Berlin,
Germany
Dipartimento di Fisica, Università di Trieste, 34127 Trieste, Italy
Port d’Informació Científica (PIC) 08193 Bellaterra (Barcelona),
Spain
INAF-Trieste and Deptartment of Physics and Astronomy,
University of Bologna, Italy
NASA Goddard Space Flight Center, Greenbelt, MD 20771,
USA and Department of Physics and Department of Astronomy,
University of Maryland, College Park, MD 20742, USA
Hiroshima Astrophysical Science Center, Hiroshima, Japan
University of Maryland, Baltimore County, USA
The Catholic University of America, Washington DC, USA
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Space Science Division, NRL, Washington DC, USA
Aalto University Metsahovi Radio Observatory, Finland
Aalto University Department of Electronics and Nanoengineering,
Finland
Tartu Observatory, Estonia
Tuorla Observatory, University of Turku, Väisäläntie 20, 21500
Piikkiö, Finland
Astronomical Institute, St. Petersburg State University, Russia
Institute for Astrophysical Research, Boston University, USA
Pulkovo Observatory, St. Petersburg, Russia
Crimean Astrophysical Observatory, P/O Nauchny, 298409, Crimea
Instituto de Astrofísica de Andalucía (CSIC), Apartado 3004, 18080
Granada, Spain
Max–Planck–Institut für Radioastronomie, Auf dem Hügel, 69,
53121, Bonn, Germany
Harvard-Smithsonian Center for Astrophysics, Cambridge, MA
USA
INAF, Osservatorio Astrofisico di Torino, via Osservatorio 20,
10025, Pino Torinese, Italy
Departamento de Astrofisica, Universidad de La Laguna, La
Laguna, 38205 Tenerife, Spain
MAGIC Collaboration: S4 0954+65 February 2015 flare with MAGIC
Appendix A: Additional information on MAGIC
data reduction
Table A.1. MAGIC data summary for the observation of S4 0954+65 from 2015 January 27 to 2015 March 1.
MJD
Observation time
[h]
Significance
σ
LE: hadr < 0.28
size > 60phe
Significance FR
σ
FR: hadr < 0.16
size > 300phe
F(>150GeV)
cm−2 s−1
0.33
0.68
2.05
2.86
0.80
2.53
0.32
2.91
0.97
0.94
0.64
–0.82
7.98
7.26
0.35
3.19
–0.04
2.12
2.41
2.79
0.43
0.19
0.20
–0.09
–0.67
1.16
0.42
1.00
1.62
–0.50
<3.0 × 10−11
<1.4 × 10−11
(3.1 ± 0.6) × 10−11
–
<5.0 × 10−11
(1.2 ± 0.5) × 10−11
<5.0 × 10−11
<2.0 × 10−11
<3.5 × 10−11
F(>250GeV) < 2.1 × 10−11
obs
condition
57049.176 (1)
57050.164 (1)
57067.139 (1)
"(1+3)
"(3)
57068.154 (1)
57069.099 (2)
57070.147 (1)
57077.098 (1)
57082.153 (4)
Notes. Days of observations are listed along with the data qualification (see text for details), length of observation and significance of detection
for different analysis cuts. For detections, also the integrated flux above 150 GeV is given. In the instances of nondetection, we provide a 95%
confidence level upper limit.
The MAGIC telescopes are supported by an extensive weather
monitor program. Atmospheric transmission at different heights
within the MAGIC field of view is obtained with the use of a
LIDAR (for details on this see Fruck & Gaug 2015). For data
quality selection we consider the transmission measured at a
height of 9 km, with T 9km = 1 representing a perfectly clear
sky and T 9km = 0 a complete opacity. MAGIC can carry out
observations also during partial moonlight, with the drawback
of having a higher energy threshold and larger systematic errors
due to a higher contamination from the elevated night sky background (NSB), see Ahnen et al. (2017a). The brightness of the
NSB can be monitored from the average current in the camera
(DC). S4 0954+65 was observed in a zenith range ranging from
35◦ to 50◦ , for a total of 12.5 h of data, of which approximtely
one hour was lost due to bad weather. In the following we refer
to the different observation conditions of our data set as follows:
– good dark data: data taken with dark sky (DC < 1.5 µA)
and good atmospheric condition (T 9km > 0.85), used for
detection and spectral reconstruction;
– dark data needing atmospheric correction: data taken with
dark sky (DC < 1.5 µA) but under nonoptimal weather conditions (0.55 < T 9km < 0.85), used for detection and spectral
reconstruction after atmospheric correction;
– good low moon data: data taken with elevated NSB due to
moonlight (1.5 µ < DC < 4 µA) and good atmospheric condition (T 9km > 0.85), used only for detection in this particular
dataset;
– good moon data: data taken during high NSB due to
moonlight (DC > 4 µA) and good atmospheric condition
(T 9km > 0.85), used only for detection.
The subsample of dataset selected with condition (1) (9.48 h
of good quality data) has been analyzed with the standard
MAGIC analysis chain (Zanin et al. 2013). The subsample of
dataset selected with condition (2) (0.32 h of data) follows the
same analysis chain until the estimation of the energy for the
events and evaluation of the flux. For this last step, the estimated energy and the effective area are corrected taking into
account the enhanced atmospheric absorption (for validation of
the procedure see Fruck & Gaug 2015).
The subsample of dataset selected with condition (3) is
applicable only at the day of 14th February, with the first VHE
detection. The detection can be claimed from dark data alone
(i.e., selected with condition 1), but an extra 0.81 h of data were
taken under low moonlight. The data are presented here for completeness, but are not used for spectral reconstruction so as not
to increase the systematic error and energy threshold.
The subsample of dataset selected with condition (4) (0.94 h
of data) requires a special analysis that takes care of the effect of
moonlight on data taking, reconstruction and analysis. Details of
the procedure can be found in Ahnen et al. (2017a).
The detailed breakdown of significances and estimated VHE
fluxes is given in Table A.1. Numbers are presented for the socalled low energy (LE) and full range (FR) cuts. The LE cuts
are optimized for an energy range of E & 100 GeV and are
particularly appropriate for steep spectrum sources, while FR
cuts are optimized for an energy range of E & 250 GeV. The
cuts are applied on 2 parameters: the “size” parameter, integrated charge (in photoelectrons) in the cleaned shower image;
the “hadronness” parameter, computed from the gamma-hadron
separation random forest (RF), with a value ranging from zero
for the most gamma-like images to one for the most hadronlike images. Indeed the standard MAGIC analysis chain relies
on RF techniques to discriminate among gamma and hadronic
shower and to better reconstruct the event directions. Lookup
tables are used for energy estimation. This is achieved starting
from a parametrization of the shower images in the detector.
The significance of signal is then calculated with Eq. (17) from
Li & Ma (1983) and using five regions of equal size and distance to the center of camera as the signal region for background
estimation. Fluxes are calculated above an energy threshold of
150 GeV, which corresponds to the peak of the differential
energy distribution of the excess events as a function of estimated event energy. The high energy threshold is due to the
high zenith angle of the observation. We note that for data of
condition 4, strong moon, we apply an additional minimum cut
in the “size” parameter (“size” > 150 phe) of the reconstructed
Cherenkov image as prescribed by the moonlight-adapted analysis. This increases the energy threshold to a value of ∼250 GeV.
In case of nondetection, we provide 95% confidence level
upper limits to the flux, calculated following Rolke et al.
(2005), considering a systematic error on flux estimation of 30%
(Aleksić et al. 2016).
A30, page 13 of 15
A&A 617, A30 (2018)
Appendix B: Additional VLBA derived parameters
Table B.1. Time evolution of characteristics of the new radio knots observed from the jet of S4 0954+65.
Epoch
23 Sep 2014
2014.7288
2014.7288
2014.7288
2014.7288
15 Nov 2014
2014.8740
2014.8740
2014.8740
2014.8740
5 Dec 2014
2014.9288
2014.9288
2014.9288
2014.9288
29 Dec 2014
2014.9945
2014.9945
2014.9945
2014.9945
14 Feb 2015
2015.1233
2015.1233
2015.1233
2015.1233
11 Apr 2015
2015.2767
2015.2767
2015.2767
2015.2767
11 May 2015
2015.3589
2015.3589
2015.3589
2015.3589
9 Jun 2015
2015.4385
2015.4385
2015.4385
2015.4385
2 Jul 2015
2015.5014
2015.5014
2015.5014
2015.5014
MJD
Flux(Jy)
x
y
R(mas)
PA(deg)
Size(mas)
Knot
56924
56924
56924
56924
0.558
0.118
0.160
0.071
0.000
–0.018
–0.077
–0.246
0.000
0.084
0.289
0.533
0.000
0.086
0.300
0.587
0.0
–12.1
–14.9
–24.8
0.016
0.058
0.066
0.269
A0
K14b
K14a
K13
56977
56977
56977
56977
0.613
0.057
0.089
0.025
0.000
–0.040
–0.094
–0.328
0.000
0.147
0.336
0.576
0.000
0.152
0.349
0.663
0.0
–15.4
–15.7
–29.7
0.024
0.060
0.077
0.226
A0
K14b
K14a
K13
56997
56997
56997
56997
0.655
0.092
0.105
0.046
0.000
–0.025
–0.094
–0.333
0.000
0.109
0.319
0.636
0.000
0.112
0.332
0.717
0.0
–12.9
–16.4
–27.6
0.025
0.065
0.069
0.366
A0
K14b
K14a
K13
57021
57021
57021
57021
0.664
0.079
0.114
0.038
0.000
–0.084
–0.124
–0.456
0.000
0.267
0.419
0.688
0.000
0.280
0.437
0.826
0.0
–17.5
–16.5
–33.5
0.026
0.105
0.115
0.587
A0
K14b
K14a
K13
57067
57067
57067
57067
0.899
0.070
0.286
0.031
0.000
–0.090
–0.158
–0.426
0.000
0.302
0.463
0.759
0.000
0.315
0.489
0.870
0.0
–16.5
–18.9
–29.3
0.021
0.123
0.196
0.420
A0
K14a
K14b
K13
57123
57123
57123
57123
0.679
0.119
0.111
0.084
0.000
–0.008
–0.099
–0.156
0.000
0.120
0.368
0.533
0.000
0.121
0.381
0.555
0.0
–3.9
–15.0
–16.3
0.018
0.048
0.110
0.137
A0
K15
K14b
K14a
57153
57153
57153
57153
0.354
0.103
0.052
0.084
0.000
–0.017
–0.121
–0.177
0.000
0.204
0.388
0.568
0.000
0.205
0.407
0.595
0.0
–4.7
–17.4
–17.3
0.028
0.040
0.101
0.195
A0
K15
K14b
K14a
57182
57182
57182
57182
0.440
0.121
0.050
0.097
0.000
–0.037
–0.166
–0.232
0.000
0.302
0.458
0.634
0.000
0.304
0.487
0.675
0.0
–6.9
–19.9
–20.1
0.016
0.049
0.112
0.253
A0
K15
K14b
K14a
57205
57205
57205
57205
0.469
0.092
0.059
0.060
0.000
–0.050
–0.178
–0.269
0.000
0.360
0.514
0.651
0.000
0.363
0.544
0.704
0.0
–8.0
–19.1
–22.4
0.014
0.051
0.176
0.238
A0
K15
K14b
K14a
Notes. For each identified component and for each epoch (i.e., observation), we present: flux, position with respect to core AO, projected size, and
position angle.
The detailed information on the time evolution of the radio
knot can be found in Table B.1, while the polatization evolution
details are shown in Table B.2.
A30, page 14 of 15
Table B.2. Time evolution of polarization parameters (percentage and
angle) for the core A0 observed from the jet of S4 0954+65.
MJD
P ± dP(%)
EVPA ± dE(deg)
56924
56977
56997
57021
57067
57123
57153
57182
57205
5.22 ± 0.77
6.99 ± 0.80
7.74 ± 0.72
8.15 ± 0.69
9.78 ± 0.94
8.52 ± 0.41
2.38 ± 0.83
3.19 ± 0.63
1.06 ± 0.56
5.25 ± 4.23
16.86 ± 3.28
–16.57 ± 2.64
–7.33 ± 2.43
0.31 ± 2.74
–7.03 ± 1.37
–7.00 ± 9.93
–9.34 ± 5.66
–51.79 ± 15.3
MAGIC Collaboration: S4 0954+65 February 2015 flare with MAGIC
Appendix C: Swift-XRT full dataset
Table C.1. S4 0954+65 Swift-XRT exposures.
F(2–10 keV)
[10−12 ]
[erg cm−2 s−1 ]
F(0.3–10 keV)
[10−12 ]
[erg cm−2 s−1 ]
Index
χ2RED
DOF
8620.6
2.76+0.22
−0.19
4.08+0.20
−0.21
1.62 ± 0.06
0.69
30
00035381001
54187.38
3578.6
2.00+0.34
−0.31
3.12+0.42
−0.33
1.72 ± 0.12
1.16
9
00036326001
54475.05
3748.5
1.61+0.23
−0.23
2.68+0.29
−0.26
1.82 ± 0.11
1.11
10
00036326002
2.47+0.47
−0.41
3.71+1.68
−1.14
1.08+0.12
−0.12
1.81+0.42
−0.27
1.40+0.51
−0.36
3.72+0.39
−0.38
3.98+0.25
−0.25
3.47+0.22
−0.27
2.95+1.14
−0.75
1.67+0.29
−0.35
2.16+0.43
−0.48
5.36+0.74
−0.65
1.17+0.51
−0.32
12.08+0.95
−0.80
3.74+0.35
−0.29
3.89+0.49
−0.45
11.15+0.84
−0.82
10.35+0.91
−0.84
16.22+1.06
−1.18
21.32+1.42
−1.47
14.92+1.17
−0.94
13.59+1.23
−1.43
10.89+1.38
−0.90
15.54+1.07
−1.34
14.28+1.21
−1.05
12.62+1.59
−1.31
22.37+1.40
−1.70
12.77+0.83
−0.72
16.54+1.55
−1.13
7.93+0.83
−0.83
9.30+1.19
−1.18
8.69+1.30
−1.82
8.47+0.99
−0.95
7.19+1.42
−1.11
8.66+0.83
−0.90
5.18+1.88
−1.28
3.78+0.78
−0.51
2.82+0.56
−0.44
4.07+1.25
−1.09
4.14+1.16
−1.01
4.19+0.74
−0.55
6.49+1.57
−1.51
3.03+0.55
−0.46
3.11+0.57
−0.61
3.61+0.47
−0.39
1.60 ± 0.12
0.25
8
00036326003
4.84+1.53
−0.96
1.34 ± 0.23
0.89
3
00036326004
1.67+0.13
−0.15
1.70 ± 0.08
1.32
14
00036326005
2.48+0.37
−0.38
1.46 ± 0.16
0.17
4
00036326006
Date-Time
MJD
EXP
2006-07-04T00:49:40
53920.04
2007-03-28T09:06:11
2008-01-10T01:09:39
[s]
2008-01-11T01:20:01
54476.06
2891.9
2008-01-15T16:10:28
54480.67
1513.4
2009-01-09T10:57:37
54840.46
10524.0
2009-11-01T22:49:53
55136.95
2784.5
2009-11-05T08:26:28
55140.35
2906.9
2009-12-12T18:45:25
55177.78
3848.3
2010-01-23T14:26:34
55219.60
8873.9
2010-03-12T05:57:53
55267.25
7980.6
2011-10-13T04:06:03
55847.17
1563.3
2011-10-14T13:19:43
55848.56
3074.2
2014-04-28T14:10:59
56775.59
1540.8
2014-05-28T20:08:46
56805.84
1920.4
2014-06-25T20:09:39
56833.84
1670.7
2014-11-17T23:06:57
56978.96
3262.1
2014-11-22T13:31:43
56983.56
4108.0
2015-01-27T19:19:19
57049.81
1942.9
2015-02-13T17:01:10
57066.71
1962.9
2015-02-15T07:15:48
57068.30
1893.0
2015-02-16T13:17:09
57069.55
1905.4
2015-02-17T18:20:49
57070.77
1775.6
2015-02-18T10:00:55
57071.42
2092.7
2015-02-19T08:22:52
57072.35
1071.3
2015-02-20T16:19:13
57073.68
983.9
2015-02-21T19:29:42
57074.81
1735.6
2015-02-22T14:41:28
57075.61
1937.9
2015-02-23T03:29:19
57076.15
994.0
2015-02-24T05:07:19
57077.21
1371.0
2015-03-04T19:34:43
57085.82
2205.1
2015-03-05T06:44:02
57086.28
1578.3
2015-03-06T11:26:12
57087.48
1875.5
2015-03-07T10:04:13
57088.42
1311.1
2015-03-08T14:43:10
57089.61
1210.7
2015-03-09T16:02:02
57090.67
1838.0
2015-03-10T06:27:07
57091.27
1098.8
2015-03-11T06:22:22
57092.27
1863.0
2015-06-21T17:29:18
57194.73
1465.9
2015-06-22T20:25:32
57195.85
1965.4
2015-06-24T04:33:29
57197.19
2202.6
2015-06-25T02:44:56
57198.12
1635.7
2015-06-26T01:06:48
57199.05
986.4
2015-06-27T04:36:46
57200.19
1808.0
2015-06-28T00:54:48
57201.04
1773.1
2015-06-29T05:54:31
57202.25
1748.1
2015-06-30T09:00:28
57203.38
1962.9
OBSID
2.06+0.42
−0.40
1.60 ± 0.21
1.31
2
00036326007
4.95+0.35
−0.33
1.39 ± 0.08
0.89
15
00036326008
5.63+0.28
−0.23
1.52 ± 0.04
1.18
48
00090100001
4.89+0.19
−0.24
1.52 ± 0.05
1.69
38
00090100003
3.95+1.07
−0.76
1.40 ± 0.23
1.56
2
00036326009
2.49+0.38
−0.31
1.64 ± 0.14
1.76
6
00036326010
3.06+0.52
−0.43
1.53 ± 0.16
1.81
3
00091892001
7.40+0.64
−0.58
1.48 ± 0.10
1.47
12
00091892002
2.05+0.50
−0.34
1.90 ± 0.23
0.32
2
00091892003
15.07+0.74
−0.81
1.20 ± 0.06
1.21
32
00033530001
5.59+0.38
−0.33
1.64 ± 0.07
1.65
23
00033530002
6.02+0.59
−0.56
1.70 ± 0.10
1.31
10
00033530003
18.45+0.92
−0.77
1.81 ± 0.05
1.02
41
00033530004
14.38+0.84
−0.84
1.49 ± 0.07
1.02
24
00033530008
22.73+1.12
−1.10
1.51 ± 0.05
0.70
39
00033530009
31.82+1.67
−1.31
1.64 ± 0.05
1.03
36
00033530010
20.95+0.97
−1.12
1.51 ± 0.05
1.25
36
00033530011
19.35+1.41
−1.30
1.54 ± 0.08
0.81
18
00033530012
15.92+1.59
−1.16
1.60 ± 0.09
0.41
14
00033530013
20.09+1.26
−1.16
1.31 ± 0.06
1.03
28
00033530014
18.66+1.20
−0.95
1.34 ± 0.05
1.37
30
00033530015
16.81+1.65
−1.47
1.39 ± 0.09
0.93
13
00033530017
27.47+2.16
−1.78
1.15 ± 0.06
1.05
27
00033530018
18.42+0.86
−0.85
1.57 ± 0.05
1.13
40
00033530019
20.93+1.53
−1.23
1.25 ± 0.06
1.03
24
00033530020
10.88+0.85
−1.01
1.46 ± 0.08
0.96
18
00033530021
14.04+1.22
−1.00
1.66 ± 0.10
0.99
13
00033530022
11.41+1.46
−1.42
1.35 ± 0.13
1.13
6
00033530023
10.76+0.96
−0.78
1.26 ± 0.08
0.67
14
00033530024
9.27+1.41
−1.19
1.30 ± 0.13
1.00
6
00033530025
11.49+0.83
−0.83
1.38 ± 0.07
0.48
16
00033530026
6.38+1.99
−1.33
1.16 ± 0.24
0.70
1
00033829001
5.12+0.58
−0.55
1.43 ± 0.13
0.80
6
00033829002
00033829004
4.06+0.61
−0.49
1.57 ± 0.15
0.72
6
5.30+1.26
−1.01
1.33 ± 0.19
0.54
4
00033829005
5.83+1.49
−0.97
1.52 ± 0.20
1.04
3
00033829006
5.70+0.86
−0.72
1.44 ± 0.12
1.10
7
00033829007
7.62+1.78
−1.57
0.99 ± 0.19
0.34
4
00033829008
4.40+0.59
−0.59
1.58 ± 0.13
1.20
6
00033829009
4.21+0.76
−0.56
1.43 ± 0.15
0.76
5
00033829010
Notes. For each observation, identified by its date and Swift observation identifier (OBSID), we present: the duration of the exposure (EXP), the
integrated energy flux in two energy bands, the best-fit spectral index, the χ2 and degrees of freedom of the fit (DOF).
Table C.1 collects all the analyzed exposures for the Swift-XRT
dataset described in Sect. 3. Fluxeshave been extracted from a
20 pixel circular aperture. A different aperture was used on 2015
February 17 (MJD 57070.76), due to pile-up effects.
A30, page 15 of 15
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https://openalex.org/W4310335255
|
https://wwwnc.cdc.gov/eid/article/28/12/pdfs/22-1144.pdf
|
English
| null |
Laboratory Features of Trichinellosis and Eosinophilia Threshold for Testing, Nunavik, Quebec, Canada, 2009–2019
|
Emerging infectious diseases
| 2,022
|
cc-by
| 2,835
|
RESEARCH LETTERS T
richinella nativa infection is associated with inges
tion of parasitized sylvatic animals and periodic
outbreaks among residents of northern Canada (1–3). In the Arctic region of Nunavik in Quebec, outbreaks
associated with polar bear and walrus consumption
have prompted public health interventions, includ
ing a highly successful community-led active surveil
lance system that examines hunted meat for evidence
of Trichinella encystment (4,5). We report a 10-year
case series of Trichinella infection in Nunavik and de
scribe the laboratory features. Eosinophilia is a well-
characterized feature of infection that is readily avail
able for most cases. We performed receiver operating
characteristic (ROC) analysis to define an optimal
threshold of eosinophilia to prompt reflex Trichinella
antibody testing and rapid reporting to public health
authorities for timely outbreak investigation (1–3). Tt p
g
j
8. Martín-Carrillo N, Feliu C, Abreu-Acosta N,
Izquierdo-Rodriguez E, Dorta-Guerra R, Miquel J, et al. A peculiar distribution of the emerging nematode
Angiostrongylus cantonensis in the Canary Islands (Spain):
recent introduction or isolation effect? Animals (Basel). 2021;11:1267. https://doi.org/10.3390/ani11051267 p
g
j
8. Martín-Carrillo N, Feliu C, Abreu-Acosta N,
Izquierdo-Rodriguez E, Dorta-Guerra R, Miquel J, et al. A peculiar distribution of the emerging nematode
Angiostrongylus cantonensis in the Canary Islands (Spain):
recent introduction or isolation effect? Animals (Basel). 2021;11:1267. https://doi.org/10.3390/ani11051267 p //
g/
/
9. Paredes-Esquivel C, Sola J, Delgado-Serra S, Puig Riera M,
Negre N, Miranda MA, et al. Angiostrongylus cantonensis
in North African hedgehogs as vertebrate hosts, Mallorca,
Spain, October 2018. Euro Surveill. 2019;24:1900489. https://doi.org/10.2807/1560-7917.ES.2019.24.33.1900489 p
g
9. Paredes-Esquivel C, Sola J, Delgado-Serra S, Puig Riera M,
Negre N, Miranda MA, et al. Angiostrongylus cantonensis
in North African hedgehogs as vertebrate hosts, Mallorca,
Spain, October 2018. Euro Surveill. 2019;24:1900489. https://doi.org/10.2807/1560-7917.ES.2019.24.33.1900489 p
g
9. Paredes-Esquivel C, Sola J, Delgado-Serra S, Puig Riera M,
Negre N, Miranda MA, et al. Angiostrongylus cantonensis
in North African hedgehogs as vertebrate hosts, Mallorca,
Spain, October 2018. Euro Surveill. 2019;24:1900489. https://doi.org/10.2807/1560-7917.ES.2019.24.33.1900489 p
g
10
Nguyen Y, Rossi B, Argy N, Baker C, Nickel B, Marti H,
et al. Autochthonous case of eosinophilic meningitis caused
by Angiostrongylus cantonensis, France, 2016. Emerg Infect
Dis. 2017;23:1045–6. https://doi.org/10.3201/eid2306.161999 g
10
Nguyen Y, Rossi B, Argy N, Baker C, Nickel B, Marti H,
et al. Autochthonous case of eosinophilic meningitis caused
by Angiostrongylus cantonensis, France, 2016. Emerg Infect
Dis. 2017;23:1045–6. RESEARCH LETTERS https://doi.org/10.3201/eid2306.161999 In a retrospective test-negative case–control study,
we reviewed laboratory and public health records to
identify cases of trichinellosis in Nunavik that occurred
from 2009 through 2019. Our study was approved by
the Research Institute of the McGill University Health
Centre Research and Ethics Board (REB #2020-5312). (
)
We first reviewed all requests for Trichinella se
rologic testing sent from Quebec to the National Ref
erence Centre for Parasitology, the only testing site
for Quebec, during 2009–2019 (Appendix, https://
wwwnc.cdc.gov/EID/article/28/12/22-1144-App1. pdf). To define an initial set of cases (with positive
Trichinella serologic results), we selected specimens
originating from Nunavik. One author (L.B.H.) re
viewed the charts and confirmed cases if the clinical
evolution was compatible with the positive serologic
results. Because trichinellosis is notifiable by provin
cial law, we cross-referenced cases with the public
health database to identify other cases determined
epidemiologically and reviewed those charts. We de
fined a set of region-matched controls as those with
negative Trichinella serologic results. Those controls
are therefore persons from the general population,
from the same region who had clinical manifestations
that prompted testing for trichinellosis. Although
serologic results early in the disease course could be
negative, chart review of controls did not yield ad
ditional suspected cases on the basis of clinical evo
lution. We extracted available clinical and laboratory
data by chart review at the McGill University Health
Centre and at regional health centers in Nunavik. We
calculated summary statistics and tests (t-test and χ2),
comparing cases and controls by using R (6), and gen
erated ROC curves by using the pROC R package (7). W
id
tifi d 43
f t i hi
ll
i
d
t Address for correspondence: María Teresa Galán-Puchades,
Department of Pharmacy, Pharmaceutical Technology and
Parasitology, Faculty of Pharmacy, University of Valencia Av.
Vicent Andrés Estellés s/n, 46100 Burjassot-Valencia, Spain;
email: mteresa.galan@uv.es RESEARCH LETTERS RESEARCH LETTERS RESEARCH LETTERS Laboratory Features of
Trichinellosis and
Eosinophilia Threshold for
Testing, Nunavik, Quebec,
Canada, 2009–2019 Luke B. Harrison, Michael D. Libman, Chelsea Caya,
Momar Ndao, Cedric P. Yansouni
Author affiliations: McGill University Health Centre, Montreal,
Quebec, Canada (L.B. Harrison, M.D. Libman, C. Caya, C.P. Yansouni); National Reference Centre for Parasitology, Montreal
(M. Ndao) Luke B. Harrison, Michael D. Libman, Chelsea Caya,
Momar Ndao, Cedric P. Yansouni
Author affiliations: McGill University Health Centre, Montreal,
Quebec, Canada (L.B. Harrison, M.D. Libman, C. Caya, C.P. Yansouni); National Reference Centre for Parasitology, Montreal
(M. Ndao) Luke B. Harrison, Michael D. Libman, Chelsea Caya,
Momar Ndao, Cedric P. Yansouni Luke B. Harrison, Michael D. Libman, Chelsea Caya,
Momar Ndao, Cedric P. Yansouni Luke B. Harrison, Michael D. Libman, Chelsea Caya,
Momar Ndao, Cedric P. Yansouni
Author affiliations: McGill University Health Centre, Montreal,
Quebec, Canada (L.B. Harrison, M.D. Libman, C. Caya, C.P. Yansouni); National Reference Centre for Parasitology, Montreal
(M. Ndao) Author affiliations: McGill University Health Centre, Montreal,
Quebec, Canada (L.B. Harrison, M.D. Libman, C. Caya, C.P. Yansouni); National Reference Centre for Parasitology, Montreal
(M. Ndao) DOI: https://doi.org/10.3201/eid2812.221144 Prolonged eosinophilia is characteristic of trichinellosis. To determine the optimal eosinophil threshold for reflex
Trichinella testing, we examined all 43 cases in Nunavik,
Quebec, Canada, during 2009–2019. Using receiver
operating characteristic analysis, we determined that
eosinophil counts >0.8 × 109 cells/L should prompt con
sideration of trichinellosis and testing to rapidly identify
potential outbreaks. y
g
g
We identified 43 cases of trichinellosis and a set
of 31 region-matched controls (Table). We excluded 4 2567 Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 28, No. 12, December 2022 RESEARCH LETTERS Table. Characteristics of case-patients and controls in study of Trichinella infections in Nunavik, Quebec, Canada, 2009–2019*
Characteristic
Case-patients, n = 43
Controls, n = 31
Difference in means
(95% CI)
Test
statistic†
p value
Demographics
Age, y
39.1 (5–75, 16.1)
45.8 (0–80, 22.4)
–6.63
(–15.59 to 2.32)
t = –1.48
0.144
Female
30 (69.8)
16 (51.6)
χ2 = 3.77
0.052
Male
13 (30.2)
15 (48.4)
Level of care received, no. with available information/total no. ‡Optical density >0.3.
§Four cases were determined epidemiologically, and initially negative serologic testing was not repeated. ‡Optical density 0.3. §Four cases were determined epidemiologically, and initially negative serologic testing was not repeated. that differed most between cases and controls was
peak absolute eosinophilia (5.35 vs. 0.80 × 109 cells/L;
p<0.001). Among case-patients, peak eosinophilia that differed most between cases and controls was
peak absolute eosinophilia (5.35 vs. 0.80 × 109 cells/L;
p<0.001). Among case-patients, peak eosinophilia possible case-patients with weakly positive serologic
results but ambiguous clinical manifestations con
sistent with past infection. Information on signs and
symptoms was available for only 19/43 case-patients,
but demographic, laboratory, and clinical outcomes
were well documented. gov/eid • Vol 28 No 12 December 2022
Figure. Receiver operating characteristic curve comparing
performance of thresholds of absolute and relative eosinophilia
to trigger automatic reporting of possible trichinellosis. Sn and Sp
for the thresholds of absolute eosinophilia examined were 0.5 × 109
(Sn = 1.0, Sp = 0.65), 0.8 × 109 (Sn = 1.0, Sp = 0.71), 1.0 × 109 (Sn
= 0.91, Sp = 0.71), 2.0 × 109 (Sn = 0.63, Sp = 0.94) and for relative
eosinophilia were 5% (Sn = 1.0, Sp = 0.65), 10% (Sn = 0.88, Sp =
0.71), 15% (Sn = 0.85, Sp = 0.76), and 30% (Sn = 0.36, Sp = 1.0). Case-patients had a median age of 40 years and
were mostly female (30/43, 69.8%), which may result
from chance (p = 0.052), differential exposure to para
sitized meat, food sharing, food preparation practices,
or selection bias (8). When available, clinical features
were similar to those previously described for trichi
nellosis (i.e., fever, rash and myalgia) (9). No patients
died, and 9/27 (33%) patients with documented ill
ness required hospitalization. Epidemiologic inves
tigations revealed sporadic cases and 2 suspected
point-source outbreaks (8). In 1 outbreak, seals were
suspected as the source of infection, which could rep
resent a change in epidemiology from previous out
breaks associated with polar bear and walrus meat
and might reflect the surveillance program targeting
game meat from the latter animals but not seals. Laboratory information was available for 41/43
case-patients, a larger series of findings in Trichi
nella infection in Nunavik than previously reported. Features of Trichinella infection in Nunavik, presump
tively caused by T. nativa, are similar to those report
ed for T. spiralis infection (9), including elevated cre
atinine kinase and eosinophilia (Table). The variable Figure. Laboratory Features of
Trichinellosis and
Eosinophilia Threshold for
Testing, Nunavik, Quebec,
Canada, 2009–2019 (%)
Outpatient
18/27 (67)
15/24 (63)
NA
NA
Inpatient
9/27 (33)
9/24 (38)
NA
NA
Critical care
0/27
0/24
NA
NA
Evacuated to southern Quebec
7/27 (26)
8/24 (33)
NA
NA
Unknown
16/43 (37)
7/31 (23)
NA
NA
Positive Trichinella serologic result
39 (91)§
NA
NA
NA
Biochemical features during illness
Eosinophils, 109 cells/L
5.35
(0.80–17.40, 3.81)
0.80
(0–4.5, 1.00)
4.55
(3.14 to 5.95)
t = 6.47
<0.001
Platelets, 109/L
545
(294–977, 169)
479
(208–1,009, 210)
62.23
(–24.43 to 154.90)
t = 1.45
0.151
Creatinine kinase, U/L
1562
(103–8,081, 1511)
956
(28–6,470, 1,730)
606.49
(–245.92 to 1,458.90)
t = 1.42
0.160
C-reactive protein, mg/L
66.5
(8–191.7, 42.1)
66.6
(0.5–253.0, 82.9)
–0.61
(–38.05 to 36.83)
t = –0.03
0.974
Alanine aminotransferase, U/L
140.2
(21.0–541.0, 128.1)
85.1
(16.0–334.0, 75.6)
55.17
(–5.56 to 115.91)
t = 1.82
0.074
*Values are no. (%) or mean (range, SD) except as indicated. NA, not applicable; t, Student t statistic. †Expressed as t value (95% CI). ‡Optical density >0.3. §F
d t
i
d
id
i l
i
ll
d i iti ll
ti
l
i t
ti
t
t d RESEARCH LETTERS was noted early and declined over months; among
controls, counts were frequently elevated but stable
over time (Appendix Figure). Using ROC analysis,
we identified an absolute eosinophilia threshold of
>0.8 × 109 cells/L, which identified all cases in this
series with a specificity of 71% (Figure). We assessed
the potential effect on resource use of this threshold
by examining the region’s whole-population distribu
tion of absolute eosinophil counts. Among 8,562 per
sons who submitted a specimen for complete blood
count for any reason from January 2019 through April
2022, a total of 287 had eosinophil counts that exceed
ed our threshold (86 [1.2%] specimens/year).ll 4. Proulx JF, MacLean JD, Gyorkos TW, Leclair D, Richter AK,
Serhir B, et al. Novel prevention program for trichinellosis
in Inuit communities. Clin Infect Dis. 2002;34:1508–14. https://doi.org/10.1086/340342 4. Proulx JF, MacLean JD, Gyorkos TW, Leclair D, Richter AK,
Serhir B, et al. Novel prevention program for trichinellosis
in Inuit communities. Clin Infect Dis. 2002;34:1508–14. https://doi.org/10.1086/340342 p //
g/
/
5
.Larrat S, Simard M, Lair S, Bélanger D, Proulx J-F. From
science to action and from action to science: the Nunavik
Trichinellosis Prevention Program. Int J Circumpolar
Health. 2012;71:18595. https://doi.org/10.3402/ijch.v71i0.18595 p
g
5
.Larrat S, Simard M, Lair S, Bélanger D, Proulx J-F. From
science to action and from action to science: the Nunavik
Trichinellosis Prevention Program. Int J Circumpolar
Health. 2012;71:18595. https://doi.org/10.3402/ijch.v71i0.18595 6
R Core Team. R: a language and environment for statistical
computing. Version 4.1.3 [cited 2022 Apr 1]. https://www.R-project.org 6
R Core Team. R: a language and environment for statistical
computing. Version 4.1.3 [cited 2022 Apr 1]. https://www.R-project.org p
p
j
g
7
Robin X, Turck N, Hainard A, Tiberti N, Lisacek F,
Sanchez J-C, et al. pROC: an open-source package for R and
S+ to analyze and compare ROC curves. BMC Bioinformatics. 2011;12:77. https://doi.org/10.1186/1471-2105-12-77 j
g
7
Robin X, Turck N, Hainard A, Tiberti N, Lisacek F,
Sanchez J-C, et al. pROC: an open-source package for R and
S+ to analyze and compare ROC curves. BMC Bioinformatics. 2011;12:77. https://doi.org/10.1186/1471-2105-12-77 8
Ducrocq J, Proulx J-F, Simard M, Lévesque B, Iqaluk M,
Elijassiapik L, et al. The unique contribution of a local
response group in the field investigation and management of
a trichinellosis outbreak in Nunavik (Québec, Canada). Can
J Public Heal_th. 2020;111:31–9. Acknowledgments We appreciate the collaboration of Nunavik Public Health,
the National Reference Centre for Parasitology, and the
staff of Inuulitsivik Health Centre, including members of
medical records department. This work was supported by a FRQ-S Clinician-Researcher
Career Junior 2 award to C.P.Y. About the Author Dr. Harrison is chief resident in Infectious Diseases and
Medical Microbiology at the McGill University Health Centre. His research interests include evolutionary biology. Centre. His research interests include evolutionary biology. RESEARCH LETTERS https://doi.org/10.17269/
s41997-019-00255-8 (
p
y
)
Automated flags and reflex testing in Nunavik
now incorporate the threshold identified in our analy
sis. In the absence of a defined alternative diagnosis,
eosinophil counts of >0.80 ×109 cells/L should prompt
clinical consideration of trichinellosis and further in
vestigation. Early identification of outbreaks is critical
in this region—where hunted meat is shared widely
within and among communities—to limit exposures
and enable delivery of postexposure prophylactic an
thelmintic therapy, which has evidence of effectiveness
in this serious illness (1,4,10). The cost–benefit ratio of
this threshold will require ongoing assessment. 9
.Gottstein B, Pozio E, Nöckler K. Epidemiology, diagnosis,
treatment, and control of trichinellosis. Clin Microbiol Rev. 2009;22:127–45. https://doi.org/10.1128/CMR.00026-08 9
.Gottstein B, Pozio E, Nöckler K. Epidemiology, diagnosis,
treatment, and control of trichinellosis. Clin Microbiol Rev. 2009;22:127–45. https://doi.org/10.1128/CMR.00026-08 9
.Gottstein B, Pozio E, Nöckler K. Epidemiology, diagnosis,
treatment, and control of trichinellosis. Clin Microbiol Rev. 2009;22:127–45. https://doi.org/10.1128/CMR.00026-08
10
Faber M, Schink S, Mayer-Scholl S, Ziesch S, Schönfelder R,
Wichmann-Schauer H, et al. Outbreak of trichinellosis due
to wild boar meat and evaluation of the effectiveness of
post exposure prophylaxis, Germany, 2013. Clin Infect Dis. 2015;60:e98-104. p //
g/
/
10
Faber M, Schink S, Mayer-Scholl S, Ziesch S, Schönfelder R,
Wichmann-Schauer H, et al. Outbreak of trichinellosis due
to wild boar meat and evaluation of the effectiveness of
post exposure prophylaxis, Germany, 2013. Clin Infect Dis. 2015;60:e98-104. p
g
10
Faber M, Schink S, Mayer-Scholl S, Ziesch S, Schönfelder R,
Wichmann-Schauer H, et al. Outbreak of trichinellosis due
to wild boar meat and evaluation of the effectiveness of
post exposure prophylaxis, Germany, 2013. Clin Infect Dis. 2015;60:e98-104. ‡Optical density >0.3.
§Four cases were determined epidemiologically, and initially negative serologic testing was not repeated. Receiver operating characteristic curve comparing
performance of thresholds of absolute and relative eosinophilia
to trigger automatic reporting of possible trichinellosis. Sn and Sp
for the thresholds of absolute eosinophilia examined were 0.5 × 109
(Sn = 1.0, Sp = 0.65), 0.8 × 109 (Sn = 1.0, Sp = 0.71), 1.0 × 109 (Sn
= 0.91, Sp = 0.71), 2.0 × 109 (Sn = 0.63, Sp = 0.94) and for relative
eosinophilia were 5% (Sn = 1.0, Sp = 0.65), 10% (Sn = 0.88, Sp =
0.71), 15% (Sn = 0.85, Sp = 0.76), and 30% (Sn = 0.36, Sp = 1.0). Figure. Receiver operating characteristic curve comparing
performance of thresholds of absolute and relative eosinophilia
to trigger automatic reporting of possible trichinellosis. Sn and Sp
for the thresholds of absolute eosinophilia examined were 0.5 × 109
(Sn = 1.0, Sp = 0.65), 0.8 × 109 (Sn = 1.0, Sp = 0.71), 1.0 × 109 (Sn
= 0.91, Sp = 0.71), 2.0 × 109 (Sn = 0.63, Sp = 0.94) and for relative
eosinophilia were 5% (Sn = 1.0, Sp = 0.65), 10% (Sn = 0.88, Sp =
0.71), 15% (Sn = 0.85, Sp = 0.76), and 30% (Sn = 0.36, Sp = 1.0). 2568 Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 28, No. 12, December 2022 RESEARCH LETTERS Address for correspondence: Luke B. Harrison, McGill University
Health Centre, Rm E5.1815, 1001 Blvd Decarie, Montreal, QC H4A
3J1, Canada; email: luke.harrison@mail.mcgill.ca References 1. Schellenberg RS, Tan BJK, Irvine JD, Stockdale DR,
Gajadhar AA, Serhir B, et al. An outbreak of trichinellosis
due to consumption of bear meat infected with Trichinella
nativa, in 2 northern Saskatchewan communities. J Infect Dis. 2003;188:835–43. https://doi.org/10.1086/378094 Author affiliations: Wythenshawe Hospital, Manchester, UK
(S. Ugolini); University of Manchester NHS Foundation Trust,
Manchester (S. Ugolini); IRCCS Azienda Ospedaliero–
Universitaria di Bologna, Bologna, Italy (M. Lima, M. Maffi,
M. Vastano, T. Gargano, S. Varani); Ospedali Riuniti di Ancona,
Ancona, Italy (F. Pierangeli); Alma Mater Studiorum–University of
Bologna, Bologna (M. Lima, T. Gargano, S. Varani, A. Gustinelli,
M. Caffara, M.L. Fioravanti) p //
g/
/
2. Dalcin D, Zarlenga DS, Larter NC, Hoberg E, Boucher DA,
Merrifield S, et al. Trichinella nativa outbreak with rare
thrombotic complications associated with meat from a
black bear hunted in northern Ontario. Clin Infect Dis. 2017;64:1367–73. https://doi.org/10.1093/cid/cix165 p
g
3. MacLean JD, Viallet J, Law C, Staudt M. Trichinosis in the
Canadian Arctic: report of five outbreaks and a new
clinical syndrome. J Infect Dis. 1989;160:513–20. https://doi.org/10.1093/infdis/160.3.513 DOI: https://doi.org/10.3201/eid2812.220424 DOI: https://doi.org/10.3201/eid2812.220424 2569 merging Infectious Diseases • www.cdc.gov/eid • Vol. 28, No. 12, December 2022
2569 Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 28, No. 12, December 2022
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Clustering of Charged Colloidal Particles in Microgravity Environment of Space
|
Research Square (Research Square)
| 2,022
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Clustering of Charged Colloidal Particles in
Microgravity Environment of Space
Junpei Yamanaka ( yamanaka@phar.nagoya-cu.ac.jp )
Graduate School of Nagoya City University
Hiroyuki Miki
Graduate School of Nagoya City University
Teruyoshi Ishigami
Graduate School of Nagoya City University
Tohru Okuzono
Graduate School of Nagoya City University
Akiko Toyotama
Nagoya City University
Jitendra Mata
Australian Centre for Neutron Scattering https://orcid.org/0000-0001-9225-7900
Honoka Komazawa
Nagoya City University
Yushi Takeda
Nagoya City University
Madoka Minami
Nagoya City University
Minori Fujita
Graduate School of Nagoya City University
Maho Doi
Nagoya City University
Tsunehiko Higuchi
Nagoya City University
Hiroshi Takase
Graduate School of Medical Sciences, Nagoya City University
Satoshi Adachi
Japan Aerospace Exploration Agency
Tetsuya Sakashita
J
A
E
l
ti
A Clustering of Charged Colloidal Particles i
Microgravity Environment of Space
Junpei Yamanaka ( yamanaka@phar.nagoya-cu.ac.jp )
Graduate School of Nagoya City University
Hiroyuki Miki
Graduate School of Nagoya City University
Teruyoshi Ishigami
Graduate School of Nagoya City University
Tohru Okuzono
Graduate School of Nagoya City University
Akiko Toyotama
Nagoya City University
Jitendra Mata
Australian Centre for Neutron Scattering https://orcid.org/0000-0001-9225-7900
Honoka Komazawa
Nagoya City University
Yushi Takeda
Nagoya City University
Madoka Minami
Nagoya City University
Minori Fujita
Graduate School of Nagoya City University
Maho Doi
Nagoya City University
Tsunehiko Higuchi
Nagoya City University
Hiroshi Takase
Graduate School of Medical Sciences, Nagoya City University
Satoshi Adachi
Japan Aerospace Exploration Agency
Tetsuya Sakashita
Japan Aerospace Exploration Agency
Taro Shimaoka Clustering of Charged Colloidal Particles in
Microgravity Environment of Space
Junpei Yamanaka ( yamanaka@phar nagoya-cu ac jp ) Akiko Toyotama
Nagoya City University Keywords: License: This work is licensed under a Creative Commons Attribution 4.0 International License. License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License Clustering of Charged Colloidal Particles in
Microgravity Environment of Space Hiroyuki Miki1, Teruyoshi Ishigami1, Junpei Yamanaka1*, Tohru Okuzono1, Akiko
Toyotama1, Jitendra Mata2, Honoka Komazawa3, Yushi Takeda3, Madoka Minami3,
Minori Fujita1, Maho Doi3, Tsunehiko Higuchi1, Hiroshi Takase4, Satoshi Adachi5,
Tetsuya Sakashita5, Taro Shimaoka6, Masae Nagai6, Yuki Watanabe7, and Seijiro Fukuyama (
)
g
3. Faculty of Pharmaceutical Sciences, Nagoya City University, Japan y
g y
y
y
p
4. Core Laboratory, Graduate School of Medical Sciences, Nagoya City University, Japan y
5. Japan Aerospace Exploration Agency (JAXA), Japan 7. Advanced Engineering Services (AES) Co., Ltd., Japan 1.
Graduate School of Pharmaceutical Sciences, Nagoya City University, Japan 7.
Advanced Engineering Services (AES) Co., Ltd., Japan Abstract We conducted a charge-charge clustering experiment of positively and negatively charged
colloidal particles in aqueous media under a microgravity environment at the International Space
Station. A special setup was used to mix the colloid particles in microgravity and then immobilize
these structures in gel cured using UV light. The samples returned to the ground were observed by
optical microscopy. The space sample of polystyrene particles with a specific gravity d (=1.05) close
to the medium had an average association number of approximately 50% larger than the ground
control and better structural symmetry. The effect of electrostatic interactions on the clustering was
also confirmed for titania particles (d~3), whose association structures were only possible in the
microgravity environment without any sedimentation they generally suffer on the ground. This study
suggests that even slight sedimentation and convection on the ground significantly affect the
structure formation of colloids. Knowledge from this study will help us to develop a model which
will be used to design photonic materials and better drugs. 6.
Japan Space Forum (JSF), Japan y
5.
Japan Aerospace Exploration Agency (JAXA), Japan Introduction Self-assembly of submicron to micron-sized particles has been observed in various phenomena
in nature, including aggregation of unstable colloidal dispersions1-4 and association of proteins in
living cells5. The formation of colloidal clusters, composed of a small number of colloidal particles,
has been reported in numerous studies 6-11. In particular, tetrahedral clusters are the building blocks
of diamond lattices, which are photonic crystals capable of confining light12-15, and the conditions for
their formation have been explored16-21. The colloidal self-assembly enables the construction of
novel materials that are useful in the fields of photonics, optoelectronics and sensing, and even
clinical diagnostics. In this study, we examined the association of positively and negatively charged colloidal
particles (hereafter referred to as p and n particles) by electrostatic attraction (Fig.1). A schematic
diagram of various clusters consisting of one p-particle and n-particles with an association number m
(=1,2,3,...). Tetrahedral clusters (m=4) are of interest as building blocks of the diamond lattice, a
photonic crystal with a perfect photonic band gap. Fig. 1 Schematic of clustering and clusters of positively and negatively charged colloidal particles. m is the
association number. +
→
negatively
charged(n) particles
positively
charged(p) particles
clusters
aggregation
m = 1
m = 2
m = 3
m = 4 clusters Fig. 1 Schematic of clustering and clusters of positively and negatively charged colloidal particles. m is the
association number. To construct materials with excellent optical properties, colloidal particles with high refractive
indexes (nr) are often required. For example, to achieve a perfect photonic band that reflects all
incident light from all directions, a diamond lattice structure with particles with a refractive index nr
> 2 is required. Generally, materials with high refractive indexes have, at the same time, high
specific gravity. For example, a titania particle with nr = 2.4 has a specific gravity of ~4. On the
ground, the structure formation of such heavy particles is often difficult due to gravitational settling
effects. Assuming gravitational sedimentation with Stokes resistance F = 6πhav (h: viscosity of the
medium, a: radius of the particle, v: settling velocity), v for 1 μm-sized titania particles at a
temperature = 25 °C is 1.2 μm/sec, respectively. This implies that the settling distance in one day is 2 5 cm. Microgravity environments, where sedimentation and convection are negligible, are ideal for
experiments on the structure formation of micron-sized colloidal particles22,23. Introduction Numbers of microgravity experiments have been conducted on colloidal crystallization in rigid
sphere dispersions. Here, colloidal crystallization is a phenomenon in which particles are regularly
arranged in a liquid, and particles in a crystalline structure are not in contact with each other. Microgravity experiments using the space shuttle revealed that particle sedimentation significantly
affects nucleation and growth processes23. It has also been reported that dendritic growth is the
dominant crystal growth mode under microgravity24. These have led to a review of the kinetics of
crystallization of hard spheres, and models have been devised that incorporate the interaction of
diffusion fields in crystals25,26. We have also reported that the nucleation rate also decreases in the
crystallization of charged colloids under microgravity obtained by parabolic flight27. However, the
formation of clusters, in which particles are in contact with each other, has not been reported so far. We conducted a clustering experiment of positively and negatively charged colloidal particles
in aqueous media on the Japanese Experiment Module (JEM) "Kibo" of the International Space
Station (ISS)28 in 2020. Details of the space experiments are described in Supplementary Text 1. p-
and n- particles of about 1 µm were mixed in the microgravity environment of the ISS to form
clusters. The main driving forces for clustering were electrostatic interactions and van der Waals
(vdW) attraction between particles. Polystyrene (PS) particles, which have almost the same specific
gravity d (= 1.05) as water, and titania particles with high refractive index and high specific gravity
(d~3) were used as colloidal particles. In this paper, we report the results of the analysis of colloidal
clusters generated in space. Overview of our space experiments Here, we briefly describe our space experiment on the ISS. Additional information is
provided in Supplementary Text 1. The properties of the colloid samples are shown in Table 1(a). Negatively charged fluorescent PS particles were obtained from Thermo Scientific (Massachusetts,
U.S.A.). Other particles were synthesized by methods described in Supplementary Text 2. The
titania particles were coated with a silica layer on their surfaces, and a polyelectrolyte was
introduced to the silica surface to provide them with electric charges. p- and n-particles were stained
with red (rhodamine B isothiocyanate) and green fluorescent (fluorescein isothiocyanate) dyes for
identification. Samples were prepared with various concentrations of sodium chloride NaCl, [NaCl],
to adjust the magnitude of the electrostatic interaction. The composition of the space samples is compiled in Table 1(b). The ground-based studies
have shown that for obtaining isolated clusters, (i) the concentration of p- and n-particles must be 3 sufficiently dilute (less than about 0.1 vol% in total), and (ii) the composition must be highly
asymmetric, with a number concentration ratio of twenty or higher. The experimental conditions
were chosen accordingly. UV curable gelation reagents29,30 had been dissolved in the colloidal
samples. They were composed 0.1M dimethylacrylamide (gel monomer), 10 mM methylene-bis-
acrylamide (cross-linker), and 10 mg/mL VA-086 (photo-induced polymerization initiator). They
undergo radical polymerization upon UV irradiation, forming a three-dimensional network structure
in water, and the medium becomes a polymer gel. able 1 (a) Properties of the particles used in the space experiments (b) Composition of the samples used
the space experiments. in the space experiments. (a)
(b)
sample No. p
n
C p
C n
[NaCl]
[HCl]
(10-3 vol%)
(10-3 vol%)
(mM)
(mM)
1
PS(+)
PS(-)
2
10
0
10
2
PS(+)
PS(-)
2
10
50
10
3
PS(+)
PS(-)
2
10
100
10
4
PS(+)
PS(-)
2
10
200
10
9
TiO2(+)
TiO2(-)1
48
2
0
0
14
TiO2(+)
TiO2(-)2
48
2
0
0
19
TiO2(+)
TiO2(-)3
48
2
0
0
23
TiO2(+)
TiO2(-)4
48
2
0
0
24
TiO2(+)
TiO2(-)4
48
2
50
0
25
TiO2(+)
TiO2(-)4
48
2
100
0
26
TiO2(+)
TiO2(-)4
48
2
200
0
particle
d
ζ
(nm)
(mV)
PS(+)
789±22
38.7
PS(-)
1025±36
-50.1
TiO2(+)
957±33
48.7
TiO2(-)1
907±35
-56.2
TiO2(-)2
1016±38
-50.4
TiO2(-)3
1004±32
-44.5
TiO2(-)4
1016±38
-36.1 (b) (a) 4 4 Fig. 2 Experimental set-up and samples used in the space experiment. Overview of our space experiments (a) Sample bag, consisting of two
tetra-pack compartments connected via a breakable separator. (b) The solution in the two chambers is
mixed by squeezing the bag. (c) An example of a sample used in a space experiment. The sample is tied
with string for proper handling in microgravity. (d) Sample bag in a shipping container (e) UV irradiation
system. The bag is placed in the apparatus and the sample is immobilized by UV irradiation. The sample is
dissolved in a UV-curing gelator. (f) Samples (Titania #23) returned to the ground. The sample was
removed from the bag. (c) Cross section of the gel-fixed space sample and the ground sample. The space
sample is uniformly white, while the particles in the ground sample are localized near the gel surface. Fig. 2 Experimental set-up and samples used in the space experiment. (a) Sample bag, consisting of two
tetra-pack compartments connected via a breakable separator. (b) The solution in the two chambers is
mixed by squeezing the bag. (c) An example of a sample used in a space experiment. The sample is tied
with string for proper handling in microgravity. (d) Sample bag in a shipping container (e) UV irradiation
system. The bag is placed in the apparatus and the sample is immobilized by UV irradiation. The sample is
dissolved in a UV-curing gelator. (f) Samples (Titania #23) returned to the ground. The sample was
removed from the bag. (c) Cross section of the gel-fixed space sample and the ground sample. The space
sample is uniformly white, while the particles in the ground sample are localized near the gel surface. Fig. 2(a) is an overview of the experimental apparatus we used. Two polymer bags of tetra-
pack shapes with a volume of 3 mL are connected by a breakable seal. The connection is broken by
crushing the bag to mix the liquids in the bags [Fig. 2(b)]. The two bags were filled with dilute
aqueous dispersions of p- and n-particles, respectively. Fig. 1(c) shows an example of the sample
used in the space experiment; the bags are connected by a string to prevent the sample from
scattering under microgravity in the ISS. Fig. 2(d) is the sample bag in the shipping container, which
was transported to the ISS using this container. (e) is a metal UV irradiation device. Overview of our space experiments Sample bags (30
pieces) were fixed inside the apparatus, and the samples were gelatinized by UV irradiation with a
UV-LED (365 nm, 9.0 W) installed behind the box. The space experiment was carried out approximately eight months after the sample
preparation. The space crew mixed the two liquids at ISS by pushing and squashing alternately 100
times to have homogeneity within the samples. Preliminary studies on the ground showed that it
takes approximately two days to cluster the particles to reach equilibrium. In the space experiment, 5 the sample was left in microgravity for two days and gelled by UV irradiation. More details are
given in Supplementary Text 3. Fig. 2(f) shows the appearance of the space sample (TiO2 # 23) taken out of the bag after
returning to the ground. All of the space samples were successfully immobilized by the gel. The
elastic modulus of gel E was approximately 25 kPa. This value was about 70% of the value when the
samples were gelled immediately after preparations (E ~ 35 kPa), but it was large enough for the
sample handling. The samples were then cut with a surgical scalpel, and the cross sections were
observed by optical microscopy. Fig. 2(g) compares the cross sections of the space samples and
ground control samples prepared under a pseudo-microgravity obtained by the clinostat. No distinct
supernatant was observed in the space sample, though the ground control sample had significant
particle precipitation and the center of the sample was transparent. A portion of the gelled space experimental sample was also sent to the Australian Nuclear
Science and Technology Organisation (ANSTO) for small- and ultra-small-angle neutron scattering
experiments to obtain information on the number of associations and aggregation structure. Association number of PS clusters Association number of PS clusters Association number of PS clusters Fig. 3 (a) Fluorescence micrographs of polystyrene (PS) clusters from the space experiment and
magnified images of m = 1 to m = 4 clusters. (b) Distribution of the number of clusters m at various NaCl
concentrations in the (b) space experiment and (c) ground experiment. (d) Plot of average cluster number
<m> vs. [NaCl]. (e) Plot of average radius of inertia <Rg> vs. [NaCl] for clusters obtained by neutron
scattering. Fig. 3 (a) Fluorescence micrographs of polystyrene (PS) clusters from the space experiment and
magnified images of m = 1 to m = 4 clusters. (b) Distribution of the number of clusters m at various NaCl
concentrations in the (b) space experiment and (c) ground experiment. (d) Plot of average cluster number
<m> vs. [NaCl]. (e) Plot of average radius of inertia <Rg> vs. [NaCl] for clusters obtained by neutron
scattering. Fig. 3(a) shows a micrograph of sample #2 ([NaCl] = 50 μM). Because the PS samples have a
large excess of n-particles, their isolated clusters are centered on p-particles and surrounded by n-
particles. As shown in Fig. 3(a), clusters with various association numbers m were identified in the
space sample. Fig. 3(b) shows the distribution of m obtained from the results of about 1000 clusters
in samples #1-#4 ([NaCl] = 0, 50, 100, and 200 μM), respectively. With increasing [NaCl], the
electrostatic shielding effect becomes stronger, and the Coulomb force between particles becomes
weaker. Note that a small number of clusters containing two or more p-particles were also present (<
6% of the entire p-particles); they were classified as "aggregates." Fig. 3(c) shows the distribution of m for the ground control. Because the sample at [NaCl] = 0
μM was used for particle characterization without gelation, clustering experiments were carried out
for samples at [NaCl] = 50, 100, and 200 μM. Fig. 3(d) shows a plot of the average association
number <m> versus [NaCl]. In both the space and ground experiments, <m> increased on increasing
[NaCl], reaching a maximum at [NaCl] = 100 μM. As seen from equation (1), the electrostatic
interaction between the particles is shielded by ions and decreases on increasing Cs (µ k2). Fig. 3(e) shows the relationship between the [NaCl] and mean radius of gyration <Rg> of the
clusters obtained by the Guinier plot from ultra-small angle neutron scattering. Ground control experiments On the sample preparation, two samples having the same composition were made. One was
used for the space experiment and the other as a ground control sample. The ground control samples
were stored at 4 °C in JAXA Space Center (Tsukuba, Japan) for approximately eight months, as was
the case of the space experiment. The control experiments were carried out in August 2020. To examine changes in characteristics of samples during the storage, some of the bags of PS and
titania samples were opened without gelation and analyzed. For the remaining samples, clustering
experiments were conducted. On the ground, the sedimentation of the particles in two days is
significant, particularly for titania particles. The settling distances estimated from the Stokes law in
two days are 2.6 mm and 10 cm for PS and titania, comparable and much greater than the inner
dimension of the sample bag. On the ground, after the p- and n-particles were mixed by squashing
the bags in the same manner in the space experiment and by rotating them gently, they were placed
under pseudo-microgravity for two days. For PS and titania samples, we used a rotator (3 rpm) and a
clinostat device (10 rpm). The samples were then immediately gelled by UV irradiation. 6 Association number of PS clusters The scattering curves
are given in Fig. 4. The trends of the Cs dependence of <Rg> and <m> are in good agreement. Thus, 7 the statistical scattering measurements corroborated the results obtained from microscopic
observations. Fig. 4 SANS-USANS scattering profiles (left), and Guinier plot (right) for PS clusters in space sample for
four values of [NaCl]. The curves are vertically shifted and superimposed for clarity. In the Guinier region,
scattering intensity I(q) is proportional to exp(-Rg・q2), where Rg is the radius of gyration of the clusters,
and q is the scattering vector. Rg is obtained as the slope of the plot of log I(q) versus q2. 0
1x10-7 2x10-7 3x10-7 4x10-7 5x10-7
0
50
100
200
I(q)
q (Å-2)
2
[NaCl] (µM)
106
107
103
104
105
10
2
108 0
1x10-7 2x10-7 3x10-7 4x10-7 5x10-7
0
50
100
200
I(q)
q (Å-2)
2
[NaCl] (µM)
106
107
103
104
105
10
2
108 Fig. 4 SANS-USANS scattering profiles (left), and Guinier plot (right) for PS clusters in space sample for
four values of [NaCl]. The curves are vertically shifted and superimposed for clarity. In the Guinier region,
scattering intensity I(q) is proportional to exp(-Rg・q2), where Rg is the radius of gyration of the clusters,
and q is the scattering vector. Rg is obtained as the slope of the plot of log I(q) versus q2. Structural symmetry of PS clusters To examine the effects of microgravity in more detail, we then examined the structural
symmetry of tetrahedral (m=4) PS clusters. The relative positions of each particle in the tetrahedral
clusters were determined by confocal microscopy. The structural symmetry of the tetrahedral
clusters can be quantified by the bond orientational order parameter qtetra31,32, defined as 𝑞!"!#$ = 1 −3
8 ' ' (cos 𝜃%& + 1
3. '
(
&)%*+
,
%)+
,
011 011 where θjk is the angle between the bonds of particles j and k (illustrated in Fig. 5). For a perfect
tetrahedron, qtetra = 1. Fig. 5(a) is the mean value of qtetra, <qtetra>, for tetrahedrons of the PS particles
at various values of [NaCl] in the space and ground experiments. Fig. 5(b)-5(d) depicts the
distribution of qtetra for the space and ground experiments at the three values of [NaCl]. In the entire
[NaCl] regions, the samples obtained from the space experiment had larger <qtetra>, that is, better
symmetry, than the ground samples. 8 Fig. 5 Comparison of the bond orientational order parameter qtetra for PS particle tetrahedra produced by
the space and ground experiments. (a) plot of mean <qtetra> versus [NaCl], (b)-(d) distribution of qtetra at
[NaCl] = 50 μM, 100 μM, and 200 μM. Fig. 5 Comparison of the bond orientational order parameter qtetra for PS particle tetrahedra produced by
the space and ground experiments. (a) plot of mean <qtetra> versus [NaCl], (b)-(d) distribution of qtetra at
[NaCl] = 50 μM, 100 μM, and 200 μM. Clusters of titania particles Cluster formation of titania particle systems, which is difficult to study on the ground due to
gravitational sedimentation, was investigated by analyzing space samples. In the titania sample, the
central particle of the isolated cluster is an n-particle because p-particles are present in significant
excess. The gel-immobilized space samples were uniform and no sedimentation effects were
observed (Fig. 2(e)). However, two unexpected things happened in the titania space experiment. One was the
formation of numerous aggregates of more than 1000 particles in the sample. The other was
discoloration of the fluorescent dye; p-particles were stained with a red fluorescent pigment, but
many of them turned red-green in color. Both of these issues were probably due to the degradation of
the particles over time. Details of the degradation are described in the Supplementary Discussion. On the other hand, various isolated clusters were also observed, as shown in Fig. 6(a). Because
the n-particles were stained green and did not exhibit red coloration, the p- and n- particles were
distinguished by the presence of a red-colored component. Images of red fluorescence (left) and
white light (right) are shown for each cluster in Fig. 6(a). p-particles are observed in both pictures,
while n-particles are observed only in white light. Fig. 6(b) shows distributions of m at various values of [NaCl]. The population of m=1 clusters
was more significant at lower [NaCl], in accordance with the stronger electrostatic attraction
between n- and p-particles. Fig. 6(c) shows the dependence on charge number Z, confirming that the
number of m=1 clusters is more significant with increasing Z. Note that m=4 clusters were observed
at [NaCl]=50 μM. In Fig. 6(d) and 6(e), we also present the plot of the population of various clusters 9 plotted against [NaCl] and Z, respectively. Thus, the space experiment confirmed the effect of
electrostatic interaction on the clusters of titania particles, which is difficult to verify on the ground. Fig. 6 (a) Magnified images of titania-based qtetra clusters from m = 1 to m = 4 (left and right images with
red fluorescence only detected and white light source, respectively). Distribution of the number of clusters
m in the titania-based sample. (b) [NaCl]-dependence and (c) Z-dependence. (d) [NaCl] dependence and
(e) Z-dependence of the proportion of m = 0 to m = 4 clusters. Fig. Clusters of titania particles 6 (a) Magnified images of titania-based qtetra clusters from m = 1 to m = 4 (left and right images with
red fluorescence only detected and white light source, respectively). Distribution of the number of clusters
m in the titania-based sample. (b) [NaCl]-dependence and (c) Z-dependence. (d) [NaCl] dependence and
(e) Z-dependence of the proportion of m = 0 to m = 4 clusters. Aggregation structure of titania particles Aggregation structure of titania particles
Fig. 7 Microscopic images of aggregates formed in the titania-based space experimental samples. (a-1),
(a-2) inverted microscope images, and (a-3) confocal laser microscope image (b) Fractal dimension Df of
the aggregates obtained for samples having various values of [NaCl]. Red and blue symbols represent
results for space and ground control samples, respectively. Fig. 7(a-1)~7(a-3) show microscopic images of large aggregates of titania particles. These
aggregates are made almost exclusively of p-particles. (a-1)
(a-2)
(a-3)
(b) (a-1)
(a-2) (b) (a-3) (b) (a-2) Fig. 7 Microscopic images of aggregates formed in the titania-based space experimental samples. (a-1),
(a-2) inverted microscope images, and (a-3) confocal laser microscope image (b) Fractal dimension Df of
the aggregates obtained for samples having various values of [NaCl]. Red and blue symbols represent
results for space and ground control samples, respectively. Fig. 7(a-1)~7(a-3) show microscopic images of large aggregates of titania particles. These
aggregates are made almost exclusively of p-particles. Fig. 7(a-1)~7(a-3) show microscopic images of large aggregates of titania particles. These
aggregates are made almost exclusively of p-particles. 10 The fractal dimension of the aggregates was determined from the microscopic images33,34,35,36,37. Fig. 5(b) shows the fractal dimension Df determined for samples of various values of [NaCl] (red
symbols). Df was largely independent of [NaCl] and ranged between reaction-limited aggregation
(~2.1) and diffusion-limited aggregation (~1.7). This suggests that the aggregates are mainly formed
by vdW forces, with negligible Cs dependence. We note that the titania particles form dense
aggregates close to Df ~ 3 on the ground due to significant sedimentation (shown by blue symbols). The bulky aggregates with Df = 2 observed in a microgravity environment again indicate the effect
of microgravity on the assembly of titania particles. Thus, the significant influence of microgravity
on the formation of aggregates of high specific gravity particles was verified. Clustering of charged colloids ,
(6) (6) 𝐴7;8 = 3ℎ𝜈<
8√2
(𝑛+
' −𝑛,
')(𝑛'
' −𝑛,
')
(𝑛+
' + 𝑛,
')
+
'(𝑛'
' + 𝑛,
')
+
' P(𝑛+
' + 𝑛,
')
+
'+(𝑛'
' + 𝑛,
')
+
'Q
. (7) (7) Here eri and nri are the particle’s relative permittivity and refractive index (i = 1, 2) and the medium
(i = 3). f'(r) is determined by the size of the two particles, while the A value depends on the
difference between the permittivity and the refractive index of the medium and particles. For
example, the A between two polystyrene (PS) particles (nr =1.59, er=2.5) interacting across a water
gap is 4.80 kBT, and 49.4 kBT for titania (nr ~3, er =48) particles. Computer simulations use the two-
body potential to study the relationship between the number of associations and the charge number
of particles. Here eri and nri are the particle’s relative permittivity and refractive index (i = 1, 2) and the medium
(i = 3). f'(r) is determined by the size of the two particles, while the A value depends on the
difference between the permittivity and the refractive index of the medium and particles. For
example, the A between two polystyrene (PS) particles (nr =1.59, er=2.5) interacting across a water
gap is 4.80 kBT, and 49.4 kBT for titania (nr ~3, er =48) particles. Computer simulations use the two-
body potential to study the relationship between the number of associations and the charge number
of particles. The attraction between p- and n-particles is stronger at lower Cs. The smaller <m> at lower Cs
is attributable to stronger electrostatic repulsion between n particles, which prevents additional
attachments of n particles to the clusters. As Cs increase, reduction of the electrostatic repulsion
between n particles causes increases in <m>. However, on further increase in Cs, the attraction
between the n- and p- particles becomes weaker, resulting in the reduction of <m>, as observed in
the experiment. This trend is consistent with the results of the Monte Carlo simulation. In the
polystyrene colloids, the number of associations and symmetry of clusters were superior to the space
experiments. These results suggest that slight sedimentation and convection effect on the ground
may affect the association of micrometer-order colloidal particles. Clustering of charged colloids Here we discuss the clustering of the oppositely charged colloids in terms of interparticle
interaction. The main driving forces for the clustering of charged colloidal particles are electrostatic
interactions and vdW attraction between particles. The former is often discussed using the Yukawa-
type two-body interaction potential UYukawa(r), as, 𝑈Yukawa(𝑟) =
exp (𝜅𝑎1)
1 + 𝜅𝑎1
exp (𝜅𝑎2)
1 + 𝜅𝑎2
𝑍1𝑍2𝑒2
4𝜋𝜀
exp (−𝜅𝑟)
𝑟
,
(2) (2) where a1 and a2 are the radius of the two particles, Z1 and Z2 are the signed charge numbers, e is the
dielectric constant of the medium, and e is the elementary charge. k is the Debye parameter, where i
is the type of the i-th ion in the medium, and ci and zi are their concentrations and valences are given
by where a1 and a2 are the radius of the two particles, Z1 and Z2 are the signed charge numbers, e is the
dielectric constant of the medium, and e is the elementary charge. k is the Debye parameter, where i
is the type of the i-th ion in the medium, and ci and zi are their concentrations and valences are given
by by 𝜅! =
𝑒! 𝜀𝑘B𝑇* 𝑐"𝑧"
! . (3) 𝜅! =
𝑒! 𝜀𝑘B𝑇* 𝑐"𝑧"
! . (3) (3) It can be seen that the higher the ion concentration, the more pronounced the electrostatic interaction
is shielded. The vdW potential UvdW(r) acting between the two particles is given by It can be seen that the higher the ion concentration, the more pronounced the electrostatic interaction
is shielded. The vdW potential UvdW(r) acting between the two particles is given by 𝑈456(𝑟) = 𝐴𝑓 (𝑟),
(4) (4) 𝑓(𝑟) = −1
6 D
2𝑎+𝑎'
𝑟' −(𝑎++𝑎')' +
2𝑎+𝑎'
𝑟' −(𝑎+−𝑎')' + ln 𝑟' −(𝑎++𝑎')'
𝑟' −(𝑎+−𝑎')'H ,
(5) (5) 11 where kB is the Boltzmann constant, T is temperature, h is the Planck constant, and νe is the principal
absorption frequency of the material (~ 3 × 1015 /sec). A is the Hamaker constant, which according to
Lifshitz theory, is given as A =Aν=0 + Aν>0 (ν is the frequency of electromagnetic waves), and 𝐴7)8 = 3
4 𝑘9𝑇(𝜀:+ −𝜀:,
𝜀:+ + 𝜀:,
. (𝜀:' −𝜀:,
𝜀:' + 𝜀:,
. Electrostatic interaction To investigate the formation mechanism of macroscopic aggregates observed for titania
samples, we calculated electrostatic and vdW interactions for positively charged TiO2-SiO2 core-
shell particles (TiO2 (+)). The silica layer's thickness and the medium's salt concentration were
parameters. From SEM observations, the size of the TiO2 core of the sample is estimated to be 860 nm, and
the thickness of the silica layer is 50 nm when the sample is filled. Henry's equation determined the
zeta potential from the measured electrophoretic mobility of the ground control particles without gel
fixation, and the surface charge number Z(P-B) of the particles was calculated using the Poisson-
Boltzmann equation Z(P-B) depending on the particle size, which in turn depends on the shell
thickness. The calculation results are shown in Fig. 8. Fig. 8 Number of particle charges calculated assuming various SiO2 shell layer thicknesses Fig. 8 Number of particle charges calculated assuming various SiO2 shell layer thicknesses Yukawa potentials were calculated for various salt concentrations according to equation (1). The
results are described in (4) and (5). Aggregation structure of titania Here we discuss the mechanism of large aggregate formation in titania colloids. The titania
particles we used were covered with a shell layer of silica. The determination of silica concentration
in the medium of the space sample showed that approximately 25% of the silicates in the shell are
dissolved in the medium. The dissolution of the silica shell may have two effects on the interparticle
interactions. (i) The electrostatic repulsion is reduced because the polyelectrolyte on the silica
surface is also removed, resulting in reduced Z values. (ii) The refractive index of the titania layer is
about twice that of silica, and the thinner the silica layer, the stronger the vdW attraction between
particles. Concerning (i), the Z value of the ground control sample was reduced by about 28% from 12 the initial values. In addition, since the silica surface is negatively charged, partial desorption of the
positive macromolecules of the p-particles could have resulted in a negatively charged patch region
of some of the particles, which could have agglomerated due to Coulomb attraction between the
positively charged portions of the other particles. We assume that the large aggregates observed
were produced for these reasons. The detailed discussion will be described in the followings. vdW interaction Viravathana and Marr38 calculated the vdW potential acting between two TiO2-SiO2 core-shell
particles by splitting the potential between regions, such as between cores and shells. 13 In calculating the Hamaker constant A by Lifshitz theory (Eqs. (6) and (7)), we used refractive
indices of 2.4, 1.43, and 1.33 for TiO2, SiO2, and water, respectively. The refractive index of TiO2
was determined by analyzing the interference of a thin film of synthesized TiO2 core particles
adsorbed as two-dimensional colloidal crystals on a glass substrate. Other values are from literature. For dielectric constants, anatase type literature values of e = 48 were used for TiO2, and 3.8 and 78.3
for SiO2 and water. A = 49.4 kBT, 1.27 kBT, and 5.77 kBT between TiO2 and TiO2, SiO2 and SiO2,
and SiO2 and TiO2, respectively, in pure water at 25 °C. A between TiO2 -TiO2 was about 40 times
the value between SiO2 - SiO2, and the vdW force became stronger the thinner the shell. Interaction potential The interaction pair potential was calculated as the sum of the Yukawa and vdW potentials. An example of a potential curve is shown in Fig. 9(a). When the contribution of the electrostatic
repulsive force expressed by the Yukawa potential is sufficiently significant, the total potential has a
maximum. The value of the potential maximum (Umax) at the maximum was calculated for various
shell thicknesses. The results are shown in Fig. 9(b). Fig. 9 (a)Interaction potential between TiO2-SiO2 core-shell particles (Shell thickness 20 nm, Cs = 200
mM). (b) Maximum values of the interaction potential between TiO2-SiO2 core-shell particles (From top,
shell thickness = 50,40,30,20,10, and 0 nm). (b)
(a) (b) (a) (b) Fig. 9 (a)Interaction potential between TiO2-SiO2 core-shell particles (Shell thickness 20 nm, Cs = 200
mM). (b) Maximum values of the interaction potential between TiO2-SiO2 core-shell particles (From top,
shell thickness = 50,40,30,20,10, and 0 nm). The higher the salt concentration, the weaker the electrostatic interaction, so the potential maximum
is lower. Also, the thinner the shell thickness, the stronger the vdW attraction, so the potential
maximum is also lower. Thus, it is shown that the dissolution and desorption of the silica shell layer
can cause particle aggregation due to the vdW force. Note that from the analysis of the rate of
aggregation based on the Smoluchowski theory, the concentration of free particles, which are not
involved in aggregation, can be calculated as a function of time. However, it is assumed that the
particles irreversibly aggregate when they come into contact. Under the space experiment conditions 14 (particle diameter 1 μm, particle concentration 0.1 vol%), the half-life t1/2 of the free particle
concentration is t1/2 = 85 seconds when there is no interaction between particles, and 11 hours and 69
days for Umax/kBT = 10 and 15, respectively. Fig. 9(b) shows the conditions for Umax/kBT =10 with
red lines; the storage period at ISS is about 250 days, and aggregation is expected within the storage
period when the shell layer is thin, and the salt concentration is sufficiently high. However, the ionic
strength expected from the conductivity measurements was about 100 µM, insufficient for most
particles to aggregate. Although the eluted silica layer was slight and the overall charge of the
particles remained positive, it is possible that the silica layer eluted non-uniformly, resulting in non-
uniform charge and aggregation. Interaction potential The space experiment confirmed the fractal aggregation, which is not produced on the ground. The findings of this study will be helpful in the development of models used in the design of
photonic materials using particles with high refractive indices and so large specific gravities. Colloidal particles and characterization Details of the synthesis of PS and titania particles are given in Supplementary Text 2. We
summarized the characteristics of the particles used in this study in Table 1. Particle size was
measured by scanning electron microscopy (JCM-6000, JEOL, Tokyo, Japan). The electrophoretic
mobility of the particles was measured by a microscopic electrophoresis apparatus (type Zeecom
ZC-3000U, Microtec Co., Ltd., Chiba, Japan) with more than 100 particles at [NaCl] = ten μM. ζ
potential of the particles was calculated from the mobility using Henry's formula. Methods Colloidal particles and characterization Microscope observations An inverted fluorescence microscope (ECLIPSE, Ti-S, Nikon, Co., Ltd.) with an oil immersion
objective (100×, Plan Flour, Nikon) was used. Movies of the sample were taken while moving the
viewing field, and the number of clusters having various m values was counted. Approximately 1000
clusters were counted in the total for PS samples. For the titania sample, more than 50 clusters were
counted because most of the particles formed large aggregates. Large aggregates of titania samples were observed using a confocal laser scanning microscope
(type C2, Nikon) and an all-in-one microscope (BZ-X800, KEYENCE, Osaka, Japan) equipped with
an optical sectioning module (BZ-H4XF, KEYENCE, Osaka, Japan). The particles' surface structure and elemental analysis were performed using a transmission
electron microscope (type S-4800, Hitachi, Tokyo) and a high-speed, high-sensitivity EDS/EDX
detector (ULTIM MAX65, Oxford Instruments, Tokyo, Japan) at the Analysis Center, Nagoya City
University. Ground control experiment For sample PS#1 ([NaCl] = 0 μM), samples were taken out of the bag. The electrical
conductivity of the positively and negatively charged particle dispersions and the zeta potential z
of the particles were measured to determine how the samples changed over time. For the positive
and negative particle dispersion systems, s = 3.90 μS/cm and 5.46 μS/cm, respectively; for the five
μM HCl solution, s = 2.7 μS/cm, indicating that s increased by about 1~3 μS/cm. This value is
likely due to contamination by ionic impurities in storage, corresponding to 10~30 μM for [NaCl]. Also, z = +23.9 mV and -47.3 mV for positively and negatively charged particles, respectively
(measured at [NaCl] =10 μM). At the time of sample preparation (November 2019), z values were +38.7 mV and -50.1 mV,
respectively: the z of positively and negatively charged particles were reduced by about 38% and
5%, respectively: the surface charge numbers calculated from the z using the Poisson-Boltzmann
equation were +6450 (when filled: +3690) and -13100 (when filled: -14200), respectively. The 15 significant rate of decrease in positive charge may be since the charge of the amino group giving the
positive charge is affected by even a slight change in pH. For sample PS#2 , the two solutions were mixed as in the space experiment. Then the bags were
put under pseudo microgravity by using a rotator (type M T R-107, As-One, Tokyo, Japan, rotation
radius = 6 cm) for two days at 3 rpm. Gelation was performed using a UV-LED lamp. Cross sections
of the gels were observed with an optical microscope, and the elastic modulus was measured with a
rheometer. The elastic modulus was E₀ = 24.5 ± 4.2 kPa. Samples PS#3 and #4 were prepared
similarly. The titania sample #23 ([NaCl] =0 μM) was taken out of the bag and the z of the particles were
measured. The p- and n- titania particles had z = +37.7±6.5 mV and -30.4±4.8 mV, respectively. The
initial values were z = +48.7 mV and -36.1 mV, respectively. The other samples were rotated using a
clinostat (Portable Microgravity Simulator PMS-VIII, AES Co., Ltd.) at 10 rpm for two days and
then immediately gelled using a UV-LED lamp. Monte Carlo simulation We calculated the equilibrium configurations of various clusters using the Monte Carlo (MC)
method39,40 with experimental parameters for PS samples to see if the abovementioned experimental
results are theoretically valid. Details of the calculations are given in Supplementary Text 4. Since
the vdW force is sufficiently smaller than the electrostatic interaction in the PS sample, we solely
used Yukawa-type potentials, Eq. (1), for the calculation. In Fig. 2(d), a plot of <m> versus [NaCl] obtained from the MC simulation is presented. The
distribution of m at each Cs is shown in Supplementary Fig.3. Although the simulation gave <m> 16 values several times larger than in the experiment, <m> increased on increasing [NaCl] and reached
a constant value. This trend was qualitatively consistent with the experimental results in the low
[NaCl] region. Although we assume that the particles are perfectly smooth spheres in the MC
simulation, actual particle surfaces are more or less rough. Consequently, when two particles come
into contact, frictional forces are generated, preventing the particles' most stable configuration. The
observed difference in <m> between simulation and experiment appears, at least partly, to be due to
the presence of the frictional forces. The size distribution of actual particles (coefficient of variation = 4%) may also affect the <m>
value. However, in MC simulations for particles with a size polydispersity of 4%, the m values at
[NaCl] = 2 µM-100 µM agreed within 2% for the monodisperse case. Results are presented in
Supplementary Fig.4. Data Availability The datasets generated and analyzed during the current study are available from the
corresponding author upon reasonable request. Acknowledgments We thank the MSPR engineering and integration staff for enterprising research (MEISTER) and
the on-orbit crew for their precise operations that made the experiment a success. This work was
partly supported by a JSPS KAKENHI grant (17K04990). We sincerely thank Misato Suko, Hajime
Hattori, Yoko Kondo, and Kazushi Yamamoto, Faculty of Pharmaceutical Sciences, Nagoya City
University, for their participation in the preparatory study to determine the conditions of the space
experiment. Sincere thanks are due to Yui Nakata, AES Co., Ltd., for her help in preparing the space
experiments. We thank Yumika Uenishi, Yuri Nakamura, and Natsumi Masuda for their help in the
data analysis of the space sample aggregates. We acknowledge the support of the Australian Centre
for Neutron Scattering, ANSTO, and the Australian Government through the National Collaborative
Research Infrastructure Strategy in providing the neutron research infrastructure used in this work
via ACNS proposals 7063 & 9971. This work benefited from the use of the SasView application,
originally developed under NSF award DMR-0520547. SasView contains code developed with
funding from the European Union’s Horizon 2020 research and innovation program under the
SINE2020 project, grant agreement No 654000. We thank Mr. Yutaka Hattori, KEYENCE Co., Ltd.,
for the discussion. We acknowledge the assistance of the Research Equipment Sharing Center at
Nagoya City University for the SEM observation. This research was supported by Japan Science and
Technology Agency, 'Establishment of University Fellowships towards the Creation of Science
Technology Innovation'. Neutron scattering experiments The neutron scattering experiments were performed by using a small-angle neutron scattering
instrument (Quokka) and an ultra-small-angle neutron scattering instrument equipped with a Bonse-
Hart camera (Kookaburra) at the Australian Centre for Neutron Scattering, Australian Nuclear
Science and Technology Organisation (ANSTO). Combining these instruments evaluated
microstructures from 1 nm to 10 µm. The medium of the experimental space samples was replaced
from water with heavy water, and measurements were performed by increasing the difference in
scattering length density between the polystyrene and titania particles and the medium. Gel matrix
itself has negligible scattering (data are not included here) and was subtracted from overall scattering
as background. Particle association in gel matrix was studied using the Quokka small-angle neutron scattering
(SANS) (ANSTO, Sydney, Australia)41 and Kookaburra ultra-small-angle neutron scattering
(USANS) (ANSTO, Sydney, Australia)42 instrument at ANSTO. The gels were socked in D2O and
then were loaded in the demountable sample holders (20 mm diameter for SANS and 40 mm
diameter for USANS) with a 1 mm path length filled with D2O as a background medium. The
scattering vector q defined as q = 4πsinθ/λ, where λ is the neutron wavelength and 2θ is the
scattering angle. The SANS data were collected in the q range of 0.0007–0.1 Å−1, with source
aperture to sample aperture distances of 1.3, 12, and 20 m, and a neutron wavelength (λ) of 5.0 Å−1
and 8.1 Å−1 (for lens optics), respectively. The USANS data were collected in the q range of
0.00004–0.001 Å−1, with λ of 4.74 Å−1. All the obtained SANS and USANS data were processed
(data reduction, desmearing, and background subtraction) and combined in the software SasView5. 17 References 1. López-López, J. M. et al. Electrostatic heteroaggregation regimes in colloidal suspensions. Adv. Colloid Interf. Sci. 147, 186-204 (2009). 1. López-López, J. M. et al. Electrostatic heteroaggregation regimes in colloidal suspensions. Adv. Colloid Interf. Sci. 147, 186-204 (2009). 2. Wang, Y. et al. Colloids with valence and specific directional bonding. Nature 491, 51-55
(2012). 3. Zhang, T. H. et al. Non-equilibrium cluster states in colloids with competing interactions. Soft
Matter 8, 667-672 (2012). 3. Zhang, T. H. et al. Non-equilibrium cluster states in colloids with competing interactions. Soft
Matter 8, 667-672 (2012). 18 4. Vogel, N. et al. Advances in colloidal assembly: the design of structure and hierarchy in two
and three dimensions. Chem. Rev. 115, 6265-6311 (2015). 5. Tyedmers, J., Mogk, A., & Bukau, B. Cellular strategies for controlling protein aggregation. Nat. rev. Mol. cell biol. 11, 777-788 (2010). 6. Manoharan, V. N., Elsesser, M. T., & Pine, D. J. Dense packing and symmetry in small clusters
of microspheres. Science 301, 483-487 (2003). 7. Leunissen, M. E. et al. Ionic colloidal crystals of oppositely charged particles. Nature 437, 235-
240 (2005). 8. Spruijt, E. et al. Reversible assembly of oppositely charged hairy colloids in water. Soft Matter
7, 8281-8290 (2011). 9. Schade, N. B. et al. Tetrahedral colloidal clusters from random parking of bidisperse spheres. Phys. Rev. Lett. 110, 148303 (2013). 10. Wang, Y. et al. Three-dimensional lock and key colloids. J. Am. Chem. Soc. 136, 6866-6869
(2014). 11. Kakihara, C. et al. Structural characterizations of charged colloidal crystals. Int. J. Microgravity
Sci. Appl. 32, 320205 (2015). 12. Moon, J. H., & Yang, S. Chemical aspects of three-dimensional photonic crystals. Chem. Rev. 110, 547-574 (2010). 13. Li, F., Josephson, D. P., & Stein, A. Colloidal assembly: the road from particles to colloidal
molecules and crystals. Angew. Chem. Int. Ed. 50, 360-388 (2011). 14. Li, B., Zhou, D., & Han, Y. Assembly and phase transitions of colloidal crystals. Nat. Rev. Mater. 1, 1-13 (2016). 15. Cai, Z. et al. From colloidal particles to photonic crystals: advances in self-assembly and their
emerging applications. Chem. Soc. Rev. 50, 5898-5951 (2021). 16. Ho, K. M. et al. Existence of a photonic gap in periodic dielectric structures. Phys. Rev. Lett. 65, 3152 (1990). 17. Hynninen, A. P., Thijssen, J. H., Vermolen, E., Dijkstra, M., & Van Blaaderen, A. Self-
assembly route for photonic crystals with a bandgap in the visible region. Nat. mater. References 6, 202-
205 (2007). 18. Ducrot, É., He, M., Yi, G. R., & Pine, D. J. Colloidal alloys with preassembled clusters and
spheres. Nat. mater. 16, 652-657 (2017). 19. Wang, Y., Jenkins, I. C., McGinley, J. T., Sinno, T., & Crocker, J. C. Colloidal crystals with
diamond symmetry at optical lengthscales. Nat. commun. 8, 1-8 (2017). 20. He, M. et al. Colloidal diamond. Nature 585, 524-529 (2020). 20. He, M. et al. Colloidal diamond. Nature 585, 524-529 (2020). 21. Neophytou, A., Manoharan, V. N., & Chakrabarti, D. Self-assembly of patchy colloidal rods
into photonic crystals robust to stacking faults. ACS nano 15, 2668-2678 (2021). 19 22. Reichert, P. et al. Pembrolizumab microgravity crystallization experimentation. npj
Microgravity, 5, 1-8 (2019). 23. Zhu, J. et al. Crystallization of hard-sphere colloids in microgravity. Nature 387, 883-885
(1997). 24. Russel, W. B., Chaikin, P. M., Zhu, J., Meyer, W. V., & Rogers, R. Dendritic growth of hard-
sphere crystals. Langmuir 13, 3871-3881 (1997). 25. Cheng, Z., Chaikin, P. M., Zhu, J., Russel, W. B., & Meyer, W. V. Crystallization kinetics of
hard spheres in microgravity in the coexistence regime: Interactions between growing
crystallites. Phys. Rev. Lett. 88, 015501 (2001). 26. Schöpe, H. J., & Wette, P. Seed-and wall-induced heterogeneous nucleation in charged
colloidal model systems under microgravity. Phys. Rev. E 83, 051405 (2011). 27. Tomita, Y. et al. Crystallization of charged colloids under microgravity during aircraft
parabolic flights. Int. J. Microgravity Sci. Appl. 35, 350303 (2018). 28. JAXA Web page, https://humans-in-space.jaxa.jp/kibouser/subject/science/70504.html (2021). (in Japanese) 29. Holtz, J. H., & Asher, S. A. Polymerized colloidal crystal hydrogel films as intelligent chemical
sensing materials. Nature 389, 829-832 (1997). 30. Murai, M. et al. Unidirectional crystallization of charged colloidal silica due to the diffusion of
a base. Langmuir 23, 7510-7517 (2007). 31. Chau, P. L. & Hardwick, A. J. A new order parameter for tetrahedral configurations. Mol. Phys. 93, 511-518 (1998). 32. Errington, J. R. & Debenedetti, P. G. Relationship between structural order and the anomalies
of liquid water. Nature 409, 318-321 (2001). 33. Weitz, D. A., Huang, J. S., Lin, M. Y., & Sung, J. Dynamics of diffusion-limited kinetic
aggregation. Phys. Rev. Lett. 53, 1657 (1984). 34. Meakin, P. Effects of cluster trajectories on cluster-cluster aggregation: a comparison of linear
and Brownian rajectories in two-and three-dimensional simulations. Phys. Rev. A 29, 997
(1984) 35. Lin, M. Y. et al. Universality in colloid aggregation. References Nature 339, 360-362 (1989). 36. Family, F., & Landau, D. P. Kinetics of aggregation and gelation (Elsevier, Amsterdam, 2012). 37. Torre, I. G. et al. An ImageJ plugin for multiscale characterization of 2D and 3D stack images. 36. Family, F., & Landau, D. P. Kinetics of aggregation and gelation (Elsevier, Amsterdam, 2012). 37. Torre, I. G. et al. An ImageJ plugin for multiscale characterization of 2D and 3D stack images. Software X 12, 100574 (2020). 38. Viravathana, P. & Marr, D. W. M. Optical Trapping of Titania/Silica Core-Shell Colloidal
Particles. J. Colloid Interf. Sci. 221, 301-307 (2000). 39. Allen, M. P. and Tildesley, D. J. Computer Simulation of Liquids (Clarendon, Oxford, 1987). 20 40. Frenkel, D. & Smit, B. Understanding Molecular Simulation - From Algorithms to
Applications, 2nd Ed. (Academic, San Diego, 2002). 41. Wood, K., et al. QUOKKA, the pinhole small-angle neutron scattering instrument at the OPAL
Research Reactor, Australia: design, performance, operation and scientific highlights. J Appl
Crystallogr 51, 294-314 (2018). 41. Wood, K., et al. QUOKKA, the pinhole small-angle neutron scattering instrument at the OPAL
Research Reactor, Australia: design, performance, operation and scientific highlights. J Appl
Crystallogr 51, 294-314 (2018). 42. Rehm, C. et al. Design and performance of the variable-wavelength Bonse–Hart ultra-small-
angle neutron scattering diffractometer KOOKABURRA at ANSTO. J Appl Crystallogr 51, 1-8
(2018). 42. Rehm, C. et al. Design and performance of the variable-wavelength Bonse–Hart ultra-small-
angle neutron scattering diffractometer KOOKABURRA at ANSTO. J Appl Crystallogr 51, 1-8
(2018). Author Contributions J.Y., the principal investigator of the Colloidal Clusters Project, and T.O., A.T.,
T.H., and J.M., the chief investigators of the same project, designed the basic research. H.M., T.I., H.K., Y.T., M.M., and M.F. synthesized the colloidal samples and determined
the space experimental conditions. S.A., T.Sakashita, T.Shimaoka, M.N., Y.W., and
S.F. developed the experimental apparatus and planned space experiments on the
ISS. H.M., T.I., and M.D. analyzed the structure of space samples using optical
microscopy. J.M. performed neutron scattering. H.T. performed high-resolution electron
microscopy. The paper was written with input from all authors, with J.Y., H.M., and J.M. writing the part on experimental studies and T.O. and H.M. writing the computer
simulation part. Competing interests All the authors declare no competing interests. Competing interests All the authors declare no competing interests. Additional information Correspondence and requests for materials should be
addressed to J. Yamanaka Additional information Correspondence and requests for materials should be
addressed to J. Yamanaka 21 Supplementary Files This is a list of supplementary ¦les associated with this preprint. Click to download. SupplementaryInformation1007.pdf
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https://openalex.org/W3045523281
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http://www.helmholtz-berlin.de/pubbin/oai_publication?VT=1&ID=102677
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English
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Implementation of Flexible Embedded Nanowire Electrodes in Organic Light‐Emitting Diodes
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Physica status solidi. Rapid research letters
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cc-by
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Implementation of Flexible Embedded Nanowire Electrodes
in Organic Light-Emitting Diodes Lukas Kinner, Felix Hermerschmidt,* Theodoros Dimopoulos,*
and Emil J. W. List-Kratochvil are easily achieved on glass substrates.[1]
Yet, the trend in industry is moving toward
production on poly(ethylene terephthalate)
(PET) substrates, because roll-to-roll (R2R)
production offers faster production speeds
than traditional bulk production of inor-
ganic semiconductor devices, such as silicon
solar cells.[7,8] In consumer electronics, the
trend goes toward flexible devices, like fold-
able smart phones or rollable screens.[9] The implementation of silver nanowires (NWs) as flexible transparent electrodes
(FTEs) in solution-processed organic light-emitting diodes (OLEDs) still faces two
major challenges: the high roughness of NW films and heat sensitivity of the
most commonly used transparent substrate poly(ethylene terephthalate) (PET). A solution-based, roll-to-roll, and sheet-to-sheet scalable process to create
indium tin oxide (ITO)-free FTEs is reported. This FTE is realized by spraying NWs
on PET, without the necessity of postdeposition heat treatment. To overcome the
roughness limitation, NW films are reverse transfer embedded on another PET
substrate. As a result, the FTE shows a low roughness, as well as high
mechanical, thermal, organic-solvent, and plasma stability. This developed FTE
shows comparable transmittance with ITO but lower sheet resistance and higher
mechanical stability. The FTE is implemented in a solution-processed OLED with
PDY-132 (Super Yellow) as the emissive layer. In contrast to many other works in
this field, a ZnO-nanoparticle electron-injection layer is used on the NWs instead
of poly(3,4-ethylenedioxythiophene) polystyrene sulfonate (PEDOT:PSS) or other
organic hole injectors. The use of ZnO nanoparticles instead of organic layers
yields many advantages in terms of process and device stability. The resulting
devices show greater flexibility, conductivity, and luminance than PET/ITO
reference devices, while having the same power efficacy. However, ITO fails to deliver a low sheet
resistance on PET due to the lower possible
substrate temperature during the sputter
deposition process and the high deposition
rates necessary to achieve high conductiv-
ity.[1] Typical PET/ITO foils show Rsh of
60 Ω sq1. Further, ITO has the drawback
of being brittle, which deteriorates its
conductivity when subjected to mechanical
strain.[10] This fact compromises its use in
flexible applications (e.g., bendable devices).[11]
Many different approaches for solution-
processed TEs were brought forward in
recent years to tackle the aforementioned
drawbacks of ITO. www.pss-rapid.com www.pss-rapid.com RAPID RESEARCH LETTER Implementation of Flexible Embedded Nanowire Electrodes
in Organic Light-Emitting Diodes The use of inkjet-printed metal grids
offers the possibility of producing already structured electrodes
in an industrial-scale process.[2,12–14] Other important TE mate-
rials include conductive polymers,[15] ultrathin metallic layers,[16]
dielectric/metal/dielectric layers,[8] carbon nanotubes,[17] and metal
nanowires (NWs).[5,18] Modern optoelectronics, such as organic light-emitting diodes
(OLEDs) and thin-film photovoltaics, rely on transparent electro-
des (TEs).[1–5] TEs assure that light can leave or reach the
active materials (emitters or absorbers), while simultaneously
serving to inject or extract the charge carriers. Indium tin oxide
(ITO) is the industrial standard for TEs, due to its high optical
transmittance in the visible spectral range (>80%), together with
its low sheet resistance (Rsh) of <15 Ω sq1.[6] These key features Modern optoelectronics, such as organic light-emitting diodes
(OLEDs) and thin-film photovoltaics, rely on transparent electro-
des (TEs).[1–5] TEs assure that light can leave or reach the
active materials (emitters or absorbers), while simultaneously
serving to inject or extract the charge carriers. Indium tin oxide
(ITO) is the industrial standard for TEs, due to its high optical
transmittance in the visible spectral range (>80%), together with
its low sheet resistance (Rsh) of <15 Ω sq1.[6] These key features The most widely used metal for NWs is silver. Silver NWs
feature high transparency (90–96%), as well as low Rsh
(9–70 Ω sq1).[19] In addition to these optical and electrical L. Kinner, Dr. F. Hermerschmidt, Prof. E. J. W. List-Kratochvil
Institut für Physik
Institut für Chemie & IRIS Adlershof
Humboldt-Universität zu Berlin
Brook-Taylor-Straße 6, 12489 Berlin, Germany
E-mail: felix.hermerschmidt@hu-berlin.de Prof. E. J. W. List-Kratochvil
Helmholtz-Zentrum Berlin für Materialien und Energie GmbH
Brook-Taylor-Straße 6, 12489 Berlin, Germany The ORCID identification number(s) for the author(s) of this article
can be found under https://doi.org/10.1002/pssr.202000305. © 2020 The Authors. Published by Wiley-VCH GmbH. This is an open
access article under the terms of the Creative Commons Attribution-
NonCommercial
License,
which
permits
use,
distribution
and
reproduction in any medium, provided the original work is properly
cited and is not used for commercial purposes. © 2020 The Authors. Published by Wiley-VCH GmbH L. Kinner, Dr. T. Dimopoulos
Center for Energy, Photovoltaic Systems
AIT Austrian Institute of Technology
Giefinggasse 6, 1210 Vienna, Austria
E-mail: theodoros.dimopoulos@ait.ac.at
Prof. E. J. W. List-Kratochvil
Helmholtz-Zentrum Berlin für Materialien und Energie GmbH
Brook-Taylor-Straße 6, 12489 Berlin, Germany www.advancedsciencenews.com properties, NWs show excellent mechanical stability, which
makes them a good candidate for flexible and R2R-processed
electrodes.[20] For R2R processing, different deposition methods
for NWs have been presented, such as electrostatic spraying,[21]
wire bar coating,[22] inkjet printing,[23] air brush spraying,[24] and
spray coating.[18] evaporated hole-injection layers on the NWs to manufacture
OLEDs. In the presented work a mixture of ZnO nanoparticles
and polyethyleneimine (PEI) is used as electron-injection layer
on NWs, creating an inverted OLED architecture. g
A PEDOT:PSS-free OLED is less prone to humidity and has an
additional encapsulating effect by ZnO. Furthermore, it is not
necessary to apply many thin organic interlayers, which are dif-
ficult to control during processing and the inverted architecture
offers better applicability in display production.[30] Independent of the deposition technique, NW films feature
two major drawbacks, namely their high roughness and
their need for postdeposition treatments. High roughness is a
bottleneck for thin-film device fabrication, as spikes from the
one electrode may reach the opposing electrode and hence short
circuit the device. Postdeposition treatments are necessary to
remove the organic capping layer around NWs and assure
silver–silver contact between the NWs. Both steps are necessary
to reduce contact resistance between individual wires.[25,26] We prove the applicability of this embedded electrode on PET
in solution- processed OLED devices. The presented inverted
OLEDs on embedded NWs show the same power efficacy as
ITO-based devices but a luminance which surpasses devices
on standard PET/ITO substrates. For comparison, we initially produced OLEDs with nonem-
bedded sprayed NW films on PET. All devices were short
circuited, due to a NW film roughness of 46 nm. Hence a plana-
rization process, based on the embedding of the NWs into the
Ormocomp layer, was used.[18] The schematic of the process
is shown in Figure 1a. NWs are sprayed on PET at 110 C
(step I). Elevated substrate temperature during spraying allows
faster drying of the spray solution droplets. This in turn prevents
coalescence to larger droplets and thereby increases homogeneous
film morphology.[31] For the case of PET, Scardaci et al. showed
that a substrate temperature of 110 C shows optimum condi-
tions.[29] At this temperature no deformation of the PET substrate
was observed, as the continuous air and solution flow cools the
PET substrate during spraying. Following the spraying, NWs
are drop coated with Ormocomp (step II). www.advancedsciencenews.com On top of this arrange-
ment the final substrate [PET, coated with Ormoprime 08
(“Ormoprime” is a trademark of micro resist technology)] is placed
and then illuminated with UV light (step III). Then a lift-off is con-
ducted, yielding NWs embedded in Ormocomp on PET (step IV). To overcome the roughness issue, different planarization
and embedding processes have been put forward. Lian et al. proposed an embedding process for NWs, by pressing the spin-
coated NWs into a poly(vinyl alcohol) (PVA) film, which was spin
coated on a poly(ethylene naphthalate) substrate.[25] Although the
processing is straightforward and does not require vacuum proc-
essing, it is unclear if the PVA film resists solution processing, as
the electrodes have been tested for evaporated OLEDs only. A more stable approach for solution-processed embedded
NWs was presented by Yu et al.[27] NWs were drop cast on a host
glass substrate, cured, and covered with a UV-curable poly
(acrylate), which is peeled off of the sacrificial glass substrate,
containing the NW film. The embedded NWs feature a low
root-mean-square (RMS) roughness, as the new surface is the
initial glass/NW interface. On the embedded electrode, a solution-
processed OLED with the following architecture, poly(3,4-ethylene-
dioxylthiophene):polystyrene sulfonate (PEDOT:PSS)/Super
Yellow/CsF/Al, was tested. The presented devices feature a
similar current efficacy performance to ITO, but lower electrical
currents and lower luminance, compared with ITO. , y
g
p
(
p
)
To characterize the optical properties of the obtained
electrode, optical transmittance measurements were carried
out. In Figure 1b transmittance spectra of the NW films on
PET at various process steps are shown. The dashed orange line
shows the spectrum of the sprayed film after step I. Due to spray-
ing of the NWs at 110 C substrate temperature, the organic
capping is removed during spraying and the resulting films have
an Rsh of 13 Ω sq1. Spraying NWs without substrate heating
yielded films with Rsh > 200 kΩ sq1. Spectra of NW films
embedded in Ormocomp show an additional dip in the transmit-
tance spectrum of the electrode at 400 nm (light blue line), due
to the light absorption from the Ormocomp layer. Overcoating
the embedded NWs with the electron-injecting ZnO:PEI mixture
does not change the transmittance significantly (dark blue line). It was observed that most NW device samples initially shorted or
showed high dark currents, although the NWs were embedded. Phys. Status Solidi RRL 2020, 14, 2000305 DOI: 10.1002/pssr.202000305 2000305 (1 of 6) Phys. Status Solidi RRL 2020, 14, 2000305 Phys. Status Solidi RRL 2020, 14, 2000305 www.pss-rapid.com www.advancedsciencenews.com www.advancedsciencenews.com A more detailed (12 12 μm2) SFM image
of the same sample is shown in Figure 2b, indicating an RMS
roughness of 25 nm. The high roughness value is mainly caused
by holes in the Ormocomp from the plasma treatment and not by
the sharp spikes which may cause shunts.[18] By overcoating the
embedded NW with ZnO:PEI (Figure 2c), an even smoother sur-
face (RMS ¼ 8.1 nm) is formed, which is close to the ITO/ZnO:
PEI roughness of 5 nm (Figure S2, Supporting Information). As described earlier, devices with nonembedded NW electro-
des showed short circuits due to RMS roughness of 46 nm. Scanning force microscopy (SFM) measurements were carried
out to quantify the roughness decrease caused by embedding. The results are shown in Figure 1c. The height profile of the
nonembedded NW film (orange line) shows significantly higher
spikes, indicating higher roughness than the embedded NW
films (light blue). The embedded electrodes show however some
holes in the embedding polymer, caused by plasma treatment. Figure S1 in the Supporting Information shows an SFM image
of the embedded NW electrode before plasma treatment, with no
holes visible. Further details on the process and the effects of the
plasma treatment can be found in a previous study.[18] These
holes are partially filled by the spin-coated ZnO:PEI layer
(Figure 1d, dark blue). For comparison, also the profile of the
ITO/ZnO:PEI electrode (black) is shown. To get a bigger picture
of the roughness of the NW electrodes than just line profiles, con-
focal laser microscopy and SFM images are shown in Figure 2. One method to do so is by conducting bending tests on the
electrode and investigating the measured resistance as a function
of bending strain and bending cycles. The electrode resistance
R was measured initially (R0) and then after each iteration of
bending cycles n. The tensile strain ε during bending is given
by the formula: ε ¼ d(2r)1, where r is the bending radius and
d
the
substrate
thickness.[32–35]
For
these
experiments,
r ¼ 4 mm and the substrate thickness d (Ormocomp þ PET)
equals 480 μm, which yields 6% tensile film strain. In addition, to
tensile bending, compressive bending (film inside the curvature)
was conducted. Figure 2d shows the mechanical stability of the
embedded electrode in comparison with ITO. www.advancedsciencenews.com Hence, the embedded NW films were plasma treated to improve
the wetting and reduce remaining NW spikes, before spin
coating them with ZnO:PEI. Plasma treatment improved the
number of working devices and individual device performance. PET/ITO samples were also plasma treated prior to ZnO:PEI
coating to enhance the wetting and the work function. In the
visible spectral wavelength range NW electrodes coated with
ZnO:PEI show a slightly lower transmittance than PET/ITO
electrodes coated with ZnO:PEI, but a far lower sheet resistance,
as the ITO-based electrode has an Rsh of 60 Ω sq1. Finally, Jung et al. presented an R2R process to create embed-
ded and transferred NW electrodes.[28] The NWs were wire-bar-
coated on the host substrate (thermally stable polyimide [PI]) and
thermally cured with an infrared dryer. It was shown that areas
up to 45 15 cm2 had a homogeneous sheet resistance distribu-
tion. Then the NWs were embedded in a UV-curable polymer,
while simultaneously transferring them to a new PET substrate
(final substrate). It was shown that an evaporated OLED on this
electrode achieved the same luminance but higher efficacy than a
glass/ITO-based reference. Electrode performance in this case
was largely influenced by the use of high-aspect-ratio NWs
(length of 27 μm and width of 32 nm). (
g
)
Recently, we have shown that sprayed and embedded NW elec-
trodes in the UV-curable polymer Ormocomp (“Ormocomp” is a
trademark of micro resist technology) can be obtained using PET
as both host and target substrate.[18] This approach avoids the use
of an expensive PI host substrate and yields a conductive substrate
that is compatible to solution processing of organic devices. Further, it is compatible with R2R and sheet-to-sheet processing. Sprayed NW electrodes have already been shown for sizes up to
10 10 cm2, only limited by the hot plate size used in the study.[29]
In the work presented here, we prove the applicability of this
embedded electrode on PET in solution-processed OLED devices. The previously presented devices use either PEDOT:PSS or 2000305 (2 of 6) © 2020 The Authors. Published by Wiley-VCH GmbH www.pss-rapid.com Figure 1. a) Schematic of the production process of the embedded NW electrodes: spraying (Step I), overcoating with Ormocomp (Step II), UV curing
with Ormoprime 08 (green layer)-coated final substrate (Step III), final electrode (Step IV). www.advancedsciencenews.com b) Transmittance spectra of the different electrodes showing a
transmittance of the developed electrode close to ITO; the inset shows the developed electrode. c) SFM line profile of nonembedded and embedded NWs,
showing the reduction of large spikes. d) SFM profile of NW and ITO electrodes with ZnO:PEI, showing a further reduction of large spikes, which may
occur on PET/ITO substrates. www.advancedsciencenews.com
www.pss-rapid.com www.pss-rapid.com www.advancedsciencenews.com
www.pss-rapid.com Figure 1. a) Schematic of the production process of the embedded NW electrodes: spraying (Step I), overcoating with Ormocomp (Step II), UV curing
with Ormoprime 08 (green layer)-coated final substrate (Step III), final electrode (Step IV). b) Transmittance spectra of the different electrodes showing a
transmittance of the developed electrode close to ITO; the inset shows the developed electrode. c) SFM line profile of nonembedded and embedded NWs,
showing the reduction of large spikes. d) SFM profile of NW and ITO electrodes with ZnO:PEI, showing a further reduction of large spikes, which may
occur on PET/ITO substrates. Having now confirmed that the developed electrode surface
roughness is almost as low as the roughness of ITO and hence
low enough for device manufacturing, the mechanical behavior
was investigated. As described earlier, devices with nonembedded NW electro-
des showed short circuits due to RMS roughness of 46 nm. Scanning force microscopy (SFM) measurements were carried
out to quantify the roughness decrease caused by embedding. The results are shown in Figure 1c. The height profile of the
nonembedded NW film (orange line) shows significantly higher
spikes, indicating higher roughness than the embedded NW
films (light blue). The embedded electrodes show however some
holes in the embedding polymer, caused by plasma treatment. Figure S1 in the Supporting Information shows an SFM image
of the embedded NW electrode before plasma treatment, with no
holes visible. Further details on the process and the effects of the
plasma treatment can be found in a previous study.[18] These
holes are partially filled by the spin-coated ZnO:PEI layer
(Figure 1d, dark blue). For comparison, also the profile of the
ITO/ZnO:PEI electrode (black) is shown. To get a bigger picture
of the roughness of the NW electrodes than just line profiles, con-
focal laser microscopy and SFM images are shown in Figure 2. From confocal laser microscopy (Figure 2a) the RMS rough-
ness of a 330 330 μm2 area of the embedded NW electrode is
shown to be 30 nm. Phys. Status Solidi RRL 2020, 14, 2000305 © 2020 The Authors. Published by Wiley-VCH GmbH www.advancedsciencenews.com Rsh of ITO
increases 30 times within 70 compressive bending cycles,
whereas the NW electrode showed no change in Rsh for compres-
sive bending at Rbend ¼ 4 mm for 5000 cycles. At the same
bending radius in tensile bending, Rsh increased only three times
over 5000 circles, which is ten times less than ITO. Rsh changes
strongly in tensile bending compared with compressive bending
because tensile bending is more strenuous for the film.[32,33] The
SEM images of the ITO and NW electrodes before and after
bending (Figure S3) show the strong contrast in morphology,
explaining the observed difference in Rsh. While ITO films
contain visible cracks after bending, the NW electrode shows
no such damage. py
g
g
From confocal laser microscopy (Figure 2a) the RMS rough-
ness of a 330 330 μm2 area of the embedded NW electrode is
shown to be 30 nm. A more detailed (12 12 μm2) SFM image
of the same sample is shown in Figure 2b, indicating an RMS
roughness of 25 nm. The high roughness value is mainly caused
by holes in the Ormocomp from the plasma treatment and not by
the sharp spikes which may cause shunts.[18] By overcoating the
embedded NW with ZnO:PEI (Figure 2c), an even smoother sur-
face (RMS ¼ 8.1 nm) is formed, which is close to the ITO/ZnO:
PEI roughness of 5 nm (Figure S2, Supporting Information). 2000305 (3 of 6) © 2020 The Authors. Published by Wiley-VCH GmbH Phys. Status Solidi RRL 2020, 14, 2000305 www.pss-rapid.com www.advancedsciencenews.com Figure 2. a) Large-area surface morphology of the electrode, b) SFM image of embedded NW electrode showing holes in the electrode due to
plasma treatment, c) SFM image of embedded NW electrode, coated with ZnO:PEI, showing lower roughness, and d) bending tests of the NW electrode
and commercial ITO substrates showing the much higher mechanical stability of the NW electrode. Figure 2. a) Large-area surface morphology of the electrode, b) SFM image of embedded NW electrode showing holes in the electrode due to
plasma treatment, c) SFM image of embedded NW electrode, coated with ZnO:PEI, showing lower roughness, and d) bending tests of the NW electrode
and commercial ITO substrates showing the much higher mechanical stability of the NW electrode. Utilizing both ITO and NW-based electrodes, OLEDs were
fabricated, and their performance was investigated. www.advancedsciencenews.com To do so,
current density J and luminance L were measured as a function
of applied voltage V to determine the so-called J–V–L curves. Figure 3 shows the performance data of OLEDs manufactured
on embedded NW FTEs, as well as on PET/ITO reference sub-
strates. In Figure 3a the corresponding J–V characteristics of
the devices are shown. The NW-based devices show up to two
orders of magnitude higher dark currents, caused by remaining
shunts through the light-emitting layer. In the range from 2 to 4 V,
devices based on NW electrodes show similar electrical behavior to
the ITO reference devices. Starting at 4 V, the NW-based devices
show a higher current increase as the ITO reference devices. The
sheet resistance of the NW electrode is 5 times lower than the
ITO electrode. This results in a faster current increase. Similar
behavior of current increase in OLEDs on NWs, compared with
ITO devices, has been shown in literature for a comparable device
architecture.[36] It is important to point out that the saturation
current of the NW devices is higher than that of ITO devices. This behavior also results from the five times lower Rsh of the
NW electrode, compared with the ITO reference electrode. a maximum luminance of 5000 cd m2; both values were achieved
at 7 V. At 7 V the current density of the NW device is a factor
7 higher than the current density of the ITO device, correlating
with the five times lower sheet resistance of the NW electrode. This results in the seven times higher luminance value. Power efficacy (lm W1) of the devices was determined by
calculating the electrical power consumed by the OLED (P ¼ IU)
and calculating lm from cd according to Forrest et al. by assum-
ing a Lambertian light source: 1 lm ¼ π (1 cd).[37] The resulting power efficacy over luminance graph is shown
in Figure 3 c. At lower luminance the ITO reference device shows
a higher efficacy. This results from the fact that at lower current
densities ITO-based devices show higher luminance values than
the NW-based devices. The highest power efficacy is achieved
by the ITO reference device with 2.2 lm W1 at 5000 cd m2,
whereas the highest efficacy of embedded NW devices is also
2.2 lm W1 but at a considerably higher luminance value of
34 000 cd m2. Phys. Status Solidi RRL 2020, 14, 2000305 © 2020 The Authors. Published by Wiley-VCH GmbH Experimental Section and ohmic losses in the ITO-based devices become more impor-
tant than the initial leakage losses in the NW-based devices. Fabrication of NW Electrodes: The fabrication of the embedded NW elec-
trodes was realized following the process described in a previous study.[18]
Clogging of the spraying nozzle by the NWs was not observed, because the
nozzle diameter (3 mm) was far larger than the average NW length
(10 μm), and in contrast to inkjet printing, spraying is a continuous
process, which prevents the drying of the solution at any place in the tub-
ing system. Further, the shaping air was set to its highest value, which
removed almost all NW residuals from the nozzle surface. The film
was kept uniform by choosing the spraying pattern over the substrate
in a zig–zag form and having a small offset at the start of every new spray-
ing circle. The amount of wires on the substrate and therefore the “thick-
ness” was set by the number of spraying circles. Further details are found
in a previous study.[18] To match the contacts of the OLED measurement
setup, the devices were patterned during spraying by covering the sides
with Kapton tape to leave a 5 mm-wide middle strip of the conducting
NW film; then, Cr/Au fingers were evaporated. Finally, to analyze the color of the light source depending
on the electrode type, electroluminescence (EL) spectra were
taken of both device types. Independently of the electrode, both
device types show the same EL spectra (Figure 3d), with the
Commission Internationale de l’Éclairage (CIE) coordinates:
x ¼ 0.44 and y ¼ 0.54 for the NW electrode and x ¼ 0.45 and
y ¼ 0.54 for the ITO reference. This indicates the same light
out-coupling properties of both electrode types, as well as the
same chemical stability for both types because no color changing
degradation of the light-emitting layer is observed. In conclusion we have demonstrated a NW-based ITO-free
FTE, implemented in a solution-processed OLED. Our work
shows a vacuum-free way to process NW films on PET to
obtain FTEs with a sheet resistance five times lower than that
of ITO, while offering similar transmittance. In terms of flexibility
the developed electrode shows no resistance change in compres-
sive bending and only three times increase over 5000 tensile
bending cycles with 6% strain, whereas the comparison ITO elec-
trode shows large resistance increases after 70 bending cycles. www.advancedsciencenews.com This same efficacy of the NW electrode device
results from the higher luminance at higher current densities,
which is achieved due to its lower Rsh. This indicates that our
OLED architecture is in general able to achieve these efficacies
and efficiently convert higher currents to higher luminance
values, as previously shown. Similar behavior has been shown
in OLEDs with a comparable architecture in the literature.[36] In Figure 3b the luminance characteristics corresponding
to the J–V characteristics in Figure 3a are shown. At 4.5 V, the
luminance values of the NW devices exceed the ITO reference
devices. One can conclude that the higher luminance starting at
4.5 V is caused by the higher currents starting at 4 V (Figure 3a). As stated earlier, this is derived from the lower Rsh of the NW elec-
trode. The maximum luminance of embedded NW electrode devi-
ces was 34 000 cd m2, whereas the ITO reference device reached One can conclude that the ITO-based devices have a higher
power efficacy at lower current densities and resulting lower
luminance due to lower leakage. However, this advantage over
the NW-based electrode is lost at higher current densities and
the resulting higher luminance, when Rsh plays a larger role 2000305 (4 of 6) © 2020 The Authors. Published by Wiley-VCH GmbH www.pss-rapid.com d
d
i www.advancedsciencenews.com www.pss-rapid.com Figure 3. Characteristics of OLED devices using the embedded NW electrodes on PET and a PET/ITO reference. a) Current density versus bias voltage,
b) luminance versus bias voltage, c) power efficacy versus luminance, and d) electroluminescence spectra of OLEDs; the insets show the working devices
on ITO and NW electrodes, respectively. Figure 3. Characteristics of OLED devices using the embedded NW electrodes on PET and a PET/ITO reference. a) Current density versus bias voltage,
b) luminance versus bias voltage, c) power efficacy versus luminance, and d) electroluminescence spectra of OLEDs; the insets show the working devices
on ITO and NW electrodes, respectively. Phys. Status Solidi RRL 2020, 14, 2000305 © 2020 The Authors. Published by Wiley-VCH GmbH www.advancedsciencenews.com [10] J. Li, Y. Tao, S. Chen, H. Li, P. Chen, M.-z. Wei, H. Wang, K. Li,
M. Mazzeo, Y. Duan, Sci. Rep. 2017, 7, 16468. [11] R. P. Xu, Y. Q. Li, J. X. Tang, J. Mater. Chem. C 2016, 4, 9116. [12] E. Georgiou, S. A. Choulis, F. Hermerschmidt, S. M. Pozov,
I. Burgués-Ceballos, C. Christodoulou, G. Schider, S. Kreissl,
R. Ward, E. J. W. List-Kratochvil, C. Boeffel, Sol. RRL 2018, 1700192. [13] S. M. Pozov,
G. Schider,
S. Voigt,
F. Ebert,
K. Popovic,
F. Hermerschmidt, E. Georgiou, I. Burgués-Ceballos, L. Kinner,
D. Nees, B. Stadlober, C. Rapley, R. Ward, S. A. Choulis,
E. J. W. List-Kratochvil, C. Boeffel, Flex. Print. Electron. 2019, 4, 025004. [14] L. Kinner, S. Nau, K. Popovic, S. Sax, I. Burgués-Ceballos,
F. Hermerschmidt,
A. Lange,
C. Boeffel,
S. A. Choulis,
E. J. W. List-Kratochvil, Appl. Phys. Lett. 2017, 110, 101107. [15] Y. H. Kim, J. Lee, S. Hofmann, M. C. Gather, L. Müller-Meskamp,
K. Leo, Adv. Funct. Mater. 2013, 23, 3763. [16] K. Ellmer, Nat. Photonics 2012, 6, 808. [17] D. S. Hecht, L. Hu, G. Irvin, Adv. Mater. 2011, 23, 1482. [18] L. Kinner, E. J. W. List-Kratochvil, T. Dimopoulos, Nanotechnology
2020, 31, 365303. [19] P. Lee, J. Lee, H. Lee, J. Yeo, S. Hong, K. H. Nam, D. Lee, S. S. Lee, [10] J. Li, Y. Tao, S. Chen, H. Li, P. Chen, M.-z. Wei, H. Wang, K. Li,
M. Mazzeo, Y. Duan, Sci. Rep. 2017, 7, 16468. Nanosensors. The images were analyzed using open-source software
(Gwyddion). Laser confocal microcopy images were taken with an
Olympus LEXT OLS4100. For optical transmittance measurements a
Bruker Vertex 70 Fourier-transform (FT) spectrometer, equipped with
an additional visible light source was used. For the wavelength
range 330–550 nm a GaP detector was used and for the range
550–1150 nm a Si detector. Transmittance was measured with a
teflon-coated integration sphere from Bruker. During bending tests, the
resistance was measured from one edge of the sample to the other,
perpendicular to the strain direction. [10] J. Li, Y. Tao, S. Chen, H. Li, P. Chen, M.-z. Wei, H. Wang, K. Li,
M. Mazzeo, Y. Duan, Sci. Rep. 2017, 7, 16468. [11] R. P. Xu, Y. Q. Li, J. X. Tang, J. Mater. Chem. C 2016, 4, 9116. Keywords [28] E. Jung, C. Kim, M. Kim, H. Chae, J. H. Cho, S. M. Cho, Org. Electron. Phys. Mater. Appl. 2017, 41, 190. flexible materials, indium tin oxide free, organic light-emitting diodes,
poly(ethylene terephthalate), transparent electrodes [29] V. Scardaci, R. Coull, P. E. Lyons, D. Rickard, J. N. Coleman,
Small 2011, 7, 2621. Received: June 17, 2020
Revised: July 16, 2020
Published online: August 11, 2020 [30] R. Kacar, S. P. Mucur, F. Yildiz, S. Dabak, E. Tekin, Nanotechnology
2017, 28, 245204. [31] M. Majumder, C. Rendall, M. Li, N. Behabtu, J. A. Eukel, R. H. Hauge, H. K. Schmidt, M. Pasquali, Chem. Eng. Sci. 2010, 65, 2000. [32] S. Aura, V. Jokinen, M. Laitinen, T. Sajavaara, S. Franssila,
J. Micromech. Microeng. 2011, 21, 125003. [1] A. I. Hofmann, E. Cloutet, G. Hadziioannou, Adv. Electron. Mater. 2018, 4, 1700412. [1] A. I. Hofmann, E. Cloutet, G. Hadziioannou, Adv. Electron. Mater. 2018, 4, 1700412. [33] O. Glushko, A. Klug, E. J. W. List-Kratochvil, M. J. Cordill, J. Mater. Res. 2017, 32, 1760. [2] F. Hermerschmidt, I. Burgués-Ceballos, A. Savva, E. D. Sepos,
A. Lange, C. Boeffel, S. Nau, E. J. W. List-Kratochvil, S. A. Choulis,
Flex. Print. Electron. 2016, 1, 035004. [34] O. Glushko, A. Klug, E. J. W. List-Kratochvil, M. J. Cordill, Mater. Sci. Eng. A 2016, 662, 157. [3] F. Hermerschmidt, S. A. Choulis, E. J. W. List-Kratochvil, Adv. Mater. Technol. 2019, 4, 1800474. [35] O. Glushko, M. J. Cordill, A. Klug, E. J. W. List-Kratochvil,
Microelectron. Reliab. 2016, 56, 109. [35] O. Glushko, M. J. Cordill, A. Klu
Microelectron. Reliab. 2016, 56, 109. [4] S. De, T. M. Higgins, P. E. Lyons, E. M. Doherty, P. N. Nirmalraj,
W. J. Blau, J. J. Boland, J. N. Coleman, ACSNano 2009, 3, 1767. [36] S. J. Lee, Y. H. Kim, J. K. Kim, H. Baik, J. H. Park, J. Lee, J. Nam,
J. H. Park, T. W. Lee, G. R. Yi, J. H. Cho, Nanoscale 2014, 6, 11828. [36] S. J. Lee, Y. H. Kim, J. K. Kim, H. Baik, J. H. Park, J. Lee, J. Nam, [5] S. Naghdi, K. Rhee, D. Hui, S. Park, Coatings 2018, 8, 278. [37] S. R. Forrest, D. D. C. Bradley, M. E. Thompson, Adv. Mater. 2003, 15,
1043. [6] Y. R. Jang, W. H. Chung, Y. T. Hwang, H. J. Hwang, S. H. Kim,
H. S. Kim, ACS Appl. Mater. Supporting Information [17] D. S. Hecht, L. Hu, G. Irvin, Adv. Mater. 2011, 23, 1482 Supporting Information is available from the Wiley Online Library or from
the author. [18] L. Kinner, E. J. W. List-Kratochvil, T. Dimopoulos, Nanotechnology
2020, 31, 365303. [19] P. Lee, J. Lee, H. Lee, J. Yeo, S. Hong, K. H. Nam, D. Lee, S. S. Lee, [19] P. Lee, J. Lee, H. Lee, J. Yeo, S. Hong, K. H. Nam, D. Lee, S. S. Lee,
S. H. Ko, Adv. Mater. 2012, 24, 3326. S. H. Ko, Adv. Mater. 2012, 24, 3326. Current
density/voltage/luminance
device
characterization
was
conducted with a Keithley 2450 source measurement unit, together with
a Konica Minolta LS-160 luminance meter in a purpose-built setup. The EL
spectra were measured with an Ocean Optics CS2000 spectrometer and
recorded using Ocean View software. [14] L. Kinner, S. Nau, K. Popovic, S. Sax, I. Burgués-Ceballos,
F. Hermerschmidt,
A. Lange,
C. Boeffel,
S. A. Choulis, E. J. W. List-Kratochvil, Appl. Phys. Lett. 2017, 110, 101107. E. J. W. List-Kratochvil, Appl. Phys. Lett. 2017, 110, 101107. [15] Y. H. Kim, J. Lee, S. Hofmann, M. C. Gather, L. Müller-Meskamp, [15] Y. H. Kim, J. Lee, S. Hofmann, M. C. Gather, L. Müller-Meskamp, K. Leo, Adv. Funct. Mater. 2013, 23, 3763. K. Leo, Adv. Funct. Mater. 2013, 23, 3763. [16] K. Ellmer, Nat. Photonics 2012, 6, 808. Acknowledgements [20] Y. Jin, D. Deng, Y. Cheng, L. Kong, F. Xiao, Nanoscale 2014, 6, 4812. [21] T. Kim, A. Canlier, G. H. Kim, J. Choi, M. Park, S. M. Han, ACS Appl. Mater. Interfaces 2013, 5, 788. This work was partially funded by the Austrian Climate Fund project
flex!PV_2.0 (project number 853603). This work was conducted in the
framework of the Joint Lab GEN_FAB and was supported by the HySPRINT
innovation lab at Helmholtz-Zentrum Berlin. Open access funding
enabled and organized by Projekt DEAL. [22] N. de Guzman, J. Lopez, M. Vasquez Jr., M. D. Balela, Mater. Sci. Forum 2017, 890, 89. [23] P. Maisch, K. C. Tam, L. Lucera, H. J. Egelhaaf, H. Scheiber, E. Maier, [23] P. Maisch, K. C. Tam, L. Lucera, H. J. Egelhaaf, H. Scheiber, E. C. J. Brabec, Org. Electron. Phys. Mater. Appl. 2016, 38, 139. C. J. Brabec, Org. Electron. Phys. Mater. Appl. 2016, 38, 139. [24] T. Akter, W. S. Kim, ACS Appl. Mater. Interfaces 2012, 4, 1855. Conflict of Interest [25] L. Lian, D. Dong, D. Feng, G. He, Org. Electron. 2017, 49, 9. [26] S. Bai, H. Wang, H. Yang, H. Zhang, X. Guo, Mater. Res. Express 2018,
5, 026406 The authors declare no conflict of interest. [27] Z. Yu, Q. Zhang, L. Li, Q. Chen, X. Niu, J. Liu, Q. Pei, Adv. Mater. 2011,
23, 664. [1] A. I. Hofmann, E. Cloutet, G. Hadziioannou, Adv. Electron. Mater.
2018, 4, 1700412. Experimental Section OLED Manufacturing: To reduce the remaining spikes of NWs and
optimize wetting behavior, all samples were plasma treated in a Femto
Diener Plasma tool. Ambient air was used as plasma gas at a pressure
of 0.3 mbar and 100 W power for 4 min. Following the plasma treatment,
the samples were spin coated with a ZnO:PEI (2:1 by volume) in isopropyl
alcohol (IPA) solution with 2500 rpm for 60 s and heated for 10 min at
110 C. The ZnO nanoparticle solution was purchased from Genesink,
whereas PEI was purchased from Sigma Aldrich, and the PEI solution pre-
pared according to the recipe of Zhou et al.[38] The emitting layer PDY-132
(Super Yellow, Merck) was spun at 2500 rpm for 60 s from a 5 mg mL1
toluene solution, with no heating applied. Following the spin-coating
steps, 10 nm MoO3 and 200 nm Ag were evaporated. All processing
and measuring except the vacuum steps were conducted in ambient air. During device studies it was shown that the presented elec-
trode works well with a solution-processed ZnO:PEI electron-
injection layer to realize an efficient inverted OLED architecture. It was further shown that plasma treatment can reduce possible
shunts in NW-based electrodes. In device tests our electrode
showed similar power efficacy performance as commercial
ITO PET substrates, but almost a seven times higher maximum
luminance values. Overall, a flexible and solution-processed alter-
native to ITO was presented. Characterization Methods: The sample surfaces were characterized
with a scanning force microscope (Molecular Imaging, Pico Plus) in tap-
ping
mode,
using
tapping
mode
cantilevers
(PPP-NCHR)
from 2000305 (5 of 6) Phys. Status Solidi RRL 2020, 14, 2000305 www.advancedsciencenews.com www.pss-rapid.com © 2020 The Authors. Published by Wiley-VCH GmbH Keywords Interfaces 2018, 10, 24099. [38] Y. Zhou, C. Fuentes-Hernandez, J. Shim, J. Meyer, A. J. Giordano,
H. Li, P. Winget, T. Papadopoulos, H. Cheun, J. Kim, M. Fenoll,
A. Dindar, W. Haske, E. Najafabadi, T. M. Khan, H. Sojoudi,
S. Barlow,
S. Graham,
J. Brédas,
S. R. Marder,
A. Kahn,
B. Kippelen, Science 2012, 873, 327. C. G. Granqvist, Sol. Energy Mater. Sol. Cells 2012, 99, 1. [8] L. Kinner, M. Bauch, R. A. Wibowo, G. Ligorio, E. J. W. List-Kratochvil,
T. Dimopoulos, Mater. Des. 2019, 168, 107663. [8] L. Kinner, M. Bauch, R. A. Wibowo, G. Ligorio, E. J. W. List-Kratochvil, [9] M. Luo, Y. Liu, W. Huang, W. Qiao, Y. Zhou, Y. Ye, L.-S. Chen,
Micromachines 2017, 8, 12. 2000305 (6 of 6) © 2020 The Authors. Published by Wiley-VCH GmbH Phys. Status Solidi RRL 2020, 14, 2000305 © 2020 The Authors. Published by Wiley-VCH GmbH
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English
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Innate Immune Responses to Wildtype and Attenuated Sheeppox Virus Mediated Through RIG-1 Sensing in PBMC In-Vitro
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Frontiers in immunology
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cc-by
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Innate Immune Responses to
Wildtype and Attenuated Sheeppox
Virus Mediated Through RIG-1
Sensing in PBMC In-Vitro Tesfaye Rufael Chibssa 1,2,3, Richard Thiga Kangethe 1*, Francisco J. Berguido 1,
Tirumala Bharani K. Settypalli 1, Yang Liu 4, Reingard Grabherr 2, Angelika Loitsch 5,
Elena Lucia Sassu 1,6, Rudolf Pichler 1, Giovanni Cattoli 1, Adama Diallo 7,8,
Viskam Wijewardana 1 and Charles Euloge Lamien 1 1 Animal Production and Health Laboratory, Joint FAO/IAEA Agricultural and Biotechnology Laboratory, Division of Nuclear
Techniques in Food and Agriculture, Department of Nuclear Sciences and Applications, International Atomic Energy Agency,
Vienna, Austria, 2 Institute of Biotechnology, University of Natural Resources and Life Sciences (BOKU), Vienna, Austria,
3 National Animal Health Diagnostic and Investigation Center (NAHDIC), Sebeta, Ethiopia, 4 China National Clinical Research
Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, China, 5 Austrian Agency for
Health and Food Safety (AGES), Vienna, Austria, 6 Department for Farm Animals and Veterinary Public Health, University
Clinic for Swine, University of Veterinary Medicine, Vienna, Austria, 7 Laboratoire National d’Elevage et de Recherches
Ve´ te´ rinaires, Institut Se´ ne´ galais de Recherches Agricoles (ISRA), Dakar, Se´ ne´ gal, 8 UMR CIRAD INRA, Animal, Sante´ ,
Territoires, Risques et Ecosystèmes (ASTRE), Montpellier, France ORIGINAL RESEARCH
published: 15 June 2021
doi: 10.3389/fimmu.2021.666543 Reviewed by: Reviewed by:
Shawn Babiuk,
National Centre for Foreign Animal
Disease (NCFAD), Canada
Amit Kumar,
Indian Veterinary Research Institute
(IVRI), India
Gnanavel Venkatesan,
ICAR-Indian Veterinary Research
Institute, India Sheeppox (SPP) is a highly contagious disease of small ruminants caused by sheeppox
virus (SPPV) and predominantly occurs in Asia and Africa with significant economic losses. SPPV is genetically and immunologically closely related to goatpox virus (GTPV) and
lumpy skin disease virus (LSDV), which infect goats and cattle respectively. SPPV live
attenuated vaccines (LAVs) are used for vaccination against SPP and goatpox (GTP). Mechanisms related to innate immunity elicited by SPPV are unknown. Although adaptive
immunity is responsible for long-term immunity, it is the innate responses that prevent viral
invasion and replication before LAVs generate specific long-term protection. We analyzed
the relative expression of thirteen selected genes that included pattern recognition
receptors (PRRs), Nuclear factor-kb p65 (NF-kb), and cytokines to understand better
the interaction between SPPV and its host. The transcripts of targeted genes in sheep
PBMC incubated with either wild type (WT) or LAV SPPV were analyzed using quantitative
PCR. Among PRRs, we observed a significantly higher expression of RIG-1 in PBMC
incubated with both WT and LAV, with the former producing the highest expression level. However, there was high inter-individual variability in cytokine transcripts levels among
different donors, with the expression of TNFa, IL-15, and IL-10 all significantly higher in
both PBMC infected with either WT or LAV compared to control PBMC. Correlation
studies revealed a strong significant correlation between RIG-1 and IL-10, between TLR4,
TNFa, and NF-kb, between IL-18 and IL-15, and between NF-kb and IL-10. There was
also a significant negative correlation between RIG-1 and IFNg, between TLR3 and IL-1 b,
and between TLR4 and IL-15 (P< 0.05). This study identified RIG-1 as an important PRR
in the signaling pathway of innate immune activation during SPPV infection, possibly *Correspondence:
Richard Thiga Kangethe
R.T.Kangethe@iaea.org Specialty section:
This article was submitted to
Comparative Immunology,
a section of the journal
Frontiers in Immunology Received: 10 February 2021
Accepted: 27 May 2021
Published: 15 June 2021 Received: 10 February 2021
Accepted: 27 May 2021 Edited by: Edited by:
Stephanie DeWitte-Orr,
Wilfrid Laurier University, Canada Viruses The Wild type isolate SPPV Algeria/93 Djelfa, obtained from the
Institut National de la Médecine Vétérinaire, Algiers, Algeria,
and Romanian SPPV vaccine, obtained from BioPharma,
Morocco, were used for this study. Both viruses were
propagated on embryonic skin cell lines from sheep (ESH-L
cells) in Hank’s Minimum Essential Medium (MEM)
supplemented with 10% fetal calf serum and 1% antibiotics
(17). The viral suspensions were titrated (18) and stored
at −80°C until further use. All procedures were performed in
the Bio-Safety Level-3 laboratory facilities at AGES, Austria. (
)
Most SPPV LAVs were developed by serial passages of
virulent or low virulent SPPVs in cell culture. Immune
responses and host interactions with viruses, including
poxviruses, are widely studied in vitro using peripheral blood
mononuclear cells (PBMC) (13). In addition to fibroblasts,
PBMC also includes target cells for SPPV, such as monocytes
and macrophages (14). The cytokine expression of PBMC
collected from animals vaccinated with SPPV (Romanian
vaccine strains), and goatpox virus (Gorgan strain) has
previously been studied (15). However, PBMC used in the
2017 study were stimulated with inactivated viruses for the
evaluation of immune responses to vaccines using qPCR to
measure IL-4 and IFNg. SPPV infection of sheep PBMC
induces an innate antiviral response that leads to the
recruitment of antigen-presenting cells which in turn initiate
adaptive immunity. Innate immune responses are responsible for
recognizing pathogens at the initial encounter through pattern-
recognition receptors (PRRs) such as Toll-like receptors (TLRs)
and RIG-1-like receptors (RLRs). The recognition of viral
pathogens activates a cascade of events leading to the
induction of downstream signaling molecules and transcription
factors, consequently inducing inflammatory cytokines and
chemokines (16). Therefore, the investigation of innate
immune responses provides vital information about virus-host Citation: Chibssa TR, Kangethe RT,
Berguido FJ, Settypalli TBK, Liu Y,
Grabherr R, Loitsch A, Sassu EL,
Pichler R, Cattoli G, Diallo A,
Wijewardana V and Lamien CE
(2021) Innate Immune Responses to
Wildtype and Attenuated Sheeppox
Virus Mediated Through RIG-1
Sensing in PBMC In-Vitro. Front. Immunol. 12:666543. doi: 10.3389/fimmu.2021.666543 Chibssa TR, Kangethe RT,
Berguido FJ, Settypalli TBK, Liu Y,
Grabherr R, Loitsch A, Sassu EL,
Pichler R, Cattoli G, Diallo A,
Wijewardana V and Lamien CE
(2021) Innate Immune Responses to
Wildtype and Attenuated Sheeppox
Virus Mediated Through RIG-1
Sensing in PBMC In-Vitro. Front. Immunol. 12:666543. doi: 10.3389/fimmu.2021.666543 June 2021 | Volume 12 | Article 666543 Frontiers in Immunology | www.frontiersin.org Chibssa et al. SPPV Increases Sheep RIG-1 Expression In-Vitro through intermediate viral dsRNA. The role of immunomodulatory molecules produced by
SPPV capable of inhibiting downstream signaling activation following RIG-1 upregulation
is discussed. These findings advance our knowledge of the induction of immune
responses by SPPV and will help develop safer and more potent vaccines against SPP
and GTP. INTRODUCTION interactions. However, little is known on the innate immune
response mechanisms elicited by wild-type (WT) and LAV
SPPVs. Interrogation of immune responses by directly
comparing WT versus LAV SPPVs could provide information
on the escape of host immunity by WT. Additionally, any
immune markers that LAV induces in the host could also be
used for vaccine design. Sheeppox (SPP) is a highly contagious viral disease of domestic
and wild small ruminants, causing significant economic losses in
sheep and goat productivity (1). Sheeppox virus (SPPV), the
causative agent of the disease, and two other viruses, goatpox
virus (GTPV) and lumpy skin disease virus (LSDV), are the three
members of the genus Capripoxvirus within the family
Poxviridae (2). Commonly, SPPV and GTPV cause SPP and
GTP in sheep and goats, respectively, while LSDV is restricted to
cattle. However, host specificity of SPPV and GTPV is not strict
as cross-infection between goat and sheep by those two viruses
have been noted (3–5). The two viruses are closely related
genetically and immunologically, with some cross-protection
observed (6). Given their economic relevance and severity,
SPP, GTP, and LSD are listed as notifiable diseases by the
world organization for animal health (7). Live attenuated
vaccines (LAV) derived from various SPPV strains are used to
control SPP and GTP (8–10). Several reports have recognized
LAVs as effective vaccines against CaPV infections; however,
field data on vaccination suggest some efficacy and safety
concerns. There are some vaccination failure cases and adverse
reactions (11, 12). This study analyzed the innate immune responses to SPPV
infections in sheep PBMC. The expression levels of thirteen
targeted genes, including pattern recognition receptors (PRRs),
Nuclear factor-kb p65 (NF-kb), and cytokines in sheep PBMC,
were compared, following in vitro infections using SPPV WT or
LAV viruses. Frontiers in Immunology | www.frontiersin.org Keywords: gene expression, PRRs, cytokine, RIG-1, LAV, SPPV RNA Extraction, cDNA Synthesis,
and qPCR Surface and Intracellular Cytokine Staining
After 4 days of incubation of PBMC with SPPV (WT or LAV) or
PBS, protein transport in cells was blocked by adding BrefeldinA
(GolgiStop, BD Biosciences, USA) overnight. Positive control for
cytokine production was generated by adding a cell stimulation
cocktail (Leukocyte Activation Cocktail with GolgiStop, BD
Biosciences) to a third well and incubated overnight. On day 5,
PBMC were harvested, washed in PBS, transferred to
microcentrifuge tubes, and stained for flow cytometry. Surface
staining master mix containing mouse anti-sheep CD4 antibody
(clone 44.38: Bio-Rad) and mouse anti-bovine CD8 (clone CC63,
cross-reacts with sheep: Bio-Rad) were added to each tube, and
samples were incubated at 4°C for 30 min. Following surface
staining, dead cell exclusion staining was done with a fixable
viability stain (BD Biosciences) before cell fixation. The cells were
washed, fixed, and permeabilized with a saponin-based buffer
(Fixation/Permeabilization Solution Kit, BD Biosciences)
according to the manufacturer’s protocol. Intracellular cytokine
staining was done with mouse anti-bovine interferon-gamma
antibody (clone CC302, cross-reacts with sheep, Bio-Rad) for
30 min at room temperature in the dark. Cells were washed
twice in 1x Perm/Wash buffer and resuspended in FACS buffer
(PBS containing 2% FBS and 2mM ethylenediaminetetraacetic
acid). Flow cytometry data were acquired using the Gallios flow
cytometer (Becton Dickinson Beckman Coulter, USA) and
analyzed with Kaluza software (Becton Dickinson, Beckman
Coulter). Cell populations were gated by forward and side-light-
scatter parameters, as shown in Figure 1. Intracellular cytokine
expression was calculated as a percentage of the parent population. q
After an incubation period of 2 days, PBMC and CD14- cells
were harvested, and total RNA extracted from PBMC incubated
either with WT or LAV and from control cells using the
RNeasy mini kit (Qiagen, Hilden, Germany) following the
manufacturer’s instructions with on-column DNAse treatment. The total RNA was resuspended in 30µl of RNase-free water and
quantified using a Nanodrop ND-1000 spectrophotometer. Total
RNA was converted into cDNA using the SuperScript™III First-
Strand Synthesis System (Invitrogen, USA) as per the
manufacturer’s instructions. Approximately one µg of each
RNA sample was used with random hexamers according to the
manufacturer’s instructions. The resulting cDNA was stored at -
20°C until further use. For quantitative analysis, a cDNA dilution
of 1: 100 was used as a template for real-time PCR using specific
primers presented in Supplementary Table 1 (20), using
GAPDH as a housekeeping gene. Quantification of Viral Growth in PBMC The quantification of the active virus using cDNA from PBMC
and CD14- cells incubated with WT or LAV was carried out with
primers and probes targeting the RPO30 gene as previously
described (21). Briefly, RNA extracted with on-column DNAse
treatment that destroys inoculating SPPV was used as the
template for one-step RT-PCR. Absolute quantification of
replicating virus was calculated based on the amplification of
serially diluted RPO30 plasmid with target copies from 108 to 102
per 2 mL. RNA without reverse transcription was used as
a control. PBMC Isolation, CD14- Cell Isolation and
Viral Infection Blood samples were collected from healthy local Austrian sheep
via jugular vein using heparinized vacutainer tubes and needles. A certified veterinary service collected the samples according to
the Austrian Agency for Health and Food Safety (AGES) local
guidelines and international guidelines by OIE. PBMC were
separated by density-gradient centrifugation using Ficoll-Paque
(density, 1.077 g/ml; GE health care, Sweden) and washed twice
with RPMI 1640 medium (Gibco, Carlsbad, CA, USA). The
resultant pellet was resuspended in complete media (RPMI
1640 media containing 10% FBS and 100 IU/mL penicillin and
100 µg/mL streptomycin) and cell numbers were determined
using a hemocytometer. CD14+ monocytes were captured from
PBMC using magnetic beads conjugated to a bovine cross-
reacting anti-human CD14 monoclonal antibody (human
CD14 microbeads, Miltenyi Biotech, Germany) and the CD14-
flow-through cells collected as previously described (19). June 2021 | Volume 12 | Article 666543 Frontiers in Immunology | www.frontiersin.org 2 SPPV Increases Sheep RIG-1 Expression In-Vitro Chibssa et al. PBMC derived from the donor sheep (n=5) were suspended
in complete media and placed in either 24-well plates containing
5 x 106 cells in 1 ml per well (for flow cytometry) or 6-well plates
containing 20 x 106 cells in 5 ml per well (for real-time PCR
analysis). PBMC were then cultured either with 10µl (flow
cytometry) or 100µl (real-time PCR analysis) of WT or LAV
strain of SPPV at a concentration of 1x106 TCID50/ml. CD14-
cells were also cultured for real-time PCR analysis at 20 x 106
cells in 5 ml with WT or LAV strain of SPPV. Uninfected
controls consisting of 10µl or 100µl of PBS added to PBMC or
CD14- cell suspensions were also prepared. The plates were
incubated at 37°C in a humidified atmosphere containing 5%
CO2 for 2 days (for real-time PCR analysis) or 4 days (for flow
cytometry). The incubation period and the MOI were
determined by conducting a series of experiments with variable
time points for harvesting and using different MOI. relative quantities (GAPDH). Cq values of the amplified
templates in sheep PBMC cultured with either WT or LAV
were used for the calculation of gene expression. Differences in
expression levels were given as fold-change (FC) using the sheep
GAPDH gene for normalization and compared with
PBMC control. RNA Extraction, cDNA Synthesis,
and qPCR Real-time PCR was
performed in a total reaction volume of 10 ml containing 2 ml
of diluted cDNA as template, 1 ml of forward and reverse
primers (Supplementary Table 1), 5 ml of iQ SYBR Green
Supermix 2X (Bio-Rad, USA), and 1 µl of water. All samples
were tested in triplicate. Real-time PCR was performed in a
CFX96 real-time PCR Detection System (Bio-Rad, Hercules,
USA). The cycling conditions and quantification of targets
were performed as previously described (20). Frontiers in Immunology | www.frontiersin.org Quantitative Expression Analysis p
y
The relative fold-change for the thirteen selected genes
(Supplementary Table 1) in PBMC infected either with WT
or LAV compared to PBMC control were analyzed by real-time
PCR. These genes were chosen as representative markers from
various immune system components, enabling them to
interrogate diverse pathways. A panel of specific primers
compatible with the same thermal cycling program was used. The specificity of each primer pair was evaluated by melting
curve analysis. All amplified PCR products showed distinct and
unique Tms that were compatible with the amplification of ovine
targets, as previously reported (20). The relative quantities of the
target genes were normalized against the internal standard’s Data Analysis and Presentation Data Analysis and Presentation
In the present study, gene expression was analyzed using the
efficiency-corrected calculation models, based on multiple
samples, to estimate the relative changes in the gene expressions
(normalized with the GAPDH housekeeping genes) (22). Boxplots of the log2 (FC) values and the parent population
percentage for flow cytometry data were generated using
ggplot2 package in R (23). One sample t-test and two-sample June 2021 | Volume 12 | Article 666543 Frontiers in Immunology | www.frontiersin.org 3 SPPV Increases Sheep RIG-1 Expression In-Vitro Chibssa et al. A
B
C
GURE 1 | Gate represents gating strategy for Flow cytometry. Analytic gating of flow cytometry showed a representative graph of the change in the mean
uorescence intensity of IFNg in the PBMC subpopulation. (A) Single cells were selected in the forward scatter-height (FSC-HA) versus forwarding scatter-width
SC-WA) plot, then, live/dead was gated to identify live cells. Next, monocytes and lymphocytes were gated from the live cells on FSC-A versus SSC-A plot. Gating
lymphocyte subset was performed as CD4+, CD8+, and CD4/CD8 double-negative (DN). (B) Expression of IFNg by PBMC, monocytes, and lymphocytes: IFNg
ositive populations were gated using PBMC cultured with PBS (negative control) and PBMC cultured with cell stimulation cocktail (positive control). (C) Expression
IFNg by CD4+, CD8+, and DN: IFNg positive populations were gated using PBMC cultured with PBS (negative control) and PBMC cultured with cell stimulation
ocktail (positive control). A A B B B C C FIGURE 1 | Gate represents gating strategy for Flow cytometry. Analytic gating of flow cytometry showed a representative graph of the change in the mean
fluorescence intensity of IFNg in the PBMC subpopulation. (A) Single cells were selected in the forward scatter-height (FSC-HA) versus forwarding scatter-width
(FSC-WA) plot, then, live/dead was gated to identify live cells. Next, monocytes and lymphocytes were gated from the live cells on FSC-A versus SSC-A plot. Gating
of lymphocyte subset was performed as CD4+, CD8+, and CD4/CD8 double-negative (DN). (B) Expression of IFNg by PBMC, monocytes, and lymphocytes: IFNg
positive populations were gated using PBMC cultured with PBS (negative control) and PBMC cultured with cell stimulation cocktail (positive control). (C) Expression
of IFNg by CD4+, CD8+, and DN: IFNg positive populations were gated using PBMC cultured with PBS (negative control) and PBMC cultured with cell stimulation
cocktail (positive control). Frontiers in Immunology | www.frontiersin.org Expression Analysis p
y
The expression level of the transcripts for the PRRs, including
TLR3, TLR4, TLR8, and RIG-1, following the infection of sheep
PBMC with WT SPPV or LAV SPPV, were converted to log2
fold change and presented in Figure 2. At 48 hours post-
infection, there was a highly significant expression of RIG-1 in
both WT (100-FC) and LAV (60 FC) in infected PBMC cultures
(P < 0.001). Moreover, RIG-1 expression in PBMC that were
cultured with WT was significantly higher than in those cultured
with LAV (P < 0.05). NF-kb p65 was clearly upregulated in two
donors for both LAV and WT; however, the mean fold changes
for PBMC infected with either WT (4.3) or LAV (3.7) were not
statistically different from that of the control PBMC (P > 0.05;
Figure 2). The expression level of transcripts for IFNa, IFNg,
TNFa, IL-1b, IL-6, IL-10, IL-15, and IL-18 showed high
variability in the cytokine transcripts levels between different
donors: 3.1-fold for IL-18 to 28.14-fold for IL- 1b for PBMC
treated with LAV; and 4.22-fold for IL-18 to 27.26-fold for IL-1b
for those treated with WT. The mean fold changes for TNFa
(WT = 5.3, LAV = 3.5), IL-15 (WT = 5.6, LAV = 3.6), and IL-10
(WT = 9.3, LAV = 4.1) were significantly higher in both PBMC
infected with either WT or LAV as compared control PBMC (P <
0.05, Figure 2). The expression levels of TNFa, IL-15, and IL-10
were higher in PBMC incubated with WT than LAV, though the
difference was not significant (P > 0.05). IFNg, IFNa, IL-6, and p
g
Since many immune markers followed a similar expression
pattern between the two (WT and LAV) treatments, we next
investigated which markers correlated in their expression. Indeed, heatmap analysis revealed relationships between
receptors, transcription factors, and cytokines (Figure 3). Our
results showed a strong significant correlation between the
expression of RIG-1, which recognizes dsRNA, and IL-10 (P<
0.01), and a significant negative correlation between RIG-1 and
IFNg (P< 0.05) in PBMC. TLR3, another PRR that can recognize
dsRNA, is moderately correlated with IL-6, IL-15, and IL-18. However, these correlations were not statistically significant. We
also observed a highly significant negative correlation between
the expression of TLR3 and IL-1 b (P< 0.01) in PBMC. Bioinformatic Analysis paired t-test were performed in R to compare gene expression
differences between the infected and control groups. Infection of
PBMC between WT, LAV, PBMC, and CD14- groups were
analyzed by fitting a mixed-effects model ANOVA using
GraphPad Prism 9. The heatmap.2 function of R gplots package
was used to create both expression and correlation heatmaps. The
Pearson correlations were computed in R. Hierarchical clustering
was performed using the complete linkage method to compute
the distance between clusters. Based on the previous knowledge that the vaccinia virus E3 and
N1L proteins can inhibit the signaling to NF-kb (24–26), we
analyzed their SPPV orthologs in comparison to vaccinia virus
and other poxviruses. Sequence alignment of the E3 and the N1L
amino acid sequences were done using clustalW implemented in
BioEdit version 7.2.6. The ortholog sequence of N1L from SPPV Djelfa was
analyzed using i-Tasser model prediction software (Yang Frontiers in Immunology | www.frontiersin.org June 2021 | Volume 12 | Article 666543 SPPV Increases Sheep RIG-1 Expression In-Vitro Chibssa et al. Zhang Laboratory – University of Michigan, Ann Arbor, MI,
USA). LOMETS meta-threading software (RCSB Protein
Databank) determined the structural similarities based on z-
scores. Pymol (Schroedinger, Inc – New York, NY USA) was
used to model the structures. IL-18 each presented various patterns of regulation depending
on the donor. In general, none of the cytokines were differentially
expressed between WT and LAV treatments. These data
collectively reveal a greater innate immune gene expression in
WT infected sheep PBMC cultures than LAV infections, likely
due to increased levels of viral dsRNA within the cytoplasm of
infected PBMC. Additionally, inter-individual variability was
more pronounced with cytokine transcripts levels. Expression Analysis Similarly,
there was a significant positive correlation between the
expression levels of TLR4, TNFa, and NF-kb (P< 0.05) and a
significant negative correlation between TLR4 and IL-15 (P<
0.05) in PBMC (Figure 3). There was a strong and significant (WT = 9.3, LAV = 4.1) were significantly higher in both PBMC
infected with either WT or LAV as compared control PBMC (P <
0.05, Figure 2). The expression levels of TNFa, IL-15, and IL-10
were higher in PBMC incubated with WT than LAV, though the
difference was not significant (P > 0.05). IFNg, IFNa, IL-6, and
FIGURE 2 | Box plots representing the differential expression of mRNA of
thirteen genes. The expression of RIG-1, IL-10, IL-15 and TNFa were
significantly upregulated. Note that the expression RIG-1 was significantly
higher in WT as compared to LAV. Data represent the Log2 FC of five
independent experiments. Significance level was set at P value (*p<0.05,
**p<0.001, ***p<0.0001). FIGURE 3 | Heat map for correlations of target genes expression FC using
qPCR. The correlation heat map describes the combined Pearson correlation
coefficient based on the distance between the two gene expression value
against all target groups. This shows that the heatmap will cluster together,
genes that have positively correlated log2 FC value, P-value; P<0.05*,
P<0.01**. FIGURE 3 | Heat map for correlations of target genes expression FC using
qPCR. The correlation heat map describes the combined Pearson correlation
coefficient based on the distance between the two gene expression value
against all target groups. This shows that the heatmap will cluster together,
genes that have positively correlated log2 FC value, P-value; P<0.05*,
P<0.01**. FIGURE 2 | Box plots representing the differential expression of mRNA of
thirteen genes. The expression of RIG-1, IL-10, IL-15 and TNFa were
significantly upregulated. Note that the expression RIG-1 was significantly
higher in WT as compared to LAV. Data represent the Log2 FC of five
independent experiments. Significance level was set at P value (*p<0.05,
**p<0.001, ***p<0.0001). FIGURE 3 | Heat map for correlations of target genes expression FC using
qPCR. The correlation heat map describes the combined Pearson correlation
coefficient based on the distance between the two gene expression value
against all target groups. This shows that the heatmap will cluster together,
genes that have positively correlated log2 FC value, P-value; P<0.05*,
P<0.01**. FIGURE 2 | Box plots representing the differential expression of mRNA of
thirteen genes. Expression Analysis The expression of RIG-1, IL-10, IL-15 and TNFa were
significantly upregulated. Note that the expression RIG-1 was significantly
higher in WT as compared to LAV. Data represent the Log2 FC of five
independent experiments. Significance level was set at P value (*p<0.05,
**p<0.001, ***p<0.0001). FIGURE 2 | Box plots representing the differential expression of mRNA of
thirteen genes. The expression of RIG-1, IL-10, IL-15 and TNFa were
significantly upregulated. Note that the expression RIG-1 was significantly
higher in WT as compared to LAV. Data represent the Log2 FC of five
independent experiments. Significance level was set at P value (*p<0.05,
**p<0.001, ***p<0.0001). June 2021 | Volume 12 | Article 666543 Frontiers in Immunology | www.frontiersin.org 5 SPPV Increases Sheep RIG-1 Expression In-Vitro Chibssa et al. poxviruses’ orthologs showed all essential residues contributing
to E3 dsRNA binding (Supplementary Figure 2). positive correlation between the expression level of IL-18 and IL-
15 (P< 0.01). The expression of NF-kb positively and
significantly correlated with the expression of IL-10 (P< 0.05). positive correlation between the expression level of IL-18 and IL-
15 (P< 0.01). The expression of NF-kb positively and
significantly correlated with the expression of IL-10 (P< 0.05). In contrast, the N1L of SPPV and other capripoxvirus
displayed considerable amino acid sequence divergence to the
sequence of vaccinia. Nevertheless, amino acid residues 13, 16,
17, 30, 37, 44, 61 – 78, 89, 92, 98 -102, and 109 – 112 were either
identical across all poxviruses or replaced with similar side
groups e.g., isoleucine for Leucine in position 13. This
prompted the protein quaternary structure modeling compared
to the VACV N1L structure (Supplementary Figure 1). Sequence alignment of N1L protein from different poxviruses
suggests that N1L is highly conserved between sheeppox virus
(Djelfa, Roumania), lumpy skin disease virus, and goatpox virus. These substitutions do not affect the quaternary structure of the
folded protein (Supplementary Figure 1). Flow Cytometry Analysis of IFNg in Sheep
PBMC Cultured With SPPV Next, to validate mRNA expressions of immune markers, protein
production by individual cell populations within the PBMC were
analyzed through flow cytometry. The IFNg producing cells were
identified as a percentage of total live PBMC, monocytes,
lymphocytes or CD4+, CD8+, and CD4/CD8 double-negative
cells within the lymphocyte population (Figure 1). None of the
subpopulations had a difference in the percentage of IFNg
producing cells in the identified cell populations between WT
or LAV treatments (Figure 4). Collectively, the IFNg production
by PBMC detected with flow cytometry was consistent with that
determined through quantitative RT-PCR and showed that there
was no disparity even among the subpopulation of cells. Quantification of Active Virus We have analyzed the relative expression of thirteen selected
genes, encoding for proteins involved in host innate responses to
viral infections, following the infection of sheep PBMC with WT
SPPV and LAV SPPV to understand better the interaction
between SPPV and its host. The quantification of replicating virus in PBMC incubated with
WT virus reveals a higher viral load, close to a log difference,
compared to LAV (Figure 5). This trend is maintained after
removing monocytes from the whole PBMC. More than one log
reduction was observed for both WT and LAV in CD14- cells
(Figure 5). These changes were not statistically significant after
analysis was performed. RIG-1 expression was also measured in
CD14- cells where an increase was observed when compared to
CD14- control cultures (77.5 FC in WT and 77.9 F in LAV;
Supplementary Figure 3). Among the mRNA of the pattern recognition receptors
(PRRs), we have observed that RIG-1 was highly expressed in
PBMC infected with WT and LAV, suggesting that RIG-1 may
play an essential role in innate recognition of SPPV. As RIG-1 is
a sensor for dsRNA (27), the high expression of this receptor in
both WT and LAV suggests that dsRNA intermediates are
produced during SPPV infection. Indeed, previous studies
showed that some dsDNA viruses, such as poxviruses, that
replicate and transcribe their genomes and assemble infectious N1L Protein in VACV and SPPV Modeling N1L Protein in VACV and SPPV Modeling
To investigate the lack of downstream signal following the
activation of RIG-1, including the absence of NF-kb and type I
and type II interferon response, we analyzed the capripoxvirus
orthologs of the vaccinia virus N1L and E3 proteins, two known
inhibitors of the signaling to NF- kb. The multiple sequence
alignment of SPPV E3 amino acid sequence with other FIGURE 5 | Active viral replication in PBMC and CD14- cells. DNAse treated
RNA was used a template for absolute quatification of the RPO30 gene. Viral
copies were calculated and the mean (n=5) plotted as box plots with
GraphPad Prism 9. Analysis was performed using ANOVA. FIGURE 4 | Flow cytometry analysis of the expression of IFNg in PBMC
subpopulations. The box plots represent the percentage of IFNg expression in
healthy sheep PBMC sub-population infected with either WT SPPV or LAV SPPV. FIGURE 5 | Active viral replication in PBMC and CD14- cells. DNAse treated
RNA was used a template for absolute quatification of the RPO30 gene. Viral
copies were calculated and the mean (n=5) plotted as box plots with
GraphPad Prism 9. Analysis was performed using ANOVA. FIGURE 4 | Flow cytometry analysis of the expression of IFNg in PBMC
subpopulations. The box plots represent the percentage of IFNg expression in
healthy sheep PBMC sub-population infected with either WT SPPV or LAV SPPV. FIGURE 5 | Active viral replication in PBMC and CD14- cells. DNAse treated
RNA was used a template for absolute quatification of the RPO30 gene. Viral
copies were calculated and the mean (n=5) plotted as box plots with
GraphPad Prism 9. Analysis was performed using ANOVA. FIGURE 4 | Flow cytometry analysis of the expression of IFNg in PBMC
subpopulations. The box plots represent the percentage of IFNg expression in
healthy sheep PBMC sub-population infected with either WT SPPV or LAV SPPV. June 2021 | Volume 12 | Article 666543 Frontiers in Immunology | www.frontiersin.org 6 SPPV Increases Sheep RIG-1 Expression In-Vitro Chibssa et al. particles exclusively in the cytoplasm of cells produce dsRNA
intermediates (28). The production of IFNg did not differ
between WT and LAV in any of the cell populations when
analyzed through flow cytometry, which is consistent with
mRNA expression data. However, the highest IFNg expression
was seen in the monocyte cell population. It has already been
shown that SPPV can infect monocytes (29). N1L Protein in VACV and SPPV Modeling We confirmed this
by observing a reduced replication of both WT and LAV in
CD14- and no significant difference in the expression of RIG-1
when monocytes are removed from culture. RIG-1 expression
was significantly higher in PBMC infected with WT than in those
infected with LAV, suggesting that WT infection in PBMC
produces more dsRNA intermediates than LAV. Our finding is
consistent with the observation that active virus in infected
PBMC is one log higher in WT infection than LAV, with this
effect likely produced during the infection of monocytes. This
suggests that the lower replication of LAV directly results in a
lower number of dsRNA intermediates and consequent lower
RIG-1 expression when compared to WT virus. This further
suggests RIG-1 expression is a direct result of active viral
replication yielding dsRNA intermediates. It was interesting to
notice that among the tested PRRs, only RIG-1 was significantly
positively expressed, suggesting that host sensing of SPPV ds
RNA intermediates is mostly through RLRs than TLRs. expression after sorting infected and non-infected cells. Interestingly, our data analysis shows a strong positive
correlation between the PRR RIG-1 and IL-10, both positively
significantly expressed in WT and LAV SPPV infected PBMC. The strong positive correlation between RIG-1 and IL-10
suggests that the anti-inflammatory properties of IL-10 could
mediate immune evasion of SPPV. Anti-inflammatory cytokines
such as IL-10 create an inhibitory environment (34). On the
other hand, RIG-1 negatively correlated with IFNg, a necessary
cytokine for driving Th1 cell-mediated immunity to control viral
infections. Curiously, the activation of RIG-1 did not lead to the
subsequent expression of other signaling molecules of the RIG-1
pathway. For instance, our data suggested that the production of
NF-kb and type I and type II interferon response were
comparable between treated and control PBMC. The flow
cytometry results further supported the absence of specific expression after sorting infected and non-infected cells. Interestingly, our data analysis shows a strong positive
correlation between the PRR RIG-1 and IL-10, both positively
significantly expressed in WT and LAV SPPV infected PBMC. The strong positive correlation between RIG-1 and IL-10
suggests that the anti-inflammatory properties of IL-10 could
mediate immune evasion of SPPV. Anti-inflammatory cytokines
such as IL-10 create an inhibitory environment (34). On the
other hand, RIG-1 negatively correlated with IFNg, a necessary
cytokine for driving Th1 cell-mediated immunity to control viral
infections. N1L Protein in VACV and SPPV Modeling Curiously, the activation of RIG-1 did not lead to the
subsequent expression of other signaling molecules of the RIG-1
pathway. For instance, our data suggested that the production of
NF-kb and type I and type II interferon response were
comparable between treated and control PBMC. The flow
cytometry results further supported the absence of specific
IFNg production following PBMC infection with SPPV. A possible explanation is that SPPV-encoded virokines
inhibited RIG-1 downstream signaling leading to a type 1
interferon response. For instance, SPPV possesses VACV
orthologous genes encoding for E3, A52, and N1L proteins, all
known to interfere with the downstream regulation of RIG-1
(26). Of interest, previous reports have shown that N1L promotes
the virulence of VACV (35) through various mechanisms such
the inhibition to signaling to NF-kb (24–26), as well as the IL-1b
and TLR4 signaling cascades (25). The sequence alignment of the
E3 showed the conservation of essential residues between SPPV
and vaccinia virus. The quaternary structure modeling of SPPV
N1L, in comparison to VACV, showed that the two proteins
display similarities in their structures, suggesting that the SPPV
ortholog of N1L protein could play the same function of
inhibiting NF-kb signaling. This signaling is responsible for
triggering pro-inflammatory activity in the host, indicating the
importance of SPPV N1L as a virulence factor (36). There was a high inter-individual variability for cytokines
compared to PRRs, though the levels of both cytokines and PPRs
appeared to be characteristics of different donors. Indeed, in each
donor, the cytokine levels and PRRs levels followed the same
trend independently of the SPPV strain used for PBMC
infection. Similar inter-individual variabilities in cytokine
productions in human PBMC were previously reported and
attributed to polymorphisms in genes that control cytokines
expression (25, 30). Among the tested cytokines, the expressions
of TNFa, IL-15, and IL-10 were all significantly upregulated,
suggesting that they may play an essential role in SPPV
infections. A similar increase in IL-10 expression following
SPPV infection in vivo has been reported (31). IL-10 is a
critical anti-inflammatory cytokine secreted by monocytes
following their infection with pathogens, and increased
production of IL-10 following infection by other poxviruses
has been previously reported (25, 32). In addition, an IL-10
gene homolog deficient LSDV conferred cross-protective
immunity when used as a live attenuated vaccine in both sheep
and goats (33). These findings suggest the ability of SPPV to
attenuate host immune responses during infection. N1L Protein in VACV and SPPV Modeling In conclusion, we have demonstrated that innate immunity is
essential as a host defense response against SPPV infections by
identifying critical innate mechanisms that follow PBMC
exposure to SPPV. The findings will enable us to compensate
for deficiencies in our knowledge of cellular mechanisms that
activate innate immunity in sheep PBMC infected with SPPV. The data generated will also help develop inactivated vaccines for
SPPV and other pox viral diseases in small and large ruminants
by incorporating adjuvants that will yield the desired innate
immune activation pathway. Similarly, the increase in TNFa production following
poxvirus infection has been reported (25). It was interesting to
note the upregulation of inflammatory cytokines IL-15 and
TNFa in response to PBMC infection with SPPV. Virus
infections result in an inflammatory environment with an
increased IL-15 and TNFa and the subsequent recruiting of
antigen-presenting cells to the infection site, leading to the
induction of an adaptive immune response. However, IL-10
can inhibit those effects. This dichotomy of inflammatory and
anti-inflammatory cytokine expressions could also result from
the expression of different cytokines from infected and non-
infected cells. Therefore, it would be worth looking at cytokine DATA AVAILABILITY STATEMENT The datasets presented in this study can be found in online
repositories. The names of the repository/repositories and accession
b ( )
b f
d i th
ti l /S
l
t
M t i l The datasets presented in this study can be found in online
repositories. The names of the repository/repositories and accession
number(s) can be found in the article/Supplementary Material. number(s) can be found in the article/Supplementary Material. Frontiers in Immunology | www.frontiersin.org REFERENCES 13. Rubins KH, Hensley LE, Jahrling PB, Whitney AR, Geisbert TW, Huggins JW,
et al. The Host Response to Smallpox: Analysis of the Gene Expression
Program in Peripheral Blood Cells in a Nonhuman Primate Model. PNAS
(2004) 101(42):15190–5. doi: 10.1073/pnas.0405759101 1. Carn VM. Control of Capripoxvirus Infections. Vaccine (1993) 11
(13):1275–9. doi: 10.1016/0264-410X(93)90094-E 1. Carn VM. Control of Capripoxvirus Infections. Vaccine (1993) 11
(13):1275–9. doi: 10.1016/0264-410X(93)90094-E 2. Tulman ER, Afonso CL, Lu Z, Zsak L, Sur J-H, Sandybaev NT, et al. The
Genomes of Sheeppox and Goatpox Viruses. J Virol (2002) 76(12):6054–61. doi: 10.1128/jvi.76.12.6054-6061.2002 14. Gulbahar MY, Davis WC, Yuksel H, Cabalar M. Immunohistochemical
Evaluation of Inflammatory Infiltrate in the Skin and Lung of Lambs
Naturally Infected With Sheep Pox Virus. Vet Path (2006) 43(1):1–67. doi: 10.1354/vp.43-1-67 3. Diallo A, Viljoen GJ. Genus Capripoxvirus. In: Mercer AA, Schmidt A,
Weber O, editors. Poxviruses. Basel, Switzerland: Birkhäuser Advances in
Infectious Diseases (2007). Available at: https://doi.org/10.1007/978-3-
7643-7557-7_8. 15. Norian R, Ahangaran NA, Vashovi HR, Azadmehr A. Evaluation of Cell-
Mediated Immune Response in PBMCs of Calves Vaccinated by Capri Pox
Vaccines Using ELISA and Real-Time RT-PCR. Res Mol Med (2017) 5(2):3–8. doi: 10.29252/rmm.5.2.3 4. Babiuk S, Bowden TR, Boyle DB, Wallace DB, Kitching P. Capripoxviruses:
An Emerging Worldwide Threat to Sheep, Goats and Cattle. Transbound
Emerg Dis (2008) 55:263–72. doi: 10.1111/j.1865-1682.2008.01043.x 16. Takeuchi O, Akira S. Recognition of Viruses by Innate Immunity. Immunol
Rev (2007) 220(1):214–24. doi: 10.1111/j.1600-065X.2007.00562.x 5. Wolff J, King J, Moritz T, Pohlmann A, Hoffmann D, Beer M, et al. Experimental Infection and Genetic Characterization of Two Different
Capripox Virus Isolates in Small Ruminants. Viruses (2020) 12(10):1098. doi: 10.3390/v12101098 17. Lamien CE, Lelenta M, Goger W, Silber R, Tuppurainen E, Matijevic M, et al. Real Time PCR Method for Simultaneous Detection, Quantitation and
Differentiation of Capripoxviruses. J Virol Methods (2011) 171(1):134–40. doi: 10.1016/j.jviromet.2010.10.014 18. Reed LJ, Muench H. A Simple Method of Estimating Fifty Per Cent Endpoints. Am J Hyg (1938) 27(3):493–7. doi: 10.1093/oxfordjournals.aje.a118408 6. Hamdi J, Bamouh Z, Jazouli M, Boumart Z, Tadlaoui KO, Fihri OF, et al. Experimental Evaluation of the Cross-Protection Between Sheeppox and
Bovine Lumpy Skin Vaccines. Sci Rep (2020) 10(1):8888. doi: 10.1038/
s41598-020-65856-7 19. Kangethe RT, Pichler R, Chuma F, Cattoli G, Wijewardana V. Bovine
Monocyte Derived Dendritic Cell Based Assay for Measuring Vaccine
Immunogenicity In Vitro. Vet Immunol Immunopath (2018) 197:39–48. doi: 10.1016/j.vetimm.2018.01.009 7. World Organisation for Animal Health (OIE). (2021). AUTHOR CONTRIBUTIONS The Supplementary Material for this article can be found online
at: https://www.frontiersin.org/articles/10.3389/fimmu.2021. 666543/full#supplementary-material The Supplementary Material for this article can be found online
at: https://www.frontiersin.org/articles/10.3389/fimmu.2021. 666543/full#supplementary-material CEL, RTK and VW conceptualized the work, TRC, RTK, RP, ELS
and VW carried out the lab experiments, TRC, RTK, YL, VW
and CEL analyzed and drafted the manuscript. All authors
contributed to the article and approved the submitted version. CEL, RTK and VW conceptualized the work, TRC, RTK, RP, ELS
and VW carried out the lab experiments, TRC, RTK, YL, VW
and CEL analyzed and drafted the manuscript. All authors
contributed to the article and approved the submitted version. Supplementary Figure 1 | Ortholog modeling of N1L from SPPV Djelfa. Structural comparison between (A) N1L protein of Vaccinia virus (PBD 2I39) and (B)
SPPV Djelfa ortholog predicted model, (C) Overlay of both structures, (D) Sequence
alignment of N1L protein from different poxviruses. ACKNOWLEDGMENTS Supplementary Figure 2 | Sequence alignment of E3 protein from different
poxviruses. We thank Dr. Eveline Wodak (AGES) for the support in
determining the health status of the animals and Dr. Bernhard
Reinelt of Viechdoktorei, Tierarztpraxis Leithaprodersdorf OG for
providing bovine blood. We also thank Dr. Hafsa Madani (Institut Supplementary Figure 3 | RIG-1 expression in CD14- cells. The expression of
RIG-1 was significantly upregulated in CD14- cells. Note that the expression RIG-1 Supplementary Figure 3 | RIG-1 expression in CD14- cells. The expression of
RIG-1 was significantly upregulated in CD14- cells. Note that the expression RIG-1
was similar in WT when compared to LAV. Data represent the Log2 FC of five
independent experiments. RIG-1 was significantly upregulated in CD14- cells. Note that the expression RIG-1
was similar in WT when compared to LAV. Data represent the Log2 FC of five
independent experiments. ETHICS STATEMENT Ethical review and approval was not required for the animal
study because the blood was collected by a local veterinarian Frontiers in Immunology | www.frontiersin.org June 2021 | Volume 12 | Article 666543 7 SPPV Increases Sheep RIG-1 Expression In-Vitro Chibssa et al. (Viechdoktorei, Tierarztpraxis Leithaprodersdorf OG) and
determined clinically healthy. The blood was collected as a part
of randomized screening for Maedi-visna and Bluetongue Virus
in sheep by the Austrian Agency for Health and Food
Safety (AGES). National de la Médecine Vétérinaire, Laboratoire Central
Vétérinaire; Algeria), Dr. Mehdi El Harrak (Biopharma, Morocco)
for providing the SPPV WT and SPPV LAV samples respectively. REFERENCES Available at: https://
www.oie.int/en/disease/sheep-pox-and-goat-pox/ (Accessed June 1, 2021). 8. Kitching RP. Vaccines for Lumpy Skin Disease, Sheep Pox and Goat Pox. In:
Brown F, Roth JA, editors. Vaccines for OIE List A and Emerging Animal
Diseases. Dev Biol (2003) 114:161–7. doi: 10.1159/issn.1424-6074 20. Sassu EL, Kangethe RT, Settypalli TBK, Chibssa TR, Giovanni C,
Wijewardana V. Development and Evaluation of a Real-Time PCR Panel
for the Detection of 20 Immune Markers in Cattle and Sheep. Vet Immunol
Immunopath (2020) 227:110092. doi: 10.1016/j.vetimm.2020.110092 9. McFadden G. Poxvirus Tropism. Nat Rev Microbiol (2005) 3:201–13. doi: 10.1038/nrmicro1099 21. Settypalli TBK, Lamien CE, Spergser J, Lelenta M, Wade A, Gelaye E, et al. One-Step Multiplex RT-Qpcr Assay for the Detection of Peste des petits
ruminants virus, Capripoxvirus, Pasteurella multocida and Mycoplasma
capricolum subspecies (ssp.) capripneumoniae. PloS One (2016) 11(4):
e0153688. doi: 10.1371/journal.pone.0153688 10. Tuppurainen ESM, Pearson CR, Bachanek-Bankowska K, Knowles NJ,
Amareen S, Frost L, et al. Characterization of Sheep Pox Virus Vaccine for
Cattle Against Lumpy Skin Disease Virus. Antiviral Res (2014) 109(1):1–6. doi: 10.1016/j.antiviral.2014.06.009 22. PfafflMW. A New Mathematical Model for Relative Quantification in Real-
Time RT-PCR. Nucleic Acids Res (2001) 29(9):e45. doi: 10.1093/nar/
29.9.e45 11. Norian R, Ahangaran NA, Vashovi HR, Azadmehr A. Evaluation of
Humoral and Cell-Mediated Immunity of Two Capripoxvirus Vaccine
Strains Against Lumpy Skin Disease Virus. Iran J Virol (2016) 10(4):1–
11. doi: 10.21859/isv.10.4.1 23. Wickham H. Ggplot2: Elegant Graphics for Data Analysis. Cham, Switzerland:
Springer (2016). Available at: https://doi.org/10.1007/978-3-319-24277-4. 12. Chibssa TR, Grabherr R, Loitsch A, Settypalli TBK, Tuppurainen E, Nwankpa N,
et al. A Gel-Based Pcr Method to Differentiate Sheeppox Virus Field Isolates
From Vaccine Strains. Virol J (2018) 15(1):1–7. doi: 10.1186/s12985-018-0969-8 24. DiPerna G, Stack J, Bowie AG, Boyd A, Kotwal G, Zhang Z, et al. Poxvirus
Protein N1L Targets the I-Kb Kinase Complex, Inhibits Signaling to NF-kB by June 2021 | Volume 12 | Article 666543 Frontiers in Immunology | www.frontiersin.org 8 SPPV Increases Sheep RIG-1 Expression In-Vitro Chibssa et al. the Tumor Necrosis Factor Superfamily of Receptors, and Inhibits NF-kB and
IRF3 Signaling by Toll-Like Receptors. J Biol Chem (2004) 279(35):36570–78. doi: 10.1074/jbc.M400567200 33. Boshra H, Truong T, Nfon C, Bowden TR, Gerdts V, Tikoo S, et al. A Lumpy
Skin Disease Virus Deficient of an IL-10 Gene Homologue Provides Protective
Immunity Against Virulent Capripoxvirus Challenge in Sheep and Goats. Antiviral Res (2018) 123:39–49. doi: 10.1016/j.antiviral.2015.08.016 25. REFERENCES Zhang Z, Abrahams MR, Hunt LA, Suttles J, Marshall W, Lahiri DK, et al. The
Vaccinia Virus N1L Protein Influences Cytokine Secretion in Vitro After
Infection. Ann N Y Acad Sci (2005) 1056:69–86. doi: 10.1196/annals.1352.005 34. Subramanian Iyer S, Cheng G. Role of Interleukin 10 Transcriptional
Regulation in Inflammation and Autoimmune Disease. Crit Rev Immunol
(2012) 32(1):23–63. doi: 10.1615/CritRevImmunol.v32.i1.30 26. Smith GL, Talbot-Cooper C, Lu Y. How Does Vaccinia Virus Interfere With
Interferon? Advs Virus Res (2008) 100:355–78. doi: 10.1016/bs.aivir.2018. 01.003 35. Bartlett N, Symons JA, Tscharke DC, Smith GL. The Vaccinia Virus N1L
Protein Is an Intracellular Homodimer That Promotes Virulence. J Gen Virol
(2002) 83(8):1965–76. doi: 10.1099/0022-1317-83-8-1965 27. Dixit E, Kagan JC. Intracellular Pathogen Detection by RIG-I-Like Receptors. Advs Immunol (2013) 117:99–125. doi: 10.1016/B978-0-12-410524-9.00004-9 36. Maluquer de Motes C, Cooray S, Ren H, Almeida GM, McGourty K, Bahar MW,
et al. Inhibition of Apoptosis and NF-kb Activation by Vaccinia Protein N1 Occur
Via Distinct Binding Surfaces and Make Different Contributions to Virulence. 28. Moss B. Poxvirus DNA Replication. Cold Spring Harb Perspect Biol (2013) 5:
a010199. doi: 10.1101/cshperspect.a010199 PloS Pathog (2011) 7(12):e1002430. doi: 10.1371/journal.ppat.1002430 29. Embury-Hyatt C, Babiuk S, Manning L, Ganske S, Bowden TR, Boyle DB,
et al. Pathology and Viral Antigen Distribution Following Experimental
Infection of Sheep and Goats With Capripoxvirus. J Comp Pathol (2012)
146(2-3):106–15. doi: 10.1016/j.jcpa.2011.12.001 Conflict of Interest: The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. 30. Yaqoob P, Newsholme EA, Calder PC. Comparison of Cytokine Production in
Cultures of Whole Human Blood and Purified Mononuclear Cells. Cytokine
(1999) 11(8):600–5. doi: 10.1006/cyto.1998.0471 Copyright © 2021 Chibssa, Kangethe, Berguido, Settypalli, Liu, Grabherr, Loitsch,
Sassu, Pichler, Cattoli, Diallo, Wijewardana and Lamien. This is an open-access
article distributed under the terms of the Creative Commons Attribution License
(CC BY). The use, distribution or reproduction in other forums is permitted, provided
the original author(s) and the copyright owner(s) are credited and that the original
publication in this journal is cited, in accordance with accepted academic practice. No
use, distribution or reproduction is permitted which does not comply with these terms. y
31. Abu-El-Saad AAS, Abdel-Moneim AS. Modulation of Macrophage Functions
by Sheeppox Virus Provides Clues to Understand Interaction of the Virus
With Host Immune System. Virol J (2005) 2:22. doi: 10.1186/1743-422X-2-22 32. June 2021 | Volume 12 | Article 666543 REFERENCES Wong PS, Sutejo R, Chen H, Ng SH, Sugrue RJ, Tan BH. A System Based-
Approach to Examine Cytokine Response in Poxvirus-Infected Macrophages. Viruses (2018) 10(12):692. doi: 10.3390/v10120692 June 2021 | Volume 12 | Article 666543 Frontiers in Immunology | www.frontiersin.org 9
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Clinical utility of brain-derived neurotrophic factor as a biomarker with left ventricular echocardiographic indices for potential diagnosis of coronary artery disease
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Scientific reports
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Clinical utility of brain-derived neurotrophic factor as a
biomarker with left ventricular echocardiographic
indices for potential diagnosis of coronary artery disease.
K Monisha, Paramasivam Prabu, M Chokkalingam, Ram Murugesan, Dragan
Milenkovic, Shiek Ahmed Clinical utility of brain-derived neurotrophic factor as a
biomarker with left ventricular echocardiographic
indices for potential diagnosis of coronary artery disease. K Monisha, Paramasivam Prabu, M Chokkalingam, Ram Murugesan, Dragan
Milenkovic, Shiek Ahmed To cite this version: K Monisha, Paramasivam Prabu, M Chokkalingam, Ram Murugesan, Dragan Milenkovic, et al.. Clin-
ical utility of brain-derived neurotrophic factor as a biomarker with left ventricular echocardiographic
indices for potential diagnosis of coronary artery disease.. Scientific Reports, 2020, 10 (1), pp.16359. 10.1038/s41598-020-73296-6. hal-03019741 Distributed under a Creative Commons Attribution 4.0 International License HAL Id: hal-03019741
https://hal.inrae.fr/hal-03019741v1
Submitted on 31 Mar 2021 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
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lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License www.nature.com/scientificreports www.nature.com/scientificreports Clinical utility of brain‑derived
neurotrophic factor as a biomarker
with left ventricular
echocardiographic indices
for potential diagnosis of coronary
artery disease
OPEN K. G. Monisha1, Paramasivam Prabu2, M. Chokkalingam1, Ram Murugesan3,
Dragan Milenkovic4 & Shiek S. S. J. Ahmed3* Brain-derived neurotrophic factor (BDNF) plays a central pivotal role in the development of the
cardiovascular system. Recent evidence suggests that BDNF has adverse subclinical cardiac
remodeling in participants with cardiovascular disease risk factors. Relating serum BDNF levels
with two-dimensional echocardiographic indices will provide insights into the BDNF mediated
pathophysiology in coronary artery disease (CAD) that may shed light upon potential diagnostic
biomarkers. For the study, 221 participants were recruited and classified based on coronary
angiogram examination as control (n = 105) and CAD (n = 116). All participants underwent routine
blood investigation, two-dimensional echocardiography, and serum BDNF estimation. As a result,
total cholesterol, triglyceride, low-density lipid, high-density lipid, HbA1c (glycosylated hemoglobin),
serum creatinine, eosinophils, lymphocyte, monocytes, neutrophils, and platelets were significantly
elevated in CAD individuals compared to controls. Notably, the serum BDNF was significantly lower
in individuals with CAD (30.69 ± 5.45 ng/ml) than controls (46.58 ± 7.95 ng/ml). Multivariate regression
analysis showed neutrophils, total cholesterol, left ventricular mass index, mitral inflow E/A ratio,
and pulmonary vein AR duration were associated with low BDNF in CAD. Four independent support
vector machine (SVM) models performed to ensure the BDNF level in the classification of CAD from
healthy controls. Particularly, the model with serum BDNF concentration and blood parameters of
CAD achieved significant improvement from 90.95 to 98.19% in detecting CAD from healthy controls. Overall, our analysis provides a significant molecular linkage between the serum BDNF level and
cardiovascular function. Our results contribute to the emerging evidence of BDNF as a potential
diagnostic value in CAD that might lead to clinical application. Coronary artery disease (CAD) is one of the significant causes of mortality worldwide. Endothelial dysfunc-
tion, inflammation, and atherosclerotic plaque formation lead to CAD1. Such events accelerated by diabetes,
hypertension, smoking, and obesity2. Although these risk factors predict cardiovascular events, the molecules
and their mechanism involved in CAD development are still under investigation. In the modern era, several 1Department of Cardiology, Chettinad Hospital and Research Institute, Chettinad Health City, Kelambakkam, Tamil
Nadu 603103, India. 2School of Medicine, Department of Neurology, University of New Mexico Health Sciences
Center, University of New Mexico, Albuquerque, USA. 3Drug Discovery and Multi‑Omics Laboratory, Faculty
of Allied Health Sciences, Chettinad Academy of Research and Education, Kelambakkam, Tamil Nadu 603103,
India. 4Université Clermont Auvergne, INRAe, UNH, Clermont‑Ferrand, France. Clinical utility of brain‑derived
neurotrophic factor as a biomarker
with left ventricular
echocardiographic indices
for potential diagnosis of coronary
artery disease
OPEN *email: shiekssjahmed@
gmail.com | https://doi.org/10.1038/s41598-020-73296-6 Scientific Reports | (2020) 10:16359 www.nature.com/scientificreports/ Table 1. Characteristics of the study population in anthropometric and blood parameters. *Significance at
p < 0.05. Clinical parameters
Without CAD
With CAD
p value
Age (years)
54.49 ± 11.40
57.25 ± 10.44
0.062
BMI (kg/m2)
22.64 ± 2.27
26.23 ± 3.05
< 0.001*
Systolic BP (mmHg)
121.37 ± 13.60
123.70 ± 17.40
0.271
Diastolic BP (mmHg)
81.61 ± 12.52
82.99 ± 13.18
0.426
Platelet (LAC/C.mm)
2.18 ± 0.77
2.91 ± 1.05
< 0.001*
Basophil (%)
0.82 ± 0.43
0.88 ± 0.66
0.4
Eosinophil (%)
5.06 ± 2.20
6.53 ± 3.13
< 0.001*
Lymphocyte (%)
29.38 ± 7.73
36.27 ± 14.59
< 0.001*
Monocyte (%)
5.66 ± 2.02
7.85 ± 2.59
< 0.001*
Neutrophil (%)
52.24 ± 12.67
57.89 ± 17.71
< 0.001*
HbA1c (%)
4.73 ± 0.38
6.42 ± 1.16
< 0.001*
HDL cholesterol (mg/dL)
47.12 ± 9.00
35.81 ± 8.24
< 0.001*
LDL cholesterol (mg/dL)
84.27 ± 15.07
132.85 ± 36.95
< 0.001*
TGL cholesterol (mg/dL)
96.29 ± 18.43
142.16 ± 59.04
< 0.001*
T.Cholesterol (mg/dL)
131.25 ± 24.77
194.69 ± 66.03
< 0.001*
Serum creatinine (mg/dL)
0.84 ± 0.23
1.06 ± 0.40
< 0.001*
BDNF (ng/mL)
46.58 ± 7.95
30.69 ± 5.45
< 0.001* Table 1. Characteristics of the study population in anthropometric and blood parameters. *Significance at
p < 0.05. molecular techniques such as genomics, transcriptomics, proteomics, and metabolomics plays a crucial role to
understand the molecular mechanism of CAD, which pave the way to discover molecular diagnostic markers3 molecular techniques such as genomics, transcriptomics, proteomics, and metabolomics plays a crucial role to
understand the molecular mechanism of CAD, which pave the way to discover molecular diagnostic markers3 p
y
g
In recent times several markers such as high sensitive c-reactive protein (hs-CRP), interleukins, monocyte
chemoattractant protein-1 (MCP-1), TNF-α, serum amyloid A (SAA), vascular adhesion molecule 1 (VCAM-
1), selectins, vascular endothelial growth factor (VEGF), matrix metalloproteinases (MMPS) and soluble CD40
ligand is identified4. Of which, few are clinically useful to detect CAD, whereas other markers are neglected
due to lack of direct involvement pathophysiological events of CAD5. For example, hs-CRP is one of the known
inflammatory markers proven associated with two-dimensional echocardiography of CAD individuals6. There-
fore, any new marker needs to be cross-linked with the gold standard imaging techniques making it useful for
clinical application. Clinical utility of brain‑derived
neurotrophic factor as a biomarker
with left ventricular
echocardiographic indices
for potential diagnosis of coronary
artery disease
OPEN Brain-derived neurotrophic factor (BDNF) is a neurotrophic protein expressed in the central and peripheral
circulation7. Although BDNF is a neurotrophic protein, it plays a vital role in the cardiac system8. Importantly,
BDNF involved in the development of heart9, endothelial cells10, vascular smooth muscle cells11, macrophages12,
lymphocytes13 and atherosclerotic vessels11. Recent research emphasizes that BDNF induces oxidative stress by
activating oxidase enzyme in the coronary artery vasculature14. Low serum BDNF was observed in patients with
CAD that causing future coronary events15. In general, the ventricular function has been assessed by the two-
dimensional echocardiographic imaging recommended by the American Society of Echocardiography (ASE)16. Relating serum BDNF levels with echocardiographic indices may provide the involvement of BDNF in cardiac
systems, which may be useful in developing a potential alternative method for CAD diagnosis. Recently Bahls
et al., 2019 showed the association between low BDNF and echocardiographic indices in participants with tra-
ditional risk factors of future CAD17. However, the role of BDNF with cardiac left ventricular function and its
ability to classify CAD from healthy controls is less well known.h y
y
y
This study aimed to investigate the relationship between serum BDNF levels with biochemical and echocar-
diographic indices in 221 participants for its utility as a CAD marker. We identified a significant molecular link-
age between the BDNF with biochemical changes and echocardiographic indices associated with cardiovascular
function. Further, we construct an automated CAD detection model using a support vector machine with BDNF
showing improved accuracy making a rapid decision in CAD. BDNF and CAD associated clinical and echocardiography parameters.
To determ BDNF and CAD associated clinical and echocardiography parameters. To determine the associa-
tion between serum BDNF levels and clinical parameters, the CAD patients were quartile grouped as low and
high (described in the method section). The BDNF concentration with ≤ 29.91 ng/ml considered as a low BDNF
group, and those with levels > 29.92 ng/ml are considered a high BDNF group. The Supplementary Table A1
shows the characteristics of collected blood parameters and echocardiographic indices in low and high BDNF
group. Elevated platelets, basophils, eosinophils, lymphocytes, monocytes, neutrophils, LDL, TGL, total choles-
terol, HbA1c, and serum creatinine were observed in low BDNF group of CAD patients. In contrast, significant
decreased BMI and HDL noticed in low BDNF groups compared to the high BDNF group. Similarly, the echo-
cardiographic indices in low BDNF shows evaluated Biplane LVEF, PV AR (m/s), GLS LVEF, and decreased
LVMI, MV E/A ratio, IVRT (ms), and PV S/D ratio compared to the high BDNF group. The statistical analysis
of blood parameters and echocardiographic indices confirms the significance between the low and high BDNF
groups, except LAD, MV S E/e’ ratio, and L E/e’ ratio (Supplementary Table A2). Multivariate regression analysis. We performed a multivariate regression analysis to determine the
blood parameters influencing low BDNF concentration in CAD (Table 3). The neutrophils (β = − 0.494, p ≤ 0.001)
and total cholesterol (β = − 0.407, p ≤ 0.001) were noticed to contribute low BDNF concentration in CAD with
a model fit measure of r = 0.725 and r-square = 0.526. Similarly, the echocardiographic indices (Table 4), LVMI
(β = 0.3380, p ≤ 0.001), MV E/A (β = − 0.3751, p ≤ 0.001), PV AR (β = − 0.3444, p ≤ 0.001) and Biplane LVEF
(β = 0.3467, p = 0.010) were significantly linked with low BDNF concentration in CAD with a model fit measure
r = 0.826 and r-square = 0.683. Overall, the analysis suggests low BDNF concentration is the measure of both
blood (neutrophils and total cholesterol) and echocardiographic indices (LVMI, MV E/A, PV AR, and Biplane
LVEF) in CAD. Support vector machine classification of CAD from control. Support vector machine (SVM) based
classification model was developed to determine the influence of BDNF as a biomarker in predicting CAD. Prior
to disease classification, we use SVM Attribute Evaluator with the ranker method to select most contributing
predictor variables for CAD from clinical and echocardiographic indices. Results
P
i Patients characteristics and comparative analysis. The clinical and anthropometric characteristics of
the participants involved in this study was illustrated in Table 1. All descriptive data expressed as mean ± stand-
ard deviation for control and CAD. All participants in control group are free from risk factors, Whereas the CAD
group contains 10.2% of hypertensive, 15.3% of diabetes mellitus and 5.5% of smokers. However, most CAD
participants in CAD are free from the risk factors. Further, the statistical t-test analysis showed a significant
change in BMI, platelet, eosinophils, lymphocyte, monocytes, neutrophils, HbA1c (glycosylated hemoglobin),
serum creatinine, low density lipid (LDL), high density lipid (HDL), triglyceride (TGL), and total cholesterol
in CAD compared to control (Table 1). Mainly, serum BDNF was significantly (p ≤ 0.001) decreased in CAD
(30.70 ± 5.4 ng/ml) compared to the control (46.580 ± 7.9 ng/ml). Although basophils, systolic, and diastolic
pressure showed variations in CAD, but not statistically significant. Scientific Reports | (2020) 10:16359 | https://doi.org/10.1038/s41598-020-73296-6 www.nature.com/scientificreports/ Table 2. Echocardiographic indices of the participants with CAD and without CAD. Biplane LVEF (biplane
left ventricular ejection fraction); LAD (left atrial diameter), LVMI (left ventricular mass index), MV E/A
(Mitral inflow E/A ratio), Le’ /Se’(mitral lateral/septal peak myocardial early diastolic velocity), IVRT
(isovolumetric relaxation time), PV AR (pulmonary vein AR duration), PV S/D (pulmonary vein systole /
diastole ratio) and GLS EF (global longitudinal strain). *Significance at p < 0.05. Echo indices
Without CAD
With CAD
p value
Biplane LVEF (%)
61.08 ± 3.01
44.75 ± 7.01
< 0.001*
LAD (cm)
3.25 ± 0.30
3.45 ± 0.51
< 0.001*
LVMI (g/m2)
82.31 ± 24.67
100.69 ± 24.35
< 0.001*
MV E/A
1.06 ± 0.30
0.64 ± 0.45
< 0.001*
S E/e’
8.42 ± 1.01
7.20 ± 1.28
< 0.001*
L E/e’
10.46 ± 1.04
7.62 ± 1.14
< 0.001*
IVRT (ms)
80.81 ± 16.34
114.57 ± 23.61
< 0.001*
PV AR (m/s)
32.19 ± 5.80
27.78 ± 5.24
< 0.001*
PV S/D
0.69 ± 0.23
1.29 ± 0.57
< 0.001*
GLS EF (%)
− 16.18 ± 0.47
− 13.94 ± 1.27
< 0.001* Table 2. Echocardiographic indices of the participants with CAD and without CAD. Results
P
i Biplane LVEF (biplane
left ventricular ejection fraction); LAD (left atrial diameter), LVMI (left ventricular mass index), MV E/A
(Mitral inflow E/A ratio), Le’ /Se’(mitral lateral/septal peak myocardial early diastolic velocity), IVRT
(isovolumetric relaxation time), PV AR (pulmonary vein AR duration), PV S/D (pulmonary vein systole /
diastole ratio) and GLS EF (global longitudinal strain). *Significance at p < 0.05. Table 2. Echocardiographic indices of the participants with CAD and without CAD. Biplane LVEF (biplane
left ventricular ejection fraction); LAD (left atrial diameter), LVMI (left ventricular mass index), MV E/A
(Mitral inflow E/A ratio), Le’ /Se’(mitral lateral/septal peak myocardial early diastolic velocity), IVRT
(isovolumetric relaxation time), PV AR (pulmonary vein AR duration), PV S/D (pulmonary vein systole /
diastole ratio) and GLS EF (global longitudinal strain). *Significance at p < 0.05. Table 2. Echocardiographic indices of the participants with CAD and without CAD. Biplane LVEF (biplane
left ventricular ejection fraction); LAD (left atrial diameter), LVMI (left ventricular mass index), MV E/A
(Mitral inflow E/A ratio), Le’ /Se’(mitral lateral/septal peak myocardial early diastolic velocity), IVRT
(isovolumetric relaxation time), PV AR (pulmonary vein AR duration), PV S/D (pulmonary vein systole /
diastole ratio) and GLS EF (global longitudinal strain). *Significance at p < 0.05. Assessment of echocardiography indices. Next, we assessed the echocardiographic indices in 221 par-
ticipants. Increased left atrial diameter (LAD), left ventricular mass index (LVMI), isovolumetric relaxation
time (IVRT), pulmonary vein systole / diastole ratio (PV S/D) and decreased biplane left ventricular ejection
fraction (LVEF), Mitral inflow E/A ratio (MV E/A ratio), mitral septal peak myocardial early diastolic velocity
(S E/e′ ratio), mitral lateral peak myocardial early diastolic velocity (L E/e′ ratio), pulmonary vein AR duration
(PV AR), and global longitudinal strain (GLS LVEF) were observed in the CAD compared to the control. The
statistical analysis confirms the variation in echocardiographic indices of CAD compared to control (Table 2). BDNF and CAD associated clinical and echocardiography parameters.
To determ The BMI, HbA1c, HDL, LDL, and
Total cholesterol were identified as the five most important blood predictor variables of CAD. Whereas in echo-
cardiographic indices, Biplane LVEF, LAD, L E/e, IVRT, and GLS LVEF were determined as important indices
for CAD prediction (Table 5). To check influence of BDNF in predicting CAD, four independent SVM models
were developed, the model-A was trained with BMI, HbA1c, HDL, LDL, and Total cholesterol (Table 5). The
model-B contains Biplane LVEF, LAD, L E/e, IVRT, and GLS LVEF echocardiographic indices (Table 5). The
model-C was trained with model-A attributes along with BDNF concentration. Similarly, model-D was trained
with model-B attributes along with BDNF concentration. The accuracy, True Positive (TP) rate, False Positive
(FP) rate, precision, recall, F-measure, and Receiver operating characteristic (ROC) of each model shown in
Table 5. All SVM models showed accuracy over 90%. For instance, model-A showed 90.95% accuracy, whereas
adding the serum BDNF concentration in model-C showed 98.19% improved accuracy in detection CAD. As Scientific Reports | (2020) 10:16359 | https://doi.org/10.1038/s41598-020-73296-6 www.nature.com/scientificreports/ Table 3. Multivariate regression analysis showing low BDNF contributing blood parameters in CAD. Data are
represented with β and p values with 95% confidence interval. *Significance at p < 0.05. Predictor
Univariate analysis
Multivariate analysis
Coefficient correlation
p value
95% confidence interval
β
95% confidence interval
p value
Age (years)
0.06
0.63
− 0.075 to 0.04
BMI (kg/m2)
0.11
0.38
− 0.12 to 0.30
Systolic BP (mmHg)
0.05
0.70
− 0.04 to 0.03
Diastolic BP (mmHg)
0.03
0.79
− 0.04 to 0.05
Platelet (LAC/C.mm)
0.11
0.40
− 0.38 to 0.92
Basophil (%)
0.04
0.76
− 0.754 to 1.03
Eosinophil (%)
0.04
0.73
− 0.28 to 0.20
Lymphocyte (%)
0.02
0.87
− 0.03 to 0.04
Monocyte (%)
0.12
0.35
− 0.13 to 0.37
Neutrophil (%)
0.61
< 0.001*
− 0.11 to 0.05
− 0.494
− 0.09 to 0.04
< 0.001*
HDL cholesterol (mg/dL) 0.01
0.93
− 0.08 to 0.09
LDL cholesterol (mg/dL)
0.12
0.34
− 0.01 to 0.02
TGL cholesterol (mg/dL)
0.01
0.91
− 0.0098 to 0.01
T.Cholesterol (mg/dL)
0.54
< 0.001*
− 0.02 to 0.01
− 0.407
− 0.020 to 0.007
< 0.001*
HbA1c (%)
0.013
0.92
− 0.52 to 0.58
Serum Creatinine (mg/
dL)
0.12
0.3
− 1.03 to 2.72 Table 3. Multivariate regression analysis showing low BDNF contributing blood parameters in CAD. Data are
represented with β and p values with 95% confidence interval. Discussion
h
b Similarly,
altered BDNF expression in human atheromatous intima, adventitia, macrophages, and smooth muscle cells in
atherosclerotic coronary arteries14. These results suspect us to investigate the association of serum BDNF with
echocardiography indices in CAD.i g
p y
Multivariate regression analysis of blood parameters showed a significant contribution of neutrophils and total
cholesterol with low BDNF (≤ 29.91 ng/ml) in angiogram proven CAD patients. Aleksandra Sustar et al., 2019
confirm the significant association of low BDNF with total cholesterol in coronary heart disease. Similar result
was noticed in the Chinese population that relates low BDNF level with cardiovascular disease risk factors22. In
addition to total cholesterol concentration, the increased neutrophils was noticed associated with low BDNF in
CAD individuals. Neutrophils play a vital role in CAD, which promotes atherothrombotic mechanisms leading
to cause myocardial infarction. Halade et al., 2013 confirm the interdependency of BDNF with neutrophils in
recruiting macrophages into the infarcted region of BDNF haploinsufficient mice25. Besides, neutrophils involved
in the release of reactive oxygen species, which activates the endothelium to deposit additional neutrophils for
plaque formation. Simultaneously, our multivariate regression analysis of low BDNF group showed a significant
association with echocariographic indices, including LVMI, MV E/A, and PV AR in angiogram proven CAD
patients. Recently, Martin Bahls et al., 2019 demonstrated the role of BDNF on left ventricular cardiac remodeling
in individuals with the risk of cardiovascular disease17. However, Martin Bahls et al., 2019 did not justify the role
of BDNF on left ventricular dysfunction in the CAD population by comparing it with healthy control. Whereas,
our results showed significant evidence of low BDNF in CAD that correlates with the echocardiograohic indices
compared to healthy control. Overall, our analysis suggests low BDNF concentration is the representative of
both blood parameters (neutrophils and total cholesterol) and echocardiographic indices (LVMI, MV E/A, PV
AR and Biplane LVEF) in CAD. p
We construct SVM models which showed significant improvement in detecting CAD with BDNF as one of
the attributes (Table 5). Recently, Akella et al., 2020 use a variety of machine learning algorithms and achieved
maximum accuracy of 93% in detecting CAD26. Interestingly our study showed benefit of adding the BDNF as
one of the attribute to SVM models that represents blood parameters (neutrophils and total cholesterol) and
echocardiography indices (LVMI, MV E/A, PV AR, and Biplane LVEF) in CAD (Tables 3, 4). Discussion
h
b BDNF has been extensively studied to promote neurogenesis18 and also plays a dominant role in the cardiovascu-
lar system19. BDNF expressed in endothelial cells, vascular smooth muscle cells, macrophages, lymphocytes, and
atherosclerotic vessels14. Framingham Heart Study 2015 suggests that high BDNF concentration was associated
with a decreased risk of CVD and mortality15. A recent study suggests the involvement of BDNF in oxidative
stress in coronary artery vasculature and atherosclerotic plaque formation20. Despite various studies, the associa-
tion of BDNF in CAD with non-invasive cardiovascular imaging techniques like two-dimension echocardiogra-
phy imaging has not been reported. Therefore, we investigated the involvement of BDNF in CAD compared to
healthy control. Elucidating the association of BDNF with CAD associated parameters may enable utilization of
BDNF as a possible diagnostic biomarker for CAD. Particularly, establishing the relationship between alerted
serum BDNF level and echocardiographic indices will help develop a potential alternative method for CAD
diagnosis. This is the first study conducted in South Indian ethnicity to assess the association of serum BDNF
levels with clinical parameters and echocardiography indices in CAD. We segmented our study design into three-
fold. First, we confirmed the significant changes in blood parameters, imaging indices, and BDNF levels in CAD
compared to controls. Second, we use multivariate regression analysis to determine the blood parameters and
imaging indices influencing low BDNF concentration in CAD. Finally, we generate SVM models to determine
the influence BDNF in improving the classification of CAD from control by including and excluding the BDNF
attribute while training and testing the models. Our present study showed decreased serum BDNF in CAD which is in agreement with Eyileten et al., 2016,
confirming the decreased serum BDNF that correlates with VCAM1 and soluble P-selectin in CAD21. Similarly,
Aleksandra Sustar et al., 2019 reports lower BDNF in the CAD associated with an increased risk of cardiovas-
cular events and mortality22. Additionally, BDNF showed a significant association with traditional risk factors,
including diabetes, hypertension, smoking, physical activity, and obesity23. Similar results observed in our study
relating low BDNF with a lipid profile and body mass index in CAD (Supplementary Table A1). Also, our
results follows the similar outcome of Jiang H et al., 2011showing association with increased LDL, TGL, and
decreased HDL levels with lower BDNF concentration in angina pectoris24. Interestingly, Ejiri et al., 2005 report
altered BDNF in the coronary circulation between coronary sinus and aorta in patients with angina. BDNF and CAD associated clinical and echocardiography parameters.
To determ *Significance at p < 0.05. Table 4. Multivariate regression analysis showing low BDNF contributing Echocardiographic indices in CAD. Data are represented with β and p values with 95% confidence interval. *Indicate significance at p < 0.05. Predictor
Univariate analysis
Multivariate analysis
Coefficient correlation
p value
95% confidence interval
β
95% confidence interval
p value
Biplane LVEF (%)
0.45
< 0.001*
0.09 to 0.30
0.35
0.03 to 0.26
0.01*
LAD (cm)
0.38
0.003*
0.752 to 3.5
0.13
− 0.19 to 1.69
0.117
LVMI (g/m2)
0.52
< 0.001*
0.034 to 0.09
0.33
0.01 to 0.05
< 0.001*
MV E/A
0.32
0.012*
0.80 to 6.36
− 0.37
− 2.63 to− 0.97
< 0.001*
S E/e’
0.04
0.743
− 0.86 to 1.21
L E/e’
0.01
0.897
− 1.40 to 1.59
IVRT (ms)
0.18
0.163
− 0.01 to 0.06
PV AR (m/s)
0.61
< 0 .001*
0.18 to 0.38
0.34
0.06 to 0.24
< 0.001*
PV S/D
0.12
0.338
− 0.95 to 2.73
GLS EF (%)
0.45
< 0.001*
− 1.62 to 0.497
0.05
− 0.47 to 0.71
0.686 Table 4. Multivariate regression analysis showing low BDNF contributing Echocardiographic indices in CAD. Data are represented with β and p values with 95% confidence interval. *Indicate significance at p < 0.05. Table 5. Model describing the parameters associated with the accuracy in classifying CAD from healthy
control. TP true positive, FP false positive, ROC receiver operating characteristic. Model
Predictor variables
TP rate
FP rate
Precision
Recall
F-measure
ROC area
Accuracy (%)
Model-A
BMI, HbA1c, HDL, LDL, and Total
cholesterol
0.911
0.086
0.913
0.910
0.91
0.912
90.95
Model-B
Biplane LVEF, LAD, L E/e, IVRT,
and GLS LVEF
0.986
0.012
0.987
0.986
0.986
0.986
98.64
Model-C
BDNF, BMI, HbA1c, HDL, LDL, and
Total cholesterol
0.986
0.015
0.987
0.986
0.986
0.986
98.19
Model-D
BDNF, Biplane LVEF, LAD, L E/e,
IVRT, and GLS LVEF
1
0
1
1
1
1
100 Table 5. Model describing the parameters associated with the accuracy in classifying CAD from healthy
control. TP true positive, FP false positive, ROC receiver operating characteristic. expected, the model-B with echocardiographic indices revealed high (98.64%) accuracy as the echocardio-
graphic imaging is the important tool that routinely used in detecting CAD. However, the model-D with serum
BDNF concentration as an additional attribute to the other echocardiographic parameters of model-B resulted
100% accuracy in detecting CAD. https://doi.org/10.1038/s41598-020-73296-6 Scientific Reports | (2020) 10:16359 | www.nature.com/scientificreports/ Methods
i
l Quantification of serum BDNF. Overnight fasting blood (4 ml) was collected from the participants in
BD vacutainer Plus Plastic Serum Tubes. The samples were immediately centrifuged at 3000 RPM for 15 min to
separate serum from other cellular material and stored at − 80 °C for future analysis. Serum BDNF levels (ng/
ml) were measured using the ELISA kit (R&D SYSTEMS, USA) following the manufacturer’s instructions. The
BDNF concentrations were measured based on the optical density (OD) curve using known standards concen-
tration provided within the kit. In addition, the cellular and biochemical parameters such as complete blood
count, lipid profile, HbA1c, and serum creatinine were determined by standard laboratory techniques as a part
of routine blood tests. Statistical analysis. Student t-test was performed to confirm the statistical significance of variables in
CAD compared to healthy controls. Serum BDNF concentration in CAD was stratified into quartiles as low and
high levels to determine its relationship with clinical and echocardiography indices. In brief, we divide CAD
patients into quartiles by merging first and second quartile to have cut-off ≤ 29.91 ng/ml, represented as low
BDNF group (n = 58). The third and fourth quartiles are merged obtaining a cut-off above 29.92 ng/ml, desig-
nated as high BDNF group (n = 58). Further, the multivariate regression analysis was performed to confirm the
major contributing clinical and echocardiography indices associated with low serum BDNF levels in the CAD. All statistical analysis was performed using SPSS software (version 21), and the significance was considered
based on p value < 0.05. Classification based on the machine learning algorithm. Support Vector Machine (SVM) is one of
the efficient and widely used supervised machine learning algorithms for disease classification27. Prior to classi-
fication, the SVM Attribute Evaluator with ranker method28 was used to select most (top five) contributing blood
parameter and echocardiographic indices to achieve maximum accuracy in CAD prediction. Further, we use
SVM in Weka software29 to generate four SVM models (model-A, B, C, and D) with selected attributes from the
data set (116 CAD and 105 control) for training and testing of each model. The predictor variables for model-A
contains BMI, HbA1c, HDL, LDL, and Total cholesterol (Table 5). Whereas the model-B contains LVEF, LAD, L
E/e, IVRT, and GLS LVEF, a top five echocardiographic indices for CAD prediction (Table 5). Methods
i
l Patient selection. The protocol of this study was approved by the institutional human ethical committee of
the Chettinad Academy of Research and Education (IHEC/10-17/Proposal No:372). All experiments were per-
formed in accordance with relevant guidelines and regulations. The individuals presenting angina pectoris were
recruited from the Chettinad Super Specialty Hospital between October 2018 to June 2019. Written informed
consent, demographic information, and health status was recorded for each participant by questionnaire. Based
on the collected data, the 221 participants were selected following the exclusion and inclusion criteria. Exclusion
criteria: the participants with the previous history of arterial revascularization such as stenting and bypass graft-
ing, myocardial infarction (MI), heart failure (following the New York Heart Association Classification), valvu-
lar heart disease, pericardial diseases, idiopathic cardiomyopathy, acute or chronic infectious diseases, severe
systemic disorders (malignancy, Immune diseases) and mental disorders. Inclusion criteria: (1) the participants
belonging to south Indian origin between age 25 and 70 years, (2) the participants of both genders with angina,
and (3) the physiological status was proven by coronary angiogram for the participant with CAD and without
CAD (healthy controls, ≤ 30% lesion). Two‑dimensional echocardiography and coronary angiogram examination. Transthoracic two-
dimensional echocardiography was performed for all participants by qualified echocardiography technologist
(KGM: one of the author) using the Esaote [MyLab 25Gold] following the American Society of Echocardiogra-
phy guidelines. The echocardiography indices such as left ventricular (LV) mass index, biplane left ventricular
ejection fraction (LVEF), early transmitral flow velocity (E), late transmitral flow velocity (A), mitral inflow E/A
ratio, isovolumetric relaxation time, mitral lateral/septal peak myocardial early diastolic velocity (Le’ and Se’),
pulmonary vein AR duration (PV AR), pulmonary vein systole/diastole (PV S/D) ratio, and global longitudinal
strain (GLS) were calculated to assess the cardiovascular function. Simultaneously, the coronary angiogram was
performed by a qualified cardiologist (CM: one of the author) using contrast agents (omnipaque and visipaque)
to determine coronary artery lesions using the GE INOVA 2100-IQ PLUS with ADW DICOM. Based on angio-
gram report, the study participants were classified as 1) CAD patients (lesion > 30% in the primary coronary
artery or its major branches) and 2) healthy controls (lesion ≤ 30%). Of those 221 participants, 116 were CAD
presenting single vessel (n = 41), double vessel (n = 39), and triple vessel disease (n = 36), while the other 105
participants with proven angiogram negative were designated as healthy control. Discussion
h
b Although our find-
ings provides significant improvement in CAD diagnostic research, there are few limitations that to be considered
before its clinical utility. First, this study includes only the South Indian population. Second, we did not follow-up
on the CAD patients. Third, the changes in BDNF levels was not studied on the improvement after the treatment
of CAD. Alternatively, strength of the this study need to be acknowledged that (1) selection of participants both
control and CAD has been proven with coronary angiogram. (2) this study integrates the blood parameters and
echocardiography indices to develop a diagnostic method that has been strengthened with a machine learning
algorithm showing better accuracy in detecting CAD. g
g
y
g
In conclusion, our study has presented a novel approach for determining the association of decreased serum
BDNF with blood parameters and echocardiography indices of CAD. The machine learning (SVM) algorithm
was developed to determine accuracy of BDNF with blood parameters and echocardiography indices for disease
classification in CAD and healthy controls. Although all our SVM models showed better accuracy in disease
classification, the model-C and model-D will be significantly improve detecting CAD using serum BDNF concen-
tration. Therefore, our results, along with machine-based disease classification, has demonstrated the emerging
evidence of BDNF in the prediction of CAD with the best accuracy value that may pave the way towards bench
side clinical application. Scientific Reports | (2020) 10:16359 | https://doi.org/10.1038/s41598-020-73296-6 www.nature.com/scientificreports/ Methods
i
l The attributes for
model-C contains BDNF concentration as an additional attribute along with the other five predictor variables
of model-A (Table 5). Similarly, the model-D contains BDNF concentration as additional attribute of model-B
for CAD (Table 5). prediction. Each data set was represented with a class attribute of “CAD” or “control” for 221
instances designated based on the coronary angiogram. A tenfold cross-validation method was adopted to meas-
ure an unbiased prediction of the models. The performance of each model was assessed based on the accuracy,
true positive (TP) rate, false positive (FP) rate, precision, recall, F-measure, and receiver operating characteristic
(ROC). Comparing the models based on accuracy would enable us to explore the importance of BDNF in the
classification of CAD from controls. https://doi.org/10.1038/s41598-020-73296-6 Scientific Reports | (2020) 10:16359 | www.nature.com/scientificreports/ Received: 4 July 2020; Accepted: 26 August 2020 References Jiang, H., Liu, Y., Zhang, Y. & Chen, Z. Y. Association of plasma brain-derived neurotrophic fact
and prognosis in angina pectoris. Biochem. Biophys. Res. Commun. 415, 99–103 (2011).l ang, H., Liu, Y., Zhang, Y. & Chen, Z. Y. Association of plasma brain-derived neurotrophic factor and cardiovascular risk factors
nd prognosis in angina pectoris. Biochem. Biophys. Res. Commun. 415, 99–103 (2011).l 24. Jiang, H., Liu, Y., Zhang, Y. & Chen, Z. Y. Association of plasma brain derived neurotrophic factor and cardiovascular risk fa
and prognosis in angina pectoris. Biochem. Biophys. Res. Commun. 415, 99–103 (2011).l p
g
g
p
p y
,
(
)
25. Halade, G. V. et al. Reduced BDNF attenuates inflammation and angiogenesis to improve survival and cardiac function following
myocardial infarction in mice Am J Physiol Heart Circ Physiol 30 H1830–H1842 (2013) 25. Halade, G. V. et al. Reduced BDNF attenuates inflammation and angiogenesis to improve survival and cardiac function follo
myocardial infarction in mice. Am. J. Physiol. Heart Circ. Physiol. 30, H1830–H1842 (2013).f l
tion in mice. Am. J. Physiol. Heart Circ. Physiol. 30, H1830–H1842 26. Akella, A. B. & Kaushik V. Machine learning algorithms for predicting coronary artery disease: efforts toward an open so
solution. Preprint at https://www.biorxiv.org/content/10.1101/2020.02.13.948414v1 (2020). l
h
l
fi
f
d
h
d
f 7. Hongzong, S. et al. Support vector machines classification for discriminating coronary heart disease patients from non-coronary
heart disease. West Indian Med J. 56, 451 (2007).i 27. Hongzong, S. et al. Support vector machines classification for discriminating coronary he
heart disease. West Indian Med J. 56, 451 (2007).i 8. Maolin, W., Shouyi, X., Aixia, Y. & Changyuan, Y. Classification models of HCV NS3 protease inhibitors based on support vector
machine (SVM). Comb. Chem. High Throughput Screen. 18, 24–32 (2015).l gh
g p
9. Sanyal, J. et al. Metallomic Biomarkers in Cerebrospinal fluid and Serum in patients with Parkinson’s disease in Indian population
Sci Rep. 6, 35097 (2016). Acknowledgements g
Authors were thankful to the research participants for the selfless contribution of samples for this study. The
author (MKG) especially thank the Chettinad Academy of Research and Education (CARE) for providing the
research fellowship. Author contributions M.K.G. executed the protocol, performed echocardiography, interpretation of results, and wrote the draft manu-
script; P.P. provide knowledge support to perform experiment, corrected the draft manuscript. C.M. was involved
in the diagnosis and recruitment of participants. R.M. contributed designing and executing protocol; S.S.J. design the concept, interpret the data, finalized, and approved the manuscript. D.M. provides suggestions and
corrected the draft manuscript. References 1. Tousoulis, D., Charakida, M. & Stefanadis, C. Endothelial function and inflammation in coronary artery disease. Postgrad. Med
J. 84, 368–377 (2008). 2. Munnur, R. K., Nerlekar, N. & Wong, D. T. Imaging of coronary atherosclerosis in various susceptible groups. Cardiovasc. Diagn
Ther. 6, 382–395 (2016). h
3. Pasipoularides, A. Genomic translational research: Paving the way to individualized cardiac functional analyses and personalized
cardiology. Int. J. Cardiol. 230, 384–401 (2016).l gy
4. Zakynthinos, E. & Pappa, N. Inflammatory biomarkers in coronary artery disease. J. Cardiol. 53, 317–333 (2009).h l
5. Chacko, S., Haseeb, S., Glover, B. M., Wallbridge, D. & Harper 5. Chacko, S., Haseeb, S., Glover, B. M., Wallbridge, D. & Harper, A. The role of biomarkers in the diagnosis and risk stratific
acute coronary syndrome. Future Sci. OA. 4, FSO251 (2017). y y
6. Osman, R., L’Allier, P. L., Elgharib, N. & Tardif, J. C. Critical appraisal of C-reactive protein throughout the spectrum of cardio
vascular disease. Vasc. Health Risk Manag. 2, 221–237 (2006). g
(
)
7. Bathina, S. & Das, U. N. Brain-derived neurotrophic factor and its clinical implications. Arch. Med. Sci. 11, 1164 (2015). 8. Numakawa, T., Odaka, H. & Adachi, N. Actions of brain-derived neurotrophin factor in the neurogenesis and neuronal function,
and its involvement in the pathophysiology of brain diseases. Int. J. Mol. Sci. 19, 3650 (2018). Clegg, D. O., Large, T. H., Bodary, S. C. & Reichardt, L. F. Regulati 9. Clegg, D. O., Large, T. H., Bodary, S. C. & Reichardt, L. F. Regulation of nerve growth factor mRNA levels in developing rat hear
ventricle is not altered by sympathectomy. Dev. Biol. 134, 30–37 (1989). y y
p
y
0. Nakahashi, T. et al. Vascular endothelial cells synthesize and secrete brain-derived neurotrophic factor. FEBS Lett. 470, 113–117
(2000). 1. Donovan, M. J. et al. Neurotrophin and neurotrophin receptors in vascular smooth muscle cells: regulation of expression in
response to injury. Am. J. Pathol. 147, 309–324 (1995). 12. Barouch, R., Appel, E., Kazimirsky, G. & Brodie, C. Macrophages express neurotrophins and neurotrophin receptors: regulation
of nitric oxide production by NT-3. J. Neuroimmunol. 112, 72–77 (2001). p
y
3. Kerschensteiner, M. et al. Activated human T cells, B cells, and monocytes produce brain-derived neurotrophic factor in vitro and
in inflammatory brain lesions: a neuroprotective role of inflammation?. J. Exp. Med. 189, 865–870 (1999). References ,
,
,
y
p
p
in inflammatory brain lesions: a neuroprotective role of inflammation?. J. Exp. Med. 189, 865–870 (1999). l
bl
l
f b
d
d
h
f
h
h
f
d
l 4. Ejiri, J. et al. Possible role of brain-derived neurotrophic factor in the pathogenesis of coronary artery disease. Circulation 112
2114–2120 (2005). 15. Kaess, B. M. et al. Circulating brain-derived neurotrophic factor concentrations and the risk of cardiovascular disease in the com-
munity. J. Am. Heart Assoc. 4, e001544 (2015). 6. Votavova, R., Linhartová, A., Korínek, J., Marek, J. & Linhart, A. Echocardiography in coronary artery disease. Cor et Vasa. 57
e408–e418 (2015). 7. Bahls, M. et al. Brain-derived neurotrophic factor is related with adverse cardiac remodeling and high NTproBNP. Sci. Rep. 9
15421 (2019). 8. Numakawa, T., Odaka, H. & Adachi, N. Actions of brain-derived neurotrophic factor and glucocorticoid stress in neurogenesis
Int. J. Mol. Sci. 18, 2312 (2017). 9. Kermani, P. & Hempstead, B. BDNF actions in the cardiovascular system: roles in development, adulthood and response to injury
Front. Physiol. 10, 455 (2019). y
0. Bonomini, F., Tengattini, S., Fabiano, A., Bianchi, R. & Rezzani, R. Atherosclerosis and oxidative stress. Histol. Histopathol. 23
381–390 (2008). 1. Eyileten, C. et al. Serum brain-derived neurotrophic factor is related to platelet reactivity but not to genetic polymorphisms within
BDNF encoding gene in patients with type 2 diabetes. Med. Sci. Monit. 22, 69–76 (2016). 22. Sustar, A., Perkovic, M. N., Erjavec, G. N., Strac, D. S. & Pivac, N. Association between reduced brain-derived neurotrophic f
concentration and coronary heart disease. Indian J. Med. Res. 150, 43 (2019). ncentration and coronary heart disease. Indian J. Med. Res. 150, 4 y
23. Kurajoh, M. et al. Plasma brain-derived neurotrophic factor concentration is a predictor of chronic kidney disease in patients 23. Kurajoh, M. et al. Plasma brain-derived neurotrophic factor concentration is a predictor of chronic kidney disease in patients with
cardiovascular risk factors—Hyogo Sleep Cardio-Autonomic Atherosclerosis study. PLoS ONE 12, e0178686 (2017). 3. Kurajoh, M. et al. Plasma brain-derived neurotrophic factor concentration is a predictor of chronic kidney disease in patients with
cardiovascular risk factors—Hyogo Sleep Cardio-Autonomic Atherosclerosis study. PLoS ONE 12, e0178686 (2017). Zh
& Ch
Z
A
f l
b
d
d
h
f
d
d
l
k f j
p
p
y
p
cardiovascular risk factors—Hyogo Sleep Cardio-Autonomic Atherosclerosis study. PLoS ONE 12, e0178686 (2017). 24. Competing interests h p
g
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METODOLOGIAS PARA QUALIFICAÇÃO TECNOLÓGICA APLICADA AO DESENVOLVIMENTO DE PRODUTO: UMA REVISÃO SISTEMÁTICA
|
Blucher Engineering Proceedings
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1 Centro universitário SENAI CIMATEC, Avenida Orlando gomes 1845, Salvador-BA;
pedromartins175@gmail.com
2 Centro universitário SENAI CIMATEC, Avenida Orlando gomes 1845, Salvador-BA Resumo: Este trabalho tem como objetivo caracterizar a produção científica sobre o
processo de qualificação tecnológica aplicada ao desenvolvimento de produto e, para
isso, foi realizada uma revisão sistemática com o objetivo de identificar os principais
trabalhos na área, identificando metodologias e ferramentas aplicadas. Foram
identificados 12 estudos que evidenciam o uso da qualificação tecnológica na etapa
de desenvolvimento de produto, cujos resultados mostram a diversidade de
metodologias para a qualificação tecnológica, com apenas um estudo utilizando de
métricas relacionadas a necessidades dos clientes, demonstrando a necessidade de
mais pesquisa nessa linha. Palavras-Chave: Qualificação de tecnologias, Desenvolvimento de produto,
Incertezas da Inovação. METODOLOGIAS PARA QUALIFICAÇÃO TECNOLÓGICA APLICADA
AO
DESENVOLVIMENTO
DE
PRODUTO:
UMA
REVISÃO
SISTEMÁTICA Pedro Martins de Oliveira1, Valter Estevão Beal2 1 Centro universitário SENAI CIMATEC, Avenida Orlando gomes 1845, Salvador-BA;
pedromartins175@gmail.com
2 Centro universitário SENAI CIMATEC, Avenida Orlando gomes 1845, Salvador-BA 1 Centro universitário SENAI CIMATEC, Avenida Orlando gomes 1845, Salvador-BA;
pedromartins175@gmail.com
2 Centro universitário SENAI CIMATEC, Avenida Orlando gomes 1845, Salvador-BA Keywords: Technology Qualification, Product Development, Innovation uncertities. 1. INTRODUÇÃO O processo de desenvolvimento de produto é uma atividade criativa que requer
sólidos conhecimentos em engenharia, por isso o processo de desenvolvimento
integrado de produto consiste na utilização de métodos estruturados, não para limitar
a criatividade da equipe de projeto, mas para entender as necessidades dos clientes
e trazer um conceito que traga resultados inovadores [1] Algumas ferramentas podem ser utilizadas para auxiliar neste processo, criando de
maneira sistemática soluções para problemas cotidianos em escritórios de projeto. Esses métodos sistemáticos são chamados de DFX (design for excelency), que
consiste em uma família de métodos de projeto para solucionar algum problema
relacionado a um fator que ele dever ter, sendo o mais famoso deles o DFMA (Design
for manufacturing and assembly), que traz regras e métodos para o desenvolvimento
de um produto levando em consideração os fatores de montagem e fabricação [2]. Além dessas ferramentas é também comum o uso nos produtos de tecnologias que
não foram testadas em ambiente relevante, sendo necessário um processo de
qualificação da tecnologia, para isso as guias para práticas de qualificação de novas
tecnologias são expostas pela DNVRP-A203. Este procedimento explica como
identificar, descrever e gerenciar riscos oriundos das incertezas tecnológicas [3]. O motivo de atenção para a qualificação tecnológica é que, muitas vezes, o
desenvolvimento destas tecnologias são custosos, trazem riscos para o projeto e para
o produto final [4]. O estado da prática expõe diretrizes para o avanço da tecnologia em um projeto, e
alguns estudos mostram ferramentas para remediar essas incertezas que são
desenvolvidas no processo de desenvolvimento de produto [5]. Entretanto fica
evidente a falta de literatura que relaciona os requisitos e necessidades dos clientes
como métricas para o avanço da maturidade tecnológica. O objetivo deste trabalho é analisar as contribuições das pesquisas produzidas acerca
de
metodologias
aplicadas
na
qualificação
tecnológica
no
processo
de
desenvolvimento de produto, com vistas em comprimento de requisitos dos clientes
no processo de avanço da maturidade da tecnologia. METHODOLOGIES
FOR
TECHNOLOGICAL
QUALIFICATION
APPLIED TO PRODUCT DEVELOPMENT: A SYSTEMATIC REVIEW Abstract: This paper aims to characterize the scientific production about the
technological qualification process applied to product development. For this, a
systematic review was carried out to identify the main works in the area, identifying
methodologies and applied tools. Twelve studies were identified that show the use of
technological qualification in the product development stage. The results shows the
diversity of methodologies for technological qualification, with only one study using
metrics related to customer needs, demonstrating the need for further research in this
area. words: Technology Qualification, Product Development, Innovation uncertities. Keywords: Technology Qualification, Product Development, Innovation uncertities. análise e avaliação de todos os estudos incluídos na revisão; produção de uma síntese
das informações e resultados encontrados e apresentação da revisão. análise e avaliação de todos os estudos incluídos na revisão; produção de uma síntese
das informações e resultados encontrados e apresentação da revisão. As bases de dados selecionadas foram as seguintes: Science direct, IEEE explore e
One petro. Os descritores escolhidos foram: “Technology qualification”, “product
development” e “requirements management”, reordenando-os utilizando dos
operadores lógicos “and” e “or”. Os critérios de inclusão foram: artigos que abordavam o processo de qualificação da
tecnologia como um processo integrado ao desenvolvimento de produto, utilizando
métricas comuns de confiabilidade ou de requisitos de projetos no período entre 2009
e 2019, disponibilizados na íntegra na língua inglesa ou portuguesa e na base de
dados da One Petro somente artigos submetidos a revisão por pares participaram do
estudo. O processo de exclusão partiu da metodologia exposta na figura 1: exclusão dos
duplicados, análise dos títulos e palavras chaves (Necessário, pois o banco de dados
da One Petro não permite pesquisar somente por título e palavras chaves) e por final
análise dos resumos e métricas utilizados. Figura 1 – Sistemática de exclusão dos artigos. Figura 1 – Sistemática de exclusão dos artigos. Além desses critérios de inclusão, foram inseridos critérios de qualidade para os
artigos, que foram: O caso pode ser aplicado em um processo de desenvolvimento de
produto integrado e requisitos de projetos ou necessidades dos clientes foram
métricas nos resultados. 3. RESULTADOS E DISCUSSÃO
A partir deste métodos ficaram 12 artigos selecionados mostrado na tabela 1. Além desses critérios de inclusão, foram inseridos critérios de qualidade para os
artigos, que foram: O caso pode ser aplicado em um processo de desenvolvimento de
produto integrado e requisitos de projetos ou necessidades dos clientes foram
métricas nos resultados. Além desses critérios de inclusão, foram inseridos critérios de qualidade para os
artigos, que foram: O caso pode ser aplicado em um processo de desenvolvimento de
produto integrado e requisitos de projetos ou necessidades dos clientes foram
métricas nos resultados. 2. METODOLOGIA Este estudo foi desenvolvido por meio de uma pesquisa bibliográfica e contemplou
aspectos relacionados ao uso de métodos de qualificação tecnológica aplicada ao
desenvolvimento de produto. Trata-se de um estudo de revisão sistemática da literatura, cuja construção passou
pelas seguintes etapas: identificação do objeto de estudo; formulação da questão
norteadora do estudo; identificação das bases de dados a serem consultadas;
definição dos descritores; definição dos critérios de inclusão e exclusão dos trabalhos; 3. RESULTADOS E DISCUSSÃO A partir deste métodos ficaram 12 artigos selecionados mostrado na tabela 1. Tabela 1: Relação dos artigos coletados na pesquisa. Descritores
Science direct
Total / Incluídos na
pesquisa
IEEE
Total / Incluídos na
pesquisa
One Petro
Total / Incluídos na
pesquisa
“Product development” and
“Technology qualification
7 / 2
0
1 / 0
“Technology qualification” and
“requirements”
33 / 6
6 / 1
13 / 3
Total de artigos inclusos
8
1
3
É possível observar um aumento das publicações entre 2014 e 2016 na Figura 2. Este
número vem crescendo pela necessidade da indústria de óleo e gás de novas
tecnologias que possam ser usadas em ambientes em maior altura de lâmina d’agua
e necessitando de um método sistemático para a qualificação dessas tecnologias. Figura 2: Número de artigos no período investigado
Após a análise dos artigos selecionados foi percebido a falta de consenso em
processos de qualificação tecnológica aplicada a desenvolvimento de produto. Alguns
trabalhos partem de uma abordagem voltada à confiabilidade utilizando de
ferramentas de uso conhecido como FMEA (failure mode anlysis), enquanto outra
parcela utiliza de questionários e entrevistas com especialistas para identificação da
maturidade tecnológica. Poucos estudos levantam as necessidades dos clientes como
métrica para o avanço da maturidade da tecnologia. A seguir a síntese da análise dos artigos selecionados para o estudo. E. Hessen et al, (2013) [6] utilizou das recomendações da norma Det Norske
V
it
(DNV)
lifi
ã
d
b
d
d
dió id
d
b
l Tabela 1: Relação dos artigos coletados na pesquisa. Descritores
Science direct
Total / Incluídos na
pesquisa
IEEE
Total / Incluídos na
pesquisa
One Petro
Total / Incluídos na
pesquisa
“Product development” and
“Technology qualification
7 / 2
0
1 / 0
“Technology qualification” and
“requirements”
33 / 6
6 / 1
13 / 3
Total de artigos inclusos
8
1
3
É possível observar um aumento das publicações entre 2014 e 2016 na Figura 2. Este
número vem crescendo pela necessidade da indústria de óleo e gás de novas
tecnologias que possam ser usadas em ambientes em maior altura de lâmina d’agua
e necessitando de um método sistemático para a qualificação dessas tecnologias. Figura 2: Número de artigos no período investigado Tabela 1: Relação dos artigos coletados na pesquisa. É possível observar um aumento das publicações entre 2014 e 2016 na Figura 2. absorção como modo de prever a criticidade dos modelos preliminares desenvolvidos. O artigo traz ênfase na validação destes sub-modelos que confrontam os valores
disponíveis em dados experimentais da literatura e dados obtidos através dos sub-
modelos. R. Proskovics et al, (2016) [7] propôs uma metodologia para avaliar os riscos
de subestruturas de turbinas eólicas flutuantes, O autor separa em etapas, como
avaliação dos riscos tecnológicos, análise da composição tecnológica, categorização
da tecnologia, riscos à saúde, segurança e meio ambiente, riscos na manufatura e
comercialização. O presente estudo não possuí aplicações da metodologia e nem
métricas. M. Sabet (2013) [8] propôs uma metodologia baseada em objetivo para a
qualificação tecnológica utilizando de opiniões de especialistas e satisfação do
comprimento desses objetivos. O artigo participou em dois estudos de casos na área
industrial de óleo e gás; foi efetuado a coleta de dados construindo o modelo de
objetivo através de coleta das informações técnicas do portfólio da indústria refinando
as informações com entrevistas com especialistas. T. Myhrvold et al. (2009) [9] propõe uma metodologia para a qualificação
tecnológica de tecnologias de captura de dióxido de carbono em três fases:
desenvolvimento das diretrizes, o teste das diretrizes em estudos de casos e mudança
das diretrizes para uma versão final. Como resultado é a proposta da metodologia. H. Barkhtiary-Dvijany, T.Myhrvold (2013) [10] fizeram uma comparação dos
métodos disponíveis de avaliação da maturidade tecnológicas. Os autores criticam a
necessidade de analisar a maturidade tecnológica trazendo poucos benefícios em
melhorar a tecnologia e propõem um método combinado com uma abordagem
baseado em riscos. H. Barkhtiary-Dvijany, T.Myhrvold (2013) [10] fizeram uma comparação dos
métodos disponíveis de avaliação da maturidade tecnológicas. Os autores criticam a
necessidade de analisar a maturidade tecnológica trazendo poucos benefícios em
melhorar a tecnologia e propõem um método combinado com uma abordagem
baseado em riscos. A. Aal (2016) [11] Expõe que tecnologias avançadas de semicondutores não
são capazes de satisfazer as necessidades da indústria automotiva, propõe um
método e testa experimentalmente avaliando o efeito de cargas mecânicas como
maneira de simular o envelhecimento desses eletrônicos como um método de projeto
voltado a resiliência. B. Goo et al, (2019) [12] utilizam da ferramenta FMECA (failure mode and
criticallity analysis) em conjunto com projeto axiomático para o melhoramento de um
sistema de suprimento de gás natural liquefeito. 3. RESULTADOS E DISCUSSÃO Este
número vem crescendo pela necessidade da indústria de óleo e gás de novas
tecnologias que possam ser usadas em ambientes em maior altura de lâmina d’agua
e necessitando de um método sistemático para a qualificação dessas tecnologias. É possível observar um aumento das publicações entre 2014 e 2016 na Figura 2. Este
número vem crescendo pela necessidade da indústria de óleo e gás de novas
tecnologias que possam ser usadas em ambientes em maior altura de lâmina d’agua
e necessitando de um método sistemático para a qualificação dessas tecnologias. p
q
ç
g
Figura 2: Número de artigos no período investigado
Após a análise dos artigos selecionados foi percebido a falta de consenso em
processos de qualificação tecnológica aplicada a desenvolvimento de produto. Alguns
trabalhos partem de uma abordagem voltada à confiabilidade utilizando de
ferramentas de uso conhecido como FMEA (failure mode anlysis), enquanto outra
parcela utiliza de questionários e entrevistas com especialistas para identificação da
maturidade tecnológica. Poucos estudos levantam as necessidades dos clientes como
métrica para o avanço da maturidade da tecnologia. Figura 2: Número de artigos no período investigado Figura 2: Número de artigos no período investigado Após a análise dos artigos selecionados foi percebido a falta de consenso em
processos de qualificação tecnológica aplicada a desenvolvimento de produto. Alguns
trabalhos partem de uma abordagem voltada à confiabilidade utilizando de
ferramentas de uso conhecido como FMEA (failure mode anlysis), enquanto outra
parcela utiliza de questionários e entrevistas com especialistas para identificação da
maturidade tecnológica. Poucos estudos levantam as necessidades dos clientes como
métrica para o avanço da maturidade da tecnologia. Após a análise dos artigos selecionados foi percebido a falta de consenso em
processos de qualificação tecnológica aplicada a desenvolvimento de produto. Alguns
trabalhos partem de uma abordagem voltada à confiabilidade utilizando de
ferramentas de uso conhecido como FMEA (failure mode anlysis), enquanto outra
parcela utiliza de questionários e entrevistas com especialistas para identificação da
maturidade tecnológica. Poucos estudos levantam as necessidades dos clientes como
métrica para o avanço da maturidade da tecnologia. A seguir a síntese da análise dos artigos selecionados para o estudo. E. Hessen et al, (2013) [6] utilizou das recomendações da norma Det Norske
Veritas (DNV) para a qualificação de um absorvedor de dióxido de carbono em larga
escala. Foi um processo baseado em risco utilizando de modelagem do processo de qualificação tecnológica, teste de aceitação pela fábrica, teste funcional e teste de
integração. M. Downes , L. Nguyen (2013) [15] utilizam de ferramentas de confiabilidade
para o avanço da maturidade do projeto e separam quais atividades devem ser feitas
nas respectivas maturidades tecnológicas. Em uma etapa inicial o processo é análise
das funções críticas e testes analíticos e experimentais para a diminuição de
incertezas. Em uma etapa em que o Sistema é mais maduro utiliza-se de DOE (Design
for experiment) e física da falha para a otimização do projeto. Este estudo utilizou
como experimento um fuso aplicado à indústria armamentícia. Algumas ferramentas
comuns ao desenvolvimento de produto são utilizadas como o QFD (quality function
deployment), que é usado para traduzir as necessidades dos combatentes em
requisitos de projetos. P. Vella et al,(2018) [16] propõem um método para avaliar a maturidade
tecnológica de processos micros e nanos de manufatura e parte da seguinte
metodologia: definir a escala de maturidade, identificação de indicadores de
maturidade, desenvolvimento de questionários para identificação de projetos de
pesquisa e desenvolvimento, coleta dos questionários em pesquisadores trabalhando
em diferentes projetos no portfólio das empresas, análise dos resultados para obter
os esforços necessários da área de pesquisa e desenvolvimento ao longo da escala
de maturidade. T. Albert (2015) [17] propõe um método para avaliar a maturidade tecnológica
através do método de blocos de textos de modo rápido, como coleta de dados. A
primeira etapa foi a coleta de informações de tecnologias similares para delinear em
relações a tecnologias semelhantes em que será analisada a maturidade para
formulação de um questionário preliminar, só então os resultados desses
questionários foram confrontados com relação as tecnologias fora da área de
pesquisa, para excluir certos termos na pesquisa. O processo proposto pelo autor é
separado em duas fases: a construção do projeto axiomático, como uma etapa
conceitual em conjunto com o cliente e aplicar o FMECA para identificação dos riscos
e se são riscos que não podem ser ignorados. S. Yasseri et al, (2018) [13] comparam os estados da prática como as normas
API 17 Q e N e as normas DNV-RP-A203 quanto a qualificação tecnológica e propõem
um método integrado em utilizar os métodos propostos pelas normas em um processo
de desenvolvimento de produto integrado. Storstenvik (2016) [14] propõe um método modular para qualificação
tecnológica e utiliza esse método para um Sistema de compressão subsea, separando
o produto a ser qualificado em módulos e utilizando a seguinte sistemática: teste da ão pela fábrica, teste
] utilizam de ferramen
separam quais ativida
. Em uma etapa inicial
s e experimentais pa
ma é mais maduro utiliza
otimização do projeto. dústria armamentícia. A
são utilizadas como o Q
r as necessidades do
m um método para a
nos de manufatura e
uridade
identificação 5. REFERÊNCIAS 5. REFERÊNCIAS 1 G. Pahl, W. Beitz, J. Feldhusen, and K.-H. G. Grote, Engineering Design, Third. Darmstadt: Springer Science and Business Media, 2015. 1 G. Pahl, W. Beitz, J. Feldhusen, and K.-H. G. Grote, Engineering Design, Third. Darmstadt: Springer Science and Business Media, 2015. 2 J. Harkonen and J. Hyysalo, “Design for eXcellence in high tech companies
Design for eXcellence in high tech companies Keywords : Design for
eXcellence , Product development , Requirements,” no. December 2008, 2008. 10 H. Bakhtiary-Davijany and T. Myhrvold, “On methods for maturity
assessment of CO2 capture technologies,” Energy Procedia, vol. 37, pp. 2579–
2584, 2013. 4. CONCLUSÃO Este artigo teve como objetivo identificar a produção científica que aborda a
relação de desenvolvimento de produtos e qualificação tecnológica. A pesquisa
mostra que a maioria dos estudos utiliza de ferramentas comuns de identificação de
riscos, como o FMEA (failure mode analysis) e FTA (fault tree analysis) e poucos
desses trabalhos possuem estudos de casos para embasar os resultados e são
somente propostas de metodologias. Por fim, nesta revisão sistemática foi identificado apenas um artigo que leva em
consideração necessidades de clientes, sendo somente de clientes internos,
mostrando lacunas dos processos de qualificação tecnológica, utilizando de
ferramentas de gerenciamento de requisitos para acompanhar o avanço da
maturidade tecnológica com o comprimento dos requisitos impostos pelos clientes. 5. REFERÊNCIAS 17 T. Albert, M. G. Moehrle, and S. Meyer, “Technology maturity assessment
based on blog analysis,” Technol. Forecast. Soc. Change, vol. 92, pp. 196–209,
2015. 11 A. Aal, “Reliability management — The central enabler for advanced
Technologies in Automotive,” Microelectron. Reliab., vol. 64, pp. 13–18, 2016. 12 B. Goo, J. Lee, S. Seo, D. Chang, and H. Chung, “Design of reliability critical
system using axiomatic design with FMECA,” Int. J. Nav. Archit. Ocean Eng., vol. 11, no. 1, pp. 11–21, 2019. 13 S. Yasseri, H. Bahai, and R. Yasseri, “Reliability Assurance of Subsea
Production Systems: A Systems Engineering Framework,” Int. J. Coast. Offshore Eng., no. January, 2018. 14 A. Storstenvik, “Subsea Compression - Designing and Building a Subsea
Compressor Station,” 2016. 3 G. L. DNV, “Recommended Practice DNV-RP-203 ‘Technology
Qualification,’” 2013. 4 P. H. Kim, R. Kotha, S. P. L. Fourné, and K. Coussement, “Taking leaps of
faith: Evaluation criteria and resource commitments for early-stage
inventions,” Res. Policy, vol. 48, no. 6, pp. 1429–1444, 2019. 5R. Coelho, R. Daltry, V. Dobbin, E. Lachaud, and I. Miller, “Design Process and
Validation of an Autonomous Surface Vehicle for the Offshore Industry,” 2015. 6 E. T. Hessen, H. Bakhtiary-Davijany, and T. Myhrvold, “Process modelling in
risk-based qualification of large-scale CO2absorption processes,” Energy
Procedia, vol. 37, pp. 2802–2810, 2013. 7 R. Proskovics, G. Hutton, R. Torr, and M. N. Scheu, “Methodology for Risk
Assessment of Substructures for Floating Wind Turbines,” Energy Procedia, vol. 94, no. January, pp. 45–52, 2016. 8 M. Sabetzadeh, D. Falessi, L. Briand, and S. Di Alesio, “A goal-based approach
for qualification of new technologies: Foundations, tool support, and industrial
validation,” Reliab. Eng. Syst. Saf., vol. 119, pp. 52–66, 2013. 9 T. Myhrvold, K. Helle, K. Johnsen, and A. Hussain, “Development of a guideline
for the qualification of CO2 capture technology,” Energy Procedia, vol. 1, no. 1,
pp. 1527–1534, 2009. 10 H. Bakhtiary-Davijany and T. Myhrvold, “On methods for maturity
assessment of CO2 capture technologies,” Energy Procedia, vol. 37, pp. 2579–
2584, 2013. 14 A. Storstenvik, “Subsea Compression - Designing and Building a Subsea
Compressor Station,” 2016. 15 M. R. Downes and L. P. Nguyen, “Reliability engineering efforts at U.S. Army
Armaments Research Development and Engineering Center,” Proc. - Annu. Reliab. Maintainab. Symp., 2013. 16 P. C. Vella, S. S. Dimov, R. Minev, and E. B. Brousseau, “Technology maturity
assessment of micro and nano manufacturing processes and process chains,”
Proc. Inst. Mech. Eng. Part B J. Eng. Manuf., vol. 232, no. 8, pp. 1362–1383, 2018.
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The effects of agricultural subsidies applied in Turkey on sunflower cultivation area and the producers income
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African journal of agricultural research
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cc-by
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Vol. 8(12), pp. 1059-1065, 4 April, 2013
DOI: 10.5897/AJAR11.1344
ISSN 1991-637X ©2013 Academic Journals
http://www.academicjournals.org/AJAR
African Journal of Agricultural
Research Vol. 8(12), pp. 1059-1065, 4 April, 2013
DOI: 10.5897/AJAR11.1344
ISSN 1991-637X ©2013 Academic Journals
http://www.academicjournals.org/AJAR
African Journal of Agricultural
Research African Journal of Agricultural
Research African Journal of Agricultural
Research Full Length Research Paper Arif Semerci Department of Agricultural Economics, Faculty of Agriculture, Mustafa Kemal University, Tayfur Sökmen Kampüsü,
Antakya, Hatay, Turkey Department of Agricultural Economics, Faculty of Agriculture, Mustafa Kemal University, Tayfur Sökmen Kampüsü,
Antakya, Hatay, Turkey Accepted 14 January, 2013 Sunflower takes an important place in terms of raw materials provided for the oil industry and of added
value, as well as bring-in income for producers in Turkey’s economy. Sunflower is an important source
of income by standing the main product in alternation of the wheat in the sense of manufacturers in
Thrace Region which constitutes the European part of Turkey. In this study, the effect of premium
support application on sunflower cultivation area and production amount in Thrace where
approximately 65% of sunflower production in Turkey is met and also the effect of support payments
on producer income are investigated. In this study, it is concluded that premium supports are
inefficient in increasing sunflower cultivation area and production whereas it is concluded that it has
an important role on producer income and on the determination of the market price. In fact, from a
survey that was carried out, it emerges that the area-based support (diesel oil, fertilizer etc. support)
together with premium support increase the revenue of sunflower up to 27.74% per area unit and the
gross profit in proportion to 98.87%. This study indicates that in order to increase the sunflower
production in Turkey the amounts of sunflower premium support, diesel oil and fertilizer should be
rearranged in compliance with current market conditions. Moreover, as well as for other agricultural
products, the use of certified seed should also be included into agricultural support programmes,
production on well irrigated areas should be widened and the use of oil crops varieties with high oil
ratio should be extended. Key words: Oil crops, sunflower, agricultural subsidy, agricultural income, gross profit. Full Length Research Paper
The effects of agricultural subsidies applied in Turkey
on sunflower cultivation area and the producers’
income Full Length Research Paper INTRODUCTION Alike food sector, agriculture sector has a significant role
in national economics because of its contribution to
employment and income, its role in meeting the needs of
industrial raw materials and its direct or indirect benefits
on exports. According to 2009 data, in Turkey the
agricultural sector account for 51 billion US$ of gross
domestic product and sunflower is one of the leading Alike food sector, agriculture sector has a significant role
in national economics because of its contribution to
employment and income, its role in meeting the needs of
industrial raw materials and its direct or indirect benefits
on exports. According to 2009 data, in Turkey the
agricultural sector account for 51 billion US$ of gross
domestic product and sunflower is one of the leading agricultural products for manufacturers and oil industry
especially in Thrace, at the European side of the Turkey
(MARA, 2011a, b).Turkey which accounts for 2.46% of
sunflower world cultivated area and 3.26% of production
is among the top ten countries for production of sunflower
according to production data from the year 2009
(Anonymous, 2011a). *Corresponding author. E-mail: arifsemerci69@gmail.com. Tel: Tel: +90(326)2455845. Fax: +9 1060 Afr. J. Agric. Res. production might affect the production diversity (Střeleček
et al., 2009). A Premium support system is an alternative
support model that can be applied by assuring stability in
the sense of prices and the producer in agriculture of
Turkey, depending on the research work of Sahinoz et al. (2007). In a study published by the Vegetable Oils and
Fats Industrialists Association, sunflower production is
supposed to be decreasing at an average annual rate of
6% in the period 2010 to 2013 whether premium supports
which is being paid to oil seed producers in Turkey will
not be paid (Koc, 2005). In another study which
investigates the effects of premium support systems in
terms of agricultural subsidies in Turkey, it is educed that
the subsidy got by farmers has significant effects on
increasing the sunflower cultivated area and premium
supports paid for sunflower are efficient in protecting the
producers against to market prices (Erdal and Erdal,
2008). Sunflower which accounts for 3.60% of field crops
cultivated areas in Turkey, also meets approximately
55% of vegetable oil production (TURKSTAT, 2011;
Ozcelik and Fidan, 2003). Besides, 4.99% of 2,328,731
farmers in the country are working on sunflower
production (MARA, 2011a). INTRODUCTION Despite the high agricultural
production potential, the self-sufficiency rate of sunflower
in our country is only 46.60% (Anonymous, 2011b). In
2008, 3 billion US$ of vegetable oil and oil seeds was
imported in order to meet the current deficit (Anonymous,
2009). )
Because of the low elasticity of demand, exposure to
climate conditions, intense economic instability (price and
income) of agricultural sector, government interventions
are carried on cultivation areas and the sector is diversely
supported across the globe (Gunaydin, 2006). Turkey is
one of the countries supporting the agricultural sector in
line with the various agricultural policies implemented in
accordance with the developments in the world (Zemheri,
2010). Use of certified seeds, premium support system,
diesel oil and fertilizer compose are the main factors of
agricultural subsidy studies in Turkey especially since the
early 2000’s in order to ensure an increase in the
production of products which are in short supply. However, it is not exactly known the extent these
practises reflect to manufacturer agricultural income and
how the agricultural production is affected. Recently, agricultural production support policies
applied in Turkey have actually changed a lot are deeply
changing. A new model of agricultural production and
support model (Turkey Agricultural Basin Production and
Support Model) has just begun to be implemented in
Turkey. The aims of the new model are; determination of
the agricultural basins, preparation of a clear agricultural
inventory, provision of opportunities for production
planning, and making projections of demand for the
future (Sahin et al., 2010). By the study carried out in Thrace where approximately
65% of sunflower for oil industry is produced in Turkey,
the effects of premium supports on sunflower cultivation
areas and amount of production with the aim of
increasing oleaginous seeds production was investigated. In addition to this, in this study, it is also put forth the
contribution of support payments to manufacturer
prosperity for increasing sunflower production. In some
studies conducted in various countries, support of
agricultural production and the effects of these supports
on agricultural production, farmer’s welfare and the trade
of agricultural products were analyzed (Hennessy, 1998;
Mayrand et al., 2003; Anderson et al., 2006; Keeny,
2009). Some studies reside in Turkey related to
agricultural support effects on sunflower production,
reflection to producer income and foreign trade regime
(Gaytancioglu, 1999; Koc, 2005; İlkdogan, 2008). INTRODUCTION The amount of resources allocated to support
agricultural
production
varies
depending
on
the
development levels of countries. Direct payments are the
largest
item
with
74%
of
agriculture
subsidies
(approximately €55 billion) in the European Union’s
budget in 2008. Direct payments are allocated with a
share of 99% to agricultural markets, 0.5% to fisheries
sector and 0.5% to plant and animal health. The second
largest item which has a 23.5% share with €12.9 billion is
rural development. The amount of direct subsidies that
USA farmers have received in the years from 1996 and
2001 is 70 billion US$. In the period from 2002 to 2008,
the farmers are estimated to have benefited from direct
state assistance of 100 billion US$ and 80 billion US$ is
planned to be distributed before 2012 (Acar and Bulut,
2009). The amount of resources allocated to agricultural
subsidies in 2010 in Turkey is given in the Table
1.Premium support payments in Turkey in 2010 account
for 36.95% of agricultural support payments and 24.57%
of total agricultural subsidies. The share of total
agricultural support payments stood at 0.82% of Gross
Domestic
Product. The
support
payments
for
development of oil seed production in 2008 in Turkey are
given based on the products in Table 2. In terms of
premium supports the price sunflower seed is ranked
second in oil seed support payments in Turkey. According
to
a
study
based
on
a
‘Theoretical
Microeconomic Model’ whose data were obtained from
1,000 agricultural enterprices in Norway, it is concluded
that agricultural subsidies have significantly positive
effects on input use and the level of output (Henningsen
et al., 2009). As a result of research conducted in Czech
Republic, despite the country’s agriculture having a
competitive market, in comparison to some of European
countries it emerges that agricultural subsidies have low
share in producer income. In this study, it is determined
that the lower percentages of support level weaken the
competitiveness of agricultural area, and the regeneration
and modernization of agriculture. As a result, it is concluded
that the subsidies which are applied according to type of RESULTS AND DISCUSSION Σ ( Nh Sh)2
n =
N2 D2 + Σ Nh (Sh)2 Σ ( Nh Sh)2
n =
N2 D2 + Σ Nh (Sh)2 n MATERIALS AND METHODS The primary data used in this study were obtained by question- 1061 Semerci Table 1. Funds Allocated to Agricultural Support in Turkey (2010). Criteria
US$
Premium supports
1.340.745.000
Agricultural support payments
3.627.382.000
Implementation of low interest rate credit
487.536.000
Total agricultural support payments
5.455.663.000
Total gross domestic product
665.891.300.000
Kaynak:
MARA,
General
Directorate
of
Agricultural
Production
and
Improvement, 2009. Table 1. Funds Allocated to Agricultural Support in Turkey (2010). Table 2. Premium support payments on oil seed plants and olive. Products
Number of
enterprices
Production area
(ha)
Amount due to
supports (ton)
Sum of supports
(US$)
Product rate in sum of
support (%)
Safflower
292
1.399
1.733
248.552
0.04
Corn for grain
65.929
383.650
3.557.650
46.460.339
8.18
Canola
1.610
6.868
16.704
2.403.263
0.42
Cotton Unseed
69.208
441.581
1.905.437
422.260.035
74.35
Soybean
950
5.199
16.180
2.647.695
0.47
Sunflower
89.984
420.505
705.216
92.108.143
16.22
Olive
5.126
27.610
13.845
1.810.883
0.32
Total
227.973
1.286.812
6.216.765
567.938.910
100.00
Resource: MARA, General Directorate of Agricultural Production and Improvement, 2009 naires from specified 571 agricultural enterprises in 53 locations on
the European side of provinces of Edirne, Kırklareli, Tekirdağ,
İstanbul and Çanakkale with Stratified Random Sampling Method in
production period of 2009. In determination of stratified random
sampling method, two different techniques are commonly applied
by agricultural economic studies. These are: Neyman Method and
Proportional Distribution Method (Erkan and Cicek, 1996). Because
of the incompliance of sunflower cultivation areas in locations and
enterprises to normal distribution, Neyman Method is used in this
research. The equality of Neyman Method is given below (Yamane,
1967). In the determination of effects of supports on producer welfare
applied for sunflower production; Trakya Birlik’s purchase price is
taken as product price and the support unit price applied in 2009 by
the Ministry of Agriculture and Rural Affairs is taken as the support
unit prices. However, in the study, besides the purchase price of
sunflower and premium support price, also the unit price variations
of diesel fuel, fertilizer (20-20-0 compound fertilizer), seed and
agricultural pesticides were researched between the years 1999 to
2010. Relationship between premium support, cultivated
area and production amount of sunflower Price variation occured in the factors that determine product cost, in premium support, and price of Years
Fuel
(US$/lt)
Fertilizer
(US$/kg)
Pesticide
(US$/lt)
Seed
(US$/kg)
Sunflower
(US$/kg)
Premium support
(US$/kg)
1999
0.369
0.170
2.948
5.528
0.268
0.029
2000
0.622
0.333
4.000
6.370
0.293
0.048
2001
0.415
0.311
3.111
3.457
0.278
0.022
2002
0.664
0.155
4.019
5.480
0.326
0.046
2003
0.998
0.203
4.706
10.338
0.426
0.080
2004
1.149
0.265
5.191
11.864
0.478
0.096
2005
1.445
0.277
4.817
12.597
0.504
0.130
2006
1.563
0.281
3.874
13.029
0.511
0.141
2007
1.948
0.421
5.127
18.799
0.876
0.171
2008
1.863
0.727
4.624
16.515
0.673
0.125
2009
1.639
0.348
4.684
18.066
0.642
0.141
2010
1.922
0.399
5.178
19.417
0.777
0.149
Resource: MARA, Costs of agricultural products in Trakya Region 1999-2010. Kirklareli Ataturk Soil and Water Resources
Research Institute. Kirklareli. Resource: MARA, Costs of agricultural products in Trakya Region 1999-2010. Kirklareli Ataturk Soil and Water Resources
Research Institute. Kirklareli. decline at the ratio of 10.88% on average of sunflower
cultivation areas to 559.456 ha before supported period
(1988 to 1998) in comparison with the supported period
(1999 to 2010). In other words, the premium support
applied for oil sunflower since 1999 is inadequate in
preventing the reduction of the cultivation areas which
began before the support period. This circumstance also
shows that the amount of support given to agricultural
production is not in a level sufficient to promote the
production. Therefore, the enhancement of sunflower
plantations can be possible by providing continuous
support and satisfactory reorganization to current
conditions. As an example, in early 2000s the support
policy applied to corn has successfully resulted in making
Turkey self-sufficient over a period of 3 to 5 years
whereas before 2000 it was foreign-dependent for corn
production. (536 Businesses) expressed their opinion that Premium
Support applied by Agricultural and Rural Affairs should
be continued. The expectation of 69.52% of companies
(390 enterprises) for Premium Support unit prices of oil
sunflower as a product of the year 2010 was 20.17
cent/kg. However, the expounded Premium Support unit
price was 30% lower than the expected value of
producers, that is to say 14.12 cent/kg. This shows that
the value of stated unit price is far from the manufacturer
expectations. Relationship between premium support, cultivated
area and production amount of sunflower In the formula; n = sample size, Nh = number of units in layer h
(frequency of farm size);S h = standard deviation of layer h; N =
total number of units; D = d/z; d = a certain percentage of deviation
from average(1%-5%-10%), and z = degrees of freedom in t-
distribution scale (N-1) and expresses “t value” belongs to a certain
confidence limit (90%-95%-99%). In this study, in the period from 1988 to 2010, it is
investigated whether there is a relationship between non-
supported period of oil sunflower (1988 to 1998) and
supported period (1999 to 2010) on sunflower cultivation
area and the amount of production. For this purpose, the
dummy variable for the unsupported period (1988 to
1998) is taken to be “0” and for the supported period
(1999 to 2010) is taken to be “1”. Within the scope of the research, the effects of premium supports
applied in Turkey on the cultivation areas and production amount of
sunflower for the next production period were investigated. To that
end, taking account of two periods as premium supported and
unsupported, the relationship between cultivation areas and
production amount was investigated with “correlation analysis” by
using SPSS programme (Green et al., 2000). With this purpose,
sunflower production periods in Turkey were divided into two parts;
unsupported (1988 to 1998) and premium supported (1999 to
2008). The dummy variable is taken to be “0” in 1988 to 1998
period and taken to be “1” in 1999 to 2008 period. The correlation between dummy variable related to
support and sunflower production areas is found to be
significant, and the correlation between the dummy
variable related to support and the amount of sunflower
production is found to be statistically insignificant in this
study (Table 3). This situation can be explained with the Afr. J. Agric. Res. 1062 Table 3. The relationship between premium support periods and nonsupported periods
with cultivation areas and production amount of sunflower in Turkey. Table 3. The relationship between premium support periods and nonsupported periods
with cultivation areas and production amount of sunflower in Turkey. Variable
Criteria
Dummy variable
Sunflower production
area (ha)
Correlation
-0.535(* )
Significance level
0.008(*)
Observation numbers
23
Sunflower production
quantity (ton)
Correlation
0.092
Significance level
0.677(**)
Observation numbers
23
*P < 0.01; **Non-significant. Table 4. Price variation occured in the factors that determine product cost, in premium support, and price of
sunflower. Relationship between premium support, cultivated
area and production amount of sunflower In a study carried out on the subject,
excepting premium support, diesel fuel and fertilizer
support paid in Turkey within the scope of agricultural
support is concluded to be insufficient (Ozcelik and Ozer,
2007). The variation occured between 1999 to 2010 on the
prices of sunflower production input and the premium
support which has been granted since 1999 in Turkey is
given in Table 4. When the data is analysed, it is
conspicuous that especially the price of diesel fuel input
has increased 5.2 times in the period 1999 to 2010, while p
As a part of the research, attitude and the level of
expectations of manufacturers to “Premium Support” are
also analysed. 97.25% of manufacturers in the survey 1063 Semerci Table 5. Effects of sunflower support payments to producer welfare on
enterprices in field of survey (2009). Table 5. Effects of sunflower support payments to producer welfare on
enterprices in field of survey (2009). Table 5. Effects of sunflower support payments to producer welfare on
enterprices in field of survey (2009). Sunflower’s income (excluding subsidizing payments)
Number of enterprises (survey)
571
Sunflower production area (ha)
5.349.75
Production (ton)
9.487.08
Yield (ton/ha)
1.773
Price (US$/ton)
504.27
Gross production value (US$/ha)
894.24
Variable expenses (US$/ha)
575.54
Gross profit (US$/ha)
318.70
Sunflower’s income (including subsidizing payments)
Fertilizer support (US$/ha)
36.98
Fuel support (US$/ha)
36.98
Premium support(US$/ton)
140.00
Price (sales price+Premium support price) (US$/ton)
644.27
Gross production value (US$/ha)
1.142.29
Total supports (US$/ha)
322.18
Variable expenses( US$/ha)
575.54
Gross profit (US$/ha)
640.71
Share of subsidies in Gross Profit (%)
50.28 Sunflower’s income (excluding subsidizing payments) Sunflower’s income (excluding subsidizing payments)
Number of enterprises (survey)
571
Sunflower production area (ha)
5.349.75
Production (ton)
9.487.08
Yield (ton/ha)
1.773
Price (US$/ton)
504.27
Gross production value (US$/ha)
894.24
Variable expenses (US$/ha)
575.54
Gross profit (US$/ha)
318.70 Sunflower’s income (including subsidizing payments)
Fertilizer support (US$/ha)
36.98
Fuel support (US$/ha)
36.98
Premium support(US$/ton)
140.00
Price (sales price+Premium support price) (US$/ton)
644.27
Gross production value (US$/ha)
1.142.29
Total supports (US$/ha)
322.18
Variable expenses( US$/ha)
575.54
Gross profit (US$/ha)
640.71
Share of subsidies in Gross Profit (%)
50.28 The variations generated by support applications on
Gross Production Values and Gross Profit of enterprises
are examined by calculating the sunflower income both in
per supported and unsupported unit area (ha) with the
help of data acquired from 571 agricultural enterprises in
scope of the research. Conclusion Among the farms of the survey, Gross Production Value
of sunflower reaches on average the level of 1,142.29
US$ per hectare with an increase of 27.74% on the
unsupported level in consideration of the average yield
(1.773 ton/ha) and of the payments of oil seed supports. In conjunction with the support payments, sunflower
Gross Profit reaches up to the level of 640.71 US$/ha
with a growth of 98.87%. The share of subsidies in
“Gross Production Value of New Sunflower” of which was
calculated in consideration of supports is 50.28%. This
rate clearly reveals the contribution and importance of
support payments on Gross Profit and even in Gross
Production Value of sunflower. Other studies in this issue
reveal that although support payments (premium supports Relationship between premium support, cultivated
area and production amount of sunflower In the study, the average
sunflower yield of enterprises was calculated as 1.773
tons/ha. In case that the support is disregarded, the
average GPV of sunflower is calculated to be 894.24
US$/ha, variable costs calculated to be 575.54 US$/ha
and Gross Production Value is calculated to be 318.70
US$/ha (Table 5). the price increase for the same period was recognized to
be 3.5 times for seed, 2.3 times for fertilizer and 1.8 times
for pesticides. Despite the 5.1 times increase on unit
price of premium support in 2010 in comparison with
1999, the increase in purchasing price of the sunflower
seed remained at the level of 2.9 times. Because of the
diesel fuel and the product prices lower than the seeds
which take important part of the costs, fluctuations are
observed on sunflower cultivations areas. In the other
studies carried in the region, in accordance with the
evidences identified in the study, it is concluded that the
purchase price of sunflower has significantly decreased
in real terms in response to real increase especially in the
price of diesel fuel (Aksoy and Gaytancioglu, 1996;
Semerci and Kaya, 2010). the price increase for the same period was recognized to
be 3.5 times for seed, 2.3 times for fertilizer and 1.8 times
for pesticides. Despite the 5.1 times increase on unit
price of premium support in 2010 in comparison with
1999, the increase in purchasing price of the sunflower
seed remained at the level of 2.9 times. Because of the
diesel fuel and the product prices lower than the seeds
which take important part of the costs, fluctuations are
observed on sunflower cultivations areas. In the other
studies carried in the region, in accordance with the
evidences identified in the study, it is concluded that the
purchase price of sunflower has significantly decreased
in real terms in response to real increase especially in the
price of diesel fuel (Aksoy and Gaytancioglu, 1996;
Semerci and Kaya, 2010). (2011b). Anonymous
(2011b). Available
at: Anonymous
(2011b). http:///www.tuik.gov.tr/agriculture/database http:///www.tuik.gov.tr/agriculture/database )
Today, agriculture is a sector that should be supported
because of its nature especially in developing countries. Turkey is one of the countries that have special emphasis
on support of agricultural production. Agricultural support
systems which are carried out in Turkey are in
accordance with international rules. However, over time,
due to the insufficiency of agricultural support policies,
innovations of systems and fundamental changes have
become inevitable. In the light of developments in recent
years, a new agricultural production support system
“Turkey Agricultural Basin Production and Support
Model” was adopted since 2011 in Turkey. The basic
expectations from the new system implemented are to
provide an increase in producer income and availability to
meet shortage of products supply (oil seeds etc.) with
domestic production by supporting them in higher levels
as well as an increase in agricultural production and
productivity. Erdal G, Erdal H (2008). The Effects of premium payment in Turkey
agricultural supports system. Gaziosmanpasa Univ. J. Agric. Fac. 25(1):41-51. Erkan O, Cicek A (1996). Research and sampling methods in
agricultural
economics. GOP
University. Agricultural
Faculty
Publishing. 12(6). Tokat. Turkey. p.72. Gaytancioglu O (1999). Economic anaysis of the agricultural politics
applied on sunflower and the yield loss owing to warehousing. Trakya
University. Tekirdag Agriclyural. Faculty, Tekirdag. University. Tekirdag Agriclyural. Faculty, Tekirdag. G
S
S
S Green SB, Salkind NJ, Akey TM (2000). Using SPSS for windows,
analyzing and understanding data. Second Edition. Prentice-Hall Inc. Upper Saddle River. New Jersey.USA. pp. 243-252. pp
y
pp
Gunaydin G (2006). Agriculture sector in Turkey. J. Agric. Eng. 76-
77:12-27 lkdogan U (2008). Development of oilseed trade in the world and EU an
evaluation in terms of Turkey. EU Expertise Thesis. Ministry of
Agriculture and Rural Affairs of Turkey. Foreign Affairs and EU
Coordination Department.Ankara. p. 128 Hennessy AD (1998).The Production effects of agricultural income
support policies under uncertainity. Am.J.Agric. Econ.80:46-57. Henningsen A, Kumbhakar S, Lien G (2009). Econometric analysis of
the effects of subsidies on farm production in case of endogenous
input quantities. AAEA & ACCI Joint Annual Meeting. Milwaukee. Wisconsin. USA. p
y
Agricultural subsidies for producers in Turkey comprise
approximately 6% of total agricultural production value
and 0.82% of Gross Domestic Product. (2011b). In this case, as of
now, the usage of support tools and field based supports
and also the compliance with the rule of “de minimis”
constitute a hindrance for the country. However, both the
study findings and the evidences of previous researches
demonstrate that premium supports and supports unit
prices of diesel fuel and fertilizer are insufficient to
increase sunflower production and they thereby reveal
that unit support prices should definitely be increased. Keeny R (2009). Transfer efficiency and distributional impacts of U.S. farm support: evidence from a macro–micro simulation. Am. J. Agric. Econ. 91(5):1289–1295. Koc A (2005). Oilseed sector (seed, pulp and oil) status: Abatement of
customs tariff rates and effects of premium supports. Vegetable Oils
and Fats Industrialists Association, Hazar Advertising Printing,
Publication Ankara 7:108. MARA (2011a). 2010 Current data of Ministry of Agriculture and Rural
Affairs of Turkey. General Directorate for Agricultural Production an
Development. Ankara. p.29. MARA (2011b). 2010 Annual Report of Tarsim Agricultural Insurance
Pool. Ministry of Agriculture and Rural Affairs and Prime Ministry
Undersecretariat of Treasury and Foreign Trade. Ankara. p. 7. This study carried out proves that the premium support
applied in Turkey has no effect on increasing the
cultivation areas of sunflower. It only shows that the
supports of diesel fuel and fertilizers have significant
increasing effects on producer income and decreasing
costs for sunflower with premium supports. In conse-
quence of the study, dissemination of production in
watery conditions, encouragement usage of varieties with
high oil content, usage of appropriate fertilizer according
to results of soil tests, and the seed use should be
proposed to be incorporated to agricultural subsidy
system for sunflower production like in other products. Mayrand K, Dionne S, Paquin M, Le Bell IP (2003). The Economic and
environmental impacts of agricultural subsidies: An assessment of
the 2002 US Farm Bill & Doha Round. Unisféra International Centre. Canada. Ozcelik A, Fidan H (2003). Importance of sunflower regarding to
economy of Turkey. Turkey First Oil Seeds, Vegetable Oils and
Technologies Symposium. pp.92-102. Ozcelik AO, Ozer O (2007). The Evaluation of supporting payments to
farmers for fuel and chemical fertilizer in Turkey. J. Agric. Sci. 13
(1)1-8 Sahin I, Semerci A, Kaya Y, Citak N (2010). Determining efficiency of
subsidizing policies and productivity on sunflower production. MARA. Tagem (08-R&D-6). p. 354. Sahinoz A, Cagatay S, Teoman O (2007). (2011b). Discussion of the
Applicability of Premium Support System as Agricultural Support in
Turkey and Economic Analysis of the System. MARA. Agricultural
Economics Research Institute. Publ. Ankara. 155:75. Effects of applied agricultural supports to producer
welfare in sunflower production Sunflower in Thrace is ranked as the second in the
production pattern of agricultural enterprises with a ratio
of 42.74% after the wheat. The contribution of sunflower
to enterprises total agricultural income is calculated to be
approximately 30%. These data clearly reveal the
importance of sunflower for the producers in the field of
research (Sahin et al., 2010). In this context, as well as
the contribution of premium support and other support
applications to welfare of sunflower producers, product
cost reduction effect is also important. Afr. J. Agric. Res. Afr. J. Agric. Res. 1064 global agricultural subsidies and market access. World Trade Rev. 5(3):357-376. global agricultural subsidies and market access. World Trade Rev. 5(3):357-376. and field-based supports) are directly not efficient on
increasing sunflower production, they play an important
role on the formation of healthier sunflower purchase
prices and on farmer’s income. It also reveals that
abolition of support payments will result in an absolute
decrease on sunflower production (Erdal and Erdal, 2008;
Koc, 2005). ( )
Anonymous (2009). Agriculture in Turkey with ecomonomical indicators. MARA. Agricultural Economics Research Institute. Project Ankara. 176:41-102. Anonymous
(2011a). (http:///www.fao.org/FAOSTAT-Agriculture
/production/crops) p
p )
Anonymous
(2011b). Available
at:
http:///www tuik gov tr/agriculture/database at: p
p )
Anonymous
(2011b). g
y
p
Anderson K, Martin W, Valenzuela E (2006). The relative importance of Englowood Cliffs. N. Jersey.USA. (Please provide page number).
Zemheri O. (2010). Recent Developments in Agricultural Support
Policies. The J. Minis. Agric. Rural Affairs. (Turk Tarım) 2010:195.
Ankara. p. 18. REFERENCES Semerci A, Kaya Y (2010). The Component of production cost in
sunflower and its relationships with input prices. Int. Rev. Appl. Econ. 5(1-2):139-146. Acar M, Bulut E (2009). Recent developments in agricultural support
policies in Turkey and the world. S.U. IIBF. J. Soccal Econ. Res. 9
(17)1-19 Střeleček F, Zdeněk R, Lososová J (2009). Comparison of agricultural
subsidies in the Czech Republic and in the selected states of the
European Union. Agric. Econ–Czech 55(11):519-533 (
)
Aksoy S, Gaytancioglu O (1996). Research on the effects of increases
in agricultural input prices to product prices. I. Agricultural Economics
Congress of Turkey, İzmir. p. 2. p
g
(
)
TURKSTAT (2010). Statistical indicators 1923-2009. Turk. Stat Inst. Publ. Ankara 3493:170. p
g
(
)
TURKSTAT (2010). Statistical indicators 1923-2009. Turk. Stat Inst
Publ. Ankara 3493:170. Yamane T (1967). Elementary sampling theory. Prentice-Hall Inc. Publ. Ankara 3493:170. Yamane T (1967). Elementary sampling theory. Prentice-Hall Inc. g
y,
p
Anderson K, Martin W, Valenzuela E (2006). The relative importance of Anderson K, Martin W, Valenzuela E (2006). The relative importance of Yamane T (1967). Elementary sampling theory. Prentice-Hall Inc. 1065 Semerci
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Suppl. Fig. 3.
Number of COX-2 transcripts per
4000 GAPDH transcripts
+
+
+
-
-
-
A66
(p110αi)
TGX221
(p110βi)
MK2206
(AKTi)
+
+
-
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MF63
(mPGES1i)
GW627368X
(EP4i)
0.4
0.8
1.2
1.6
0.0
Fig. S3 (related to Fig 4) : Effect of PI3K inhibitors on COX-2
expression in KUL98-MELA cells.
KUL98-MELA cells were treated with 10μM MF63, 5 μg/ml
GW627368X, 20μM A66, 30μM TGX221 or 10μM MK2206 for
72h. RNA was extracted and expression of COX-2 was analysed
by RT-qPCR. (Data represented are Mean+SD; the experiment
was repeated 3 times) Suppl. Fig. 3. Number of COX-2 transcripts per
4000 GAPDH transcripts
+
+
+
-
-
-
A66
(p110αi)
TGX221
(p110βi)
MK2206
(AKTi)
+
+
-
-
MF63
(mPGES1i)
GW627368X
(EP4i)
0.4
0.8
1.2
1.6
0.0
Fig. S3 (related to Fig 4) : Effect of PI3K inhibitors on COX-2
expression in KUL98-MELA cells. KUL98-MELA cells were treated with 10μM MF63, 5 μg/ml
GW627368X, 20μM A66, 30μM TGX221 or 10μM MK2206 for
72h. RNA was extracted and expression of COX-2 was analysed
by RT-qPCR. (Data represented are Mean+SD; the experiment
was repeated 3 times) Suppl. Fig. 3. Suppl. Fig. 3. Number of COX-2 transcripts per
4000 GAPDH transcripts
+
+
+
-
-
-
A66
(p110αi)
TGX221
(p110βi)
MK2206
(AKTi)
+
+
-
-
MF63
(mPGES1i)
GW627368X
(EP4i)
0.4
0.8
1.2
1.6
0.0 Fig. S3 (related to Fig 4) : Effect of PI3K inhibitors on COX-2
expression in KUL98-MELA cells. KUL98-MELA cells were treated with 10μM MF63, 5 μg/ml
GW627368X, 20μM A66, 30μM TGX221 or 10μM MK2206 for
72h. RNA was extracted and expression of COX-2 was analysed
by RT-qPCR. (Data represented are Mean+SD; the experiment
was repeated 3 times)
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Евристичне управління дискретними системами енергетики
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Евристичне управління дискретними системами енергетики Олександр Іванович Брунеткін
Кафедра програмних і комп’ютерно-інтегрованих технологій, Національний університет
«Одеська політехніка», Одеса, Україна
ORCID 0000-0002-6701-8737 Олександр Іванович Брунеткін
Кафедра програмних і комп’ютерно-інтегрованих технологій, Національний університет
«Одеська політехніка», Одеса, Україна
ORCID 0000-0002-6701-8737 Олександр Валерійович Бабенко
Кафедра програмних і комп’ютерно-інтегрованих технологій, Національний університет
«Одеська політехніка», Одеса, Україна
ORCID 0009-0009-9197-1446 Олександр Валерійович Бабенко
Кафедра програмних і комп’ютерно-інтегрованих технологій, Національний університет
«Одеська політехніка», Одеса, Україна
ORCID 0009-0009-9197-1446 3. Мета та задачі дослідження Завдання управління можна сформулювати в такий спосіб: забезпечити оптимальний
баланс між як технологічного процесу, надійністю, ефективністю та вартістю. При цьому слід,
що довкілля може змінюватися непередбачуваним чином. Розглянемо поточний стан системи
через рівні інтервали часу. В межах інтервалу структура системи змінюється, тобто. обладнання не включається та не вимикається, та працює в номінальному режимі. Таким
чином, завдання керуючого алгоритму – отримати план перемикання обладнання, що
відповідає оптимальному вирішенню з точки зору обраного критерію. 1. Вступ Накладемо на процес управління обмеження та умови. − Забезпечення максимально можливої якості, тобто мінімізувати відхилення поточного
параметра від заданого. − Забезпечення максимально надійної надійності обладнання. − Забезпечення максимально надійної надійності обладнанн − Використання процесу управління найбільш ефективного устаткування. − Забезпечення надійності обладнання не нижче задано. − Система має в міру можливості збереження працездатності в умовах обмеженості
енергоресурсів. 2. Об'єкт і предмет дослідження Об'єкт дослідження: система управління теплопостачанням із змінною структурою
технічних засобів об'єкта управління. Предмет дослідження: математичне забезпечення розв’язання задачі оптимізації
автоматизованої систем управління процесами теплопостачання із змінною структурою
технічних засобів. Для цитування цієї статті: Брунеткін Олександр, Бабенко Олександр. Евристичне управління дискретними системами
енергетики. International Science Journal of Engineering & Agriculture. Vol. 2, No. 6, 2023, pp. 65-72. doi: 10.46299/j.isjea.20230206.08 j
j
Надійшла до редакції: 01 листопада 2023 р.; Схвалено: 30 листопада 2023 р.;
Опубліковано: 01 грудня 2023 р. Анотація: Розглянуто евристичне управління дискретними системами енергетики, в
основу якого покладено цільову функцію оптимізаційного розв’язання задачі для системи
теплопостачання із змінною структурою технічних засобів. Цільова функція поєднує в собі
такі властивості як якість процесу, ефективність обладнання, його надійність і вартість
ресурсів, що дозволяє комплексно оцінювати процес функціонування системи на основі
техніко-економічних показників при обмеженнях на ресурси і визначати найкраще рішення у
разі їх зміни. В основу математичної моделі для забезпечення управління системою
теплопостачання по вибору структури об'єкта управління покладено використання
генетичного алгоритму, що дозволяє досягти раціонального використання енергоресурсів і
мінімізувати час розрахунків. Запропоновано три керуючі алгоритми пошуку оптимального
рішення. Запропоновано комплексний критерій оптимального управління структурою
системи на основі техніко-економічних показників. Розроблено кілька варіантів керуючих
алгоритмів, що визначають оптимальну структуру технічних засобів, використовуючи
генетичний алгоритм. Кожен із варіантів має свої особливості. Якщо у першому варіанті
реалізовано релейне управління обладнанням та введення обмежень на ресурси та значення
вагових коефіцієнтів критерію управління здійснює оператор, то у другому — їх значення
автоматично оцінюється на основі наявності енергоресурсів з урахуванням їх майбутніх
надходжень, а також непередбачених подій, що впливають на роботу системи
теплопостачання. У третьому варіанті під час виконання управління за попередньо
розрахованим планом паралельно ведеться розрахунок наступного плану з урахуванням зміни
потужності устаткування. Для зменшення кількості перемикань обладнання при оптимізації
структури системи розроблено четвертий алгоритм, в якому управління здійснюється не лише
зміною структури системи, а й зміною завдань регуляторів теплопередаючих технічних
засобів. Ключові слова: Евристичне управління, керування зміною структури, критерій
оптимального керування, генетичний алгоритм, система теплопостачання, цільова функція Брунеткін Олександр та ін.: Евристичне управління дискретними системами енергетики 66 5. Метод формування плану перемикання обладнання Складність
вирішення
завдань
формування
плану
переключення
обладнання
передбачається тим, що немає чіткої залежності оптимальної структури системи від її
поточного і необхідного стану. Так як цільова функція може досягати різних альтернативних
структур системи, в кожен момент ми вимагаємо необхідності вибору, наслідки якого можна
оцінити тільки в майбутньому. Беремо до уваги, що система теплопостачання складається з
трьох об'єктів (два газових котли і ТНУ), кожен з яких може бути або включений, або
виключений, отримуємо 2 3 = 8 можливих наявних систем в кожен момент часу. Відповідно
безліч з N інтервалів дає нам можливі плани переключення обладнання. Очевидно, що простий перебір усіх варіантів може зайняти занадто багато часу. Таким
чином, виникає питання, як для прийнятного часу знайти оптимальне або близьке до
оптимального рішення. Можна провести визначені аналогії між вирішуваною задачею і задачами планування
розподілу ресурсів. Найбільш близькою за змістом є задача про створення раціону [1]. р
у р
ур
р
р
р
у [ ]
Отже, формуємо основні властивості вирішуваної задачі: Отже, формуємо основні властивості вирішуваної задачі: Отже, формуємо основні властивості вирішуваної задачі: р у
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у
езна кількість альтернативних рішень; — величезна кількість альтернативних рішень; — величезна кількість альтернативних рішень; — немає інформації про залежність плану переключення обладнання від поточного стану
системи; — цільова функція може мати безліч локальних екстремумів. — цільова функція може мати безліч локальних екстремумів. — цільова функція може мати безліч локальних екстремумів Аналіз різних літературних джерел [2,3,4,5,6] показав, що для вирішення подібних завдань
добре використовуються генетичні алгоритми. Тому було вирішено використовувати їх для
отримання плану переключення обладнання, достатньо близького до оптимального з точки
зору обраного критерію дискретності функція , аргументами якої є плани перемикання
технічних засіб х протягом t . В остаточній формі цільова функція відбувається вигляду : 𝐽(𝑥; 𝑡) = √𝑤𝑟𝑅н
2(𝑥; 𝑡) + 𝑤𝑞𝑄н
2(𝑥; 𝑡) + 𝑤𝑠𝑆н
2(𝑥; 𝑡) + 𝑤𝑒𝐸н
2(𝑥; 𝑡)
(1) (1) 𝐽(𝑥; 𝑡) = √𝑤𝑟𝑅н
2(𝑥; 𝑡) + 𝑤𝑞𝑄н
2(𝑥; 𝑡) + 𝑤𝑠𝑆н
2(𝑥; 𝑡) + 𝑤𝑒𝐸н
2(𝑥; 𝑡) (1) де: 𝑤𝑟, 𝑤𝑞, 𝑤𝑠, 𝑤𝑒 – вагові коефіцієнти, які приймаються експертним методом; R(t) –
ймовірністю відмови системи; Q(t) – якістю підтримувати заданої температура; S(t) – вартістю
енергоресурсів; E(t) – ефективністю перетворення енергії. При описі генетичних алгоритмів використовуються визначення, використані з генетики. Наприклад, мова іде про популяцію осіб, а в якості базових понять застосовуються ген,
хромосома, генотип, фенотип, аллель. Також підходять цим термінам визначення з технічної
лексики, зокрема, ланцюг, двоїчна послідовність, структура [7,8]. 4. Аналіз літератури Аналіз різних літературних джерел показав, що для вирішення подібних завдань добре
використовувати евристичне управління дискретними системами. Теоретичні дослідження задач оптимізації проводили В.М. Глушков, А.Г. Івахненко, Р. Белман, Л.С. Понтрягін, Л.А. Барський, В.З. Козін, А.С. Давідкович та ін. Розв’язанню
оптимізаційних задач в галузі теплоенергетики присвятили свої роботи Е.В. Сарнацький, Р.Р. Авезов, Р.В. Жесан, С.П. Плєшков [2,3,4,5,6]. Сучасні наукові досягнення довели, що розв’язання завдань теплопостачання може бути
отримано шляхом використання взаємозамінного обладнання, яке працює незалежно одне від
одного при паралельному підключенні. Це робить доцільним об'єднання його в рамках єдиної
системи для отримання оптимального співвідношення якості продукції при мінімізації
вартості витрачених ресурсів за рахунок постійної зміни структури як теплогенеруючих, так і
теплопередаючих технічних засобів [2,3,4]. Проведений аналіз показав, що під оптимальним керуванням розуміється керування
структурою регулятора і оптимізацією його поточних налаштувань. Аналіз літературно-
патентних джерел показав, що дослідники в галузі автоматизації звернули увагу на завдання
керування зміною структури технічних засобів порівняно давно, на етапі класифікації
автоматизованих систем, однак у відкритій літературі не виявлено ніяких алгоритмів
керування структурою складної системи для підвищення ефективності [5,6]. International Science Journal of Engineering & Agriculture 2023; 2(6): 65-72 67 5. Метод формування плану перемикання обладнання Дуже важливим поняттям в генетичних алгоритмах вважається функція пристосовності,
інакше звана функцією оцінки. Вона представляє міру здатності даної особи в популяції. Ця
функція відіграє головну роль, оскільки дозволяє оцінити ступінь пристосовності окремих осіб
у популяції та вибрати з них найбільш пристосовані (тобто мають найбільше значення функції
пристосовності) відповідно до еволюційного принципу виживання «сильніших» (краще всього
пристосованих). Функція пристосованості також отримала свою назву безпосередньо з
генетики. Вона надає сильний вплив на функціонування генетичних алгоритмів і повинна мати
точне і правильне визначення. У завданнях оптимізації функція пристосовності, як правило,
оптимізується і називається цільовою функцією. В задачах мінімізації цільова функція
перетворюється, і проблема зводиться до максимізації. В теорії управління функція
пристосування може приймати вид функції погрішності, а в теорії ігор – функції вартості. На
кожній ітерації генетичного алгоритму пристосованість особи кожної даної популяції
оцінюється за допомогою функцій працездатності, і на цій основі створюється наступна Брунеткін Олександр та ін.: Евристичне управління дискретними системами енергетики 68 популяція осіб, складових безліч потенційних рішень проблем, наприклад, завдань оптимізації
[9,10]. Чергова популяція в генетичному алгоритмі називається поколінням, а до знову створеної
популяції особи застосовується термін «нове покоління» або «покоління потомків». Метод
пошуку найкращого рішення у вигляді класичного генетичного алгоритму наступний. Шаг 1. Початок, введення даних. ,
ізація, вибір вихідної популяції хромосом. Шаг 2. Ініціалізація, вибір вихідної популяції хромосом. Шаг 3. Оцінка здатності хромосом в популяції. Шаг 4. Перевірка умов пристосовності хромосоми, якщо умова виконана, здійснюємо
відбір кращої за критерієм хромосоми і завдання пошуку вважається виконане, кінець. Шаг 5. Умову не виконано, відсутні пристосовані хромосоми. Шаг 4. Перевірка умов пристосовності хромосоми, якщо умова виконана, здійснюємо
відбір кращої за критерієм хромосоми і завдання пошуку вважається виконане, кінець. Шаг 5. Умову не виконано, відсутні пристосовані хромосоми. Шаг 4. Перевірка умов пристосовності хромосоми, якщо умова виконана, здійснюємо
відбір кращої за критерієм хромосоми і завдання пошуку вважається виконане, кінець. Шаг 5 Умову не виконано відсутні пристосовані хромосоми Шаг 5. Умову не виконано, відсутні пристосовані хромосоми. Шаг 6. Продовжуємо селекцію. Шаг 6. Продовжуємо селекцію. Шаг 7. Застосовуємо генетичні оператори. Шаг 8. Створюємо нову популяцію хромосом, з новими властивостями. . Створюємо нову популяцію хромосом, з новими властивостями. Шаг 9. Переходим на Шаг 3. Розглянемо застосування генетичного алгоритму для вирішення завдань складання плану
переключення обладнання. Перш за все, необхідно закодувати своє рішення у вигляді
послідовності генів. У кожен момент часу система може знаходитися в одному з 8-ми різних станів, що
визначають комбінації включеного обладнання. 5. Метод формування плану перемикання обладнання Приймемо, що 1 відповідає ввімкненому
складу одиниць обладнання, а 0 — вимкнутому, тому можна скласти наступну таблицю
кодування наявних систем. Очевидно, що в двійковій системі стану системи теплопостачання відповідні числа від 0
до 7. Якщо прийняти, що кожен ген буде відповідати інтервалу часу. Наприклад, ген, що має
значення 3, буде відповідати подвійному представленню 011, що означає вимкнуто котел №1,
і ввімкнене обладнання, котел №2 і ТНУ. Таблиця 1. Таблиця кодування станів системи. Код стану
Котел №1
Котел №2
ТНУ
0
0
0
0
1
0
0
1
2
0
1
0
3
0
1
1
4
1
0
0
5
1
0
1
6
1
1
0
7
1
1
1 Послідовність генів утворює хромосому. Довжина хромосоми визначається кількістю N
інтервалів. Таким чином, послідовність генів в будь-якій хромосомі являє собою план
переключення обладнання. Пошук структури методом генетичного алгоритму починається з формування початкової
популяції хромосом. У цьому випадку ця популяція складалася з 10 хромосом і формується
випадковим чином [11,12]. Для оцінки працездатності кожної хромосоми використовувався вираз (1). Для цього
моделювалася робота системи відповідно до плану перемикання обладнання, даної конкретної
хромосоми, і розраховувалися всі необхідні компоненти. Критерій зупинки алгоритму це
умова незмінності найбільш пристосованої хромосоми протягом 50 циклів. Проведений аналіз
за викладеним методом підтверджує, що генетичні алгоритми дозволяють знаходити у
величезній кількості альтернативних прийнятних рішень за розумний час. Так навіть при International Science Journal of Engineering & Agriculture 2023; 2(6): 65-72
69 69 N=1000 середній час пошуку рішення склало всього 500 с за цей час, як повний перебір усіх
варіантів зайняв би 3,2*10996 с. N=1000 середній час пошуку рішення склало всього 500 с за цей час, як повний перебір усіх
варіантів зайняв би 3,2*10996 с. Головний же висновок полягає в тому, що, вибрав конкретну конфігурацію ЕОМ,
призначену для моделювання, і задаючись прийнятним часом пошуку рішення, залежно від
рис. 1 можна визначити максимальне значення параметра N . З іншої сторони представляється доцільним проводити моделювання на період, що
перевищує тривалість самого тривалого перехідного процесу системи. В наслідок цього,
розділив на величину N знайдену на рис. 1 можна визначити значення інтервалу 𝛥𝜏: З іншої сторони представляється доцільним проводити моделювання на період, що
перевищує тривалість самого тривалого перехідного процесу системи. В наслідок цього,
розділив на величину N знайдену на рис. 1 можна визначити значення інтервалу 𝛥𝜏: 𝛥𝜏≤
𝜏пп
𝑁. (2) (2) 𝛥𝜏≤
𝜏пп
𝑁. Так, наприклад, вибрав максимальний час пошуку рішення рівний 120 секундам на рис. 1
знаходимо N ≈ 500. 5. Метод формування плану перемикання обладнання З попередніх досліджень встановлено, що максимальна тривалість
переходного процесу в системі теплопостачання становить приблизно 9500 с. В наслідок
цього: 𝛥𝜏≤
9500
500 = 19 с. Ґрунтуючись на отриманому результаті, подальше моделювання
системи теплопостачання проводилося при 𝛥𝜏= 15 с. 6. Результати розробки керуючих алгоритмів системи У ході роботи по створенню керуючого алгоритму були запропоновані різні варіанти, що
відрізняються складністю і потенційними можливостями. Управляючий варіант алгоритму 1. Це простий варіант алгоритму, який у подальшому
був використаний у процесі імітаційного моделювання. Послідовність дій наступна. Шаг. 1. Введення вихідних даних. Значення ваги, що визначають і кількість пріоритетних
ресурсів. Шаг. 1. Введення вихідних даних. Значення ваги, що визначають і кількість пріоритетних
ресурсів. ур
Шаг. 2. Формування плану переключення обладнання генетичним алгоритмом. Шаг. 3. Реалізація плану. Шаг. 3. Реалізація плану. Шаг. 4. Перевірка умов реалізації плану, якщо план не реалізований перехід на Шаг 3. і
і
б Шаг. 5. План реалізований, переходимо на перевірку умов завершення роботи, якщо
немає, то переходимо на Шаг 1. ,
р
Шаг. 6. Робота завершена. Вихід із алгоритму. р
Шаг. 6. Робота завершена. Вихід із алгоритму. 0
100
200
300
400
500
600
700
800
900
0
500
1000
1500
N
t, с
Рис. 1. Залежність середнього часу пошуку рішення від кількості інтервалів N. Рис. 1. Залежність середнього часу пошуку рішення від кількості інтервалів N. Для простого алгоритму можна представити у вигляді нескінченого циклу. У цьому
випадку введення обмежених ресурсів і значення вагових коефіцієнтів критеріїв оптимального
управління здійснює оператор. Цей алгоритм може бути використаний для реалізації 70 Брунеткін Олександр та ін.: Евристичне управління дискретними системами енергетики автоматизованого управління або ж як система підтримки прийняття рішень. Хоча перший
варіант керуючого алгоритму досить точний для проведення імітаційного моделювання
системи теплопостачання, з практичної точки зору він малопридатний [13,14]. Управляючий алгоритм варіант 2. Необхідно виключити людський фактор на кожному
кроку алгоритму. Тому був розроблений більш інтелектуальний варіант керуючого алгоритму,
який дозволяє автоматично оцінювати значення вагових коефіцієнтів складових критеріїв (1)
на підставі поточної наявності первинних енергоресурсів, їх майбутніх поступлень, а також
усіх непередбачених флуктуацій, що впливають на роботу параметрів системи. Послідовність
дій наступна. 1. Введення вихідних даних. Визначення доступних ресурсів. Шаг. 1. Введення вихідних даних. Визначення доступних ресурсів. 2. Рішення задачі розподілу ресурсів. Визначення кількості кожного ресурсу н
рацію. у у
р
Шаг. 3. Формування плану переключення обладнання генетичним алгоритмом без
урахування кількості ресурсів. Визначення дефіциту кожного ресурсу. Шаг. 4. Визначення дефіциту кожного ресурсу. д ф ц
у
р
ур у
Шаг. 5. Зміна вагових коефіцієнтів критеріїв оптимального управління пропорційно
величині відповідного дефіциту ресурсу. ф
у р
ур у
Шаг. 6. Формування уточненого плану переключення обладнання генетичним алгоритмом
з урахуванням кількості ресурсів. Шаг. 7. План реалізації. р
8. Перевірка умов реалізації плану, якщо план не реалізований перехід на Шаг 6. 6. Результати розробки керуючих алгоритмів системи Шаг. 8. Перевірка умов реалізації плану, якщо план не реалізований перехід на Шаг 6. Шаг. 9. Реалізований план переходу на введення змін у кількість доступних ресурсів у
результаті виникнення зовнішніх і внутрішніх збурень перевірку переходимо на Шаг 2. Шаг. 10. План реалізовано, збурення відсутні. Вихід із алгоритму. Шаг. 10. План реалізовано, збурення відсутні. Вихід із алгоритму. Перевага даного алгоритму полягає в тому, що тільки в системі спостерігається дефіцит
будь-якого ресурсу, відбувається збільшення відповідних вагових компонентів в критеріях
управління, що, в свою чергу, приводить до зниження поточних витрат ресурсу. З
запропонованого підходу в цьому алгоритмі реалізована спроба об'єднання АСУП і АСУ ТП. На верхньому рівні вирішується класична задача планування розподілу ресурсів. На нижньому
— приймається рішення про те, як слід переключити конкретне обладнання для того, щоб
досягти оптимального значення цільової функції по використанню ресурсів. Управляючий алгоритм варіант 3. Далі відзначимо, що в запропонованих алгоритмах
основні розрахункові витрати проходять в момент формування плану. Після того, як
сформований план, розрахункова потужність ЕОМ не використовується. У підсумку ми
тратимо кілька хвилин на формування плану, який реалізується протягом кількох годин. З
метою задіяння вимірювальних і розрахункових можливостей ЕОМ в процесі виконання плану
була запропонована наступна концепція [15]. Припустимо, що обладнання системи теплопостачання працює не в релейному режимі, а
на різних рівнях потужності. Для визначеності приймемо, що такі рівні 5: 0, 25, 50, 75 і 100%. З розрахункової точки зору завдання пошуку оптимального плану істотно ускладнюється, так
як кількість варіантів тепер (53)N =125N. З іншої сторони, маневрування потужності дозволить
більш гнучко використовувати ресурси всередині системи теплопостачання. Крім того, як уже
було сказано, є великий потенціал не використаного часу роботи ЕОМ. Тому перспективним
представляється гібридний підхід. На початку формується попередній план переключення
обладнання виходячи з того, що воно працює в релейному режимі. Далі, поки цей план
реалізується, паралельно формується поточний план, який передбачає роботу обладнання на
різних рівнях потужності. Таким чином, з'являється можливість більш гнучкого управління,
що покращує ефективність. International Science Journal of Engineering & Agriculture 2023; 2(6): 65-72 71 7. Висновки Вернадського. Серія: Технічні науки, 2021, Том 32 (71) Ч. 1 № 2 с. 170 – 179. р
у
,
(
)
4) Максимов М.В., Максимова О.Б., Мінчев Д.С. Методи та моделі управління системою
зі зміненою структурою об'єктів теплопостачання. Вчені записки ТНУ імені В.І. Вернадського. Серія: Технічні науки, 2021, Том 32 (71) Ч. 1 № 2 с. 170 – 179. р
у
,
,
(
)
5) Давидов В.О. аналіз надійності ПО АСУТП / В. О. Давидов, О.Б. Максимова, А.А. Шевчук // Холодильна техніка і технологія. — Одесса, 2011. — Вип . 6(134). — С. 86 — 91. р
у
,
,
(
)
5) Давидов В.О. аналіз надійності ПО АСУТП / В. О. Давидов, О.Б. Максимова, А.А. Шевчук // Холодильна техніка і технологія. — Одесса, 2011. — Вип . 6(134). — С. 86 — 91. 6) Проектування спеціалізованих інформаційно-вичислювальних систем: Учеб. пособие
по спец. ЕОМ і АСУ/ Смирнов Ю.М., Воробьов Г.Н., Потапов Е.С., Сюзев В.В.; Під ред. Смирнова Ю.М. — М.: Вищ . шк ., 1984. — 359 с. 6) Проектування спеціалізованих інформаційно-вичислювальних систем: Учеб. пособие
по спец. ЕОМ і АСУ/ Смирнов Ю.М., Воробьов Г.Н., Потапов Е.С., Сюзев В.В.; Під ред. Смирнова Ю.М. — М.: Вищ . шк ., 1984. — 359 с. 7) Рутковская Д., Пилиньский М., Рутковский Л. Нейронные сети, генетические
алгоритмы и нечеткие системы: пер. с польск. И.Д. Рудинского . — М.: Горяча лінія —
Телеком, 2006. — 452 с. 7) Рутковская Д., Пилиньский М., Рутковский Л. Нейронные сети, генетические
алгоритмы и нечеткие системы: пер. с польск. И.Д. Рудинского . — М.: Горяча лінія —
Телеком, 2006. — 452 с. 8) Ammar, S. Characteristics and features of a performance evaluation model using a multilevel
fuzzy rule-based system [Текст] / S. Ammar, R. Wright. // International Journal of Technology,
Policy and Management, Vol. 3 No. 3/4, 2003. – P. 301-321. 8) Ammar, S. Characteristics and features of a performance evaluation model using a multilevel
fuzzy rule-based system [Текст] / S. Ammar, R. Wright. // International Journal of Technology,
Policy and Management, Vol. 3 No. 3/4, 2003. – P. 301-321. y
g
9) Cricelli, L. Modelling the competition of an HNO versus an MVNO in the mobile
telecommunications industry [Текст] / L. Cricelli, M. Grimaldi and N. L. Ghiron // International
Journal of Technology, Policy and Management, Vol. 9 No. 3, 2009.– P. 277-295. y
g
9) Cricelli, L. 7. Висновки 1. Вперше запропонований комплекс алгоритмів управління системою теплопостачання зі
зміненою структурою технічних засобів, який дозволяє реалізувати оптимальне управління за
рахунок зміни структури об'єкта управління. 1. Вперше запропонований комплекс алгоритмів управління системою теплопостачання зі
зміненою структурою технічних засобів, який дозволяє реалізувати оптимальне управління за
рахунок зміни структури об'єкта управління. 2. Пошук оптимального рішення в розробленому комплексі керуючих алгоритмів
здійснюється з використанням методу пошуку оптимуму «генетичний алгоритм», який
дозволить у фактично без кінцевій множині варіантів знайти рішення, близьке до
оптимального за припустимий часовим інтервалом. р
у
р
3. Пошук оптимального рішення залежить від обмеженості ресурсів, які можуть
задаватися оператором, або розраховуватися системою управління на базі інформації про
плановану кількість і час надходження ресурсів. 3. Пошук оптимального рішення залежить від обмеженості ресурсів, які можуть
задаватися оператором, або розраховуватися системою управління на базі інформації про
плановану кількість і час надходження ресурсів. 4. Запропонований комбінований алгоритм пошуку оптимального рішення, який полягає
в поєднанні швидко розрахованого попереднього рішення, заснованого на релейному режимі
регулювання обладнання з наступним точним рішенням, розрахованого у процесі реалізації
попереднього рішення, і заснованого на припущеннях щодо можливості регулювання
потужності обладнання. Список літератури:
1) Максимова О.Б. Методика розрахунку критеріїв управління структурою складних
технічних систем / О.Б. Максимова, В.О. Давидов, В.М. Тонконогий // Вісник Сумського
державного університету. Серія Технічні науки. — 2011. — №3. — С. 19-23. Список літератури: С
со
л ера ур :
1) Максимова О.Б. Методика розрахунку критеріїв управління структурою складних
технічних систем / О.Б. Максимова, В.О. Давидов, В.М. Тонконогий // Вісник Сумського
державного університету. Серія Технічні науки. — 2011. — №3. — С. 19-23. 2) Максименко
І.М. Розробка принципів цілорічного управління установкою
теплопостачання на основі методів об'єктно-орієнтованого аналізу / И. Н. Максименко, Ю. К. Тодорцев // Вісник Одеської державної академії будівництво та архітектури . — Вип . 17. —
2005. — С. 251 — 253. 2) Максименко
І.М. Розробка принципів цілорічного управління установкою
теплопостачання на основі методів об'єктно-орієнтованого аналізу / И. Н. Максименко, Ю. К. Тодорцев // Вісник Одеської державної академії будівництво та архітектури . — Вип . 17. —
2005. — С. 251 — 253. 3) Максимова О.Б. Исследование адаптивних самоорганізующихся автоматизованих
систем забезпечення комфортной температури / О.Б. Максимова, В.О. Давыдов , В.М. Тонконогий // Тр . Одес . політехн . ун -та. — Одесса, 2011. — Вип . 2(36). — С. 155-160. р
у
,
(
)
4) Максимов М.В., Максимова О.Б., Мінчев Д.С. Методи та моделі управління системою
зі зміненою структурою об'єктів теплопостачання. Вчені записки ТНУ імені В.І. 7. Висновки Control
Eng., 2000, 214. – P. 469-480 14) Dixon, R. The ALSTOM benchmark challenge on gasifier control [Текст] / R. Dixon, A. Pike, and M. Donne // Proc. Inst. Mech. Eng. I, J. Syst. Control Eng., 2000, 214. – P. 389-394. 14) Dixon, R. The ALSTOM benchmark challenge on gasifier control [Текст] / R. Dixon, A. Pike, and M. Donne // Proc. Inst. Mech. Eng. I, J. Syst. Control Eng., 2000, 214. – P. 389-394. 15) Taylor, C. J. Proportional-integral-plus (PIP) control of the ALSTOM gasifier problem
[Текст] / C. J. Taylor, A. P. McCabe, P. C. Young, and A. Chotai // IMECHE Proc., J. Syst. Control
Eng., 2000, 214. – P. 469-480 15) Taylor, C. J. Proportional-integral-plus (PIP) control of the ALSTOM gasifier problem
[Текст] / C. J. Taylor, A. P. McCabe, P. C. Young, and A. Chotai // IMECHE Proc., J. Syst. Control
Eng., 2000, 214. – P. 469-480 Heuristic control of discrete power systems Oleksandr Brunetkin
Department of Software and Computer-Integrated Technologies, Odesa Polytechnic National
University, Odesa, Ukraine
ORCID 0000-0002-6701-8737 7. Висновки Modelling the competition of an HNO versus an MVNO in the mobile
telecommunications industry [Текст] / L. Cricelli, M. Grimaldi and N. L. Ghiron // International
Journal of Technology, Policy and Management, Vol. 9 No. 3, 2009.– P. 277-295. gy
y
g
10) Kondratenko, Y. P. Modelling and optimisation of tanker’s cargo process in real fuzzy
conditions [Текст] / Y. P. Kondratenko, L. P. Klymenko, V. Y. Kondratenko and D. M. Pidopryhora
// Lectures on Modeling and Simulation. AMSE Periodicals, Series A, Vol. 9, Palma de Majorca,
Balearic Islands, Spain, 2008.– P. 122-133. 10) Kondratenko, Y. P. Modelling and optimisation of tanker’s cargo process in real fuzzy
conditions [Текст] / Y. P. Kondratenko, L. P. Klymenko, V. Y. Kondratenko and D. M. Pidopryhora
// Lectures on Modeling and Simulation. AMSE Periodicals, Series A, Vol. 9, Palma de Majorca,
Balearic Islands, Spain, 2008.– P. 122-133. Брунеткін Олександр та ін.: Евристичне управління дискретними системами енергетики 72 11) Zadeh, L. A. Fuzzy sets [Текст] / L. A. Zadeh // Information and Control. – Vol. 8, 1965. –
P. 338-353. 11) Zadeh, L. A. Fuzzy sets [Текст] / L. A. Zadeh // Information and Control. – Vol. 8, 1965. –
P. 338-353. 11) Zadeh, L. A. Fuzzy sets [Текст] / L. A. Zadeh // Information and Control. – Vol. 8, 1965. –
P. 338-353. 12) Zimmermann, H. J. Fuzzy Set Theory and Its Applications [Текст] / H. J. Zimmermann. –
Kluwer Academic Publishers, Boston/Dordrecht/London, 1992. 12) Zimmermann, H. J. Fuzzy Set Theory and Its Applications [Текст] / H. J. Zimmermann. –
Kluwer Academic Publishers, Boston/Dordrecht/London, 1992. 13) Ротштейн, А. П. Интеллектуальные технологии идентификации: нечеткие множества,
генетические алгоритмы, нейронные сети. [Текст] / А. П. Ротштейн. – Винница:
"УНІВЕРСУМ-Вінниця", 1999. – 300 с 13) Ротштейн, А. П. Интеллектуальные технологии идентификации: нечеткие множества,
генетические алгоритмы, нейронные сети. [Текст] / А. П. Ротштейн. – Винница:
"УНІВЕРСУМ-Вінниця", 1999. – 300 с )
,
у
ф
,
генетические алгоритмы, нейронные сети. [Текст] / А. П. Ротштейн. – Винница:
"УНІВЕРСУМ-Вінниця", 1999. – 300 с
14) Dixon, R. The ALSTOM benchmark challenge on gasifier control [Текст] / R. Dixon, A. Pike, and M. Donne // Proc. Inst. Mech. Eng. I, J. Syst. Control Eng., 2000, 214. – P. 389-394. 15) Taylor, C. J. Proportional-integral-plus (PIP) control of the ALSTOM gasifier problem
[Текст] / C. J. Taylor, A. P. McCabe, P. C. Young, and A. Chotai // IMECHE Proc., J. Syst. Oleksandr Babenko Oleksandr Babenko
Department of Software and Computer-Integrated Technologies, Odesa Polytechnic National
University, Odesa, Ukraine
ORCID 0009-0009-9197-1446 Oleksandr Babenko
Department of Software and Computer-Integrated Technologies, Odesa Polytechnic National
University, Odesa, Ukraine
ORCID 0009-0009-9197-1446 Abstract: The heuristic management of discrete energy systems is considered, which is based
on the objective function of the optimization solution of the problem for the heat supply system with
a variable structure of technical means. The objective function combines such properties as the quality
of the process, the efficiency of the equipment, its reliability and the cost of resources, which allows
you to comprehensively evaluate the process of functioning of the system on the basis of technical
and economic indicators with restrictions on resources and to determine the best solution in case of
their change. The basis of the mathematical model for ensuring the control of the heat supply system
by choosing the structure of the control object is the use of a genetic algorithm, which allows
achieving rational use of energy resources and minimizing calculation time. Three control algorithms
for finding the optimal solution are proposed. A comprehensive criterion for optimal management of
the system structure based on technical and economic indicators is proposed. Several variants of
control algorithms have been developed that determine the optimal structure of technical means using
a genetic algorithm. Each of the options has its own characteristics. If in the first option relay control
of the equipment is implemented and the introduction of restrictions on resources and the value of the
weighting factors of the control criterion is carried out by the operator, then in the second option their
value is automatically estimated based on the availability of energy resources, taking into account
their future receipts, as well as unforeseen events affecting the operation of the system heat supply In
the third option, during the execution of control according to a previously calculated plan, the
calculation of the next plan is carried out in parallel, taking into account the change in the capacity of
the equipment. In order to reduce the number of equipment switches while optimizing the system
structure, a fourth algorithm was developed, in which control is carried out not only by changing the
system structure, but also by changing the tasks of heat transfer technical means regulators. y
y
g g
g
Keywords: Heuristic control, structure change control, optimal control criterion, genetic
algorithm, heat supply system, objective function
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VIOLATION OF HUMAN RIGHTS OF OLDER PERSONS IN SOUTH AFRICA. THE CASE OF LAVELA OLD AGE CENTRE, NTSELAMANZI, EASTERN CAPE PROVINCE, SOUTH AFFRICA
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Social Work/Maatskaplike Werk Vol 54 No 3; Issue 2
http://socialwork.journals.ac.za/pub
doi:http://dx.doi.org/10.15270/54-3-649 Social Work/Maatskaplike Werk Vol 54 No 3; Issue 2
http://socialwork.journals.ac.za/pub
doi:http://dx.doi.org/10.15270/54-3-649 Social Work/Maatskaplike Werk Vol 54 No 3; Issue 2
http://socialwork.journals.ac.za/pub
doi:http://dx.doi.org/10.15270/54-3-649 VIOLATION OF HUMAN RIGHTS OF OLDER PERSONS IN SOUTH AFRICA. THE CASE OF LAVELA OLD AGE CENTRE,
NTSELAMANZI, EASTERN CAPE PROVINCE, SOUTH AFFRICA Social Work/Maatskaplike Werk Vol 54 No 3; Issue 2
http://socialwork.journals.ac.za/pub
doi:http://dx.doi.org/10.15270/54-3-649 Social Work/Maatskaplike Werk Vol 54 No 3; Issue 2
http://socialwork.journals.ac.za/pub
doi:http://dx.doi.org/10.15270/54-3-649 Simon Kang’ethe There is no doubt that older persons face an environment bereft of resources, rights and dignity. This study was explorative and
descriptive in design, with data collected from in-depth discussions with the elderly. Findings revealed diametrically opposed factors,
with some older persons happily accessing an array of psychosocial benefits, while some had their grants mishandled or complained
of the inadequacy of the grant. Others felt their rights to housing were largely being compromised. This paper recommends that the
government prioritise the older persons’ state of housing and provide funding for old age centres to ensure that they become
sources of psychosocial benefit for elderly members of society. Social Work/Maatskaplike Werk 2018:54(3) Social Work/Maatskaplike Werk 2018:54(3) BACKGROUND AND INTRODUCTION Aging is an entropic disorder that everyone has to prepare for, and contend with, as it affects all the
body’s functionalities, whether social, physical, psychological or emotional (Magill, 1996 cited in
Kang’ethe, 2009). The phenomenon of aging appears to have a larger effect in the developing world
than the developed world. Tran (2012) contends that population aging, although a global phenomenon,
is progressing faster in impoverished countries. This means that developing countries need to rethink
and redirect resources to tackle aging if they are to uphold the rights of their elderly citizens. Despite
the United Nations not adopting a standard criterion for inclusion in the older person category,
generally, from age 60 onwards is used to refer to the older population (Bohman, Van Wyk & Ekman,
2009). While most countries in the developed world have accepted the chronological age of 65 years as
an acceptable definition of an older person, developing countries peg the criterion with the age at which
one can begin to receive pension benefits (Tangwe & Gutura, 2013). Despite the phenomenon of aging presenting both perfidious and pernicious circumstances, many
researchers underscore the older person’s contribution to society (Madonsela, 2008; Lombard and
Kruger, 2009), with caregiving, counselling and advisory services, inter alia, being key roles. In many
African societies older people constitute the council of elders and society expects them to steer their
communities onto the right path (Kang’ethe & Rhakudu, 2010). Importantly, in many developing
countries, grandmothers are the primary nurturers and caregivers (Bohman, Van Wyk & Ekman, 2009). The elderly are revered as the vanguards of morality, a phenomenon most African countries need to
rethink as societies appear to be slowly drifting into a bottomless pit of moral decadence (Kang’ethe &
Khayundi, 2014). Historically, the elderly were treated with dignity (Afolayan, 2004). This was important for these
societies as it was believed that they ushered in blessings to the younger members of their communities. Individuals who abandoned or failed to take good care of their older family or community members
were frowned upon by society. According to African traditional religion, it was believed that such
people were cursed by the societal deities and that they would find it difficult to succeed in life
(Afolayan, 2004). Social Work/Maatskaplike Werk 2018:54(3) 283 VIOLATION OF HUMAN RIGHTS OF OLDER PERSONS IN SOUTH AFRICA. THE CASE
OF LAVELA OLD AGE CENTRE, NTSELAMANZI, EASTERN CAPE PROVINCE, SOUTH
AFFRICA Simon Kang’ethe BACKGROUND AND INTRODUCTION With the advent of modernisation, civilisation, migration to the cities, individualism and globalisation,
as well as the change from socialistic life to a more capitalistic one, a money economy and a change
from traditional governance to democratically elected governments, the role and place of the elderly
has been shifting, with older people not being accorded the dignity and respect that they used to be
afforded (Dhemba, 2013; Arowolo, 2010). According to the WHO (2002), neglect of the elderly
constitutes deliberate withholding of food, personal and medical care, as well as failure to provide
adequate shelter. Perhaps this is because some younger people consider older individuals a liability and
a drain on taxpayers’ money (Batala, Gulwa, Gwebani & Rubushe, 2014). Today in South Africa there is evidence of an array of abuses meted to older persons. They also face
various kinds of mistreatments and discrimination (Turok, 2006; Sargeant, 2007). Many youngsters use
elderly women as maids to facilitate the upbringing of their children. Perhaps this phenomenon has
been exacerbated by higher incidences of HIV/AIDS, demanding that they become caregivers for sick
children and orphaned grandchildren (Lombard & Kruger, 2009). It needs to be said that the state and
position of the elderly deserving respect is increasingly being eroded as modernisation, Westernisation,
eurocentrism, migration and globalisation, cultural erosion and lifestyle changes, among an array of
eclectic other factors, take root more deeply (Arowolo, 2010; Afolayan, 2004). Perhaps more needs to Social Work/Maatskaplike Werk 2018:54(3) 284 be done to advocate for the plight of the elderly and lobby societies to treat the aged with dignity and
respect. The elderly are often the targets of abuse by both their children and their grandchildren,
making them turn to the old age centres to get some warmth and dignity (Batala, et al., 2014). In South
Africa older people are seen as soft targets by thieves aiming to either steal, or gain control of, their
grant money. Many elderly people face dire financial hardship, largely because they have to share their
meagre income with their intergenerational households (Lombard & Kruger, 2009). This has prompted
many of them to move out to look for old age homes where they can live in peace and at least be
afforded some psychosocial support. Benefits for these people are company, food and clothing, and
having the opportunity to socialise with their peers. BACKGROUND AND INTRODUCTION There is sometimes the added bonus of access to
recreational activities (Batala et al., 2014). It is good to note that the elderly are protected by the South African Constitution (Republic of South
Africa, 1996 cited in Batala et al., 2014). The Constitution and the Bill of Rights enshrine the rights of
all, irrespective of age, gender, sex, socio-economic position and culture (Department of Social
Development (DSD), 2009). The elderly are protected in particular by the Older Person’s Act No. 13 of
2006 of South Africa. This act promotes the protection and wellbeing of older persons. South Africa is
a signatory to the Madrid Plan of Action on aging (DSD, 2009), which is an indicator of the country’s
stringent commitment to the welfare of the aged. To bolster the rights of the elderly, the country
introduced the Social Assistance Amendment Act No. 6 of 2008, which allows men aged 63 to 64 to
receive social grants. The provision of the Older Persons’ Home and Day Care Centres is proof that the
government is committed to the rights of the aged (DSD, 2009). In this article the term ‘older persons’
and ‘the elderly’ have been used interchangeably. Problem Statement Old age is both entropic and pernicious, and presents various challenges for older individuals (Magill,
1996 cited in Kang’ethe, 2009). This is perhaps a result of their dependence and the attitudes of young
people towards them. Among the older people linked to the Lavela Old Age Centre in Nzelamanzi
village of Alice Township in the Eastern Cape is the perception that some older persons do not
experience adequate care and/or love from their children and grandchildren. Usually poverty and its
concomitant ramifications are a factor undermining the capability of their children to take care of them. Although the elderly have access to old age grants, they are often besieged by an array of challenges
preventing them from utilising these grants for their own welfare. These grant recipients often have
family members who take advantage of them and misuse their grants. The grant is also inadequate to
meet an impoverished person’s basic needs. This researcher considers it pertinent to assess the
perceptions of the elderly themselves regarding the environment in which they find themselves, and the
respect and dignity, or lack thereof, accorded them by their children and others in their community. The
outcome of such an analysis could be important to inform policy adjustments and improvements in the
treatment and human rights of the elderly. STUDY AIM AND OBJECTIVES This study aimed to gain empirical insight into the human rights violations experienced by to older
persons as seen through their eyes. Data were collected from the elderly linked to the Lavela Old Age
Centre. This has provided insight into the different dynamics and perceptions of how the elderly
persons’ rights to access an array of psychosocial support are violated and how they are generally
treated by their close kin and the society they live in. The outcome could be important for policy
makers who think that the elderly’s access to the old age grant is sufficient. Social Work/Maatskaplike Werk 2018:54(3) METHODS AND STUDY SETTINGS Conceptually, the research design is an architectural blueprint that the study follows (Creswell, 2014). The study was conducted according to a qualitative paradigm, approach and research design. The actual
design used was that of a case study, where a few samples are richly interrogated in order to tap the
subjects’ opinions, thinking, perceptions and insights pertaining to the phenomenon under study. In this
case, assessing the perceptions of a few elderly people on how they perceive that the elderly are treated
by their children and community members generally (Creswell, 2014). The design used was
explanatory, descriptive and exploratory in nature. The aim of using this design is not to generalise the
results, but to gain as much insight as possible into the phenomenon under study. This can then be a
strong platform for additional research, either using a quantitative approach or mixed approaches. The
researcher, complying with the ethos and principles of a qualitative approach, was the primary
instrument for data collection and analysis (Creswell, 2014). This study utilised a semi-structured interview guide/schedule as a research instrument with open-
ended questions that facilitated six in-depth interviews with elderly people. Conceptually, a research
instrument is a platform of questions that the researcher utilises to elicit information from the research
participants. The researcher believed he exhausted the samples to ensure he obtained adequate data to
warrant the analysis. To collect data, this research applied a non-probability sampling methodology, but adopted a
specifically purposive technique (Creswell, 2014). The study disregarded gender, but considered it
pertinent to interview those who are 60 years and older and recipients of an old age grant. The
researcher targeted the samples that were available and healthy enough to understand the questions
posed by the researcher pertaining to the different abuses the elderly persons experienced at the hands
of their children and other closer kin. Data collection was performed at the Lavela Old Age Centre in Nzelamanzi village of Alice Township
in the Eastern Cape Province and was cross-sectional, implying that data were collected within a short
period of time (De Vos, Strydom, Fouche and Delport, 2011). The number of elderly persons who
frequent the centre varies from time to time and is largely determined by weather, with summer
attracting as many as twenty, while during winter the number drops to as low as five. STUDY CONTEXTUALISATION The study has its roots a series of community engagement sessions that the researcher conducted for a
period of three years (2015-2017) undertaken with the aim of psychosocially empowering the older
persons of the Lavela Old Age centre. The older persons do an array of activities such as bead making,
vegetable gardening, exercising and keeping one another company. The psychosocial empowerment Social Work/Maatskaplike Werk 2018:54(3) Social Work/Maatskaplike Werk 2018:54(3) 285 entailed bringing the older persons to share their life experiences, to share jokes and the unfortunate
incidents they face such as various kinds of abuses they encounter at the hands of their children and
other family members. Other psychosocial packages include encouraging the older persons to do some
light vegetable gardening, cooking and eating together, and arranging and facilitating different
professionals to visit and give them some educational talks. METHODS AND STUDY SETTINGS The researcher
had prepared the Lavela pensioners with whom he had developed a rapport beforehand, as he
frequently visits them as one of his bases for community engagement. This is to fulfil one of the core
scholarly tasks that university lecturers have to carry out. The research therefore emanated from the
outcomes of community engagement sessions. The data collection was conducted in IsiXhosa and the
principal researcher, who cannot adequately comprehend and speak the language, sought the expertise
of one of his research assistants, as well as a research mentee to carry out the interviews. The
interviews were audiotaped and the proceedings interpreted later for the purpose of data analysis. The
researcher, however, used his social work and research skills to assess the participants’ gestural
temperaments as they engaged in in- depth interviews. On the unit of analysis, only six participants were involved in the in-depth interviews. The researcher
considers the number to be sufficient because of the qualitative research approach that respects the
magnitude of information generation more that the number of the samples involved (Creswell, 2014). The number is also considered adequate because the centre does not have a large membership. The
number of people who frequent the centre rarely exceeds 20. Social Work/Maatskaplike Werk 2018:54(3) 286 DATA ANALYSIS Data analysis is a process of arranging and organising crude data into organised and consumable data
that can be used to achieve the objectives of a study (Creswell, 2014). The research used a content
thematic analysis method. This means the data are collected and refined and arranged into themes that
inform the answers to the research questions. The content thematic analysis, informed by the work of
Creswell (2014), entailed putting together piles and piles of crude data from the field, and then
reorganising and sorting the data through the use of codes that gave rise to themes. To enrich the
analysis, verbatim quotes and analogies in tandem with the researcher’s and his assistant’s
interpretation of the participants’ temperaments were all used to inform the selection of themes. RESEARCH DOMAIN AND JUSTIFICATION OF CHOICE The data were collected from the participants in June 2015 at Lavela Old Age centre in Ntselamanzi
village of Alice Township of Eastern Cape Province. The centre is around 3 to 5 km from the
University of Fort Hare and Alice Township administrative centre. The researcher, through his
community engagement sessions, sought insight into the perceptions of the members of the Lavela
team regarding how they perceived the elderly were treated by their children and grandchildren and the
wider community. He wanted to assess whether they felt their dignity was respected, or to what extent
their rights as older persons were respected by others. As all the members who frequently attend the
centre are older persons receiving an old age grant, the centre can be accepted as an appropriate
research domain. ETHICAL AND LEGAL REQUIREMENTS This entails following all the requisite research protocols to ensure that the study is scientifically and
administratively informed (Creswell, 2014; De Vos, et al., 2011). The researcher conceived the idea of
this study as an outcome of community engagement sessions conducted in an attempt to psychosocially
empower the elderly people linked to the Lavela Old Age Centre. The researcher and his assistant had
letters from their head of department that allowed them to undertake community engagements. Therefore, no ethical clearance was required. The researcher had a good rapport with the elderly
persons and, when they were asked to give written consent, they did so freely and offered to be
research subjects. Pseudonyms were used to refer to the participants in order to protect their anonymity
and maintain confidentiality. Social Work/Maatskaplike Werk 2018:54(3) Lavela Old Age Centre as a source of older persons’ psychosocial empowerment g
p
p y
p
Regarding the issue of how they perceived they are accorded dignity and their human rights are upheld,
the participants gave immense credit to the Lavela Old Age Centre for enabling various aspects of their
psychosocial empowerment, making them feel some sense of dignity. They indicated that the centre
provided a forum for sharing life’s joys and sorrows with their peers and to encourage those besieged
by challenges. It is a place where they can get some hot coffee and a free meal, and make contact with
peers and friends. This makes them happier and satisfies some aspects on the lowest level of Maslow’s
hierarchy of needs (Maslow, 1999 in Kang’ethe and Chivanga, 2015; Nyden, Petersson and Nystrom,
2003). The elderly also view the centre as a forum for education and hope amidst so many of life’s
distractions. The visitors who came to the centre (such as the researcher and his assistant) endowed
them with a sense of importance. The teaching/lessons/talks from various visitors make them happy
and relieved boredom. This gives them motivation and make them widen their social networks and
hence add happiness in their lives. This also widens the horizon of social capital (Singh & Srivastava,
2014; Kang’ethe, 2014). The following verbatim answers were given to interview questions: This centre, although it does not have water and electricity, is the only source of happiness some
of use experience. God is good for giving us the centre. This centre, although it does not have water and electricity, is the only source of happiness some
of use experience. God is good for giving us the centre. Each visitor comes with his/her lesson and teaching. We feel important that important people
like you can come and spend time with the old people like ourselves. Each visitor comes with his/her lesson and teaching. We feel important that important people
like you can come and spend time with the old people like ourselves. The centre makes us busy with our art and beadwork. We also spend time tending to our garden. We also spend time tending to our garden. Some us feed here and feel live is good. It is a forum for old persons’ friendly individuals to
connect with us. We get various items such as clothing and food parcels. FINDINGS This section presents the results related to the attitudes, perceptions and insights of the six older persons
who were interviewed. The piles of crude data were arranged into categories, using the code method,
with the same thread of ideas. This led to the development of themes that formed the basis of the
findings of this study. The first section of the findings will present the demographic characteristics of
the six research participants. TABLE 1
DEMOGRAPHIC PROFILE OF THE PARTICIPANTS
No
Pseudonyms
Age
Gender
Grant Recipient
1
Thanduxolo Bareng
69
Male
Yes
2
Bala Baliso
70
Male
Yes
3
Muthee
65
Female
Yes
4
Pat
66
Female
Yes
5
Jack
62
Male
Yes
6
Esther
70
Female
Yes DEMOGRAPHIC PROFILE OF THE PARTICIPANTS Social Work/Maatskaplike Werk 2018:54(3) Social Work/Maatskaplike Werk 2018:54(3) 287 The fact that three men and three women were interviewed for their insights pertaining to the abuses
that the older persons were facing in the hands of their families presents a good coincidence that
indicates the gender validity of the study. However, the researcher did not highlight the gender aspects
of the participants and focused on their ability to provide relevant and data-rich information. Furthermore, their ages also added to the research validity in that they all qualified as older persons and
were all grant recipients. The following table indicates the themes that emanated from data analysis. TABLE 2
TABLE OF EMERGENT THEMES Lavela Old Age Centre as a source of older persons’ psychosocial empowerment This indicates that the centre facilitates a lot of psychosocial activities for the elderly, such as sharing
life’s challenges and joys, keeping them busy with artwork and gardening, and being educated by
various visitors. The centre therefore helps the older people to sustain a sense of dignity and love. This
finding is in agreement with the work of Batala et al., (2014) in Alice township in the Eastern Cape,
who described an array of benefits that old age centres give to the elderly such as affording them
company, food and clothing, and having the opportunity to socialise with their peers. If you report those taking the drugs, the police will break the oath of office by giving information
to the drug takers, who will likely be onto the reporter’s neck. One then had better keep quiet. The culture of undisciplined youths contributes to denying the older persons their right to peace and
dignity. The youths are responsible for the elderly citizens’ state of stress, apathy and despondency. Fighting drug and alcohol abuse is made more difficult by a lack of proficiency and professionalism
among law enforcement agents. This mirrors the work of Makuyana (2018) in South Africa that points
to the inefficiency of law enforcement officers in the war against both drug peddlers and abusers Social Work/Maatskaplike Werk 2018:54(3) Social Work/Maatskaplike Werk 2018:54(3) 288 Older persons treated with respect and dignity by their children/grandchildren Study findings indicated that some older persons are treated fairly by their children, especially those
who are working. The fact that the older people enjoy visiting the old age centre does not mean they are
maltreated by their children, but rather that they enjoy peer interaction and company, which has both
psychosocial and recreational value for them. Some of the participants admitted they watch TV and
enjoy other facilities that their children also enjoy. The following verbatim sentiments were expressed: Some older persons are treated with dignity and are given everything by their children. Some
children know how to give their parents the rights and respect they deserve. children know how to give their parents the rights and respect they deserve. Some children do not have any problem with their parents, only that poverty makes the provision
of their needs a difficult phenomenon and some older persons thinks they are disrespected. This is an indicator that most parents are accorded the requisite parental rights by their children and are
treated with dignity, but that poverty disrupts the relationship between the older people and their
children or grandchildren. This is evidence that societies still uphold the spirit of love and concern for
the elderly. This is a demonstration of the younger generation embracing the spirit and philosophy of
ubuntu (Afolayan, 2004). Older persons mistreated and mishandled by their children/grandchildren/significant
others The study’s findings indicated that there are children and grandchildren who undermine and disrespect
their older parents and grandparents. The situation is exacerbated by the culture of drug abuse among
the youth, a phenomenon that makes the elderly very worried, stressed and bewildered. A participant
associated the phenomenon of undisciplined youths with the fast dying culture of respect for older
people. This is because of the unfortunate inclination of African societies increasingly to embrace euro-
centrism or Westernisation at the expense of upholding and maintaining their cultures (Nomngcoyiya,
2018). The participants indicated they were afraid of reporting their drug-abusing children because the
police have a tendency to protect the culprits who can then seek revenge. The following statements
were made: Our youths are undisciplined and abuse drugs most of the time. We fear them as they verbally
abuse us. The culture of abusing alcohol among the youths is too deeply entrenched in our societies today
making them immensely irresponsible. Some are unashamedly abusing the aged individuals. It would be difficult to fight drug taking and abuse because the police are not serious. They
protect the law breakers. If you report those taking the drugs, the police will break the oath of office by giving information
to the drug takers, who will likely be onto the reporter’s neck. One then had better keep quiet. Inadequacy of the old age grant and mishandling by family members Findings indicated that the old age grant was not sufficient to meet the needs of the older persons and
conflict ensued when their children claimed part of the grant money. This causes an environment of
conflict between the children and their parents or grandparents. The respondents expressed the
following sentiments: Social Work/Maatskaplike Werk 2018:54(3) Social Work/Maatskaplike Werk 2018:54(3) Social Work/Maatskaplike Werk 2018:54(3) 289 Why cannot the government give us enough money for the grant? We fight with our children and
grandchildren because of the inadequacy of the grant. Most of our children and grandchildren are unashamedly asking us to give them our grant and
we end up fighting. Some of us are even abused or have it taken away forcibly leaving us to
succumb to hunger and starvation. The government should consider to award grants to our children who cannot find jobs. That can
lessen the spate of conflicts and fights between them and ourselves. The scenario above indicates that older persons’ state of conflict is driven by the desperation and
despondency emanating from the poverty of their children and grandchildren. This calls for the
government to come up with poverty-alleviation programmes for the youth. Unequivocally, this state of
conflict between the elderly and their children is a symptom and a reflection of a serious state of
unemployment among the youth in South Africa, making them desperate and despondent to the extent
of targeting the grants of elderly individuals (Gutura & Tanga, 2014). Older people’s right to housing largely compromised Some participants bemoaned the fact that elderly citizens generally live a substandard life. One
participant led the researcher and his assistant to her one-roomed prefabricated house, where planks
were falling off, and she indicated that life, especially during winter, was harsh. She also revealed that
she has been living there since 1985 and the promise to give her another house has long since been
forgotten. This participant also revealed that she uses a pit latrine. The following sentiments were
expressed: The government hoodwinked us and it got its way. Imagine since 1985, this is the house I have
been living with children who have grown and moved out. Look at this prefab room we call a house. Even a thief cannot struggle to find their way inside. We are living in shambles for decades. This is the life we know and internalised. Perhaps we will
die in the same situation. We are living in shambles for decades. This is the life we know and internalised. Perhaps we will
die in the same situation. This kind of living cannot have any dignity. Imagine the parents and adolescent children living in
this one-roomed house. Where is dignity? Where are the rights of the older persons to housing? Because of the nature of this house (prefab one-roomed house), we are competing for space with
very big rats from the bush. The scenario above presents the horrifying state of affairs in which some older persons are living. The
situation of living in a squalid house that is both insecure and small points to a life bereft of adequate
housing rights and dignity. According to Manomano (2013), this contravenes both national and
international rights to a modest and decent housing. Furthermore, the fact that some aged people are
still using pit latrines when most South Africans use modern flush toilets makes them feel desperate
and despondent. They feel their rights to decent housing with even modest social amenities are largely
being compromised (Manomano, 2013). DISCUSSION OF THE FINDINGS The availability of food also has a positive psychosocial impact, especially for those who are not
adequately taken care of in their homes. It provides physical satisfaction that in turn impacts upon one’s
social, psychological and emotional wellbeing. This improves ones psychosocial wellbeing and further
enhances one’s social and physical functioning (Segal, Gerdes & Steiner, 2007). The provision of food
helps to maintain body mass and is a key factor in the bottom level of Maslow’s hierarchy of needs
(Nyden, Petersson & Nystrom, 2003). Study findings indicated diametrically opposed views, with some older people perceiving that they are
treated with respect and dignity, while others felt the opposite to be true. Those participants who
perceived that older persons are treated with dignity and that their rights are upheld are surely members
of a community where younger people still respect the South African culture of past decades that
embodied ample respect for older people (Lombard & Kruger, 2009; Dhemba, 2013). This is clear
evidence that many young people in South Africa have survived the strong winds of cultural erosion
and are still able to uphold the desirable cultural ethos of bestowing ample respect on the elderly
(Afolayan, 2004). Families must fulfil the responsibilities provided for in the constitution of the
country (Johns Hopkins University, 2012). In a study conducted in Alice townships to explore the
circumstances that drive the elderly from their homes, some study participants indicated that they were
treated with love by their children. This means that portions of society still uphold and implement the
spirit of ubuntu (isiXhosa) or botho (Setswana) in maintaining the culture that has always demanded
that the older individuals in the community be respected and treated with dignity (Batala et al., 2014). While some older people are treated with respect and dignity, some are maltreated and experience
discrimination (Johns Hopkins University, 2012). Perhaps, as observed by Phillips, Ray & Marshall
(2006), it is the fact that older persons have multifaceted needs that puts them at risk of abuse, neglect,
poverty and institutionalisation. Old age is often accompanied by a reduced capacity for income
generation as well as of poverty, loneliness, senility and a growing risk of debilitating illnesses
(Dhemba, 2012, 2013). Research by Sargeant (2007) indicates that with increased modernisation and
levels of development, discrimination based on age is increasing. DISCUSSION OF THE FINDINGS Findings indicate that the Lavela Old Age Centre was instrumental in affording the elderly various
kinds of psychosocial support. They are fed there, share joys and sorrows, are involved in art and
beadwork, run a gardening project and are exposed to visits from people who are older-person friendly. Importantly for the older persons’ social functioning, these psychosocial benefits allow them to
adequately satisfy some of the first rank of Maslow’s hierarchy of needs (Nyden, Petersson and
Nystrom, 2003). This also implies that the centre creates networks and widens the horizon of
association and interaction between the elderly people themselves (Singh & Srivastava, 2014). The
centre offers an opportunity to reduce or mitigate the effects of loneliness. To a large extent loneliness Social Work/Maatskaplike Werk 2018:54(3) 290 is a serious psychosocial deficit, because it is usually associated with some debilitating health
conditions such as an increased risk of cardiovascular disease, fear and anxiety, elevated blood
pressure, depression and even death (Singh & Srivastava, 2014). The opportunity for older persons to
gather in a place specifically set aside for them also provides positive aspects of social interaction that
creates a platform for enjoying, talking about and sharing issues and challenges pertaining to their lives. This increases the opportunities for developing social capital (Kang’ethe, 2014). It is therapeutic and
has the positive effect of increasing their confidence, self-esteem and social functioning (Sheafor &
Horejsi, 2008). The group dynamic has an emancipatory effect, making individuals allay the fear and
anxiety associated with loneliness. The group effect allows older people to empower, console, advise or
even counsel one another (Trevithick, 2009). The centre also provides an opportunity for the older persons to do some basic exercises to improve
their health. This also has some psychosocial benefit. Exercise provides some psychosocial
interventions and is instrumental in improving the older person’s social, psychological and emotional
wellbeing. It also helps with balance, mobility, strength etc. Exercise for the elderly is also associated
with decreased symptoms of depression and anxiety, and increased self-esteem (Blair, Sallis & Hutber
2012, 2012). With increasing age comes an increased risk of developing non-communicable chronic
health conditions. In a recently published review Blair et al. (2012) emphasise the direct link between
physical inactivity, low cardiovascular fitness and the occurrence of chronic health conditions. Social Work/Maatskaplike Werk 2018:54(3) DISCUSSION OF THE FINDINGS The elderly are also likely to face
other forms of stigma and discrimination because of their disability and the fact that they frequently fall
ill. The level of discrimination seems to be higher against women. Tran (2012) observed that women
face age discrimination more than men, with older women having less access to education, health,
earning capacity and limited access to rights of land ownership. Social Work/Maatskaplike Werk 2018:54(3) 291 Research findings indicate that the old age grant is rarely adequate to meet the needs of the recipients. This is because of the absence of any supplementary income to meet other life needs such as clothing
(Gutura & Tanga, 2014). This is strange because South Africa is a country with one of the highest
budgets for social welfare, with the state’s old age pension making up the lion’s share of the social
welfare budget (Potts, 2011). It is unfortunate, therefore, that despite the old age grants constituting a
significant chunk of the welfare assistance budget apparently, the recipients claim that it rarely meets
their daily life needs (Potts, 2011). The situation is exacerbated by the spiralling inflation that the
country has been facing. This researcher thinks that, with the country’s economy sliding towards
international junk status, and the South African rand being unstable against the world’s major
currencies, prices and inflation are bound to rise, making the old age grant increasingly unable to meet
its objective of covering the basic needs of the elderly. It needs to be borne in mind that provision of
the old age grant that currently stands at around R1,500 is a policy obligation for the government of
South Africa. This is effected through the Social Assistance Act of 2004 and associated regulations that
provide the legal framework for the administration of seven social grants, the old age grant being one
of them (South Africa Social Security Agency, 2010). The government had bestowed the responsibility
of administering these grants to the South African Social Security Agency (SASSA, 2010) (Tangwe &
Gutura, 2013; South Africa Social Security Agency, 2010). Almost a third of all South Africans receive grants as their only source of income. It then follows that,
as most elderly individuals also fall into the category of the poor, they most probably do not have any
other source of income (Tangwe & Gutura, 2013). DISCUSSION OF THE FINDINGS Many elderly people have to rely on their children,
grandchildren or a caregiver to buy them food and other necessities. This presents the opportunity for
the money to be misappropriated and fail to supply the food that should last for a month until the next
grant is due (Batala et al., 2014; South Africa Social Security Agency, 2010). Study findings indicate that elderly people are sometimes abused and their old age pension mishandled
by their caregivers or children entrusted to take care of them. According to reports by the Department
of Social Development (DSD, 2009), episodes of abuse and neglect of elderly people in their homes are
on the rise. Perhaps the increase in poverty levels among South Africans generally, as well as cultural
attrition, could be some of the significant causes of the abuse and abandonment the of the elderly. This
researcher believes that the effect of poverty reflected in the statistics of rising unemployment explains
the phenomenon of younger people mishandling the grants of their parents/grandparents (DSD 2009;
Batala et al., 2014; Kang’ethe, 2015; Gutura & Tanga, 2014). A study by Batala et al. (2014) in Alice Township in the Eastern Cape found immense abuse and
neglect of older persons, prompting them to leave their homes and be cared for by the old age centres. This researcher considers such abuse and neglect both pernicious and a human rights violation. It is
unequivocally unethical and immoral for anybody with the responsibility of overseeing the
implementation of the older individuals’ grants to be the one mishandling the grant. This leaves the
older individuals vulnerable and despondent, a situation that can easily make them succumb to the fear
and stresses associated with mistreatment, with potentially fatal consequences. According to research
carried out by the Johns Hopkins University on older persons (Johns Hopkins University, 2012), the
older persons have the inherent right to life and dignity, and the fact that they are too old to be
productive should not be used to deny them the dignity and respect they deserve. Nevertheless, the government needs to be applauded for this cash transfer to the elderly as it strives to
achieve the objective of poverty alleviation. In South Africa these old age grants, also known as state
old age pensions, alongside the children’s grants, have a played pivotal role in mitigating the social and
economic marginalisation of the poor. DISCUSSION OF THE FINDINGS They also contribute to the achievement of the country’s goal of
redistribution of resources, especially to the black majority, who found themselves in dire economic
circumstances in the apartheid era (Kang’ethe, Mulwayini & Manomano, 2015; Potts, 2011). Importantly, the grants offer the recipients an opportunity to sustain themselves as they make their way Social Work/Maatskaplike Werk 2018:54(3) 292 through the muddy and murky waters of life (Tangwe & Gutura, 2013). Currently, approximately 6
million elderly South Africans have access to the grant (SASSA, 2010). Ironically, access to grants appears to have perfidious effects on the productivity of household members. This is evidenced by empirical observation that the state old age pension grant has been instrumental in
providing perverse incentives leading to dependency on state aid (Tangwe & Gutura, 2013). It is therefore
critically important that screening of grant recipients be revised, as some grant money appears to be falling
into the hands of undeserving individuals and motivating recipients and recipient households to depend on
the grant rather than to seek employment (Tangwe & Gutura, 2013). Perhaps the worst challenge pertaining
to the administration of the old age grant is the recipients’ inability to use the money themselves because of
an array of challenges such as illiteracy and various kinds of health challenges usually associated with
aging. This is because aging is an entropic disorder (Magill, 1996 cited in Kang’ethe, 2009). But
disturbingly, it seems that some of the grant money is misused or abused by those who are supposed to be
helping the old people (SASSA, 2010). This could explain why elderly people run away from their homes
to the old age homes or day-care centres for the aged. Research by Batala et al. (2004) indicates that although the government gives grant money to the elderly, it
is rarely adequate to meet their nutritional needs. Because of immense poverty and lack of any other
income, there are so many other demands that compete for the same money. This is because the grant is
their only source of income (SASSA, 2010). Study findings indicate that older persons have their rights compromised if they can only afford to stay in
squalor and dilapidated housing bereft of security and where they are likely to become victims of the
vagaries of weather (Johns Hopkins University, 2012). DISCUSSION OF THE FINDINGS Perhaps it needs to be emphasised that the rights to
housing for all, including the elderly, are inalienably provided for through international housing instruments
and protocols, in tandem with a country’s constitution (Manomano, 2013). These globalised instruments are
of the utmost importance and hold that societies must recognise the contribution of the elderly. This is
because they have value (Madonsela, 2008; Lombard and Kruger, 2009). In many traditional African
societies where cultures are still respected, older community members are counsellors, arbitrators and
caregivers (Kang’ethe, 2010). In South Africa, abusing old people is contrary to the provisions of the South
African Constitution, which provides for the enjoyment of all the rights and freedoms of a human being
(Manomano, 2013; UN Habitat, 2009). Studies by Johns Hopkins University (2012) indicate that in many
parts of the globe inheritance laws deny widows the right to own or inherit property when their husbands
die. This research indicates that a possible reason for some older people not easily acquiring houses is the
long queues to apply. The phenomenon of malpractice surrounding the access to housing also poses a
challenge. Perhaps this is why some study participants have lived in a one-roomed house since 1985, while
waiting to be allocated a relatively modern and permanent RDP house (Kang’ethe & Manomano, 2014). They fear they may be called to meet their maker before being granted access to a decent house. CONCLUSION Older people unequivocally need to be respected and treated with love so that they can age with
dignity and bless the youth as they face the challenges of life. If societies could follow the cultural
dictates and ethos of the past that provided a special niche for the elderly, affording dignity to our aged
citizens would not have to be enforced. This researcher believes that modernisation, eurocentrism and
globalisation have dealt a huge blow to the traditional lifestyle that dignified the elderly, with the
result that some suffer abandonment and neglect. It is crucial, therefore, that societies undergo a
paradigm shift towards once again respecting and dignifying the elderly so that the young people of
today can attract the blessings of the aged. Social Work/Maatskaplike Werk 2018:54(3) Social Work/Maatskaplike Werk 2018:54(3) 293 REFERENCES REFERENCES
AFOLAYAN, F. 2004. Culture and customs of South Africa. Westport, Connecticut London:
Greenwood Press. REFERENCES
AFOLAYAN, F. 2004. Culture and customs of South Africa. Westport, Connecticut London:
Greenwood Press. AROWOLO, D. 2010. The effects of western civilization and culture on Africa. Afro Asian Journal
of Social Sciences, 1(1): 1-13. BATLALA, B., GULWA, N., GWEBANI, T. & RUBUSHE, N. 2014. To explore the circumstances
driving the elderly from their domiciles for care in Phumalanga Home for the Aged in Alice. University of Fort Hare. (A Research Report of Fourth year Bachelor of Social Work Research Project
(SWP 403)). BLAIR, S., SALLIS, R. & HUTBER, A. 2012. Exercise therapy - the public health message. Scandinavian Journal of Medicine & Science in Sports, 22: 24–28. BOHMAN, D.M., VAN WYK, N.C. & EKMAN, S. 2009. Tradition in transition – intergenerational
relations with focus on the aged and their family members in a South African context. Scandinavian
Journal of Caring Science, 23: 446-455. CRESWELL, J.W. 2014. Research design qualitative, quantitative & mixed methods approach. (4th ed). United States of America: Sage Publications Ltd. DEPARTMENT OF SOCIAL DEVELOPMENT (DSD). 2009. Address by the Minister of Social
Development. The official opening of Phumula Old Age Home. Bronkhorstpruit, South Africa DE VOS, A.S., STRYDOM, H., FOUCHE, C.B & DELPOT, C.S.L. 2011. Research at grassroots for
the social sciences and human service profession (4th ed). Pretoria: Van Schaik Publishers. DHEMBA, J. 2012. Overcoming Poverty in Old Age: Social Security in Lesotho, South Africa and
Zimbabwe Revisited. International Social Work Journal, 12. Doi: 10.11770020872812446529. DHEMBA, J. 2013. Social Protection for the Elderly in Zimbabwe: Issues, Challenges and Prospects. African Journal of Social Work, 3(1):1- 22. GUTURA, P, & P.T. TANGA, 2014. Boosting their stomachs. The role of Social Grants in South
Africa. Journal of Economics and Behavioural Studies, 6(2):105-119. JOHNS HOPKINS UNIVERSITY. 2012. The Protection of the elderly model law. USA: Springer. PKINS UNIVERSITY. 2012. The Protection of the elderly model law. USA: Springer KANG’ETHE, S.M. 2009. The effect of ageing on the quality of care giving in Botswana. Botswana
Notes and Records (BNR) Journal, (41):76-82. KANG’ETHE, S.M. 2010. Occupational care giving conditions and human rights. A study of elderly
caregivers in Botswana. IJPC. 16(2):86-89. KANG’ETHE, S.M. 2014. Social capital from informal networks can be a fertile niche to mitigate
HIV/AIDS and poverty effects: Examples from South Africa and Botswana. Journal of Human
Ecology, 47(2):185-192. KANG’ETHE, S. M. 2015. Exploring the effects of cultural attrition as a recipe of lost human dignity
and dented identity. The case of selected African Countries. Journal of Sociology and Social
Anthropology, 6(3):429-434. KANG’ETHE, S.M & CHIVANGA, S. 2015. Exploring the benefits and gaps inherent in the Non-
Governmental Organization (NGO) in their quest to effectuate poverty reduction. Examples from
African countries. Journal of Human Ecology, 51(1, 2):131-140. KANG’ETHE S.M & KHAYUNDI, F. 2014. Reconceptualising and locating the succinct niche of the
practice of the female circumcision rite in Africa. A literature review. Mediterranean Journal of
Social Services (MJSS), 5(27): 1335-1341. Social Work/Maatskaplike Werk 2018:54(3) Social Work/Maatskaplike Werk 2018:54(3) 294 KANG’ETHE S.M. & MANOMANO T. 2014. Exploring the Reconstruction and Development
Programme (RDP) residents’ perceptions of housing allocation malpractices in Golf Course, Alice
Town, Eastern Cape, South Africa. Journal of Human Ecology, 48(3):407-415. KANG’ETHE, S.M, MULWAYINI M. & MANOMANO T. 2015. Exploring the extent to which the
Child Support Grants (CSGs) meet the needs of the beneficiaries in South Africa. The case of the 2010
Study in Ntselamanzi Village, Eastern Cape Province. Studies of Tribes and Tribals, 13(1):66-72. KANG’ETHE, S.M & RHAKUDU, M. 2010. Religious Education Book for Form 2. Gaborone:
Heinemann Publishers. LOMBARD, A & KRUGER, E. 2009. Older Persons: The case of South Africa. Ageing International,
34:119-135. MAKUYANA, A. 2018. Evaluating the contribution of selected drug rehabilitation centres in
Gauteng towards ameliorating the drug problem in S. Africa. Faculty of Social Sciences. University of Fort Hare. (PhD thesis) MANOMANO, T. 2013. The perceptions of the Reconstruction and Development Programme
(RDP) housing beneficiaries in South Africa on the extent to which the project meet their housing
needs: The Case of Golf Course Estate in Alice Town, Eastern Cape Province. South Africa:
University of Fort Hare. (Masters of Social Science Social Work Dissertation) NOMNGCOYIYA, T. 2018. TUROK, M. 2006. The older persons act. A step in the right direction? ESR Review: Economic and
Social Rights in South Africa, 7(4): 14–17. Professor Simon Kang’ethe, Department of Social Work, University of Fort Hare, Alice, South
Africa. UN HABITAT 2009. The right to adequate housing. Fact Sheet No.21. Switzerland: Geneva: United
Nations Office. Social Work/Maatskaplike Werk 2018:54(3) PKINS UNIVERSITY. 2012. The Protection of the elderly model law. USA: Springer The Impact of cultural attrition of ulwaluko and intonjane cultural
practices on youth behaviours in Mthatha and Mount Frere areas, Eastern Cape, South Africa. Faculty of Social Sciences, University of Fort Hare. (PhD Thesis in Social Work) NYDEN, K, PETERSSON, M & M. NYSTROM. 2003. Unsatisfied basic needs of older patients in
emergency care environments-obstacles to an active role in decision making. Journal of Clinical
Nursing, 2(2):268-274. PHILLIPS, J., RAY, M. & MARSHALL, M. 2006. Social work with older people. New York:
Palgrave Macmillan. POTTS, R. 2011. “Social Welfare in South Africa. Curing or causing poverty”. Penn State of
International Affairs: 74-92. SARGEANT, M. 2007. Age discrimination: Ageism in employment and service provision, UK:
Gower Publishers, Middlesex University. SASSA. 2010. Statistical summary of social grants transfers in South Africa. [Online] Available:
Fact sheet No1 of 2010/11 [Accessed 01/12/10]. SEGAL, E.A, GERDES, K.E & STEINER S. 2007. An Introduction to the profession of Social
Work. Becoming a change agent. (2nd ed). USA: Thomson, Brooks/Cole. SHEAFOR, B.W, HOREJSI, C.R. 2008. Techniques and guidelines for Social Work practice. Boston, London, Sydney and Toronto: Allyn and Bacon. SINGH, K & SRIVASTAVA, 2014. Loneliness and quality of life among the elderly people. Journal
of Psychosocial Research, 9(1):11-18. TANGWE, P.T AND GUTURA, P. 2013. The impact of the Old Age Grant on rural households in
Nkonkobe Municipality in the Eastern Cape Province of South Africa. Mediterranean Journal of
Social Sciences (MJSS), 4(13): 627-635. TRAN, M. 2012. UN Report Calls for Action to Fulfil Potential of Ageing Global Population. [Online] Available: http://www.guardian.co.uk/global-development/2012/oct/01/un-report-action-need-
ageing-population [Accessed 28/05/17]. TREVITHICK, P. 2009. Social Work skills and knowledge: A practical handbook. England:
McGraw Hill House, Open University Press. Social Work/Maatskaplike Werk 2018:54(3) 295 TUROK, M. 2006. The older persons act. A step in the right direction? ESR Review: Economic and
Social Rights in South Africa, 7(4): 14–17. UN HABITAT 2009. The right to adequate housing. Fact Sheet No.21. Switzerland: Geneva: United
Nations Office. Professor Simon Kang’ethe, Department of Social Work, University of Fort Hare, Alice, South
Africa. Social Work/Maatskaplike Werk 2018:54(3)
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https://openalex.org/W2063641341
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https://zenodo.org/record/1498756/files/article.pdf
|
English
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THE USE OF A HIGH FAT DIET IN THE TREATMENT OF DIABETES MELLITUS
|
Archives of internal medicine
| 1,921
|
public-domain
| 2,558
|
From
the Department of Internal Medicine, Medical School, University of
Michigan.
1. Newburgh, L. H., and Marsh, P. L.:
The Use of a High Fat Diet in the
Treatment of Diabetes Mellitus : First Paper, Arch. Int. Med. 26:657 (July)
1920. Downloaded From: http://archinte.jamanetwork.com/ by a Michigan State University User on 06/09/2015 THE
USE
OF
A
HIGH
FAT
DIET
IN
THE
TREATMENT
OF
DIABETES
MELLITUS SECOND
PAPER:
BLOOD
SUGAR
L. H. NEWBURGH,
M.D.,
AND
PHIL
L. MARSH,
M.D. ANN ARBOR, MICH. SECOND
PAPER:
BLOOD
SUGAR
L. H. NEWBURGH,
M.D.,
AND
PHIL
L. MARSH,
M.D. ANN ARBOR, MICH. In a previous communication
1 we discussed in outline the advan-
tages of the use of a high fat diet in the treatment of diabetes mellitus. We reported briefly the results of an investigation of the effect of
a
diet whose energy came largely from fat, to which was added sufficient
protein to maintain nitrogen balance and the minimal carbohydrate
necessitated in making up a diet that a human being can eat over a long
period of time. It was shown that with such
a diet, glycosuria was
avoided in severe diabetics, and that acidosis was not produced. ,
p
The first paper stated the method employed and, in a general way,
the results obtained. Freedom from glycosuria, however, does not
necessarily mean normal glycemia. In this communication we shall deal
with the effect of this type of diet on the blood sugar. yp
Blood sugar determinations, sufficiently numerous to permit drawing
conclusions concerning the effect of the diet on glycemia, are available
in forty-five cases. We include in this grou[ every case in which such
a series of determinations has been made, and have omitted only those
whose blood sugar determinations have been too few to be of signifi¬
cance. A few patients left the hospital on higher diets than those shown
in the tables, but as corresponding blood sugar determinations are not
available, the tables for such individuals stop with the last blood sugar
reading. g
These cases are presented in four groups. The first three groups
(Tables 1, 2 and 3), consisting of forty cases, show
a satisfactory
response of the blood sugar to the treatment. The fourth group (Table
4) comprises the five
cases in which blood sugars did not reach
a
desirably low percentage. Of the forty satisfactory cases, those com¬
plicated by chronic nephritis have been brought together in Table 2, and
those in which diets varied at times from our standard are presented
in Table 3. Downloaded From: http://archinte.jamanetwork.com/ by a Michigan State University User on 06/09/2015 TABLE 1.—Cases Showing Satisfactory Response of Blood Sugar
to Treatment TABLE 1.—Cases Showing Satisfactory Response of Blood Sugar
to Treatment
Case
Day
19-391
Male
47
Osteomyelitis
of foot
144 lbs. THE
USE
OF
A
HIGH
FAT
DIET
IN
THE
TREATMENT
OF
DIABETES
MELLITUS 19-537
Male
21
127 lbs. 19-567
Male
49
153 lbs. 19-264
remale
144 lbs. 19-108
Male, 54
Chronic
myocarditis
162 lbs. 19-295
Male
53
160 lbs. Blood
Sugar
per
Cent. 11
14
Iti
19
21
23
I
5
7
9
12
20
27
31
36
40
43
45
55
1
12
16
17
20
23
27
32
43
1
5
(i
18
29
38
37
45
5
6
S
10
46
IS
38
1
4
6
12
14
15
20
48
45
.50
52
53
55
57
62
70
0.082
0.090
0.070
0.130
0.109
O.IOO
0.100
0.120
0.300
0.211
0.400
0.176
0.175
0.140
¿.'riè
0.187
0.125
0140
0.111
0.310
0.120
0.080
O.lfO
0.095
0.070
O.IOO
0.090
0.070
0.325
0.130
0.120
0.150
0.210
0.140
0.110
O.IOO
0.200
0.107
0.100
0.107
0.126
0.075
0.100
0.55
0.14
0.19
0.235
0.14
0.17
0.083
0.25
0.09
0.107
0.09
0.075
0.095
Pro¬
tein,
Gm. 40
54
29
38
45
29
3(1
65
19
40
16
23
29
60
0.100
18
84
34
Fat,
Gm. 225
240
135
135
42
1 5
200
140
WO
1411
152
95
155
125
160
17«
Car¬
bohy¬
drate,
Gm. Calories
10
13
18
10
8
10
10
111
10
10
10
40
10
31
13
1,370
2,350
2,400
1,200
1,475
1,500
500
1,475
1,700
2,100
1,400
1.500
960
1,425
1,550
1,450
960
1,600
1,025
1,150
1,600
1,700
Remarks
50 gm. bread added
to diet
one day;
glycosurie
Starvation 24 hours
Left
hospital
and
did
not
adhere
strictly to diet (
)
Case
Day
Blood
Sugar
per
Cent. Pro¬
tein,
Gm. Fat,
Gm. Car-
bony-
Calories
(Irate,
Gm. Remarks
19-306
Male
66
Osteomyelitii
oí toot
144 lbs. 19-467
Female
52
181 lbs. 20-1
Male
60
174 lbs. 19-130
Male, 31
124 lbs. 20-458
Male, 65
121 lbs. 20-660
Female
60
114 lbs. 19-355
Female
20-376
Female, 5£
135 lbs. 19-261
Female
61
151 lbs. 21-51
Male
73
19-163
Male
75
151 lbs. 20-753
Female
53
180 lbs. THE
USE
OF
A
HIGH
FAT
DIET
IN
THE
TREATMENT
OF
DIABETES
MELLITUS 1
7
10
13
17
23
24
34
35
38
12
44
49
56
58
12
16
28
10
1
8
9
13
17
18
19
30
11
15
17
1
7
9
13
1
5
8
1
4
5
6
7
9
11
17
41
1
4
5
6
7
8
0.550
0.200
0.110
0.09
0.190
0.187
0.140
0.100
0.140
0.120
0.110
0.100
0.15
0.15
6.13
6.14
0.19
0.15
0.16
0.225
0.190
0.145
0.18
0.13
0.35
0.11
0.10
0.14
0.33
0.30
0.163
0.136
0.125
0.270
0.136
0.24
6.17
0.11
0.450
0.125
0.160
0.145
0.17
0.136
0.130
0.275
0.145
0.130
0.180
0.16O
0.14U
0.120
0.3O
6.18
10
25
16
16
36
42
47
16
23
16
27
18
28
34
55
1!)
32
0.13
0.16
16
16
16
50
15
55
16
25
30
55
95
II«
221·
245
25? 100
146
2113
90
ISO
170
210
90
145
2O0
95
14«'
95
235
l«i
135
ISO
185
180
236
16
16
l.i
11
15
12
1»
16
14
20
35
16
14
11
10
16
lo
'8
10
lo
10
20
25
80
»80
1,300
086
1,000
2,400
2,660
1,000
1,400
1,000
1,000
950
1,400
1,800
2,200
925
1,500
2,000
960
1,400
960
2,400
1,000
1,450
1,650
2,200
SA»
1,400
1,800
2,400
Diet
had
been
re¬
stricted previous to
entrance for opera¬
tion for cataracts
Left against advfce
Unexplained
héma¬
turie; refused cyst-
oscopy and left
30 min. after meal
Dietetic erroT
7:00 p. m. Ate candy Downloaded From: http://archinte.jamanetwork.com/ by a Michigan State University User on 06/09/2015 TABLE 1.—Cases Showing Satisfactory Response of Blood Sugar
to Treatment—(Continued) TABLE 1.—Cases Showing Satisfactory Response of Blood Sugar
to Treatment—(Continued) TABLE 1.—Cases Showing Satisfactory Response of Blood Sugar
to Treatment—(Continued)
No. 20
Case
27
20-759
Male
48
162 lbs. 20-558
Male
35
152 lbs. 20-653
Male
22
Restricted
before
entrance
118 lbs. 20-882
Male
141 lbs. 20-738
Female
56
131 lbs. 20-703
Male
46
168 lbs. 20-688
Male
153 lbs. 21-8
Male
138 lbs. 21-9
. Female
18
155 lbs. 21-31
Female
57
158 lbs. 2. Meyers, V. C., and Bailey, C. V.:
The Lewis and Benedict Method for
the Estimation of Blood Sugar, with Some Observations Obtained in Disease,
J. Biol. Chem. 24:147, 1916. Bing, H. J., and Jakolson, B.: Blutuntersuchungen
unter normalen u. einigen pathologische Verh\l=a"\ltnissen,Deutsch. Arch. f. klin.
Med. 113:571, 1914.
Hopkins, A. R.:
Studies in the Concentration of Blood
Sugar in Health and Disease as Determined by Bang's Micromethod, Am. J.
Med. Sc. 149:254, 1915. THE
USE
OF
A
HIGH
FAT
DIET
IN
THE
TREATMENT
OF
DIABETES
MELLITUS Day
1
5
15
17
28
1
3
7
10
18
15
17
22
31
41
43
141
13
16
18
•>5
82
1
3
5
7
9
12
15
1
2
4
5
4
5
9
11
13
15
18
22
27
1
I
5
8
10
14
17
19
:·:,
8
12
Blood
Sugar
per
Cent. 0.85
0.21
0.14
0.11
0.37
0.12
0.07
o.io
0.10
0.11
0.08
0.11
0.08
0.14
0.07
0.13
0.12
0.30
0.19
0.18
0.16
0.11
o.os
0.19
0.20
0.09
0.10
0.18
0.17
0.09
¿.¿ß'
0.18
0.12
'
0.267
0.220
0.120
0.180
0.120
0.130
0.180
0.150
0.120
0.220
0.120
0.420
0.17
0.18
0.14
0.18
0.27
0.125
0.16
0.12
Pro¬
tein,
Gm. 16
25
SO
16
.35
16
25
30
10
25
30
16
25
30
55
16
25
16
16
25
45
16
Fat,
Gm. 90
135
180
180
230
18;. 180
135
ISO
185
180
230
90
135
135
90
135
ISO
180
90
135
180
Car¬
bohy¬
drate,
Gm. 14
14
20
25
25
30
Calories
20
25
20
25
20
25
30
14
14
20
25
10
14
20
!»*! 900
1,400
1,800
1,800
2,400
1,400
1,800
1,400
1,800
1,400
1,800
2,400
900
1,400
1,400
14
900
20
1,400
1,900
1,900
900
1,400
1,800
Dietetic error
Drank 2glasses milk
without permission
Menstruation Downloaded From: http://archinte.jamanetwork.com/ by a Michigan State University User on 06/09/2015 The twenty-eight cases contained in Table
1 show that a high fat
diet such as we have used is capable of bringing the blood sugar down
to normal and keeping it at that level during the period of observation. TABLE 2.—Response to Treatment of Blood Sugar in Diabetics
with Marked Nephritis
No. 30
Case
Day
19-371
Male
47
158 lbs. 19-438
Female
19-218
Female
19-50
Female
56
168 lbs. 19-131
Female
60
131 lbs. 19-84
Female, 51
175 lbs. 21-19
Male
76
133 lbs. 1
2
8
12
13
IS
19
22
23
26
37
1
3
8
9
10
17
21
27
37
1
3
7
10
13
1
5
6
9
10
14
18
28
Blood
Sugar
per
Cent. 0.205
0.115
0.092
0.136
0.130
0.190
0.180
0.125
0.200
0.185
0.200
0.125
0.130
0.380
0.232
0.150
0.150
0.140
0.140
0.135
0.100
0.18
0.11
0.12
0.145
0.145
0.125
0.425
0.115
0.120
0.30
11.15
0.22
0.20
0.18
0.125
Pro¬
tein,
Gm. Downloaded From: http://archinte.jamanetwork.com/ by a Michigan State University User on 06/09/2015 THE
USE
OF
A
HIGH
FAT
DIET
IN
THE
TREATMENT
OF
DIABETES
MELLITUS 16
60
16
16
42
16
42
66
16
46
16
25
36
35
Fat,
Gm. li»
150
95
95
160
95
130
95
135
156
95
110
95
135
186
236
Car-
i
bohy-
Calories
drate,
Gm. 10
1,000
10
1,700
10
960
150
10
1,500
205
10
2,000
10
12
16
10
16
16
L0
10
10
14
20
25
1,700
1,400
960
1,300
1,700
960
1,200
950
1,400
1,900
2,400
25 gm. bread added
later caused glyco¬
suria TABLE 2.—Response to Treatment of Blood Sugar in Diabetics
with Marked Nephritis The seven cases presented in Table 2 are separated from the rest
because of the well known fact that chronic nephritis in diabetics tends
to keep the blood sugar at an abnormally high level.2
These patients all had a severe nephritis as shown by decreased output of phenolsul-
phonephthalein, hypertension, high blood urea and the persistence of
albumin and casts in the urine days after the disappearance of the
glycosuria. It is of special interest to note that the blood sugar of each
of these individuals is brought to a point well within normal limits. g
p
The six cases in Table 3 show well the occurrence of hyperglycemia
resulting from diets high in protein and the reduction of the blood sugar TABLE 3.—Patients Treated by Varying Regimes
No. 38
Case
18-382
Male
118 lbs. 18-613
Female
35
117 lbs. 18-667
Female
46
19-165
Male
75
180 lbs. 19-56
Female
53
168 lbs. Day
14
17
18
20
30
1
9
16
12
13
16
16
12
IS
16
1
3
4
7
»
15
11
13
14
15
16
IS
19
23
24
Blood
Sugar
per
Cent. 11.275
0.215
0.155
0.113
0.400
0.230
0.Ï66
0.214
0.130
0.200
0.220
0.273
0.145
0.180
0.160
0.140
0.135
0.195
0.130
0.190
0.170
0.185
Pro¬
tein,
Gm. 16
52
260
16
30
200
16
12
206
16
45
70
16
22
34
50
56
Fat,
Gm. 160
220
315
135
100
185
135
106
155
160
166
106
116
13(1
136
126
120
Car¬
bohy¬
drate,
Gm. THE
USE
OF
A
HIGH
FAT
DIET
IN
THE
TREATMENT
OF
DIABETES
MELLITUS 10
16
10
16
16
16
10
1(1
12
12
10
10
10
23
23
22
35
Calories
2,075
1,000
2,225
2,075
1,000
1,400
2.075
1,000
1,600
2,075
1,700
1,800
960
1,025
1,150
1,400
1,375
1,400
1,375
1,400
Rem arts
"Von Noorden" diet
High fat diet
"Von Noorden" diet
High fat diet
"Von Noorden" diet
High fat diet
'Von Noorden" diet
The
excess of pro¬
tein
caused
a hy¬
perglycemia
Urine
sugar
free
after the fifth day TABLE 3.—Patients Treated by Varying Regimes to within normal limits subsequent to the use of a diet low in protein
and high in fat. Case 40 is especially instructive in this respect. After
four days on a diet containing 37 gm. protein and 1,400 calories, the
blood sugar was 0.135 per cent.; after an increase of the protein to 50
gm., with a slight decrease in carbohydrate and total calories, a hyper¬
glycemia of 0.195 per cent, is noted. A return to the former diet Downloaded From: http://archinte.jamanetwork.com/ by a Michigan State University User on 06/09/2015 nloaded From: http://archinte.jamanetwork.com/ by a Michigan State University User on 06/09/2015 brought the blood sugar down to 0.130 per cent, while the substitution
of the second diet again produced a hyperglycemia of 0.190 per cent. g
p
yp g y
per
The five cases in Table 4 are those in which response to treatment
was not satisfactory. Two of these (Cases 42 and 45) had
severe TABLE 4.—Patients
Not
Responding Satisfactorily
to Treatment
Case
Day
Blood
Sugar
per
Cent. Pro¬
tein,
Gm. Car-
Fat,
! bohy-
Gm. drate,
Gm. 19-440
Male
18
90 lbs. 19-229
Female
54
120 lbs. 20-423
Male
63
81 lbs. 19-205
Muir
61
149 lbs. 20-311
Male
40
124 lbs. THE
USE
OF
A
HIGH
FAT
DIET
IN
THE
TREATMENT
OF
DIABETES
MELLITUS 1
4
6
8
11
12
13
18
21
20
28
41
50
51
57
01
64
1
5
6
7
1
4
9
15
23
1
6
7
13
15
21
27
29
24
1
3
7
15
18
20
29
0.52
0.36
0.29
0.21
0.2O
97
0.42
0.83
0.15
0.16
0.15
0.18
0.15
0.18
0.15
0.15
0.15
0.375
0.187
0.166
0.215
0.20
0.16
0.15
0.16
0.400
0.120
0.120
0.275
0.225
0.150
0.200
0.400
0.135
0.160
0.125
0.140
0.170
0.160
25
37
37
28
2S
34
16
Hi
10
21
48
140
190
105
[00
100
14(1
160
95
130
200
155
100
1.56
240
10
10
Hi
10
10
20
25
10
10
21
31
10
11
1.3
1,675
1,600
1,400
1,700
960
1.300
2,000
,ß
1,000
1,500
2,500
Broke diet
Patient
in
bal¬
ance; left the hos¬
pital
in
excellent
condition
Far advanced squa-
mous
cell
carci¬
noma of uterus
Discharged
against
advice
Urine sugar free
Urine sugar free
Left hosp. against
advice
Cerebrospinal syph¬
ilis TABLE 4.—Patients
Not
Responding Satisfactorily
to Treatment complicating diseases. We suspected but could not prove that
one
patient (Case 44) was not adhering to his diet; we can.give no other
explanation for the rise in his blood sugar from 0.120 to 0.275 per
cent, between the eleventh and thirteenth days, in the absence of any
change in diet on our part. Downloaded From: http://archinte.jamanetwork.com/ by a Michigan State University User on 06/09/2015
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Linfoma cutâneo de células T – Diagnóstico e prognóstico
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Revista Científica da Faculdade de Medicina de Campos
| 2,023
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cc-by-sa
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Recebido em:
14/02/2023 Recebido em:
14/02/2023 Linfoma cutâneo de Células T – Diagnóstico e prognóstico
Cutaneous T-cell lymphoma - diagnosis and prognosis Caio Freire Benjamim Vianna1, Gabriel Maciel de Sales Sardinha2, Júlia Couto Villar3,
Ana Luiza de Oliveira Marins3, Alex Batista Paulo4 1 Médico pela Faculdade de Medicina de Campos (FMC), Campos dos Goytacazes, RJ, Brazil. d
Clí i
édi
H
it l E
l Ál
Al i
(HEAA) C
d
G
t
RJ B
il p
p
(
),
p
y
,
,
2 Residente de Clínica médica no Hospital Escola Álvaro Alvim (HEAA), Campos dos Goytacazes, RJ, Brazil. 3 Acadêmicas no Curso de Graduação em Medicina, Faculdade de Medicina de Campos (FMC), Campos dos Goytacazes, RJ, Brazil. 4 Professor no Curso de Graduação em Medicina, Faculdade de Medicina de Campos (FMC), Campos dos Goytacazes, RJ, Brazil. Autor correspondente: Caio Freire Benjamim Vianna
Contato: caiofbenjamim@gmail.com ISSN 2965-6575 ISSN 2965-6575 Rev. Cient. Fac. Med. Campos, v. 18, n. 2, p. 49-52, jul./dez. 2023
doi: 10.29184/1980-7813.rcfmc.821.vol.18.n2.2023
Faculdade de Medicina de Campos
https://revista.fmc.br/ojs/index.php/RCFMC Relato de caso Linfoma cutâneo de Células T – Diagnóstico e prognóstico
Cutaneous T-cell lymphoma - diagnosis and prognosis RESUMO Este artigo apresenta o relato de um caso clínico de uma paciente do sexo feminino, com 59
anos de idade, que foi diagnosticada com Linfoma Cutâneo de Células T. O principal objetivo
deste estudo é discutir a incidência dessa doença e destacar a importância do diagnóstico
precoce, bem como descrever suas principais manifestações clínicas e complicações associadas. A coleta de dados para o caso foi realizada por meio da análise minuciosa dos prontuários
médicos, exames laboratoriais e de imagem arquivados no Serviço de Arquivo Médico e
Estatística do Hospital Escola Álvaro Alvim. O diagnóstico definitivo do Linfoma Cutâneo
de Células T foi estabelecido por meio de exame imuno-histoquímico, um procedimento
essencial que permite direcionar de forma rápida e precisa a terapia adequada ao paciente. ABSTRACT Palavras-chave:
Linfoma Cutâneo
de Células T. Linfócitos T. Síndrome de Sézary. Keywords:
Cutaneous. Lymphoma. Sezary Syndrome. T-Cell. T-cells. Palavras-chave:
Linfoma Cutâneo
de Células T. Linfócitos T. Síndrome de Sézary. Keywords:
Cutaneous. Lymphoma. Sezary Syndrome. T-Cell. T-cells. Esta obra esta licenciada sob uma Licença Creative Commons. Os usuários têm permissão para copiar redistribuir os trabalhos por qualquer meio ou
formato, e também para, tendo como base o seu conteúdo, reutilizar, transformar ou criar, com, propositos legais, até comerciais, desde que citada a fonte. ABSTRACT This article presents the report of a clinical case of a 59-year-old female patient diagnosed
with cutaneous T-cell lymphoma. The main objective of this study is to discuss the
incidence of this disease and emphasize the importance of early diagnosis, as well as to
describe its main clinical manifestations and associated complications. Data collection
for the case was conducted through meticulous analysis of medical records, laboratory
tests, and imaging studies archived at the Medical and Statistical Archive Service of
Hospital Escola Álvaro Alvim. The definitive diagnosis of cutaneous T-cell lymphoma
was established through immunohistochemical examination, an essential procedure
that allows for the rapid and accurate direction of appropriate therapy for the patient. INTRODUÇÃO proliferação exacerbada, levando à formação de
linfomas. Esses tumores são subdivididos em tipos
B e T, resultantes de um contato com antígenos
que provocam alterações morfológicas e distor
ções fenotípicas2. Embora alguns pacientes apre
sentem linfomas restritos a um único local, outros
podem manifestar-se de maneira agressiva, es
pecialmente em casos de doença avançada, afe De acordo com o consenso da Organi�
zação Mundial de Saúde, os Linfomas Cutâneos
de Células T/NK são um grupo de doenças lin
foproliferativas extranodais classificadas e sub
divididas com base no seu comportamento clíni
co1. Os linfócitos periféricos podem passar por 49 Rev. Cient. Fac. Med. Campos, v. 18, n. 2, p. 49-52, jul./dez. 2023 Linfoma cutâneo de Células T – Diagnóstico e prognóstico neoplásicas, o que orienta o tratamento mais ade
quado, juntamente com a determinação do estágio
e do grau de envolvimento sistêmico4, 5. Assim,
além dos tratamentos direcionados à pele, muitas
vezes é necessário administrar tratamento sistê
mico com quimioterapia e agentes moduladores
da resposta biológica6. tando múltiplos sítios, incluindo locais incomuns,
como cérebro, pulmão, ovário e glândula tireoide1. Além dos linfonodos, sítios extranodais como a
pele também são comumente afetados. Em tecido
cutâneo, alguns Linfomas de Células T se mani
festam de maneira evidente e característica por
meio de um infiltrado linfocítico. Vale ressaltar
que as manifestações clínicas cutâneas são ini
cialmente restritas à pele, tratando-se de uma
característica dos linfomas cutâneos1-3. Embora as manifestações cutâneas sejam
mais comuns em homens, as mulheres também
podem apresentar essas manifestações. Geral
mente, os linfomas cutâneos são mais prevalentes
em idosos entre a quinta e a sétima décadas de
vida, sendo raramente observados em indivíduos
com menos de 50 anos3, 4. Os Linfomas de Células T são divididos em
dois grandes grupos de acordo com seu compor
tamento: os de comportamento indolente (micose
fungoide clássica, micose fungoide foliculotrópica,
reticulose pagetoide, cútis laxa granulomatosa,
linfoma cutâneo primário de grande célula anaplá
sica, papulose linfomatoide, linfoma subcutâneo
de célula T paniculite-símile e linfoma cutâneo
primário de pequena e média célula T CD4+ pleo
mórfica) e os de comportamento agressivo (Sín
drome de Sézary, linfoma extranodal de célula T/
NK tipo nasal, linfoma cutâneo primário agressivo
de célula T CD8+ epidermotrópica, linfoma cutâneo
de célula T e linfoma cutâneo primário de célula
T periférica não especificado)1,4. INTRODUÇÃO A micose fungoi
de e a Síndrome de Sézary são responsáveis por
cerca de 50% dos casos de linfomas cutâneos pri
mários3. O diagnóstico é realizado por meio de
exames histológicos e fenotipagem das células DESCRIÇÃO DO CASO Paciente, feminina, preta, 59 anos, ca
sada, cozinheira, previamente hígida, sem an
tecedentes ou internações prévias, apresentou
eritema pruriginoso difuso no abdômen, região
genital e membros inferiores, levando-a a pro
curar atendimento médico ambulatorial. Inicial
mente, foi prescrita terapia sintomática com de
xametasona tópica. Ao longo de um período de
três meses, observou-se uma progressão das le
sões, resultando em múltiplas ulcerações e cros
tas disseminadas, com envolvimento adicional de
tórax, ombro, pescoço e face conforme retratado antemáticas com ulcerações e crostas difusas em regiões
B Figura 1. Comprovação icogonográfica do caso relatado. (A). Lesões exantemáticas com ulcerações e crostas difusas em regiões
faciais, cervicais, torácicas e membros superiores. Figura (B). Lesões cutâneas no tórax e membro superior em estágios variados
de cicatrização, com áreas hipocrômicas, crostas e descamações. A
B B Figura 1. Comprovação icogonográfica do caso relatado. (A). Lesões exantemáticas com ulcerações e crostas difusas em regiões
faciais, cervicais, torácicas e membros superiores. Figura (B). Lesões cutâneas no tórax e membro superior em estágios variados
de cicatrização, com áreas hipocrômicas, crostas e descamações. 50 Rev. Cient. Fac. Med. Campos, v. 18, n. 2, p. 49-52, jul./dez. 2023 VIANNA C. F. B. et al. com linfonodos maiores medindo 1,59 cm à direi
ta e 1,56 cm à esquerda, no menor eixo axial. nas Figuras 1A e 1B onde a Figura 1A exibe “Lesões
exantemáticas com ulcerações e crostas difusas
em regiões faciais, cervicais, torácicas e mem
bros superiores” e a Figura 1B apresenta “Lesões
cutâneas no tórax e membro superior em está
gios variados de cicatrização, com áreas hipocrô
micas, crostas e descamações”. Devido ao desen
volvimento de dor associada às lesões, a paciente
procurou atendimento de emergência, resultan
do em sua internação e transferência para enfer
maria clínica. No nono dia de internação hospitalar,
diante da progressão contínua do quadro clíni
co, foram prescritos três ciclos de quimioterapia
seguindo o protocolo CHOEP (ciclofosfamida,
doxorrubicina, vincristina, etoposídeo e predni
sona). Além disso, foi administrado aciclovir na
dose de 200mg a cada 12 horas. O esquema an
tibiótico anterior foi substituído por meropenem
na dose de 500mg a cada 8 horas e vancomicina
na dose de 500mg a cada 6 horas, visando a uma
cobertura mais ampla, considerando a suspeita
de infecção por microrganismos multirresisten
tes. DESCRIÇÃO DO CASO O resultado do estudo imuno-histoquímico
estava pendente de liberação, aguardando os
procedimentos laboratoriais necessários para a
obtenção e interpretação do perfil imunofenotí
pico da paciente. Após a realização de uma única
sessão de quimioterapia, a paciente desenvolveu
pancitopenia e alteração do nível de consciência,
levando à necessidade de transfusão de concen
trado de hemácias. No entanto, ocorreu uma pio
ra progressiva do quadro, evoluindo para choque
séptico e resultando em óbito. Durante o período de internação, a pa
ciente apresentou agravamento da dor, acom
panhado de descamações e infecção secundária. No momento da admissão, foi iniciada antibioti
coterapia intravenosa empírica com oxacilina na
dose de 1g a cada 4 horas, além de analgesia com
tramadol na dose de 50mg a cada 8 horas. Foram
solicitados exames laboratoriais, incluindo o teste
anti-HIV, que resultou negativo para a presença
de anticorpos específicos contra o vírus. O exame
laboratorial revelou um quadro de processo infec
cioso, caracterizado por leucocitose neutrofílica
com contagem de 35.000 leucócitos. Após três
dias de internação, não houve melhora clínica sa
tisfatória, nem normalização dos marcadores in
flamatórios, como a proteína C reativa (PCR) ape
sar do esquema antibiótico adotado. Diante desse
cenário, optou-se pela substituição da oxacilina
por amoxicilina com clavulanato na dose de 1,2g a
cada 8 horas, associada a pulsos de dexametasona
na dose de 40mg por 4 dias, administração única
de ivermectina na dose de 18 mg e morfina para
analgesia de alta potência. Os resultados do estudo imuno-histoquí
mico e imunofenotipagem revelaram imunoex
pressão positiva para o antígeno CD3 e negativa
para os antígenos CD20 e CD30, consolidando,
dessa forma, o diagnóstico de Linfoma de Células
T. Adicionalmente, a característica imunofeno
típica apresentada em conjunto com a natureza
agressiva do quadro clínico sugere fortemente a
presença da Síndrome de Sézary. Em virtude da suspeita clínica de linfoma
cutâneo, foi solicitada a realização de uma bióp
sia de pele para a obtenção de amostra para estu
do imuno-histoquímico. Simultaneamente, foram
requisitadas tomografias computadorizadas do
tórax, abdômen e pelve, com o objetivo de ava
liar a possível disseminação sistêmica da doença. Os exames de imagem revelaram a presença de
adenomegalias axilares bilaterais, com linfonodos
maiores medindo 1,50 cm à direita e 1,69 cm à es
querda, no menor eixo axial. DESCRIÇÃO DO CASO Além disso, foram
identificadas adenomegalias inguinais bilaterais, O presente estudo foi conduzido de acor
do com as diretrizes estabelecidas na Resolução
CSN nº466/12 e recebeu aprovação do Comitê de
Ética, com base no parecer de nº 5.792.25 e CAAE
64024922.4.0000.5244. Todos os requisitos éti
cos e regulatórios foram rigorosamente seguidos
para garantir a validade e integridade da pesquisa. Rev. Cient. Fac. Med. Campos, v. 18, n. 1, p. 49-52, jul./dez. 2023 REFERÊNCIAS Em estágios avançados da Síndrome de Sézary, a
corrente sanguínea do paciente irá conter células
T pleomórficas em forma e tamanho com núcleo
convoluto de aspecto cerebriforme, citoplasma
abundante, azurófilo e sem grânulos, que são as
chamadas células de Sézary3, 5, 7. O estudo imuno
-histoquímico, por sua vez, apresentou positivi
dade para os antígenos CD2, CD3 e CD5, no caso
relatado, apresentou-se positivo para CD3.i 1. Sanches J, Melotti C, Festa Neto C. Processos lin
foproliferativos da pele: part 2 - cutaneous T-cell
and NK-cell lymphomas. Anais Brasileiros de Der
matologia. 2006;81:7-25. 2. Oliveira PD, Farre L, Bittencourt AL. Adult T-cell
leukemia/lymphoma. Rev Assoc Med Bras (1992). 2016;62(7):691-700. 2. Oliveira PD, Farre L, Bittencourt AL. Adult T-cell
leukemia/lymphoma. Rev Assoc Med Bras (1992). 2016;62(7):691-700. Para um diagnóstico definitivo da Síndro
me de Sézary, é necessário que haja uma popula
ção monoclonal na pele e no sangue, com altera
ções fenotípicas (CD4/CD8 ≥ 10 e/ou CD4 + CD7
≥ 40% e/ou CD4+CD26 ≥ 30%), ou a presença de
células de Sézary com ≥ 1.000 células/μL 5. 3. Miyashiro DR, Sanches Junior JA. Micose fungoide
e síndrome de Sézary: caracterização demográfi
ca, clínica, histopatológica, imunopatológica, mo
lecular, laboratorial e evolutiva de coorte observa
da no ambulatório de linfomas cutâneos da divisão
de clínica dermatológica do Hospital das Clínicas
da Faculdade de Medicina da Universidade de São
Paulo entre os anos de 1989 e 2018. 2021. 3. Miyashiro DR, Sanches Junior JA. Micose fungoide
e síndrome de Sézary: caracterização demográfi
ca, clínica, histopatológica, imunopatológica, mo
lecular, laboratorial e evolutiva de coorte observa
da no ambulatório de linfomas cutâneos da divisão
de clínica dermatológica do Hospital das Clínicas
da Faculdade de Medicina da Universidade de São
Paulo entre os anos de 1989 e 2018. 2021. O tratamento pode ser dividido em tera
pias relacionadas à pele e terapias sistêmicas. As
terapias direcionadas à pele incluem agentes tó
picos, fototerapia e radioterapia. As terapias sis
têmicas incluem modificadores da resposta bioló
gica, imunoterapias e agentes quimioterápicos. A
escolha do tratamento é baseada no estágio atual
da doença, sendo favoráveis tratamentos direcio
nados à pele em estágios iniciais, com o objetivo
de melhorar os sintomas e a qualidade de vida
do paciente. Entre os esquemas quimioterápicos
mais comuns estão o CHOP, CHOEP, CVP e CVP
com metotrexato (MTX) 6. 4. Eickhoff CM, Almeida ASd, Fontana M, Almeida
EAPd, Ughini M, Rodriguez R. DISCUSSÃO Os Linfomas Cutâneos de Células T inte
gram uma variedade de doenças relacionadas à 51 Rev. Cient. Fac. Med. Campos, v. 18, n. 1, p. 49-52, jul./dez. 2023 Linfoma cutâneo de Células T – Diagnóstico e prognóstico pele no momento da apresentação clínica, aumen
tando a complexidade de um diagnóstico precoce,
como foi o caso dessa paciente. Diante da suspeita
clínica de um linfoma, considerou-se a realização
de um estudo anatomopatológico. No entanto,
muitas vezes a histologia dessas doenças se as
semelha entre si em estágios iniciais da doença,
tornando-o inconclusivo para fins terapêuticos. Sendo assim, a realização do estudo imuno-histo
químico, como foi feito, é mais assertiva. -se observar que os sintomas iniciais do linfoma
cutaneo de células T geralmente são lesões exan
temáticas pruriginosas inespecíficas, que possuem
alto grau de progressão e disseminação na pele. O
diagnóstico é feito correlacionando a clínica com
exames histopatológicos e imuno-histoquímicos,
e o tratamento é direcionado pelo contexto clínico
do paciente, ajustando-o de acordo com a evolu
ção diária. REFERÊNCIAS Linfoma cutáneo
de células T. Rev méd Hosp Säo Vicente de Paulo
1999;11(25):56-8. 5. Araújo M, Dantas AFA, Nobre CF, Theodoro FCM,
Silva GA, Machado MLL, et al. Avaliação imuno
fenotípica por citometria de fluxo no diagnóstico
da síndrome de sézary no Rio Grande do Nor
te. Hematology, Transfusion and Cell Therapy. 2022;44:S560. 6. Sanches JA, Cury‐Martins J, Abreu RM, Miyashi
ro D, Pereira J. Micose fungoide e síndrome de
Sézary: foco no cenário atual de tratamento. Anais Brasileiros de Dermatologia (Portuguese). 2021;96(4):458-71. Quando restritos à pele, os linfomas cutâ
neos apresentam uma sobrevida de até 97% nos
primeiros 5 anos em pacientes com cerca de 10%
de superfície corporal afetada. No entanto, em ca
sos de doença com disseminação sistêmica, devi
do ao comportamento mais agressivo, a mortali
dade varia de 50% a 60% nos primeiros 5 anos 3. 7. Rabelo KA, Silva VEG, Almeida JF, Pereira KG,
Nogueres MIC, Barbalho SMM, et al. Síndro
me de sézary: relato de caso. Hematology,
Transfusion and Cell Therapy. 2021;43:S104-S5. Com base nos dados apresentados, pode Com base nos dados apresentados, pode 52 Rev. Cient. Fac. Med. Campos, v. 18, n. 2, p. 49-52, jul./dez. 2023
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Associations between XPD Asp312Asn Polymorphism and Risk of Head and Neck Cancer: A Meta-Analysis Based on 7,122 Subjects
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PloS one
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cc-by
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Received October 26, 2011; Accepted March 12, 2012; Published April 20, 2012 Received October 26, 2011; Accepted March 12, 2012; Published April 20, 2012 Copyright: 2012 Hu et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted
use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: This work was partly supported by grants from the Medical Development Foundation of Health Department of Jiangsu Province (H200811) and Natural
Science Foundation of Jiangsu Higher Education Institutions (08KJB320008). The funders had no role in study design, data collection and analysis, decision to
publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. Competing Interests: The authors have declared that no competing interests exist. * E-mail: niuyuming@yeah.net excision repair (NER) pathway have been implicated in cancer. Associations between polymorphisms in several DNA repair
genes and the risks of several types of cancer have been
extensively examined. Many epidemiologic cancer studies have
focused on single nucleotide polymorphisms (SNPs) in genes in
the NER pathway such as XPD, ERCC1, and XPC [5]. The
XPD protein is a DNA helicase and is an essential part of the
TFIIH
transcription
factor
complex. Some
studies
have
suggested that XPD polymorphisms may be associated with
reduced DNA repair because of a possible reduction in helicase
activity [6,7]. One of the common XPD polymorphisms in the
coding regions is Asp312Asn in exon 10. The functional
significance is not yet completely clear, although the amino
acid mutations in exon 10 give rise to a loss of an acidic residue
and a complete change in the electronic configuration of the
amino acid [8,9]. Yuan Yuan Hu1, Hua Yuan2, Guang Bing Jiang3, Ning Chen2, Li Wen4, Wei Dong Leng1, Xian Tao Zeng1,
Yu Ming Niu1,2* 1 Department of Stomatology, Taihe Hospital, Hubei University of Medicine, Shiyan, People’s Republic of China, 2 Institute of Dental Research, Nanjing Medical University,
Nanjing, People’s Republic of China, 3 Department of Radiology, Taihe Hospital, Hubei University of Medicine, Shiyan, People’s Republic of China, 4 Department of
Dermatology, Taihe Hospital, Hubei University of Medicine, Shiyan, People’s Republic of China PLoS ONE | www.plosone.org Abstract Background: To investigate the association between XPD Asp312Asn polymorphism and head and neck cancer risk through
this meta-analysis. Methods: We performed a meta-analysis of 9 published case-control studies including 2,670 patients with head and neck
cancer and 4,452 controls. An odds ratio (OR) with a 95% confidence interval (CI) was applied to assess the association
between XPD Asp312Asn polymorphism and head and neck cancer risk. Results: Overall, no significant association between XPD Asp312Asn polymorphism and head and neck cancer risk was
found in this meta-analysis (Asn/Asn vs. Asp/Asp: OR = 0.95, 95%CI = 0.80–1.13, P = 0.550, Pheterogeneity = 0.126; Asp/Asn vs. Asp/Asp: OR = 1.11, 95%CI = 0.99–1.24, P = 0.065, Pheterogeneity = 0.663; Asn/Asn+Asp/Asn vs. Asp/Asp: OR = 1.07,
95%CI = 0.97–1.19, P = 0.189, Pheterogeneity = 0.627; Asn/Asn vs. Asp/Asp+Asp/Asn: OR = 0.87, 95%CI = 0.68–1.10, P = 0.243,
Pheterogeneity = 0.089). In the subgroup analysis by HWE, ethnicity, and study design, there was still no significant association
detected in all genetic models. Conclusions: This meta-analysis demonstrates that XPD Asp312Asn polymorphism may not be a risk factor for developing
head and neck cancer. Citation: Hu YY, Yuan H, Jiang GB, Chen N, Wen L, et al. (2012) Associations between XPD Asp312Asn Polymorphism and Risk of Head and Neck Cancer: A Meta-
Analysis Based on 7,122 Subjects. PLoS ONE 7(4): e35220. doi:10.1371/journal.pone.0035220 Citation: Hu YY, Yuan H, Jiang GB, Chen N, Wen L, et al. (2012) Associations between XPD Asp312Asn Polymorphism and Risk of Head and Neck Cancer: A Meta-
Analysis Based on 7,122 Subjects. PLoS ONE 7(4): e35220. doi:10.1371/journal.pone.0035220
Editor: Brock C. Christensen, Dartmouth College, United States of America Editor: Brock C. Christensen, Dartmouth College, United States of America Study characteristic This meta-analysis is guided by the PRISMA statement
(Checklist S1). A total of 49 relevant studies were identified
(Figure 1). After carefully review, nine eligible case-control studies
on the relationship between XPD Asp312Asn polymorphism and
HNC risk were included in this meta-analysis [10–18]. Table 1
presents the main characteristics of these studies. Seven studies
involved Caucasian populations [10–12,14–16,18], whereas two
studies involved Asians [13,17]. Diverse genotyping methods were
used, including PCR-SSCP, PCR-RFLP, Taqman, Real-time
PCR and SEB PCR. All studies indicated that the genotypic
distribution of the controls was consistent with HWE except one
[17]. Introduction Head and neck cancers (HNC) constitute about 5% of all
cancers recorded in the US, and the incidence is increasing in
most developed and developing countries. These cancers have
been estimated to be about six times more common among
smokers than non-smokers and are most common in males over 50
years old [1,2], which increases to about 15 times if the smokers
are also heavy drinkers [3,4]. Although many measures had been
done to improve the diagnosis and treatments, the prognosis was
still poor. Many
environmental
factors,
such
as
radiation,
diet,
smoking,
and
endogenous
or
exogenous
estrogens,
are
associated with DNA damage. Unrepaired or misrepaired
DNA results in gene mutations, chromosomal alterations, and
genomic instability. Several studies have suggested that genes
involved in DNA repair play a crucial role in protecting against
mutations. Patients with certain cancers have reduced capac-
ities for DNA repair. Similarly, the enzymes of the nucleotide The first study on the relationship between HNC and XPD
Asp312Asn polymorphism was conducted by Sturgis et al. [10]. April 2012 | Volume 7 | Issue 4 | e35220 1 XPD Asp312Asn Polymorphism and HNC Risk XPD Asp312Asn Polymorphism and HNC Risk They found a borderline significant association between XPD
Asp312Asn polymorphism and HNC. Since then, a lot of studies
have confirmed or refuted this finding [11–18]. In 2010, a recent
meta-analysis was conducted by Flores-Obando et al. [19]
demonstrated that increased HNC risk is associated with XPD
Asp312Asn polymorphism. Worthy of note, that meta-analysis
included five studies were conducted in Caucasian populations
and one in an Asian population [10–15]. Today, nine case-control
studies on XPD Asp312Asn polymorphism and HNC risk have
been published. A comprehensive meta-analysis is needed to
provide
an updated approach on the overall relationship. Subgroup analyses were also performed on Caucasian and Asian
populations to investigate ethnicity-specific effects. Search strategy y
The PubMed database was searched with terms ‘‘head and
neck cancer’’, ‘‘oral cancer’’, ‘‘oropharyngeal cancer’’, ‘‘laryngeal
cancer’’, ‘‘pharyngeal cancer’’, ‘‘XPD’’, ‘‘excision repair cross-
complementing group 2’’, ‘‘polymorphism’’, and the combined
phrases for all genetic studies on the relationship between XPD
polymorphism and HNC risk from 2000, when the first study of
the association between XPD Asp312Asn polymorphism and
HNC risk was reported, to October 2011. We also used the
‘‘Related Articles’’ option in PubMed to identify additional
studies on the same topic. Reference lists in retrieved articles were
also screened for. All selected studies complied with the following
three criteria: (a) case–control study on the XPD Asp312Asn
polymorphism and HNC risk; (b) sufficient published data for
estimating the odds ratio (OR) with 95% confidence interval (CI);
(c) For multiple publications reporting on the same data or
overlapping data, the largest or most recent publication was
selected [20]. The main results of this meta-analysis and the heterogeneity test
are shown in Table 2. Overall, no significant relationship was
observed between XPD Asp312Asn polymorphism and HNC risk
in the total populations (for Asn/Asn vs. Asp/Asp: OR = 0.95,
95%CI = 0.80–1.13, P = 0.550, Pheterogeneity = 0.126; Asp/Asn vs. Asp/Asp: OR = 1.11, 95%CI = 0.99–1.24, P = 0.065, Pheterogeneity
=0.663; Asn/Asn+Asp/Asn vs. Asp/Asp: OR=1.07, 95%CI=0.97–
1.19, P=0.189, Pheterogeneity=0.627; Asn/Asn vs. Asp/Asp+Asp/Asn:
OR=0.87,
95%CI=0.68–1.10,
P=0.243,
Pheterogeneity=0.089). Similarly, in the succeeding analysis of HWE studies, no significant
association was found between XPD Asp312Asn polymorphism and Figure 1. Flow diagram of the study selection process. doi:10.1371/journal.pone.0035220.g001 Data extraction Two investigators (Hu and Yuan) independently extracted the
following data from each included publication: the first author’s
name, publication data, sources of controls, racial descent of the
study population (categorized as either Asian or Caucasian),
genotyping method, number of cases, cases and controls with
different genotypes, and Hardy-Weinberg equilibrium(HWE). Statistical analysis Figure 3 shows the shapes of the funnel plots of
codominant model (Asp/Asn vs. Asp/Asp), used in the studies for
examining all populations. The result was further supported by
analysis via modified Egger’s tests. No significant publication bias
was found in this meta-analysis (P = 0.093 for Asn/Asn vs. Asp/
Asp; P = 0.370 for Asp/Asn vs. Asp/Asp; P = 0.173 for Asn/
Asn+Asp/Asn vs. Asp/Asp; P = 0.215 for Asn/Asn vs. Asp/
Asp+Asp/Asn). plots in all genetic models did not reveal any evidence of obvious
asymmetry. Figure 3 shows the shapes of the funnel plots of
codominant model (Asp/Asn vs. Asp/Asp), used in the studies for
examining all populations. The result was further supported by
analysis via modified Egger’s tests. No significant publication bias
was found in this meta-analysis (P = 0.093 for Asn/Asn vs. Asp/
Asp; P = 0.370 for Asp/Asn vs. Asp/Asp; P = 0.173 for Asn/
Asn+Asp/Asn vs. Asp/Asp; P = 0.215 for Asn/Asn vs. Asp/
Asp+Asp/Asn). HNC risk(for Asn/Asn vs. Asp/Asp: OR = 0.95, 95%CI = 0.80–
1.14,
P = 0.593,
Pheterogeneity = 0.120;
Asp/Asn
vs. Asp/Asp:
OR = 1.11, 95%CI = 0.99–1.24, P = 0.089, Pheterogeneity = 0.586;
Asn/Asn+Asp/Asn vs. Asp/Asp: OR = 1.07, 95%CI = 0.96–1.19,
P = 0.219, Pheterogeneity = 0.528; Asn/Asn vs. Asp/Asp+Asp/Asn:
OR = 0.82, 95%CI = 0.69–1.11, P = 0.278, Pheterogeneity = 0.082). Finally, in the stratified analysis of ethnicity and study design, we
also did not find any significant association between XPD
Asp312Asn polymorphism and HNC. Sensitivity analysis A single study involved in the meta-analysis was deleted each
time to reflect the influence of the individual dataset to the pooled
ORs. The analysis results demonstrate a borderline increased risk
after excluding the studies that in Asp/Asn vs. Asp/Asp model
[14,16,18] (Figure 2). The other corresponding pooled ORs were
not materially altered (data not shown), indicating that our results
are statistically robust. Today, genetic susceptibility to cancer has attracted growing
attention to the study of gene polymorphisms involved in
tumorigenesis. The XPD gene has been mapped to chromosome
19q13.3 and it is composed of 23 exons. Germline mutations in
the XPD gene can result in xeroderma pigmentosum and other
diseases. The XPD protein is involved in transcription-coupled
NER and is an integral member of the basal transcription factor
BTF2/TFIIH complex. Statistical analysis Crude ORs with 95% CIs were computed to assess the strength
of the correlation between the XPD Asp312Asn polymorphism and
HNC risk. The pooled ORs were performed for codominant
model (Asn/Asn vs. Asp/Asp,Asp/Asn vs. Asp/Asp), dominant
model (Asn/Asn+Asp/Asn vs. Asp/Asp), and recessive model
(Asn/Asn vs. Asp/Asp+Asp/Asn), respectively. In the subgroup
analysis,
statistical
analysis
was
conducted
on
Asians
and
Caucasians. Heterogeneity assumption was assessed by the chi-
square based Q-test [21]. The pooled OR estimation of each study
was calculated by the fixed-effects model (the Mantel–Haenszel
method) when P.0.10. Otherwise, the random-effects model (the
DerSimonian and Laird method) was used [22]. The potential
publication bias was estimated by the modified Egger’s linear
regression test, which proposed by Harbord et al. [23]. Statistical
analysis
was performed using
STATA version 11.0 (Stata
Corporation, College Station, TX, USA) and Review Manage
(v.4.2; Oxford, England), using two-sided P-values, with P,0.05
considered statistically significant. Figure 1. Flow diagram of the study selection process. doi:10.1371/journal.pone.0035220.g001 April 2012 | Volume 7 | Issue 4 | e35220 April 2012 | Volume 7 | Issue 4 | e35220 PLoS ONE | www.plosone.org 2 XPD Asp312Asn Polymorphism and HNC Risk Table 1. Characteristics of case-control studies on XPD Asp312Asn polymorphism and HNC risk included in the meta-analysis. Table 1. Characteristics of case-control studies on XPD Asp312Asn polymorphism and HNC risk includ y
y
F rst
author
Year
Racial
descent
Source of
controls
Case
Control Genotype distribution
Genotying
type
P for
HWE{
Case
Control
Asp/Asp
Asp/Asn
Asn/Asn
Asp/Asp
Asp/Asn
Asn/Asn
Sturgis
2002
Caucasian Hospital-based
313
313
123
165
25
142
135
36
PCR-SSCP
0.650
Matullo
2006
Caucasian Population-based
82
1094
32
46
4
418
506
170
TaqMan
0.411
An
2007
Caucasian Hospital-based
829
854
330
395
104
370
386
98
PCR-RFLP
0.860
Majumder
2007
Asian
Hospital-based
305
387
152
119
34
205
146
36
PCR-RFLP
0.183
Harth
2008
Caucasian Hospital-based
311
298
113
158
40
101
145
52
Real-time PCR
0.997
Abbasi
2009
Caucasian Population-based
246
644
93
119
34
258
304
82
Real-time PCR
0.606
Jelonek
2010
Caucasian Hospital-based
29
58
10
14
5
14
36
8
PCR-RFLP
0.052
Ji
2010
Asian
Hospital-based
264
342
235
29
0
309
30
3
SBE PCR
0.026
Gugatschka 2011
Caucasian Population-based
291
462
116
133
42
171
208
83
TaqMan
0.158
doi:10.1371/journal.pone.0035220.t001
i doi:10.1371/journal.pone.0035220.t001 plots in all genetic models did not reveal any evidence of obvious
asymmetry. Publication bias The Asp to Asn change at position 312 of XPD changes the
electronic configuration of amino acid and alters the interaction
between XPD protein and its helicase activator [6]. Wolfe et al. Funnel plot and modified Egger’s test were performed to
estimate the publication bias of literature. The shapes of the funnel Table 2. Summary ORs and 95% CI of XPD Asp312Asn polymorphism and HNC risk. Asn/Asn vs. Asp/Asp
Asp/Asn vs. Asp/Asp
Asn/Asn+Asp/Asn vs. Asp/Asp
Asn/Asn vs. Asp/Asp+Asp/Asn
OR
95% CI
P
P*
OR
95% CI
P
P*
OR
95% CI
P
P*
OR
95% CI
P
P*
Total
0.95
0.80–1.13
0.550
0.126
1.11
0.99–1.24
0.065
0.663
1.07
0.97–1.19
0.189
0.627
0.87
0.68–1.10
0.243
0.089{
HWE
0.95
0.80–1.14
0.593
0.120
1.11
0.99–1.24
0.089
0.586
1.07
0.96–1.19
0.219
0.528
0.82
0.69–1.11
0.278
0.082{
Ethnicity
Asian
1.20
0.73–2.00
0.470
0.213
1.14
0.87–1.50
0.345
0.649
1.14
0.88–1.48
0.328
0.951
1.16
0.71–1.89
0.546
0.216
Caucasian
0.92
0.76–1.11
0.366
0.121
1.11
0.98–1.25
0.110
0.468
1.06
0.94–1.19
0.317
0.430
0.83
0.64–1.08
0.165
0.085{
Design
Hospital based
1.01
0.81–1.25
0.938
0.296
1.14
1.00–1.31
0.052
0.468
1.12
0.98–1.27
0.092
0.543
0.95
0.78–1.16
0.631
0.224
Population based
0.75
0.43–1.32
0.248
0.063{
1.04
0.85–1.28
0.684
0.692
0.98
0.81–1.19
0.865
0.611
0.73
0.42–1.28
0.271
0.045{
*Test for heterogeneity. {Estimates for random effects model. doi:10.1371/journal.pone.0035220.t002 Table 2. Summary ORs and 95% CI of XPD Asp312Asn polymorphism and HNC risk. Table 2. Summary ORs and 95% CI of XPD Asp312Asn polymorphism and HNC risk. Table 2. Summary ORs and 95% CI of XPD Asp312Asn polymorphism and HNC risk. April 2012 | Volume 7 | Issue 4 | e35220 3 XPD Asp312Asn Polymorphism and HNC Risk Figure 2. Sensitivity analysis through deletion of one study at a time to reflect the influence of the individual dataset to the pooled
ORs in Asp/Asn vs. Asp/Asp model. doi:10.1371/journal.pone.0035220.g002 Figure 2. Sensitivity analysis through deletion of one study at a time to reflect the influence of the individual dataset to the pooled
ORs in Asp/Asn vs. Asp/Asp model. doi:10.1371/journal.pone.0035220.g002 Asp312Asn polymorphism has been shown to increase the risk of
bladder cancer and lung cancer, but it is not associated with breast
cancer [27–29]. demonstrated that the 312 codon polymorphisms significantly
decrease the constitutive ERCC2 mRNA levels, especially in
smokers [24]. Hou et al. reported that the XPD 312 variant allele
may be associated with the reduced repair of aromatic DNA
adducts [25]. Matullo et al. References Flores-Obando RE, Gollin SM, Ragin CC (2010) Polymorphisms in DNA
damage response genes and head and neck cancer risk. Biomarkers 15: 379–399. 7. Winkler GS, Araujo SJ, Fiedler U, Vermeulen W, Coin F, et al. (2000) TFIIH
with inactive XPD helicase functions in transcription initiation but is defective in
DNA repair. J Biol Chem 275: 4258–4266. 20. Little J, Bradley L, Bray MS, Clyne M, Dorman J, et al. (2002) Reporting,
appraising, and integrating data on genotype prevalence and gene-disease
associations. Am J Epidemiol 156: 300–310. p
J
8. de Boer J, Hoeijmakers JH (2000) Nucleotide excision repair and human
syndromes. Carcinogenesis 21: 453–460. p
21. Lau J, Ioannidis JP, Schmid CH (1997) Quantitative synthesis in systematic
reviews. Ann Intern Med 127: 820–826. 9. Pastorelli R, Cerri A, Mezzetti M, Consonni E, Airoldi L (2002) Effect of DNA
repair gene polymorphisms on BPDE-DNA adducts in human lymphocytes. Int J Cancer 100: 9–13. 22. DerSimonian R, Laird N (1986) Meta-analysis in clinical trials. Control Clin
Trials 7: 177–188. 10. Sturgis EM, Dahlstrom KR, Spitz MR, Wei Q (2002) DNA repair gene ERCC1
and ERCC2/XPD polymorphisms and risk of squamous cell carcinoma of the
head and neck. Arch Otolaryngol Head Neck Surg 128: 1084–1088. 23. Harbord RM, Egger M, Sterne JA (2006) A modified test for small-study effects
in meta-analyses of controlled trials with binary endpoints. Stat Med 25:
3443–3457. 11. Matullo G, Dunning AM, Guarrera S, Baynes C, Polidoro S, et al. (2006) DNA
repair polymorphisms and cancer risk in non-smokers in a cohort study. Carcinogenesis 27: 997–1007. 24. Wolfe KJ, Wickliffe JK, Hill CE, Paolini M, Ammenheuser MM, et al. (2007)
Single nucleotide polymorphisms of the DNA repair gene XPD/ERCC2 alter
mRNA expression. Pharmacogenet Genomics 17: 897–905. 12. An J, Liu Z, Hu Z, Li G, Wang LE, et al. (2007) Potentially functional single
nucleotide polymorphisms in the core nucleotide excision repair genes and risk
of squamous cell carcinoma of the head and neck. Cancer Epidemiol Biomarkers
Prev 16: 1633–1638. 25. Hou SM, Falt S, Angelini S, Yang K, Nyberg F, et al. (2002) The XPD variant
alleles are associated with increased aromatic DNA adduct level and lung cancer
risk. Carcinogenesis 23: 599–603. 26. Matullo G, Palli D, Peluso M, Guarrera S, Carturan S, et al. (2001) XRCC1,
XRCC3, XPD gene polymorphisms, smoking and (32)P-DNA adducts in a
sample of healthy subjects. Carcinogenesis 22: 1437–1445. 13. References 14. Harth V, Schafer M, Abel J, Maintz L, Neuhaus T, et al. (2008) Head and
neck squamous-cell cancer and its association with polymorphic enzymes of
xenobiotic metabolism and repair. J Toxicol Environ Health A 71: 887–
897. 1. Kamangar F, Dores GM, Anderson WF (2006) Patterns of cancer incidence,
mortality, and prevalence across five continents: defining priorities to reduce
cancer disparities in different geographic regions of the world. J Clin Oncol 24:
2137–2150. 2. Argiris A, Karamouzis MV, Raben D, Ferris RL (2008) Head and neck cancer. Lancet 371: 1695–1709. 15. Abbasi R, Ramroth H, Becher H, Dietz A, Schmezer P, et al. (2009) Laryngeal
cancer risk associated with smoking and alcohol consumption is modified by
genetic polymorphisms in ERCC5, ERCC6 and RAD23B but not by
polymorphisms in five other nucleotide excision repair genes. Int J Cancer
125: 1431–1439. 3. Blot WJ, McLaughlin JK, Winn DM, Austin DF, Greenberg RS, et al. (1988)
Smoking and drinking in relation to oral and pharyngeal cancer. Cancer Res 48:
3282–3287. 4. Lichtenstein P, Holm NV, Verkasalo PK, Iliadou A, Kaprio J, et al. (2000)
Environmental and heritable factors in the causation of cancer–analyses of
cohorts of twins from Sweden, Denmark, and Finland. N Engl J Med 343:
78–85. 16. Jelonek K, Gdowicz-Klosok A, Pietrowska M, Borkowska M, Korfanty J, et al. (2010) Association between single-nucleotide polymorphisms of selected genes
involved in the response to DNA damage and risk of colon, head and neck, and
breast cancers in a Polish population. J Appl Genet 51: 343–352. 5. Goode EL, Ulrich CM, Potter JD (2002) Polymorphisms in DNA repair genes
and associations with cancer risk. Cancer Epidemiol Biomarkers Prev 11:
1513–1530. 17. Ji YB, Tae K, Lee YS, Lee SH, Kim KR, et al. (2010) XPD Polymorphisms and
Risk of Squamous Cell Carcinoma of the Head and Neck in a Korean Sample. Clin Exp Otorhinolaryngol 3: 42–47. 6. Coin F, Marinoni JC, Rodolfo C, Fribourg S, Pedrini AM, et al. (1998)
Mutations in the XPD helicase gene result in XP and TTD phenotypes,
preventing interaction between XPD and the p44 subunit of TFIIH. Nat Genet
20: 184–188. 18. Gugatschka M, Dehchamani D, Wascher TC, Friedrich G, Renner W (2011)
DNA repair gene ERCC2 polymorphisms and risk of squamous cell carcinoma
of the head and neck. Exp Mol Pathol 91: 331–334. 19. Acknowledgments Despite the considerable efforts to test for possible association
between XPD Asp312Asn polymorphism and HNC risk, some
limitations should be addressed. First, these results are based on
unadjusted estimates that lack the original data from the eligible
studies, which limits the evaluation of the effects of the gene-gene
and gene-environment interactions during HNC development. Second, the sample size is still relatively small. Thus, we could not
have enough statistical data to find the true relationship between
XPD Asp312Asn polymorphism and HNC risk. Finally, each gene We thank everyone who helped with this study. Author Contributions Conceived and designed the experiments: YYH HY YMN. Performed the
experiments: YYH HY GBJ NC. Analyzed the data: LW WDL XTZ. Wrote the paper: YYH HY. Critical review of manuscript: YMN. Conceived and designed the experiments: YYH HY YMN. Performed the
experiments: YYH HY GBJ NC. Analyzed the data: LW WDL XTZ. Wrote the paper: YYH HY. Critical review of manuscript: YMN. Publication bias proposed that exposure to environ-
mental carcinogens, such as polycyclic aromatic hydrocarbons
(PAHs), also accelerate cancer development through the codon
312 variant allele of XPD [26]. The first study, published in 2002, revealed a borderline
correlation between XPD Asp312Asn polymorphism and HNC
risk in codominant model (for Asn/Asn vs. Asp/Asp: OR, 1.41;
95% CI: 1.01–1.97) [10]. To date, no consensus has been reached
on the correlation between XPD Asp312Asn polymorphism and
HNC risk. Majumder et al. [13] found that variant genotype (Asn/
Asn) at codon 312 of XPD is associated with increased risk of Correlations between the polymorphisms and some cancer risks
have been studied, but the results remain controversial. The XPD Figure 3. Funnel plot analysis to detect publication bias for Asp/Asn vs. Asp/Asp genotype. Each point represents a separate study for
the indicated association. doi:10.1371/journal.pone.0035220.g003 Figure 3. Funnel plot analysis to detect publication bias for Asp/Asn vs. Asp/Asp genotype. Each point represents a separate study for
the indicated association. doi:10.1371/journal.pone.0035220.g003 PLoS ONE | www.plosone.org April 2012 | Volume 7 | Issue 4 | e35220 XPD Asp312Asn Polymorphism and HNC Risk XPD Asp312Asn Polymorphism and HNC Risk cancer among rapid and intermediate acetylators (OR = 1.9, 95%
CI = 1.2–2.9). However, other studies showed that HNC risk is not
significantly related to XPD Asp312Asn polymorphism. Ji et al. [17] found that the OR of the Asp312Asn polymorphism genotype
Asp/Asn is 1.94 (95% CI = 0.92–4.08) relative to the Asp/Asp
genotype. Matullo et al. [11], An et al. [12], Harth et al. [14],
Abbasi et al. [15], and Jelonek et al. [16] also reported similar risks
of HNC. is known to have a moderate effect on HNC development. The
combinations of certain genotypes may be more discriminating as
risk factors than a single locus genotype. In our meta-analysis,
linkage disequilibrium (LD) and haplotype analysis were not
performed. In spite of these limitations, no publication bias was
observed, and a large number of subjects still significantly
guarantee the statistical power of the analysis. In
conclusion,
despite
these
limitations,our
meta-analysis
suggests
that
XPD
Asp312Asn
polymorphism
may
not
be
associated with HNC development. In the future, large-scale
case-control and population-based association studies are neces-
sary to validate the risks identified in the present meta-analysis and
to investigate the potential gene-gene and gene-environment
interactions between XPD Asp312Asn polymorphism and HNC
cancer. The present meta-analysis of nine eligible studies, including
2670 cases and 4452 controls focused on XPD Asp312Asn
polymorphism and HNC risk, was performed to derive a more
precise estimate of the association, but no significant association
was found in the total population when all the studies were pooled. Similarly, no significant association was detected in all genetic
models during the satisfied analysis based on the HWE, ethnicity
and study design. Our finding is not in accordance with that
previously published by Flores-Obando et al [19]. A marginally
significant association was observed between the XPD Asp312Asn
heterozygous and combined variants and HNC in their study. The
considerably larger sample size of our study may account for this
difference relative to the previous study. 29. Wang F, Chang D, Hu FL, Sui H, Han B, et al. (2008) DNA repair gene XPD
polymorphisms and cancer risk: a meta-analysis based on 56 case-control
studies. Cancer Epidemiol Biomarkers Prev 17: 507–517. 27. Pabalan N, Francisco-Pabalan O, Sung L, Jarjanazi H, Ozcelik H (2010) Meta-
analysis of two ERCC2 (XPD) polymorphisms, Asp312Asn and Lys751Gln, in
breast cancer. Breast Cancer Res Treat 124: 531–541. 28. Zhang J, Qiu LX, Leaw SJ, Hu XC, Chang JH (2011) The association between
XPD Asp312Asn polymorphism and lung cancer risk: a meta-analysis including
16,949 subjects. Med Oncol 28: 655–660. XPD Asp312Asn Polymorphism and HNC Risk 27. Pabalan N, Francisco-Pabalan O, Sung L, Jarjanazi H, Ozcelik H (2010) Meta-
analysis of two ERCC2 (XPD) polymorphisms, Asp312Asn and Lys751Gln, in
breast cancer. Breast Cancer Res Treat 124: 531–541.
28. Zhang J, Qiu LX, Leaw SJ, Hu XC, Chang JH (2011) The association between
XPD Asp312Asn polymorphism and lung cancer risk: a meta-analysis including
16,949 subjects. Med Oncol 28: 655–660. PLoS ONE | www.plosone.org References Majumder M, Sikdar N, Ghosh S, Roy B (2007) Polymorphisms at XPD and
XRCC1 DNA repair loci and increased risk of oral leukoplakia and cancer
among NAT2 slow acetylators. Int J Cancer 120: 2148–2156. PLoS ONE | www.plosone.org 5 April 2012 | Volume 7 | Issue 4 | e35220 April 2012 | Volume 7 | Issue 4 | e35220 PLoS ONE | www.plosone.org April 2012 | Volume 7 | Issue 4 | e35220 6
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https://openalex.org/W1850995982
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https://europepmc.org/articles/pmc4937655?pdf=render
|
English
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Effect of the CYP3A inhibitors, diltiazem and ketoconazole, on ticagrelor pharmacokinetics in healthy volunteers
|
Journal of drug assessment
| 2,013
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cc-by
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Journal of Drug Assessment
Vol. 2, 2013, 30–39 Journal of Drug Assessment
Vol. 2, 2013, 30–39 2155-6660
doi:10.3109/21556660.2013.785413 Article 0011.R1/785413
All rights reserved: reproduction in whole or part not permitted Article 0011.R1/785413 doi:10.3109/21556660.2013.785413 lay
Conclusions: la
These results suggest that ticagrelor can be co-administered with moderate CYP3A inhibitors. However,
co-administration of strong CYP3A inhibitors with ticagrelor is not recommended. Objectives: orma U
al Distr
ers can do
rsonal us
Objectives:
Two open-label, two-period, crossover studies in healthy volunteers were designed to determine the
pharmacokinetic interactions between ticagrelor, a P2Y12 receptor antagonist, and a moderate
(diltiazem) and a strong (ketoconazole) cytochrome P450 (CYP) 3A inhibitor. orma U
al Distr
ers can do
rsonal us
Objectives:
Two open-label, two-period, crossover studies in healthy volunteers were designed to determine the
pharmacokinetic interactions between ticagrelor, a P2Y12 receptor antagonist, and a moderate
(diltiazem) and a strong (ketoconazole) cytochrome P450 (CYP) 3A inhibitor. ight ©
s a e eca
,
g o ,
e a a e, US
Address for correspondence:
Renli Teng, Clinical Pharmacology, AstraZeneca LP,
FOC W1-677, 1800 Concord Pike, P.O. Box 15437,
Wilmington, DE 19850-5437, USA. Tel.: þ1 302 885 9472; Fax: þ1 302 886 4872;
renli.teng@astrazeneca.com
Keywords:
Antiplatelet therapy – Diltiazem – Ketoconazole –
Pharmacokinetics – Ticagrelor
Accepted: 11 March 2013; published online: 2 April 2013
Citation: J Drug Assess 2013; 2:30–39 Address for correspondence:
Renli Teng, Clinical Pharmacology, AstraZeneca LP,
FOC W1-677, 1800 Concord Pike, P.O. Box 15437,
Wilmington, DE 19850-5437, USA. Tel.: þ1 302 885 9472; Fax: þ1 302 886 4872;
renli.teng@astrazeneca.com Address for correspondence:
Renli Teng, Clinical Pharmacology, AstraZeneca LP,
FOC W1-677, 1800 Concord Pike, P.O. Box 15437,
Wilmington, DE 19850-5437, USA. T l þ1 302 885 9472 F
þ1 302 886 4872 ©
Address for correspondence:
Renli Teng, Clinical Pharmacology, AstraZeneca LP,
FOC W1-677, 1800 Concord Pike, P.O. Box 15437,
Wilmington, DE 19850-5437, USA. Tel.: þ1 302 885 9472; Fax: þ1 302 886 4872;
renli.teng@astrazeneca.com
Keywords:
Antiplatelet therapy
Diltiazem
Ketoconazole ©
or C
Results: igh
Accepted: 11 March 2013; published online: 2 April 2013
Citation: J Drug Assess 2013; 2:30–39 le or
ed use prohibit
view and print a
Compared with ticagrelor alone, diltiazem co-administration significantly increased the mean maximum
concentration (Cmax) and mean area under the plasma concentration–time curve (AUC) for ticagrelor by 69%
and 174%, respectively. Diltiazem co-administration reduced Cmax by 38% but had no significant effect on
AUC for AR-C124910XX. Cmax and AUC for ticagrelor were increased by 135% and 632%, respectively, by
ketoconazole co-administration, whereas these parameters were reduced by 89% and 56%, respectively,
for AR-C124910XX. Diltiazem and ketoconazole pharmacokinetic parameters were not significantly affected
by the presence of ticagrelor. Methods: © 2013 Inf
Commerc
d Authorised u
ngle copy for p
Seventeen volunteers received diltiazem (240 mg once daily) for 14 days. In the second study, ketoconazole
(n ¼ 14) 200 mg twice daily was given for 10 days. A single oral 90-mg ticagrelor dose was administered on
day 8 (diltiazem) or day 4 (ketoconazole). In each study, volunteers received a single 90-mg oral dose of
ticagrelor before or after washout (14 days). Pharmacokinetic parameters for ticagrelor, AR-C124910XX
(primary metabolite), diltiazem, and ketoconazole were assessed. Abstract Renli Teng
Kathleen Butler
AstraZeneca LP, Wilmington, Delaware, USA Renli Teng
Kathleen Butler
AstraZeneca LP, Wilmington, Delaware, USA 30
Effect of CYP3A inhibitors on ticagrelor pharmacokinetics Teng & Butler igh
Accepted: 11 March 2013; published online: 2 April 2013
Citation: J Drug Assess 2013; 2:30–39 www.informahealthcare.com/JDA
! 2013 Informa UK Ltd Study populations Key inclusion criteria for both studies were: males or
females
(post-menopausal
or
surgically
sterile);
age
18–45 years; body weight 50 kg; and a body mass index
(BMI) of 18–30 kg/m2. For both studies, the key exclusion
criteria
included:
smoking/tobacco
use
in
the
past
6 months; use of drugs known to increase propensity for
bleeding within 2 weeks of study start; a history or presence
of any condition known to interfere with drug absorption,
distribution, metabolism, or excretion; alcohol or sub-
stance abuse in the previous 12 months; consumption of
Seville oranges, grapefruit-containing products, alcohol,
medicines, or nutritional supplements within 1 week of
study start. The complexity of ACS necessitates the use of mul-
tiple drugs to manage the disease and a wide variety of
co-morbidities7,8. Consequently, drug–drug interactions
may occur which could result in altered exposure to a
co-administered drug, thereby affecting efficacy and
safety9,10. The most abundant drug-metabolizing enzyme
in the liver is cytochrome P450 (CYP) 3A11,12, and clin-
ically important interactions involving this enzyme
are well documented12. Although ticagrelor is a direct-
acting antiplatelet agent, it is metabolized to at least ten
metabolites13. The major metabolite, AR-C124910XX,
which is present at approximately 30–40% of the
levels of ticagrelor13–17, is approximately equipotent in
inhibiting
platelet
aggregation
(AstraZeneca,
data
on file). Experiments with human liver microsomes
demonstrated that ticagrelor is principally metabolized
by CYP3A18. For both studies, all volunteers provided informed con-
sent in writing. The protocols were approved by an insti-
tutional
review
board
(diltiazem
study:
Southern
Institutional Review Board, Miami, FL, USA; ketocon-
azole study: Research Consultants’ Review Committee,
West Austin, TX, USA). The studies were conducted
according to AstraZeneca bioethics policy, applicable
regulatory requirements, and in accordance with the
Declaration of Helsinki and in line with good clinical
practice. AR-C124910XX is further metabolized by UDP-
glucuronosyltransferase to a highly polar glucuronidated
metabolite,
or
via
hydroxylation
by
an
unknown
isoenzyme to a minor hydroxylated derivative. Given
that the glucuronidated metabolite is highly polar and
expected to be excreted rapidly in the urine, and the
hydroxylated metabolite is minor, the pharmacological
relevance of these biotransformations is likely to be
minimal13. Introduction Ticagrelor is an oral P2Y12 receptor antagonist that inhibits adenosine dipho-
sphate-induced platelet aggregation1. Results from the PLATelet inhibition
and patient Outcomes (PLATO) phase III trial showed that, compared
with clopidogrel þ aspirin, ticagrelor þ aspirin significantly reduced the rate
of myocardial infarction/stroke/death from vascular causes in patients with
acute
coronary
syndromes
(ACS)2. Subsequently,
ticagrelor
has
been
approved for use in the prevention of atherothrombotic events in adult
ACS patients in more than 70 countries, including the EU3 and the
United States4. Recently updated European guidelines recommend ticagrelor
combined with aspirin as one of several antiplatelet therapies for managing 30
Effect of CYP3A inhibitors on ticagrelor pharmacokinetics Teng & Butler www.informahealthcare.com/JDA
! 2013 Informa UK Ltd Journal of Drug Assessment
Volume 2
April 2013 Patients and methods
Study populations ACS
patients
with
non-ST-segment
elevation5. Furthermore, updated European guidelines also gave
ticagrelor a Class I recommendation for patients present-
ing with persistent ST-segment elevation6. Effect of CYP3A inhibitors on ticagrelor pharmacokinetics Teng & Butler 31 ! 2013 Informa UK Ltd
www.informahealthcare.com/JDA Pharmacokinetic sample collection In both studies, blood samples (2 or 3 mL) were collected
for the evaluation of ticagrelor and AR-C124910XX
plasma concentrations at the following times: 0, 0.5, 1,
2, 3, 4, 6, 8, 10, 12, 16, 20, 24, 36, 48, 72, 96, 120, 144,
and 168 hours post-ticagrelor dosing on day 1 (i.e., follow-
ing ticagrelor alone in both studies), day 4 (i.e., after tica-
grelor co-administration with ketoconazole), and day 8
(i.e., after ticagrelor co-administration with diltiazem). The
exceptions
to
these
sampling
times,
in
the All plasma samples were stored at 20C until assayed. Study designs and treatment Both studies were single-center, randomized, open-label
studies with a two-period, in-patient, crossover design. For both studies, a low non-loading dose of ticagrelor
(i.e., a single oral dose of 90 mg) was selected, so if an
interaction
occurred
between
ticagrelor
and
the
CYP3A4 inhibitor, then the increase in ticagrelor
plasma concentrations would minimize any safety issues. The maximum tolerated single dose of ticagrelor is
900 mg26,27. The approved dosing regimen of ticagrelor is
180 mg loading dose followed by 90 mg twice daily there-
after3,4. The daily dose (240 mg) of diltiazem selected for
the ticagrelor-diltiazem study was within the approved
clinical range (180–480 mg daily19), and was expected to
inhibit CYP3A421. The selected dose of ketoconazole
(200 mg twice daily) is the maximum clinically approved
oral dose23 and is commonly used in phase I drug–drug
interaction studies10,25 to inhibit CYP3A4 activity. The evaluation of potential drug–drug interactions is
important in drug development. Known inhibitors of
CYP3A are commonly used as model compounds to inves-
tigate such interactions10. Diltiazem is a calcium channel
blocker used to treat angina pectoris and mild-to-moderate
arterial hypertension19. This compound is an inhibitor of
CYP3A activity20,21 and is classified as a moderate inhibi-
tor of this enzyme10. The antifungal agent, ketocon-
azole22,23, also inhibits CYP3A24 and is considered to be
a strong CYP3A inhibitor10. Both of these agents are com-
monly used in evaluating the effects of CYP3A inhibition
on the pharmacokinetic parameters of co-administered
drugs10,21,25. Given the key role of CYP3A in drug metabolism,
including that of ticagrelor, and multidrug use in ACS,
two drug–drug interaction studies in healthy volunteers
were conducted. The primary objectives of these studies
were to assess the effects of co-administration of a moder-
ate (diltiazem) and a strong (ketoconazole) CYP3A inhibi-
tor on ticagrelor pharmacokinetic parameters. Secondary
objectives included: assessment of AR-C124910XX phar-
macokinetic parameters; effect of ticagrelor on pharmaco-
kinetic parameters of diltiazem and ketoconazole; safety
and tolerability. Figure 1 depicts the overall study design for both stu-
dies. At the start of each study, volunteers were rando-
mized to one of two treatments (A or B). After the
washout period, volunteers received the alternate dosing
regimen. On the scheduled day, ticagrelor was co-adminis-
tered with the CYP3A4 inhibitor in the morning after
fasting for 10 hours followed by a further fast for 4
hours. Study designs and treatment (a) *Volunteers admitted on day –1 and discharged on day 15. †Volunteers admitted on day –1 and discharged on day 8. *Volunteers admitted on day –1 and discharged on day 15. †Volunteers admitted on day –1 and discharged on day 8. Screening and Enrolment
(days −21 to −1)
*Volunteers admitted on day –1 and discharged on day 11. †Volunteers admitted on day –1 and discharged on day 8. Treatment A* (n=7)
Twice daily dose (200 mg each dose) of
ketoconazole for 10 days. One 90 mg
oral dose of ticagrelor on the morning of
day 4. Treatment B† (n=8)
Single 90 mg oral dose of ticagrelor in
the morning of day 1 only. Washout
(minimum 14 days)
Randomization on day 1
Period 2
Period 1
Treatment A* (n=7)
Twice daily dose (200 mg each dose) of
ketoconazole for 10 days. One 90 mg
oral dose of ticagrelor on the morning of
day 4. Treatment B† (n=7)
Single 90 mg oral dose of ticagrelor in
the morning of day 1 only. (b)
Figure 1. Study design. (a). Diltiazem study (n ¼ 17). (b). Ketokonazole study (n ¼ 14). *Volunteers admitted on day –1 and discharged on day 11. †Volunteers admitted on day –1 and discharged on day 8. Figure 1. Study design. (a). Diltiazem study (n ¼ 17). (b). Ketokonazole study (n ¼ 14). period except for 2 hours before and after ticagrelor
administration. ticagrelor-ketoconazole study, were: on days 1 and 4
when a sample was collected at 18 hours (instead of at
16 and 20 hours) post-ticagrelor dosing; on day 4 add-
itional samples were collected at 60, 84, 108, 132, and
156 hours post-ticagrelor dosing. For each study, the volunteers were restricted from con-
suming alcohol, caffeine-containing products, Seville
oranges or grapefruit-containing foods, over-the-counter
preparations (including herbal remedies), and any drug
known to increase bleeding. Blood samples for analysis of diltiazem were collected
pre-dose on days 1–6 and 10–14 for analysis of trough con-
centrations, and at 0, 0.5, 1, 2, 3, 4, 6, 8, 10, 12, 16, 20, and
24 hours post-diltiazem dosing on days 7 and 8. For analysis
of ketoconazole, blood samples were collected pre-dosing
on days 3 and 4, and at 12 hours post-ketoconazole dosing
on day 4. 32
Effect of CYP3A inhibitors on ticagrelor pharmacokinetics Teng & Butler www.informahealthcare.com/JDA
! 2013 Informa UK Ltd Study designs and treatment Water was permitted ad libitum throughout each Journal of Drug Assessment
Volume 2
April 2013 *Volunteers admitted on day –1 and discharged on day 15. †Volunteers admitted on day –1 and discharged on day 8. Treatment A* (n=9)
Once daily dose (240 mg) of diltiazem
for 14 days. One 90 mg oral dose of
ticagrelor on the morning of day 8. Treatment B† (n=9)
Single 90 mg oral dose of ticagrelor in
the morning of day 1 only. Washout
(minimum 14 days)
Screening and Enrolment
(days −21 to −1)
Screening and Enrolment
(days −21 to −1)
Randomization on day 1
Period 2
Period 1
Treatment A* (n=9)
Once daily dose (240 mg) of diltiazem
for 14 days. One 90 mg oral dose of
ticagrelor on the morning of day 8. Treatment B† (n=8)
Single 90 mg oral dose of ticagrelor in
the morning of day 1 only. *Volunteers admitted on day –1 and discharged on day 11. †Volunteers admitted on day –1 and discharged on day 8. Treatment A* (n=7)
Twice daily dose (200 mg each dose) of
ketoconazole for 10 days. One 90 mg
oral dose of ticagrelor on the morning of
day 4. Treatment B† (n=8)
Single 90 mg oral dose of ticagrelor in
the morning of day 1 only. Washout
(minimum 14 days)
Randomization on day 1
Period 2
Period 1
Treatment A* (n=7)
Twice daily dose (200 mg each dose) of
ketoconazole for 10 days. One 90 mg
oral dose of ticagrelor on the morning of
day 4. Treatment B† (n=7)
Single 90 mg oral dose of ticagrelor in
the morning of day 1 only. (a)
(b)
Figure 1. Study design. (a). Diltiazem study (n ¼ 17). (b). Ketokonazole study (n ¼ 14). Treatment A* (n=9)
Once daily dose (240 mg) of diltiazem
for 14 days. One 90 mg oral dose of
ticagrelor on the morning of day 8. Treatment B† (n=9)
Single 90 mg oral dose of ticagrelor in
the morning of day 1 only. Washout
(minimum 14 days)
Screening and Enrolment
(days −21 to −1)
Randomization on day 1
Period 2
Period 1
Treatment A* (n=9)
Once daily dose (240 mg) of diltiazem
for 14 days. One 90 mg oral dose of
ticagrelor on the morning of day 8. Treatment B† (n=8)
Single 90 mg oral dose of ticagrelor in
the morning of day 1 only. Baseline demographics and characteristics, and
disposition Eighteen volunteers were enrolled in the diltiazem study
to ensure that at least 12 volunteers were evaluable. The
majority were male (14/18, 78%), and all were Hispanic. The mean (range) age was 33 (18–44) years, and the mean
(range) BMI was 27 (22–30) kg/m2. In the ketoconazole
study, 16 volunteers were randomized to ensure that at
least 12 volunteers were evaluable. Thirteen (81%) were
male, and the majority (12/16, 75%) were Caucasian. The
mean (range) age was 30 (20–45) years, and the mean
(range) BMI was 25 (19–31) kg/m2. Pharmacokinetic
parameters
for
ticagrelor,
AR-
C124910XX, and diltiazem were estimated by standard
non-compartmental analyses (WinNonlin Professional,
Pharsight
Corporation,
Mountain
View,
California,
USA). Plasma concentration–time data were used to cal-
culate Cmax, time to maximum concentration (tmax),
AUC, and the terminal elimination half-life (t½). The
latter was calculated as 0.693/z, where z is the terminal
phase elimination rate constant, derived by least-squares
regression analysis of the plasma concentration–time data
obtained over the terminal log-linear phase. AUC was
calculated using the linear trapezoidal method and extra-
polated to infinity. AR-C124910XX:ticagrelor ratios for
Cmax and AUC were calculated. Diltiazem pharmacoki-
netic parameters were estimated based on steady-state
concentrations. Ketoconazole steady-state plasma concen-
trations were expressed as mean, CV, and range. One volunteer in the diltiazem study was withdrawn
from the study at the start of the second period due to
a positive drug screen. In the ketoconazole study, two
volunteers discontinued the study. One volunteer was
withdrawn following ticagrelor þ ketoconazole adminis-
tration in the first period due to a right bundle branch
block. The
other
volunteer
was
withdrawn
during
ticagrelor þ ketoconazole administration in the second
period due to non-compliance. Analytical methods Ticagrelor, AR-C124910XX, diltiazem, and ketoconazole
were analyzed using fully-validated, reversed-phase liquid
chromatography with tandem mass spectrometry methods. www.informahealthcare.com/JDA
! 2013 Informa UK Ltd Journal of Drug Assessment
Volume 2
April 2013 The limits of quantification (LOQ) for ticagrelor and
AR-C124910XX were 5 and 2.5 ng/L, respectively28. The LOQ for diltiazem was 1 ng/mL, and 10 ng/mL for
ketoconazole (AstraZeneca, data on file). The limits of quantification (LOQ) for ticagrelor and
AR-C124910XX were 5 and 2.5 ng/L, respectively28. The LOQ for diltiazem was 1 ng/mL, and 10 ng/mL for
ketoconazole (AstraZeneca, data on file). either CYP3A4 inhibitor were 0.7–1.43. For the potential
effect of ticagrelor on diltiazem parameters, the pre-
specified limits for 90% CI were 0.8–1.25. Data analyses Safety and tolerability of ticagrelor alone and in the
presence of diltiazem or ketoconazole were evaluated by
assessment of adverse events (AEs), vital signs, electrocar-
diographic (ECG), physical examination, and laboratory
parameters (clinical chemistry, hematology, and urinaly-
sis) throughout the studies. In a previous healthy volunteer study (n ¼ 8) with a
single oral dose of ticagrelor (100 mg; D5130C05266,
AstraZeneca data on file), the inter-subject coefficients
of variation (CV) were 40% for the maximum plasma con-
centration (Cmax) and 42% for the area under the plasma
concentration–time curve (AUC). Based on this variabil-
ity and assuming an intra-subject correlation of 0.65, a two
one-sided testing procedure (a-level ¼ 0.05; true ratio ¼ 1)
estimated that a sample size of 12 healthy volunteers would
provide a statistical power of 90% for the 90% confidence
intervals (CI) for Cmax and AUC to be contained within a
pre-specified no-effect range of 0.70–1.43 for the ticagre-
lor/ketoconazole study. Using the variability data observed
in the ticagrelor/ketoconazole study (CV 38.5% for Cmax
and 38.9% for AUC) and the same assumptions, power
requirements, and no-effect range, the sample size for
the ticagrelor/diltiazem study was also estimated to be
12 healthy volunteers. ! 2013 Informa UK Ltd
www.informahealthcare.com/JDA Effect of diltiazem on ticagrelor pharmacokinetic
parameters Statistical analyses were conducted using SAS version
8
(SAS
Institute,
Cary,
North
Carolina,
USA). Pharmacokinetic parameters were summarized by descrip-
tive statistics. AUC and Cmax values for ticagrelor and
AR-C124910XX were analyzed, following log-transforma-
tion, by analysis of variance with terms for treatment,
period, and sequence, and the volunteer within sequence
was included as a random effect. After exponentiation,
geometric least square mean point estimates and 90%
CIs for the ratio ticagrelor þ CYP3A4 inhibitor/ticagrelor
alone were calculated. The pre-specified limits for the 90%
CI values indicating no interaction between ticagrelor and Co-administration of diltiazem with ticagrelor increased
plasma concentrations of ticagrelor (Figure 2a). Table 1
shows the pharmacokinetic parameters of ticagrelor in the
presence and absence of diltiazem. Ticagrelor was rapidly
absorbed; the median tmax was 2 hours following adminis-
tration of ticagrelor alone, which was unaffected by diltia-
zem. The half-life of ticagrelor was increased by 96% by
co-administration of diltiazem. For ticagrelor, Cmax was
increased by 69% and AUC by 174% by the presence of
diltiazem. The 90% CIs of the geometric least-square
(GLS)
mean
ratios
for
both
Cmax and
AUC
for Effect of CYP3A inhibitors on ticagrelor pharmacokinetics Teng & Butler 33 Journal of Drug Assessment
Volume 2
April 2013 Figure 2. Mean ( standard deviation) plasma concentration–time profiles of ticagrelor (a) and AR-C124910XX (b) following a single 90-mg oral dose of
ticagrelor in the presence and absence of diltiazem (240 mg once daily) (n ¼ 17). Figure 2. Mean ( standard deviation) plasma concentration–time profiles of ticagrelor (a) and AR-C124910XX (b) following a single 90-mg oral dose of
ticagrelor in the presence and absence of diltiazem (240 mg once daily) (n ¼ 17). Table 1. Pharmacokinetic parameters and statistical analyses after a single oral 90-mg dose of ticagrelor in the presence and absence
of diltiazem. www.informahealthcare.com/JDA
! 2013 Informa UK Ltd Effect of diltiazem on ticagrelor pharmacokinetic
parameters Parameter*
Ticagrelor (90 mg) alone
n ¼ 17
Ticagrelor (90 mg) plus diltiazem (240 mg qd)
n ¼ 17
GLS mean ratio: point estimate
(90% CI)
Ticagrelor
Cmax (ng/mL)
519 (34)
878 (30)
1.69 (1.47–1.95)
AUC (ngh/mL)
3701 (37)
10,099 (24)
2.74 (2.40–3.13)
t½ (h)
8.3 (2.3)
16.3 (4.4)
–
tmax (h)
2.0 (1.0–4.0)
2.0 (2.0–4.0)
–
AR-C124910XX
Cmax (ng/mL)
173 (38)
109 (36)
0.62 (0.57–0.68)
AUC (ngh/mL)
1630 (29)
1424 (29)
0.87 (0.83–0.92)
t½ (h)
8.4 (1.3)
12.5 (4.7)
–
tmax (h)
3.0 (2.0–4.0)
3.0 (2.0–4.0)
–
Metabolite:parent ratios
Cmax ratio
0.3 (36)
0.1 (24)
–
AUC ratio
0.4 (39)
0.1 (28)
–
*Values are: geometric mean (% CV) for Cmax, AUC and metabolite:parent ratios; mean (standard deviation) for t½; median (range) for tmax. qd, once daily; GLS, geometric least-square; CI, confidence interval; Cmax, maximum plasma concentration; AUC, area under the plasma
concentration–time curve from time 0 to infinity; t½, terminal elimination half-life; tmax, time to Cmax. *Values are: geometric mean (% CV) for Cmax, AUC and metabolite:parent ratios; mean (standard deviation) for t½; median (range) for tmax. qd, once daily; GLS, geometric least-square; CI, confidence interval; Cmax, maximum plasma concentration; AUC, area under the plasma
concentration–time curve from time 0 to infinity; t½, terminal elimination half-life; tmax, time to Cmax. 34
Effect of CYP3A inhibitors on ticagrelor pharmacokinetics Teng & Butler www.informahealthcare.com/JDA
! 2013 Informa UK Ltd Journal of Drug Assessment
Volume 2
April 2013 ketoconazole
with
ticagrelor
(Figure
3b). Pharmacokinetic parameters for AR-C124910XX are
summarized in Table 2. The half-life and tmax of
AR-C124910XX were both prolonged in the presence of
ketoconazole. The Cmax and AUC for AR-C124910XX
were decreased by 89% and 56%, respectively, by the
co-administration of ketoconazole. The 90% CIs of
the GLS mean ratio for both parameters were outside
the
limits
of
0.70–1.43
(Table
2). Ketoconazole
co-administered with ticagrelor markedly decreased the
metabolite:parent ratios Cmax and AUC by 97% and
94%, respectively (Table 2). ticagrelor þ diltiazem/ticagrelor were outside the prespeci-
fied no-effect limits of 0.70–1.43 (Table 1). Plasma
concentrations
of
AR-C124910XX
were
decreased following administration of ticagrelor with dil-
tiazem compared with ticagrelor alone (Figure 2b). Pharmacokinetic parameters for AR-C124910XX are sum-
marized in Table 1. This metabolite was rapidly formed;
the median tmax was 3 hours after ticagrelor alone,
which was unaffected by diltiazem. The half-life of AR-
C124910XX was increased by 49% by co-administration of
diltiazem with ticagrelor. Safety and tolerability Ticagrelor was well tolerated in the absence or presence of
diltiazem. No AEs were reported following a single oral
dose of ticagrelor. Overall, 14 mild AEs were reported in
eight volunteers receiving ticagrelor þ diltiazem, all of
which resolved by the end of the study; 13 of these AEs
were considered to be treatment related. Headache, the
most common AE, was reported as a single AE in six vol-
unteers and occurred four times in another volunteer. The other AEs were dizziness (n ¼ 1), pharyngolaryngeal
pain (n ¼ 1), somnolence (n ¼ 1), and pruritus (n ¼ 1). Co-administration of ticagrelor with ketoconazole was
well tolerated. Overall, six volunteers had seven AEs
during the co-administration of ticagrelor and ketocon-
azole, and four volunteers had five AEs with ticagrelor
alone. Of these 12 AEs, seven were considered to be
related to treatment. Eleven AEs were mild and resolved
without intervention. One volunteer had a right bundle
branch block which was present after the 14-day washout
period following ticagrelor þ ketoconazole co-administra-
tion, and discontinued the study; this event was considered
mild and not to be treatment-related. Two bleeding-
related AEs occurred with ticagrelor þ ketoconazole: one
event of hematoma and one event of hemorrhoidal hem-
orrhage. The other AEs in the ticagrelor þ ketoconazole
treatment
were:
flatulence,
attention
disturbance,
headache, and dysmenorrhea. During administration of
ticagrelor alone, the five AEs recorded in four volunteers Effect of diltiazem on ticagrelor pharmacokinetic
parameters The Cmax for AR-C124910XX
was decreased by 38% by diltiazem and the 90% CIs of the
GLS mean ratio for ticagrelor þ diltiazem/ticagrelor were
outside the limits of 0.70–1.43. The AUC was slightly
reduced (13%) by the co-administration of diltiazem,
although the 90% CIs of the GLS mean ratio were
within the prespecified limits (Table 1). The metabol-
ite:parent ratios were decreased by 66% and 75% for
Cmax and AUC, respectively, by the presence of diltiazem
(Table 1). Effect of ticagrelor on ketoconazole plasma
concentrations Co-administration of ticagrelor with ketoconazole did not
affect the steady-state plasma concentrations of ketocon-
azole. The mean (% CV; range) plasma concentrations
of ketoconazole pre-dosing on day 4 (i.e., in the absence
of ticagrelor) were 1410 (73; 396–3540) ng/mL, and at
12 hours post-dosing with ticagrelor on day 4 were 1271
(84;334–4150) ng/mL. Effect of ticagrelor on diltiazem pharmacokinetic
parameters Co-administration of ticagrelor had no effect on the
pharmacokinetic parameters of diltiazem. At steady-state
diltiazem, the mean (% CV) Cmax and AUC were 194
(41) ng/mL and 2998 (41) ngh/mL, respectively. In
the presence of ticagrelor, Cmax and AUC were 198
(47) ng/mL and 2880 (53) ngh/mL, respectively. The
point estimates (90% CIs) of the GLS mean ratios
were 1.02 (0.89–1.17) for Cmax and 0.96 (0.87–1.06) for
AUC, which were both within the prespecified limits
of 0.80–1.25. Median tmax (range) of diltiazem was not
greatly affected by co-administration of ticagrelor, i.e. 8
(0–16) hours (diltiazem alone) and 10 (4–16) hours
(diltiazem þ ticagrelor). ! 2013 Informa UK Ltd
www.informahealthcare.com/JDA Effect of CYP3A inhibitors on ticagrelor pharmacokinetics Teng & Butler 35 Effect of ketoconazole on ticagrelor
pharmacokinetic parameters The plasma concentration–time profile of ticagrelor
co-administered
with
ketoconazole
was
markedly
increased compared with ticagrelor alone (Figure 3a). The median tmax of ticagrelor was similar (2 hours) in
the presence and absence of ketoconazole (Table 2). The
half-life of ticagrelor was increased to approximately 362%
in the presence of ketoconazole. The Cmax and AUC for
ticagrelor were increased by 135% and 632%, respectively,
by the co-administration of ketoconazole. The 90% CIs of
the GLS mean ratio for both parameters were above the
upper boundary of the limits of 0.70–1.43 (Table 2). The
AR-C124910XX
plasma
concentration–time
profile was markedly decreased by co-administration of Effect of CYP3A inhibitors on ticagrelor pharmacokinetics Teng & Butler 35 Journal of Drug Assessment
Volume 2
April 2013 Figure 3. Mean ( standard deviation) plasma concentration–time profiles of ticagrelor (a) and AR-C124910XX (b) following a single 90-mg oral dose of
ticagrelor in the presence and absence of ketoconazole (200 mg twice daily) (n ¼ 17). Figure 3. Mean ( standard deviation) plasma concentration–time profiles of ticagrelor (a) and AR-C124910XX (b) following a single 90-mg oral dose of
ticagrelor in the presence and absence of ketoconazole (200 mg twice daily) (n ¼ 17). Table 2. Pharmacokinetic parameters and statistical analyses after a single oral 90-mg dose of ticagrelor in the presence and
absence of ketoconazole (200 mg twice daily). Parameter*
Ticagrelor (90 mg) alone
n ¼ 14
Ticagrelor (90 mg) plus ketoconazole
(200 mg bid) n ¼ 14
GLS mean ratio: point estimate
(90% CI)
Ticagrelor
Cmax (ng/mL)
654 (33)
1537 (30)
2.35 (2.13–2.60)
AUC (ngh/mL)
3640 (35)
26,640 (36)
7.32 (6.43–8.34)
t½ (h)
7.1 (4.9–9.8)
25.7 (16.6–31.9)
–
tmax (h)
2.0 (1.0–3.0)
2.0 (2.0–4.1)
–
AR-C124910XX
Cmax (ng/mL)
207 (29)
23 (33)
0.11 (0.09–0.14)
AUC (ngh/mL)
1769 (28)
782 (35)
0.44 (0.38–0.51)
t½ (h)
8.0 (6.3–16.7)
20.0 (11.1–37.2)
–
tmax (h)
2.0 (2.0–4.0)
6.0 (4.0–12.0)
–
Metabolite:parent ratios
Cmax ratio
0.32 (22)
0.01 (36)
–
AUC ratio
0.49 (24)
0.03 (33)
–
*Values are: geometric mean (% CV) for Cmax, AUC and metabolite:parent ratios; median (range) for t½, and tmax. bid, twice daily; GLS,
geometric least-square; CI, confidence interval; Cmax, maximum plasma concentration; AUC, area under the plasma concentration–time
curve from time 0 to infinity; t½, terminal elimination half-life; tmax, time to Cmax. Table 2. www.informahealthcare.com/JDA
! 2013 Informa UK Ltd Effect of ketoconazole on ticagrelor
pharmacokinetic parameters Pharmacokinetic parameters and statistical analyses after a single oral 90-mg dose of ticagrelor in the presence and
absence of ketoconazole (200 mg twice daily). *Values are: geometric mean (% CV) for Cmax, AUC and metabolite:parent ratios; median (range) for t½, and tmax. bid, twice daily; GLS,
geometric least-square; CI, confidence interval; Cmax, maximum plasma concentration; AUC, area under the plasma concentration–time
curve from time 0 to infinity; t½, terminal elimination half-life; tmax, time to Cmax. 36
Effect of CYP3A inhibitors on ticagrelor pharmacokinetics Teng & Butler www.informahealthcare.com/JDA
! 2013 Informa UK Ltd Journal of Drug Assessment
Volume 2
April 2013 were:
flatulence,
photophobia,
viral
conjunctivitis,
increased appetite, and joint swelling. reduction in Cmax and the slight decrease in AUC for
AR-C124910XX, such that the metabolite:parent ratio
was reduced from approximately 30% (without diltiazem)
to 10% (with diltiazem). These results demonstrate that
CYP3A is involved in the conversion of ticagrelor to
AR-C124910XX and confirm the in vitro findings18. No deaths or serious AEs occurred in either study. In
both studies, no clinically meaningful changes in hematol-
ogy, clinical chemistry, urinanalysis, vital signs (including
blood pressure and pulse rate), physical findings, or ECG
ketoconazole study data were observed. As expected with
diltiazem, which has an approved indication for the treat-
ment of hypertension, there was a marginal decrease in
systolic and diastolic blood pressure compared to baseline. This decrease was not prolonged. Additionally, in the
diltiazem study, two volunteers had abnormal ECG evalu-
ations
of
first-degree
atria-ventricular
block
during
administration of diltiazem/ticagrelor, which resolved by
the end of the study. This finding is consistent with the
pharmacology of diltiazem. It is well-recognized that there is a wide overlap of sub-
strates between CYP3A and P-glycoprotein29, and studies
have shown that ticagrelor is a substrate for both proteins18
(AstraZeneca, data on file). Given that diltiazem is also
an inhibitor of P-glycoprotein10, its action in increasing
ticagrelor exposure may result from inhibition of both
CYP3A and P-glycoprotein. It is well-recognized that there is a wide overlap of sub-
strates between CYP3A and P-glycoprotein29, and studies
have shown that ticagrelor is a substrate for both proteins18 (AstraZeneca, data on file). Given that diltiazem is also
an inhibitor of P-glycoprotein10, its action in increasing
ticagrelor exposure may result from inhibition of both
CYP3A and P-glycoprotein. Discussion CYP3A is abundant in the intestine and liver29, and is a
key enzyme involved in the metabolism of many xeno-
biotics11,12. Extensive investigations have established
that drugs can act as substrates, inhibitors, or inducers of
CYP3A29. Consequently, clinically significant drug–drug
interactions can occur which affect efficacy and/or
safety9,10,12. In vitro assessments have demonstrated that
ticagrelor is a substrate and a weak inhibitor of CYP3A18. Thus, co-administration of CYP3A inhibitors would be
expected to increase exposure to ticagrelor and to reduce
its metabolism to AR-C124910XX. Similar proportional increases in exposure to ticagrelor
have been reported in patients with atherosclerosis receiv-
ing 200 mg ticagrelor twice daily (mean AUC 15,104 ngh/
mL, CV 39%) compared with those receiving 100 mg tica-
grelor twice daily (5337 ngh/mL, CV 45%), at 28 days, i.e. a 283% increase in exposure compared with a dose similar
to the recommended dose of ticagrelor16. This almost
3-fold increase in exposure to ticagrelor was only asso-
ciated with a slight increase in minor bleeding events,
i.e. 17/39 (44%) and 19/37 (51%) of patients in the
twice-daily 100 and 200 mg ticagrelor groups, respect-
ively16. In patients with ACS, a similar 277% increase
in ticagrelor exposure at week 4 was reported in those
receiving
180 mg
ticagrelor
twice
daily
compared
with
90 mg
twice
daily
(mean
AUC SD,
90 mg
twice daily: 4762 2443 ngh/mL; 180 mg twice daily:
13,198 4982 ngh/mL), which was associated with a
dose-dependent increase in IPA17. Total bleeding events
in these patients with ACS were comparable between the
two treatment groups: number of events (Kaplan–Meier
event rates) 90 mg twice daily: 32 (9.8) and 180 mg
twice daily: 25 (8.0) through week 4; and 90 mg twice
daily: 34 (10.9) and 180 mg twice daily: 33 (11.4) through
week 1231. Collectively, these data indicate that the mag-
nitude of increase in ticagrelor exposure seen with a mod-
erate CYP3A inhibitor is unlikely to result in significant The results of the present studies using a moderate (dil-
tiazem) and a strong (ketoconazole) CYP3A inhibitor con-
firm in vitro data that ticagrelor is a substrate for CYP3A. Pharmacokinetic parameters of ticagrelor and its primary
metabolite, AR-C124910XX, were used to assess the
effects of CYP3A inhibitors. The Cmax and AUC values
for ticagrelor and AR-C124910XX following a single oral
dose of ticagrelor alone were consistent between the cur-
rent interaction studies. Effect of ketoconazole on ticagrelor
pharmacokinetic parameters Increased exposure to ticagrelor and reduced metabol-
ism to its active metabolite (AR-C124910XX) resulting
from diltiazem co-administration are unlikely to affect
the efficacy of ticagrelor. Both the parent compound and
AR-C124910XX directly inhibit platelet aggregation30
and
are
approximately
equipotent
in
this
respect
(AstraZeneca, data on file). Therefore, the decreased
exposure to AR-C124910XX may offset some of the
effect of the increased exposure to the parent compound. However, as increased exposure to ticagrelor may result in
prolonged inhibition of platelet aggregation (IPA), the
incidence of bleeding events may also increase. No such
events were reported in the ticagrelor-diltiazem study,
albeit with a single 90-mg ticagrelor dose in healthy
volunteers (who may not have the same propensity for
bleeding as ACS patients). ! 2013 Informa UK Ltd
www.informahealthcare.com/JDA Effect of CYP3A inhibitors on ticagrelor pharmacokinetics Teng & Butler 37 Acknowledgments The authors thank the Principal Investigators, Dr K. Lasseter
(SFBC International, Miami, FL, USA; diltiazem study) and Dr
D. Hoelscher (PPD Development Inc., West Austin, TX, USA)
and their teams. Colleagues at Clinical Pharmacology & DMPK
including Helen Winter (Pharmacokineticist), and those at York
Bioanalytical Solutions are acknowledged for their contribution
to the pharmacokinetic analyses. Statistical support was provided
by Patrick Mitchell and Jennifer Hamer-Maansson (both
employees of AstraZeneca). We also thank Jackie Phillipson
(Gardiner-Caldwell Communications) who provided medical
writing support funded by AstraZeneca. It should be noted that all volunteers in the diltiazem
study were Hispanic, whereas the majority of volunteers
in the ketoconazole study were Caucasian. As some
differences in CYP3A activity have been observed
between different races36, some caution should be used
in applying these data more broadly. Conclusion Of the 14 healthy volunteers in the ticagrelor-
ketoconazole study, two bleeding events were recorded,
possibly due to the higher exposure to ticagrelor. In con-
trast, the maximum tolerated single dose of ticagrelor
(900 mg) in healthy volunteers (n ¼ 6) resulted in a
much higher exposure to ticagrelor (mean [% CV], Cmax
5153 [42] ng/mL; AUC 39,153 [38] ngh/mL) and no
bleeding-related AEs were recorded26,27. However, both
of these healthy volunteer studies were of short duration
and only investigated a single ticagrelor dose. As the
co-administration of the strong CYP3A inhibitor, keto-
conazole, resulted in a 5-fold increase in ticagrelor
AUC, this finding indicates a significant drug–drug inter-
action10. Thus, long-term co-administration of ticagrelor
with drugs classified as strong CYP3A inhibitors is not
recommended3,4. In
conclusion,
co-administration
of
ticagrelor
with
CYP3A inhibitors resulted in higher exposure to ticagrelor
and lower exposure to its metabolite, AR-C124910XX. The magnitude of these effects suggests that moderate
CYP3A inhibitors can be co-administered with ticagrelor
without the need to modify the dose of ticagrelor. In con-
trast, co-administration of ticagrelor with strong CYP3A
inhibitors is not recommended. Discussion Moreover, these results were
also comparable with findings from studies in healthy
volunteers14. For example, following a single oral dose
of ticagrelor (100 mg) in healthy volunteers (n ¼ 9),
mean standard
deviation
(SD)
for
AUC
was
3683 753 and 1460 408 ngh/mL for ticagrelor and
AR-C124910XX, respectively14. The consistency of phar-
macokinetic
parameters
for
ticagrelor
and
AR-
C124910XX in the present studies with other results con-
firms their validity in investigating drug–drug interactions
with model CYP3A inhibitors. Our findings demonstrated that moderate inhibition of
CYP3A by diltiazem resulted in a near doubling of tica-
grelor’s half-life, and significantly increased Cmax (69%)
and AUC (174%) for ticagrelor. The metabolism of tica-
grelor was also reduced as shown by the significant Effect of CYP3A inhibitors on ticagrelor pharmacokinetics Teng & Butler 37 Journal of Drug Assessment
Volume 2
April 2013 bleeding events. Indeed, the use of moderate CYP3A
inhibitors was permitted with ticagrelor in PLATO2,32. Ticagrelor can be co-administered with drugs classified
as
moderate
CYP3A
inhibitors,
with
no
dose
adjustment3,4. bleeding events. Indeed, the use of moderate CYP3A
inhibitors was permitted with ticagrelor in PLATO2,32. Ticagrelor can be co-administered with drugs classified
as
moderate
CYP3A
inhibitors,
with
no
dose
adjustment3,4. Patients
with
ACS
have
a
wide
variety
of
co-morbidities and often receive multiple drugs7,8. The
results of the present studies indicate that clinically signifi-
cant drug–drug interactions with ticagrelor are likely to
occur with co-administration of strong, but not moderate,
CYP3A inhibitors. Examples of drugs which are strong
CYP3A inhibitors include certain antifungal agents (e.g.,
itraconazole), antibiotics (e.g., clarithromycin, telithro-
mycin), antiretroviral drugs (e.g., ritonavir, atazanavir)
and antidepressants (e.g., nefazodone)10. Thus, co-admin-
istration of such agents is contraindicated with ticagrelor,
and alternative drugs should be considered3,4. However,
ticagrelor can be co-administered with moderate CYP3A
inhibitors and no dose adjustment is required3,4. Strong inhibition of CYP3A activity by ketoconazole
co-administration markedly increased Cmax (135%) and
AUC (632%) of ticagrelor, versus ticagrelor alone. Furthermore, these parameters for AR-C124910XX were
significantly decreased by 89% and 56%, respectively. As with diltiazem, ketoconazole is also an inhibitor of
P-glycoprotein10. As discussed above, the action of keto-
conazole in increasing ticagrelor exposure may result from
inhibition of both CYP3A and P-glycoprotein. Further
studies are needed to assess the respective contributions
of these pathways to increased ticagrelor exposure. Transparency Declaration of funding
This study was funded by AstraZeneca. Declarations of financial relationships
All of the authors are employees of AstraZeneca. In addition to inhibiting CYP3A activity, diltiazem
and ketoconazole are also substrates for CYP3A33,34. Ticagrelor has been shown to be a weak-to-moderate
inhibitor of CYP3A activity in vitro18. However, in the
current studies, a single dose of ticagrelor did not affect
the pharmacokinetics of diltiazem or the ability to achieve
steady-state ketoconazole plasma levels. In contrast, while
the current data do not apparently support in vitro obser-
vations, other healthy volunteer studies have demon-
strated that ticagrelor can have a clinically significant
effect by increasing exposure to other CYP3A substrates,
such as atorvastatin and simvastatin. A recent study
demonstrated that ticagrelor increased mean atorvastatin
Cmax and AUC by 23% and 36%, respectively35. Similarly,
simvastatin Cmax and AUC were increased by 81% and
56% with ticagrelor35. R.T. is a member of the American College of Clinical
Pharmacology. K.B. is a member of the American Society of
Clinical Pharmacology and Therapeutics. 38
Effect of CYP3A inhibitors on ticagrelor pharmacokinetics Teng & Butler www.informahealthcare.com/JDA
! 2013 Informa UK Ltd References Am Fam Physician 2000;61:1745-54 10. Drug interaction studies – study design, data analysis, and implications for
dosing and labelling. Food and Drug Administration, February 2012. Available
at: http://www.fda.gov/downloads/Drugs/GuidanceComplianceRegulatory
Information/Guidances/UCM292362.pdf [Last accessed 1 March 2013] 27. Teng R, Butler K. Safety, tolerability, pharmacokinetics and pharmacodynam-
ics of high single-ascending doses of ticagrelor in healthy volunteers. 2012;
Submitted 11. Zanger UM, Turpeinen M, Klein K, et al. Functional pharmacogenetics/gen-
omics of human cytochromes P450 involved in drug transformation. Anal Bioanal Chem 2008;392:1093-108 28. Sille´n H, Cook M, Davis P. Determination of ticagrelor and two metabolites
in plasma samples by liquid chromatography and mass spectrometry. J Chromatogr B 2010;878:2299-306 12. Zhou SF, Xue CC, Yu XQ, et al. Clinically important drug interactions poten-
tially involving mechanism-based inhibition of cytochrome P450 3A4 and the
role of therapeutic drug monitoring. Ther Drug Monit 2007;29:687-710 29. Zhou SF. Drugs behave as substrates, inhibitors and inducers of human
cytochrome P450 3A4. Curr Drug Metab 2008;9:310-22 30. van Giezen JJJ, Nilsson L, Berntsson P, et al. Ticagrelor binds to human P2Y12
independently from ADP but antagonizes ADP-induced receptor signaling and
platelet aggregation. J Thromb Haemost 2009;7:1556-65 13. Teng R, Oliver S, Hayes M, et al. Absorption, distribution, metabolism,
and excretion of ticagrelor in healthy subjects. Drug Metab Dispos 2010;
38:1514-21 14. Teng R, Butler K. Pharmacokinetics, pharmacodynamics, tolerability, and
safety of single ascending doses of ticagrelor, a reversibly binding oral
P2Y12 receptor antagonist, in healthy subjects. Eur J Clin Pharmacol
2010;66:487-96 31. Cannon CP, Husted S, Harrington RA, et al. Safety, tolerability, and initial
efficacy of AZd1640, the first reversible, oral adenosine diphosphate receptor
antagonist, compared with clopidogrel, in patients with non-ST-segment ele-
vation acute coronary syndrome. J Am Coll Cardiol 2007;50:1844-51
˚ 15. Butler K, Teng R. Pharmacokinetics, pharmacodynamics and safety and
tolerability of multiple ascending doses of ticagrelor in healthy volunteers. Br J Clin Pharmacol 2010;70:65-77 32. James S, A˚ kerblom A, Cannon CP, et al. Comparison of ticagrelor, the first
reversible oral P2Y12 receptor antagonist, with clopidogrel in patients with
acute coronary syndromes: rationale, design, and baseline characteristics of
the PLATelet inhibition and patient Outcomes (PLATO) trial. Am Heart J
2009;157:599-605 16. Husted S, Emanuelsson H, Heptinstall S, et al. Pharmacodynamics, pharma-
cokinetics, and safety of the oral reversible P2Y12 antagonist AZD6140 with
aspirin in patients with atherosclerosis: a double-blind comparison to clopi-
dogrel with aspirin. Eur Heart J 2006;27:1038-47 33. References 1. Husted S, Emanuelsson H, Heptinstall S, et al. Pharmacodynamics, pharma-
cokinetics, and safety of the oral reversible P2Y12 antagonist AZD6140 with
aspirin in patients with atherosclerosis: a double-blind comparison to clopi-
dogrel with aspirin. Eur Heart J 2006;27:1038-47 Journal of Drug Assessment
Volume 2
April 2013 20. Zhao P, Lee CA, Kunze KL. Sequential metabolism is responsible for diltia-
zem-induced
time-dependent
loss
of
CYP3A. Drug
Metab
Dispos
2007;35:704-12 2. Wallentin L, Becker RC, Budaj A, et al. Ticagrelor versus clopidogrel in
patients with acute coronary syndromes. N Engl J Med 2009;361:1045-57 3. Brilique, summary of product characteristics, 2010. Available at: http://
www.ema.europa.eu/docs/en_GB/document_library/EPAR_-_Product_
Information/human/001241/WC500100494.pdf
[Last
accessed
9
January 2012] 21. Zhang X, Quinney SK, Gorski JC, et al. Semiphysiologically based pharma-
cokinetic models for the inhibition of midazolam clearance by diltiazem and its
major metabolite. Drug Metab Dispos 2009;37:1587-97 22. Playford EG, Webster AC, Sorrell TC, et al. Antifungal agents for preventing
fungal infections in non-neutropenic critically ill and surgical patients: sys-
tematic review and meta-analysis of randomized clinical trials. J Antimicrob
Chemother 2006;57:628-38 4. BrilintaTM, US full prescribing information, July 2011. Available at: http://
www.accessdata.fda.gov/drugsatfda_docs/label/2011/022433s000lbl.pdf
[Last accessed 9 January 2012] 5. Hamm CW, Bassand J-P, Agewall S, et al. ESC guidelines for the manage-
ment of acute coronary syndromes in patients presenting without persistent
ST-segment elevation. Eur Heart J 2011;32:2999-3054 23. Ketoconazole, summary of product characteristics, July 2010. Available at:
http://www.medicines.org.uk/emc/medicine/912 [Last accessed 9 January
2012] 6. Steg G, James SK, Atar D, et al. ESC guidelines for the management of acute
myocardial infarction in patients presenting with ST-segment elevation. Eur Heart J 2012;33:2569-619 24. Greenblatt DJ, Zhao Y, Venkatakrishnan K, et al. Mechanism of
cytochrome P450-3A inhibition by ketoconazole. J Pharm Pharmacol
2011;63:214-21 7. Kumar A, Cannon CP. Acute coronary syndromes: diagnosis and manage-
ment. Mayo Clin Proc 2009;84:917-38 25. Kovarik JM, Huang H-LA, Slade A, et al. The effect on sotrastaurin pharma-
cokinetics of strong CYP3A inhibition by ketoconazole. Br J Clin Pharmacol
2009;68:381-5 8. Taneva E, Bogdanova V, Shtereva N. Acute coronary syndrome, comorbidity,
and mortality in geriatric patients. Ann N Y Acad Sci 2004;1019:106-10 26. Teng R, Butler K. AZD6140, the first reversible oral platelet P2Y12 receptor
antagonist, has linear pharmacokinetics and provides near complete inhibition
of platelet aggregation, with reversibility of effect, in healthy subjects. Can J
Clin Pharmacol 2008;15:e426 9. Ament PW, Bertolino JG, Liszewski JL. Clinically significant drug interactions. Effect of CYP3A inhibitors on ticagrelor pharmacokinetics Teng & Butler 39 ! 2013 Informa UK Ltd
www.informahealthcare.com/JDA References Sutton D, Butler AM, Nadin L, et al. Role of CYP3A4 in human hepatic
diltiazem N-demethylation: inhibition of CYP3A4 activity by oxidized diltiazem
metabolites. J Pharmacol Exp Ther 1997;282:294-300 17. Storey RF, Husted S, Harrington RA, et al. Inhibition of platelet aggregation
by AZD6140, a reversible oral P2Y12 receptor antagonist, compared with
clopidogrel in patients with acute coronary syndromes. J Am Coll Cardiol
2007;50:1852-6 34. Fitch WL, Tran T, Young M, et al. Revisiting the metabolism of ketoconazole
using accurate mass. Drug Metab Lett 2009;3:191-8 35. Teng R, Mitchell PD, Butler K. Pharmacokinetic interaction studies of co-
administration of ticagrelor and atorvastatin or simvastatin in healthy volun-
teers. Eur J Clin Pharmacol 2013;69:477-87 18. Zhou D, Andersson TB, Grimm SW. In vitro evaluation of potential drug–drug
interactions with ticagrelor: cytochrome P450 reaction phenotyping, inhib-
ition, induction and differential kinetics. Drug Metab Dispos 2011;39:703-10 36. Diczfalusy U, Miura J, Roh HK, et al. 4Beta-hydroxycholesterol is a
new endogenous CYP3A marker: relationship to CYP3A5 genotype, quinine
3-hydroxylation and sex in Koreans, Swedes and Tanzanians. Pharmacogenet
Genomics 2008;18:201-8 19. Diltiazem, summary of product characteristics, February 2011. Available
at: http://www.medicines.org.uk/emc/medicine/23945/SPC/diltiazem%20
hydrochloride%20tablets%2060mg/ [Last accessed 9 January 2012] Effect of CYP3A inhibitors on ticagrelor pharmacokinetics Teng & Butler 39 ! 2013 Informa UK Ltd
www.informahealthcare.com/JDA
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Orthopedic surgeons’ views on the osteoporosis care gap and potential solutions: survey results
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Journal of orthopaedic surgery and research
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© The Author(s). 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. (2019) 14:72 (2019) 14:72 Barton et al. Journal of Orthopaedic Surgery and Research (2019) 14:72
https://doi.org/10.1186/s13018-019-1103-3 Open Access Abstract Introduction: Osteoporosis is often not recognized until one or more fractures occur, yet post-fracture screening
remains uncommon. Orthopedic surgeons are well situated to address this care gap. Both a protocol-based
approach and fracture liaison services (FLS) have been proposed. The present surveys assess orthopedists’ attitudes
to these alternative models for addressing this care gap. Methods: Two digital surveys were sent to all orthopedic surgeons and orthopedic midlevel providers at a large
level 1 trauma center 1.5 years apart. Results: Thirty-six of 47 survey recipients (77%) responded to the first survey; all 55 recipients (100%) responded to
the second. Respondents recognized the importance of osteoporosis care, the inadequacy of current measures, and
the potential of orthopedic surgeons to help address this gap. Respondents reported regular encounters with
fragility fracture patients but limited familiarity with core aspects of osteoporosis screening and treatment,
especially pharmacotherapy. While some respondents (40%) reported willingness to attempt a protocol-based
approach to addressing this care gap, many others expressed reservations (60%) and support for a FLS-based
approach was much higher (95%). Conclusions: A fracture liaison service model best fits the observed attitudes of orthopedic surgeons at this
level 1 trauma center relative to a protocol-based approach. Protocol-based approaches may be preferable in
alternate settings. Keywords: Fracture prevention, Fragility fracture, Osteoporosis, Quality improvement, Protocol, Fracture liaison
service, FLS, Survey Keywords: Fracture prevention, Fragility fracture, Osteoporosis, Quality improvement, Protocol, Fracture liaison
service, FLS, Survey Orthopedic surgeons’ views on the
osteoporosis care gap and potential
solutions: survey results David W. Barton1*
, Daniel C. Griffin1 and Jonathan J. Carmouche1,2 Introduction patients and to initiate appropriate screening, fracture
care, and definitive osteoporosis treatment in those
individuals. Osteoporosis is a major cause of disability worldwide
through its association with fractures. Up to 50% of
women and 20% of men will experience a fragility frac-
ture at some point in their lives [1]. Fragility fractures,
also known as minimal trauma fractures (MTF), are de-
fined as fractures resulting from a fall from standing or
an equivalent low-energy mechanism. Osteoporosis pa-
tients are frequently not recognized until they have ex-
perienced one or more fractures. Orthopedic surgeons
are positioned to diagnose osteoporosis in fracture US Medicare data indicate that 65% of women be-
tween 65 and 85 years of age who sustain a fracture are
neither worked up nor treated for osteoporosis within 6
months of this fracture [2]. Two models of systematic
interventions have been proposed to improve secondary
prevention of osteoporotic fractures. In the first model, a protocol is introduced to encour-
age orthopedic surgeons to assess patients for osteopor-
osis
following
fracture
and
initiate
treatment
as
indicated [5, 6]. This model benefits from relatively low
entry barriers as the orthopedist(s) may introduce the
protocol with relative ease and without initially hiring * Correspondence: DaBarton@VT.edu
1Virginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, VA
24016, USA
Full list of author information is available at the end of the article Methods Two electronic surveys were sent to all orthopedic sur-
geons and dedicated orthopedic midlevel providers at a
busy level 1 trauma center in the USA. The first survey
was sent via email in late October 2015, the second in
April 2017. Responses to each survey were allowed over
a 3-week period. Two weekly reminder emails were sent
in each case. The other model relies on the use of dedicated health-
care professional to evaluate patients for osteoporosis
following fracture and initiate treatment as indicated. This model is commonly known as the fracture liaison
service (FLS). The FLS model has shown excellent re-
sults at many institutions but has significant barriers to
implementation [10–12]. The first survey consisted of seven questions, the second
21. Responses to each survey were assessed using descrip-
tive statistics and figures. The text of each survey is in-
cluded in Additional file 1. Survey results were collected
and tabulated through a commercial survey service [13]. The
available
data
make
clear
that
osteoporosis
screening and treatment post-fracture represent a major
gap in care within the orthopedic scope of practice and
some sort of systematic intervention is necessary to
manage it. The present surveys sought to determine the
relative suitability of a protocol-based versus FLS ap-
proach to address this care gap at a large tertiary care
center. No surveys have previously been published
examining orthopedic surgeons’ attitudes towards these
alternative models for osteoporosis management. Barton et al. Journal of Orthopaedic Surgery and Research (2019) 14:72
Page 2 of 7 Barton et al. Journal of Orthopaedic Surgery and Research (2019) 14:72
Page 2 of 7 Barton et al. Journal of Orthopaedic Surgery and Research (2019) 14:72 Page 2 of 7 Table 1 Recipient and respondent characteristics for both surveys
Survey #1 (respondent/recipient)
Survey #2 (respondent/recipient)
Respondents
36/47
55/55
Physician
28/34
38/38
MD/DO orthopedic surgeon
24/28
35/35
Orthopedic traumatologist
4/4
4/4
Podiatrist (DPM)
4/4
3/3
Non-operative orthopedist
1/2
2/2
Midlevel providers (orthopedic)
8/13
17/17
PA (orthopedic)
8/12
16/16
NP (non-operative orthopedic)
0/1
1/1 additional personnel. Several articles have been pub-
lished in the orthopedic literature suggesting strategies
and protocols for orthopedic surgeons to use to improve
their screening and initial treatment of osteoporosis in
fracture patients [7–9]. Results Thirty-six of the 47 survey recipients (77%) responded
to the first survey (survey #1). All 55 responded (100%)
to the second survey (survey #2). Table 1 reports recipi-
ent and respondent characteristics for both surveys. Survey #2 includes several questions on respondent
demographics including area of specialization, years in
practice, and frequency of call. Respondents’ areas of Fig. 1 Respondents’ areas of specialization based on responses to the second survey. Information on subspecialty area was not collected in the
first survey. Three respondents selected multiple areas of specialization Fig. 1 Respondents’ areas of specialization based on responses to the second survey. Information on subspecialty area was not collected in the
first survey. Three respondents selected multiple areas of specialization Barton et al. Journal of Orthopaedic Surgery and Research (2019) 14:72 Barton et al. Journal of Orthopaedic Surgery and Research (2019) 14:72 Page 3 of 7 specialization are depicted in Fig. 1. Forty percent of re-
spondents had been in practice for 5 years or less, 31%
for 6 to 15 years, and 29% for more than 15 years. Thirty-five percent of respondents did not take call. Fifty-one percent of respondents took call once per
month or more, and 14% took call less than once per
month. Survey #2 included two questions about respon-
dents’ exposure to minimal trauma fracture patients. Most respondents (33, 60%) believed they saw five or
fewer minimal trauma fracture (MTF) patients per week,
13 respondents (24%) thought they saw 6–10 MTF pa-
tients, 8 thought they saw 11–20 (15%), and 1 respond-
ent saw more than 20. Most respondents (43, 78%)
believed they spent less than 1 h per week on MTF pa-
tients, while 11 respondents (20%) spent 1–3 h, and 1 re-
spondent spent more than 3 h. a
b
Fig. 3 a Depiction of whether respondents knew what the FRAX
score is. b Depiction of the frequency of FRAX score use in
respondents’ clinical practice a
b
Fig. 3 a Depiction of whether respondents knew what the FRAX
score is. b Depiction of the frequency of FRAX score use in
respondents’ clinical practice b Figure 4a shows providers’ self-reported comfort with
providing patient guidance on various aspects of osteo-
porosis care. Figure 4b shows self-reported frequency of
osteoporosis management steps in MTF patients. Results 5 a A summary of prescriber comfort with and self-reported use of different osteoporosis medications when summed across all providers in
the department. b Respondents’ self-reported reasons why survey respondents felt uncomfortable prescribing medications Figure 7c shows free-text response themes to survey
#1. Free-text responses to survey #2 were less com-
mon (7/55 vs 13/36). They tended to focus on general
statements of support and specific suggestions for im-
provements to the FLS plan. Recipients of survey #1 were asked, “If an established
protocol was given to you, how likely are you to follow
the protocol if it includes ordering DXA scans and writ-
ing the initial prescriptions for osteoporosis medica-
tions?” Responses are displayed in Fig. 6a. Forty percent
of respondents either refused (11%) or expressed some
reluctance (29%) to follow a protocol intended to help
orthopedic surgeons better recognize and initiate man-
agement of osteoporosis. In contrast, 53 respondents
(95%) to survey #2 supported initiation of a fracture li-
aison service to evaluate and manage low bone mass in
MTF patients. Two others (4%) support the initiative
with reservations, and only one person was indifferent. No one opposed the establishment of the FLS (Fig. 6b). Respondents were significantly more likely to support an
FLS versus a protocol-based approach (OR 11.56, 95%
CI 3.01–44.40). Results Fig-
ure 5a shows a summary of prescriber comfort with and
self-reported use of different osteoporosis medications
when summed across all providers in the department. Figure 5b shows self-reported reasons why survey re-
spondents felt uncomfortable prescribing medications. It
revealed the greatest indication for not prescribing a
therapy was limited experience with that therapy. Both surveys assessed respondents’ views on the im-
portance of osteoporosis care, adequacy of currently pro-
vided care, and sense of ownership over osteoporosis
management, as displayed in Fig. 2. Survey #2 evaluated respondents’ familiarity with vari-
ous aspects of osteoporosis management. Respondents’
familiarity with and use of the Fracture Risk Assessment
Tool (FRAX) score is displayed in Fig. 3. a
b
c
Fig. 2 a Respondents’ perceptions of the importance of osteoporosis
care. b The perceived adequacy of osteoporosis care by setting. c How
responsible respondents felt for initiating osteoporosis care a
b
Fig. 4 a Respondents’ self-reported comfort with providing patient
guidance on various aspects of osteoporosis care. b Respondents’ self-
reported frequency of osteoporosis management steps in MTF patients a a b b b
Fig 4 a Respondents’ self reported comfort with providing patient b c
Fig. 2 a Respondents’ perceptions of the importance of osteoporosis
care. b The perceived adequacy of osteoporosis care by setting. c How
responsible respondents felt for initiating osteoporosis care Fig. 2 a Respondents’ perceptions of the importance of osteoporosis
care. b The perceived adequacy of osteoporosis care by setting. c How
responsible respondents felt for initiating osteoporosis care Fig. 4 a Respondents’ self-reported comfort with providing patient
guidance on various aspects of osteoporosis care. b Respondents’ self-
reported frequency of osteoporosis management steps in MTF patients Barton et al. Journal of Orthopaedic Surgery and Research (2019) 14:72
Page 4 of 7 Barton et al. Journal of Orthopaedic Surgery and Research (2019) 14:72 Barton et al. Journal of Orthopaedic Surgery and Research Page 4 of 7 a
b
Fig. 5 a A summary of prescriber comfort with and self-reported use of different osteoporosis medications when summed across all providers in
the department. b Respondents’ self-reported reasons why survey respondents felt uncomfortable prescribing medications a
b
Fi
5
A
f
ib
f
t
ith
d
lf
t d
f diff
t
t
i
di
ti
h
d
ll
id
i a b b
Fig. Discussion Orthopedic surgeons at a large level 1 trauma center
with a high volume of osteoporotic fracture care over-
whelmingly recognized the importance of osteoporosis. This is reassuring as it suggests the surveyed orthopedic
surgeons take osteoporosis seriously as a disease entity. They recognized that post-fracture osteoporosis care is
imperfect in both the orthopedic and primary care set-
ting, suggesting that they recognize the post-fracture
osteoporosis care gap. Because orthopedic surgeons rec-
ognized the magnitude of the post-fracture osteoporosis
care gap, we were able to assess orthopedic surgeons’
willingness to commit to either a protocol-based or
FLS-based approach without concern that lack of com-
prehension might hinder their commitment to either
solution. Figure 7a and b depict respondents’ perceptions
about the impact of having a dedicated advanced care
provider (ACP), such as an NP or PA, facilitating
osteoporosis care in the orthopedic setting following
MTF on patient care and respondents’ workloads. Page 5 of 7 Barton et al. Journal of Orthopaedic Surgery and Research (2019) 14:72 (2019) 14:72 Page 5 of 7 Barton et al. Journal of Orthopaedic Surgery and Research of osteoporosis evaluation demonstrates the knowledge
gap they profess. Further, when asked about their con-
cerns regarding starting osteoporosis medications, they
commonly cited atypical femur fractures and osteo-
necrosis of the jaw. These side-effects, while real, are
heavily outweighed through fracture prevention. This
finding
is
consistent
with
a
larger
pattern
of
hyper-awareness of these side-effects with regard to bis-
phosphonate use in the osteoporosis population. While
these side-effects do occasionally occur with oral bispho-
sphonates and may also occur with denosumab, they are
rare at osteoporosis doses, occurring more often when
used as part of chemotherapy. This misperception is
thought to have contributed to a decline in the treat-
ment rate of osteoporosis [14]. The potential for pill
esophagitis with oral bisphosphonates was also com-
monly cited and is a legitimate concern in the local
population, as gastroesophageal reflux disease is highly
prevalent locally and increases the risk of this relatively
prevalent side-effect. The most commonly cited reason
was lack of familiarity, which is a good reason in the
short term given the potential for drug-drug interactions
and adverse effects. While it is possible to address some
of these knowledge gaps through educational interven-
tions, such interventions should be targeted to most effi-
ciently improve clinical care. Discussion Given the knowledge gaps
documented here, it is likely more efficient to target
such educational interventions to focus on identifying
which patients need further work up, initial orders for
work up, and where to refer them. Twenty-seven percent
of respondents said one of their leading reasons for not
providing better osteoporosis care was because doing so
was not their responsibility. Their rejection of the role in
which a post-fracture osteoporosis protocol would place
them and general discomfort with the critical task of ini-
tiating pharmacotherapy for osteoporosis within such a
protocol suggested that implementing a protocol to ad-
dress the post-fracture osteoporosis care gap might not
represent the best solution at this level 1 trauma center. When
asked
directly
whether
they
supported
a
protocol-based approach to addressing the post-fracture
osteoporosis care gap, 40% of respondents were either
unsure of whether they would follow it or openly
rejected it. Based in part on these results, the Department of a
b
Fig. 6 a, b Respondents’ attitudes towards either a protocol-based
or FLS-based approach to osteoporosis management a a b Fig. 6 a, b Respondents’ attitudes towards either a protocol-based
or FLS-based approach to osteoporosis management Fig. 6 a, b Respondents’ attitudes towards either a protocol-based
or FLS-based approach to osteoporosis management The surveyed orthopedic surgeons endorsed feeling
moderately responsible for osteoporosis care. That find-
ing fits with our later observations that in the free-text
responses, orthopedic surgeons generally endorsed tak-
ing an increased role in osteoporosis screening, but most
were uncomfortable assuming a more active role in
pharmacotherapy for osteoporosis. On the ranked choice
scale, many orthopedists expressed unfamiliarity with
how to approach osteoporosis management and most
said they were uncomfortable prescribing medications
for osteoporosis, further reinforcing the observation that
many orthopedists are uncomfortable assuming direct
responsibility for initiating osteoporosis care. This is
echoed by the finding that only 22% of respondents
knew what the FRAX score is, although 38% thought it
sounded familiar, and 80% never use it in clinical prac-
tice. Although the FRAX score is used more for primary
screening than evaluation after fracture, where ortho-
pedic surgeons are more commonly involved, respon-
dents’ lack of familiarity with this common component Based in part on these results, the Department of
Orthopaedic Surgery opted to pursue the objective of
improving osteoporosis recognition and management
post-fracture by using a fracture liaison service (FLS)
model instead of a protocol-based approach. Discussion The FLS model also bene-
fits from economies of scale in that the nurse practi-
tioner
running
it
is
dedicated
to
bone
health
assessments and management in the post-fracture period
and thus quickly becomes experienced in this domain. Other FLS models rely on a nurse coordinator to or-
chestrate dual-energy X-ray absorptiometry (DXA) or-
ders and referral to an outside provider for evaluation
and
management. We
selected
a
model
with
an
in-house nurse practitioner over a purely coordinator-
based approach in part because of the scarcity of en-
docrinologists, rheumatologists, and primary care pro-
viders with an interest in osteoporosis in our area. Given all these factors, most of which we believe
generalize, we encourage implementation of FLS pro-
grams wherever feasible. Our conclusion is consistent with the recommenda-
tions of professional bodies including the International
Osteoporosis Foundation (IOF), American Orthopaedic
Association (AOA), and American Society of Bone Min-
eral Research (ASBMR), which all strongly endorse the
FLS model as the preferred approach to secondary pre-
vention of osteoporotic fractures [3, 4, 15]. observed in our survey since it calls on orthopedic sur-
geons to refer patients with suspected fragility fractures
to our fracture liaison service, where a nurse practitioner
formally evaluates them for osteoporosis and initiates
treatment as indicated. Because this concentrates the
workup and management in the hands of a non-surgeon,
it alleviates the burden of initiating medical management
for osteoporosis that the orthopedic surgeons would
have had under the protocol. The FLS model also bene-
fits from economies of scale in that the nurse practi-
tioner
running
it
is
dedicated
to
bone
health
assessments and management in the post-fracture period
and thus quickly becomes experienced in this domain. Other FLS models rely on a nurse coordinator to or-
chestrate dual-energy X-ray absorptiometry (DXA) or-
ders and referral to an outside provider for evaluation
and
management. We
selected
a
model
with
an
in-house nurse practitioner over a purely coordinator-
based approach in part because of the scarcity of en-
docrinologists, rheumatologists, and primary care pro-
viders with an interest in osteoporosis in our area. Given all these factors, most of which we believe
generalize, we encourage implementation of FLS pro-
grams wherever feasible. However, the FLS model is not feasible in all settings. The logistical and institutional political barriers to imple-
menting an FLS can be extensive. A major impediment is
the need to hire dedicated personnel. Discussion As ex-
pected, this approach was significantly more time con-
suming to implement at 20 months from initial plan to
first day of clinic versus an expected 6 months for a
protocol-based approach with paired lecture series. The
FLS
conforms
better
to
the
physician
preferences Barton et al. Journal of Orthopaedic Surgery and Research (2019) 14:72
Page 6 of 7 Barton et al. Journal of Orthopaedic Surgery and Research (2019) 14:72 Page 6 of 7 a
b
c
Fig. 7 a Depiction of respondents’ perceptions of whether having access to a dedicated bone health ACP (NP, PA) would improve patient care. b Depiction of the anticipated impact of adding a bone health ACP on respondents’ workloads. c Free-text response themes to survey #1 (n = 13) a
b a c
Fig. 7 a Depiction of respondents’ perceptions of whether having access to a dedicated bone health ACP (NP, PA) would improve patient care. b Depiction of the anticipated impact of adding a bone health ACP on respondents’ workloads. c Free-text response themes to survey #1 (n = 13) c Fig. 7 a Depiction of respondents’ perceptions of whether having access to a dedicated bone health ACP (NP, PA) would improve patient care. b Depiction of the anticipated impact of adding a bone health ACP on respondents’ workloads. c Free-text response themes to survey #1 (n = 13) n of respondents’ perceptions of whether having access to a dedicated bone health ACP (NP, PA) would improve patient ca
e anticipated impact of adding a bone health ACP on respondents’ workloads. c Free-text response themes to survey #1 (n Fig. 7 a Depiction of respondents’ perceptions of whether having access to a dedicated bone health ACP (NP, PA) w
b Depiction of the anticipated impact of adding a bone health ACP on respondents’ workloads. c Free-text response observed in our survey since it calls on orthopedic sur-
geons to refer patients with suspected fragility fractures
to our fracture liaison service, where a nurse practitioner
formally evaluates them for osteoporosis and initiates
treatment as indicated. Because this concentrates the
workup and management in the hands of a non-surgeon,
it alleviates the burden of initiating medical management
for osteoporosis that the orthopedic surgeons would
have had under the protocol. Competing interests The authors declare that they have no competing interests. The first and
senior authors have a complementary interest as they were involved in the
planning and implementation of the fracture liaison service at our institution. References 1. Lippuner K, Johansson H, Kanis JA, Rizzoli R. Remaining lifetime and
absolute 10-year probabilities of osteoporotic fracture in swiss men and
women. Osteoporos Int. 2009;20(7):1131–40. 1. Lippuner K, Johansson H, Kanis JA, Rizzoli R. Remaining lifetime and
absolute 10-year probabilities of osteoporotic fracture in swiss men and
women. Osteoporos Int. 2009;20(7):1131–40. p
;
( )
2. NCQA. Osteoporosis testing and management in older women. Washington, D.C: National Center for Quality Assurance; 2017. 3. AOA. Own the bone. http://www.ownthebone.org/. Accessed 27 Feb 2018. 4. Capture the fracture. http://www.capturethefracture.org/. Accessed 27 Feb 2018. 5. Collinge C, LeBus G, Gardner MJ, Gehrig L. Osteoporosis in orthopaedic
trauma patients: a diagnosis and treatment protocol. J Orthop Trauma. 2008;22(8):541–7 discussion 548-549. 2. NCQA. Osteoporosis testing and management in older women. Washington, D.C: National Center for Quality Assurance; 2017. 3. AOA. Own the bone. http://www.ownthebone.org/. Accessed 27 Feb 2018. 4. Capture the fracture. http://www.capturethefracture.org/. Accessed 27 Feb 2018. g
y
3. AOA. Own the bone. http://www.ownthebone.org/. Accessed 27 Feb 2018. 4. Capture the fracture. http://www.capturethefracture.org/. Accessed 27 Feb 2018. 5. Collinge C, LeBus G, Gardner MJ, Gehrig L. Osteoporosis in orthopaedic
trauma patients: a diagnosis and treatment protocol. J Orthop Trauma. 2008;22(8):541–7 discussion 548-549. 6. Scottish Intercollegiate Guidelines Network (SIGN). Management of
osteoporosis and the prevention of fragility fractures. Edinburgh: SIGN; 2015. (SIGN publication no. 142). [March 2015]. Available from: http://www.sign.ac.uk 7. Dell RM, Greene D, Anderson D, Williams K. Osteoporosis disease
management: what every orthopaedic surgeon should know. J Bone Joint
Surg Am. 2009;91(Suppl 6):79–86. Author details
1 1Virginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, VA
24016, USA. 2Department of Orthopaedic Surgery, Carilion Clinic, 2331
Franklin Rd SW, Roanoke, VA 24014, USA. 1Virginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, VA
24016, USA. 2Department of Orthopaedic Surgery, Carilion Clinic, 2331
Franklin Rd SW, Roanoke, VA 24014, USA. This study demonstrates that orthopedic surgeons at this
institution recognize the importance of osteoporosis care
and the existence of a care gap whereby patients present-
ing with fragility fractures are often not evaluated or
treated for osteoporosis. They wish to provide better care. They support an increasing role for orthopedic surgeons
in screening for osteoporosis, but many expressed reserva-
tions about taking responsibility for initiating osteoporosis
treatment and endorsed related knowledge gaps. These re-
sponses helped guide us to establish a fracture liaison ser-
vice rather than pursue a protocol-based approach to
addressing the osteoporosis care gap at our institution. For orthopedists without ready access to the resources to
hire personnel to establish a fracture liaison service,
protocol-based approaches remain useful interventions. Abbreviations 9. Gosch M, Kammerlander C, Roth T, Doshi HK, Gasser RW, Blauth M. Surgeons
save bones: an algorithm for orthopedic surgeons managing secondary
fracture prevention. Arch Orthop Trauma Surg. 2013;133(8):1101–8. FLS: Fracture liaison service; MTF: Minimal trauma fracture; DXA: Dual-energy
X-ray absorptiometry; MD: Medical doctor; DO: Doctor of osteopathy;
DPM: Doctor of podiatric medicine FLS: Fracture liaison service; MTF: Minimal trauma fracture; DXA: Dual-energy
X-ray absorptiometry; MD: Medical doctor; DO: Doctor of osteopathy;
DPM: Doctor of podiatric medicine 10. Huntjens KM, van Geel TA, van den Bergh JP, et al. Fracture liaison service:
impact on subsequent nonvertebral fracture incidence and mortality. J
Bone Joint Surg Am. 2014;96(4):e29. Discussion New organizational
structures and billing models may also need to be com-
pleted prior to implementation. These steps take time
which
may
delay
introduction
of
an
intervention. Resource-limited settings may have difficulty marshaling
the initial resources to establish an FLS, despite their ten-
dency to be financially self-sustaining in the long term. Smaller private practices and independent surgeons are
unlikely to have the resources to establish even a minimal,
nurse coordinator-based FLS. These factors may help explain why FLS centers are
still relatively sparse, despite widespread calls to imple-
mentation by professional bodies and in the literature. The
distribution of FLS centers can be visualized using the map Barton et al. Journal of Orthopaedic Surgery and Research (2019) 14:72 Barton et al. Journal of Orthopaedic Surgery and Research Page 7 of 7 (2019) 14:72 Page 7 of 7 of IOF Capture the Fracture certified centers [4]. The large
gaps in that map demonstrate the scarcity of official FLS
programs throughout much of the world, even in relatively
affluent nations such as the USA and Canada. Given these
barriers,
some
institutions
may
opt
to
pursue
a
protocol-based approach to address this care gap. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published
maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in published
maps and institutional affiliations. Ethics approval and consent to participate This study was ruled exempt by the Carilion Clinic Institutional Review Board. Participation in the survey was completely voluntary. Received: 13 October 2018 Accepted: 15 February 2019 Received: 13 October 2018 Accepted: 15 February 2019 Funding This project was supported by student research funds through Virginia Tech
Carilion School of Medicine. No outside funding was obtained for this
project. 13. Survey monkey. https://www.surveymonkey.com/. Accessed 27 Feb 2018. 14. Bauer DC. Osteoporosis treatment after hip fracture: bad news and getting
worse osteoporosis treatment after hip fracture. Invited commentary. JAMA
Network Open. 2018;1(3):e180844. Authors’ contributions JC and DB drafted the surveys and distributed them. DB and DG collated
and interpreted the data. DB and DG drafted the manuscript. JC and DB
contributed to the conceptual design. All authors contributed to manuscript
editing and approved the final draft. Additional file 1: Survey text. (DOCX 20 kb) 8. Farmer RP, Herbert B, Cuellar DO, et al. Osteoporosis and the orthopaedic
surgeon: basic concepts for successful co-management of patients’ bone
health. Int Orthop. 2014;38(8):1731–8. Acknowledgements
h
k
ll 11. Huntjens KM, van Geel TC, Geusens PP, et al. Impact of guideline implementation
by a fracture nurse on subsequent fractures and mortality in patients presenting
with non-vertebral fractures. Injury. 2011;42(Suppl 4):S39–43. Thank you to our colleagues in the Department of Orthopaedic Surgery and
the Musculoskeletal Education and Research Center at Carilion Clinic for their
consistent support and encouragement of our work on this topic. 12. Nakayama A, Major G, Holliday E, Attia J, Bogduk N. Evidence of
effectiveness of a fracture liaison service to reduce the re-fracture rate. Osteoporos Int. 2016;27(3):873–9. Availability of data and materials
S
i
d
il bl 15. Eisman JA, Bogoch ER, Dell R, et al. Making the first fracture the last fracture:
ASBMR task force report on secondary fracture prevention. J Bone Miner
Res. 2012;27(10):2039–46. Supporting data available on request. Consent for publication The hospital IRB ruled that informed consent was not necessary for this
study as it did not meet the criteria for human subjects research given its
focus on expert opinions. As such, specific participant consent for
publication is not required.
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English
| null |
Elevated serum B-cell activator factor levels predict rapid progressive interstitial lung disease in anti-melanoma differentiation associated protein 5 antibody positive dermatomyositis
|
Research Square (Research Square)
| 2,023
|
cc-by
| 5,788
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Elevated serum B-cell activator factor levels predict
rapid progressive interstitial lung disease in anti-
melanoma differentiation associated protein 5
antibody positive dermatomyositis Jiangsu Province Hospital and Nanjing Medical University First Affiliated Hospital
https://orcid.org/0000-0002-5160-2023 Jiangsu Province Hospital and Nanjing Medical University First Affiliated Hospital
https://orcid.org/0000-0002-5160-2023 Research Article Keywords: dermatomyositis, melanoma differentiation-associated protein 5 antibody, serum B cell
activating factor, rapidly progressive interstitial lung disease, biomarker. Posted Date: September 6th, 2023 Page 1/18 DOI: https://doi.org/10.21203/rs.3.rs-3220730/v1 Conclusions Serum BAFF could be a useful prognostic biomarker for early detecting RP-ILD risk in anti-MDA5+DM
patients Serum BAFF could be a useful prognostic biomarker for early detecting RP-ILD risk in anti-MDA5+DM
patients. DOI: https://doi.org/10.21203/rs.3.rs-3220730/v1 DOI: https://doi.org/10.21203/rs.3.rs-3220730/v1 License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Version of Record: A version of this preprint was published at Orphanet Journal of Rare Diseases on April
19th, 2024. See the published version at https://doi.org/10.1186/s13023-024-03153-6. Page 2/18 Results Serum BAFF level was higher in anti-MDA5+DM patients than those in ASS patients and HC (3882.32 ±
1880.09 vs. 2540.89 ± 1403.04 and 2486.28 ± 767.97 pg/mL, p = 0.0056 and 0.0038, respectively). Within anti-MDA5+DM groups, RP-ILD patients exhibited higher BAFF concentration than non-RP-ILD
group (4549.78 ± 1839.97 vs. 3297.28 ± 1794.69 pg/mL, p = 0.04). The BAFF concentration was
positively correlated with levels of C-reactive protein (CRP), dehydrogenase (LDH) and cytokeratin (CK) in
anti-MDA5+DM patients (r = 0.350, p = 0.035; r = 0.393, p = 0.016; r = 0.518, p = 0.001; respectively). The
best cut-off value of BAFF concentration was 2971.5 pg/mL by ROC curve (AUC area = 0.690, p = 0.045)
and BAFF > 2971.5 pg/mL was an independent risk factor for RP-ILD using multivariate analysis (OR =
9.389, 95% CI = 1.609 - 54.769; p = 0.013). Background Rapid progressive interstitial lung disease (RP-ILD) is the leading cause of anti-melanoma differentiation
associated protein 5 antibody positive dermatomyositis (anti-MDA5+DM) related death. Elevated serum
B-cell activating factor (BAFF) levels have been implicated in connective tissue diseases associated ILD. Here, we evaluate whether BAFF could be a prognostic biomarker for predicting RP-ILD in anti-MDA5+DM
patients. Methods Serums were collected from 39 patients with anti-MDA5+DM (20 with RP-ILD and 19 with non-RP-ILD), 20
antisynthase syndrome (ASS) patients and 20 healthy controls (HC). BAFF concentration was measured
by an enzyme-linked immunosorbent assay. Study population Patients enrolled in this study include 39 anti-MDA5+DM patients (27 women and 12 men; mean age,
53.94 ± 13.46 years), 20 ASS patients (14 women and 6 men; mean age, 54.7 ± 11.87 years), and 20 age
and sex matched healthy controls (HC) (11 women and 9 men; mean age, 48.95 ± 11.71 years). The
diagnosis of myositis in all patients met the European NeuroMusclar Center (ENMC) criteria or
Sontheimer criteria. The study protocol was approved by the First Affiliated Hospital of Nanjing Medical
University Committee on Ethics (ID: 2020-SR-265). Informed consent was obtained from each study
participant. . Introduction Anti-melanoma differentiation-associated gene 5 antibody positive (anti-MDA5+) dermatomyositis (DM)
is a specific subtype of DM and is also known as clinically amyopathic dermatomyositis (CADM). Anti-
MDA5+DM is characterized with subtle or no muscle involvement, but it is associated with a high
incidence of interstitial lung disease (ILD). Importantly, approximately 30% of anti-MDA5+DM related ILD
will develop life-threaten rapidly progressive interstitial lung disease (RP-ILD) [1–5]. Anti-MDA5+DM
associated RP-ILD is often resistant to glucocorticoids and immunosuppressive therapy. Despite
aggressive management, the mortality rate of RP-ILD patients is still as high as 50–70%. Therefore, it is Page 3/18 Page 3/18 imperative to find novel biomarkers for predicting RP-ILD prognosis and to seek new therapeutic targets
for preventing progression. B cell activating factor (BAFF), also known as B lymphocyte stimulator (BLyS), is produced by various
immune cells, including monocytes, macrophages, dendritic cells, and T cells [6]. BAFF binds to receptors
on the surface of B cells and is crucial for B-cell differentiation, maturation and survival [7]. BAFF
transgenic mice could develop the features of systemic lupus erythematosus (SLE) and Sjögren
syndrome (SS) [8]. Elevated levels of BAFF have been observed in various autoimmune diseases,
including ANCA-associated renal vasculitis, SLE, SS, systemic sclerosis (SSc) and idiopathic
inflammatory myopathy (IIM) [7,9−10]. Consequently, targeting BAFF signaling has been considered as a
promising therapeutic strategy for these diseases. Recent studies further suggested that serum BAFF levels are associated with connective tissue disease
(CTD) associated ILD. Serum levels of BAFF were significantly higher in CTD-ILD patients compared to
healthy subjects, and it was inversely correlated with pulmonary function [11, 12]. Overexpression of BAFF
was also found in alveolar macrophages and lymphocytes in CTD-ILD patients [11]. SSc patients with
elevated serum BAFF levels had decreased vital capacity more frequently [13]. Similarly, DM patients with
elevated serum BAFF levels had ILD more frequently [14]. Despite the previously studies have observed the elevated serum levels of BAFF in DM patients, to the
best of our knowledge, the relationship between serum BAFF levels and RP-ILD development in anti-
MDA5+DM has never been reported. In the current study, we investigated the serum BAFF levels in
patients with anti-MDA5+DM and explored the clinical correlation between serum BAFF level and ILD
severity and progression. Measurement of BAFF The blood samples were centrifuged at 3000 rpm for 10 min, then the collected serum samples were
stored at -80℃. Serum BAFF concentration (pg/mL) was measured using an enzyme-linked
immunosorbent assay (ELISA) test according to the manufacturer's instructions (BOSTER, Wuhan,
China). Diagnosis of RP-ILD and non-RP-ILD Anti-MDA5+DM patients and ASS patients are divided into RP-ILD and non-RP-ILD subgroups according
to the presence of any of the following four conditions within one month of the onset of respiratory Page 4/18 symptoms: 1) acute and progressive worsening of dyspnea requiring hospitalization or supplementary
oxygen; 2) lung function including forced vital capacity (FVC) decreases by more than 10%, or diffusion
capacity for carbon monoxide of the Lung (DLCO) falls over 15% with the decreased FVC; 3) high
resolution CT (HRCT) of chest demonstrates that the extent of interstitial abnormalities increased more
than 20%; 4) arterial blood gas analysis suggests respiratory failure or the oxygen partial pressure
reduction is greater than 10 mmHg. In the anti-MDA5+ DM group, 20 RP-ILD and 19 non-RP-ILD patients
were included. In the ASS group, 6 patients had RP-ILD and 14 patients with non-RP-ILD. Statistical analysis Normal distribution measurement data were expressed as mean ± standard deviation (SD), whereas the
skewed distribution measurement data were expressed as median (range). The clinical characteristics
and lab data of the participants were compared with t test or analysis of variance (ANOVA) for
continuous variables and chi-square tests for categorical variables. Univariate and multivariate logistic
regression modeling was performed to analyze the relationship between serum BAFF concentration and
the risk of RP-ILD as well as other clinical and laboratory parameters. Receiver-operating characteristic
(ROC) curve was used to identify the optimal cutoff value of BAFF. Parameters in univariate logistic
analysis based on statistical trend with p value less than 0.1 were included in the subsequent multivariate
analysis. The p value below 0.05 was considered as statistically significant. Statistically analyzed and
graph drawn using IBM SPSS Statistics 23.0 and GraphPad Prism 8, respectively. Participants characteristics The clinical characteristics of the participants are shown in Table 1. There was no significant difference
in age and gender between the Anti-MDA5+DM patients and ASS patients. The proportion of myasthenia,
Gottron’s sign, Heliotrope rash, V sign and periungual erythema was higher in anti-MDA5+DM groups than
those in ASS patients (35.89% vs. 5%, p = 0.01 for myasthenia; 58.9% vs. 20%, p = 0.004 for Gottron’s sign;
28.2% vs. 5%, p = 0.044 for Heliotrope rash; 38.46% vs. 5%, p = 0.006 for V sign; 25.64% vs. 0%, p = 0.012
for periungual erythema, respectively). Moreover, serum ferritin (SF) was markedly increased in anti-
MDA5+DM group (n = 39) as compared with those in ASS group (n = 20) (916.94 ± 771.48 vs. 258.20 ±
156.77 ng/mL, p = 0.001) (Table 1). When anti-MDA5+DM patients were divided into RP-ILD (n = 20) and
non-RP-ILD groups (n = 19), patients with RP-ILD exhibited significantly higher serum CRP levels than
those non-RP-ILD patients [8.81 (2.93–31.88) vs. 3.96 (2.17–7.99) mg/L, p = 0.021] (Table 2) at baseline. Page 5/18 Page 5/18 All-cause mortality rate of all anti-MDA5+DM patients was 25.64%. All deaths occurred in RP-ILD group
due to respiratory failure. There were no statistically significant differences in clinical manifestations
between anti-MDA5+DM patients with RP-ILD and with non-RP-ILD. All-cause mortality rate of all anti-MDA5+DM patients was 25.64%. All deaths occurred in RP-ILD group
due to respiratory failure. There were no statistically significant differences in clinical manifestations
between anti-MDA5+DM patients with RP-ILD and with non-RP-ILD. All-cause mortality rate of all anti-MDA5+DM patients was 25.64%. All deaths occurred in RP-ILD group
due to respiratory failure. There were no statistically significant differences in clinical manifestations
between anti-MDA5+DM patients with RP-ILD and with non-RP-ILD. Page 6/18 Table 1
Clinical manifestations and laboratory features. Parameters
NC
ASS
MDA5+
p-
value
Case number
20
20
39
Gender, female, no. (%)
11(55%)
14(70%)
27(69.2%)
0.704
Age, mean ± SD, years
48.95 ± 11.71
54.70 ± 11.87
53.94 ± 13.46
0.834
Medical history, months
10.90 ± 16.35
3.00 ± 2.75
0.051
RPILD, no. (%)
6 (30%)
20 (51.28%)
0.119
Myasthenia, no. (%)
1 (5%)
14 (35.89%)
0.010
Gottron’s sign, no. (%)
4 (20%)
23 (58.9%)
0.004
Heliotrope rash, no. (%)
1 (5%)
11 (28.2%)
0.044
V sign, no. (%)
1 (5%)
15 (38.46%)
0.006
Shawl sign, no. (%)
1 (5%)
10 (25.64%)
0.079
Periungual erythema, no. Participants characteristics (%)
0 (0%)
10 (25.64%)
0.012
Skin ulcers, no. (%)
0 (0%)
7 (17.95%)
0.083
Mechanic’s hands, no. (%)
4 (20%)
13 (33.33%)
0.284
Arthritis, no. (%)
1 (5%)
10 (25.64%)
0.079
CK, median (range), IU/L
64.00 (39.75–
92.50)
47.00 (29.00-
105.00)
0.659
LDH, median (range), U/L
268.50 (210.25–
367.00)
319.00 (276.00-
418.00)
0.070
ESR, median (range), mm/H
36.00 (7.00–45.00)
36.00 (25.00-
48.75)
0.761
SF, mean ± SD, ng/mL
258.20 ± 156.77
916.94 ± 771.48
0.001
CRP, median (range), mg/L
6.30 (1.62–27.82)
4.94 (2.30–11.40)
0.692
BAFF, mean ± SD, pg/mL
2486.28
± 767.97
2540.89 ± 1403.04
3882.32 ± 1880.09
0.001
Data are presented as mean ± SD or median (range) or case number (percentage); Student’s t-test,
Pearson’s Chi square test and analysis of variance (ANOVA) were used to analysis. All of the clinical
and laboratory parameters were obtained at the first evaluation. Anti-MDA5+DM: anti-melanoma
differentiation-associated protein 5 antibody positive dermatomyositis; RP-ILD: rapidly progressive
interstitial lung disease; CK: cytokeratin; CRP: C-reactive protein; LDH: dehydrogenase; ESR:
erythrocyte sedimentation rate; SF: serum ferritin; BAFF: B-cell activating factor. Table 1
Clinical manifestations and laboratory features. Data are presented as mean ± SD or median (range) or case number (percentage); Student’s t-test,
Pearson’s Chi square test and analysis of variance (ANOVA) were used to analysis. All of the clinical
and laboratory parameters were obtained at the first evaluation. Anti-MDA5+DM: anti-melanoma
differentiation-associated protein 5 antibody positive dermatomyositis; RP-ILD: rapidly progressive
interstitial lung disease; CK: cytokeratin; CRP: C-reactive protein; LDH: dehydrogenase; ESR:
erythrocyte sedimentation rate; SF: serum ferritin; BAFF: B-cell activating factor. Data are presented as mean ± SD or median (range) or case number (percentage); Student’s t-test,
Pearson’s Chi square test and analysis of variance (ANOVA) were used to analysis. All of the clinical
and laboratory parameters were obtained at the first evaluation. Anti-MDA5+DM: anti-melanoma
differentiation associated protein 5 antibody positive dermatomyositis; RP ILD: rapidly progressive and laboratory parameters were obtained at the first evaluation. Anti-MDA5+DM: anti-melanoma
differentiation-associated protein 5 antibody positive dermatomyositis; RP-ILD: rapidly progressive
interstitial lung disease; CK: cytokeratin; CRP: C-reactive protein; LDH: dehydrogenase; ESR:
erythrocyte sedimentation rate; SF: serum ferritin; BAFF: B-cell activating factor. Page 7/18 Table 2 Table 2
Clinical manifestations and laboratory features. Parameters
non-RP-ILD
RP-ILD
p-value
Case number
19
20
Gender, female, no. Participants characteristics (%)
13 (68.42%)
14 (70%)
0.915
Age, mean ± SD, years
51.05 ± 16.05
56.70 ± 10.10
0.194
Medical history, months
3.73 ± 2.90
2.35 ± 2.07
0.103
Myasthenia, no. (%)
5 (26.31%)
9 (45%)
0.224
Gottron’s sign, no. (%)
13 (68.42%)
10 (50%)
0.242
Heliotrope rash, no. (%)
5 (26.31%)
6 (30%)
0.798
V sign, no. (%)
9 (47.36%)
6 (30%)
0.265
Shawl sign, no. (%)
6 (31.57%)
4 (20%)
0.408
Periungual erythema, no. (%)
5 (26.31%)
5 (25%)
0.925
Skin ulcers, no. (%)
5 (26.31%)
2 (10%)
0.184
Mechanic’s hands, no. (%)
6 (27.27%)
7 (35%)
0.821
Arthritis, no. (%)
6 (21.21%)
4 (20%)
0.408
CK, median (range), IU/L
47.00 (35.00-122.00)
51.00 (25.50-98.25)
0.561
LDH, median (range), U/L
317.00 (253.00-418.00)
319.00 (277.25–423.00)
0.853
ESR, median (range), mm/H
33.50 (22.00-46.50)
41.00 (21.00–54.00)
0.348
SF, median (range), ng/mL
586.10 (453.25–876.70)
916.40 (641.75-1121.93)
0.692
CRP, median (range), mg/L
3.96 (2.17–7.99)
8.81 (2.93–31.88)
0.021
BAFF, mean ± SD, pg/mL
3297.28 ± 1794.69
4549.78 ± 1839.97
0.040 Data are presented as mean ± SD or median (range) or case number (percentage). Student’s t-test,
Pearson’s Chi square test and analysis of variance (ANOVA) were used to analysis. All of the clinical and laboratory parameters were obtained at the first evaluation. Anti-MDA5+DM: anti-melanoma
differentiation-associated protein 5 antibody positive dermatomyositis; RP-ILD: rapidly progressive
interstitial lung disease; CK: cytokeratin; LDH: dehydrogenase; ESR: erythrocyte sedimentation rate;
SF: serum ferritin; CRP: C-reactive protein; BAFF: B-cell activating factor. Elevated serum BAFF levels in anti-MDA5+ DM Serum levels of BAFF was significantly higher in patients with anti-MDA5+ DM than those in patients with
ASS (3882.32 ± 1880.09 vs. 2540.89 ± 1403.04, p = 0.0056) or HC (3882.32 ± 1880.09 vs. 2486.28 ±
767.97 pg/mL, p = 0.003) (Fig. 1 and Table 1). No significant difference in BAFF levels was found Page 8/18 between ASS patients and HC. When patients were divided into RP-ILD and non-RP-ILD groups, the RP-ILD
patients had the significantly higher BAFF levels as compared to non-RP-ILD patients (4549.78 ± 1839.97
vs. 3297.28 ± 1794.69 pg/mL, p = 0.04) (Fig. 1 and Table 2). Clinical correlation of serum BAFF levels in anti-MDA5+ DM To explore the characteristics of patients with high serum BAFF levels, we evaluated the correlation
between serum BAFF levels and clinical parameters. The results showed that BAFF levels were correlated
positively with the serum levels of CK, LDH and CRP in anti-MDA5+DM patients (r = 0.518, p = 0.001 for
CK; r = 0.393, p = 0.016 for LDH; r = 0.350, p = 0.035 for CRP; respectively) (Fig. 2A-C). However, neither
serum levels of serum ferritin (SF) nor erythrocyte sedimentation rate (ESR) level was significantly
correlated with serum BAFF levels (p = 0.183 and p = 0.658, respectively) (Fig. 2D-E). Independent predictability of BAFF to RP-ILD in anti- y
g
g
y
g
q
g
2971.5 pg/mL were put into the multivariate regression analysis. Anti-MDA5+DM: anti-melanoma
differentiation-associated protein 5 antibody positive dermatomyositis; RP-ILD: rapidly progressive
interstitial lung disease; CK: cytokeratin; LDH: lactate dehydrogenase; ESR: erythrocyte sedimentation
rate; CRP: C-reactive protein; SF: serum ferritin; BAFF: B-cell activating factor. Independent predictability of BAFF to RP-ILD in anti- In order to predict the occurrence of RP-ILD in anti-MDA5+DM, ROC curve was used to determine the cut-
off value of serum BAFF concentration. The data showed that 2971.5 pg/mL has the highest diagnostic
efficiency to distinguish the patients with or without RP-ILD (AUC area = 0.690, 95% CI = 0.514–0.867,
sensitivity 90% and specificity 55.6%; p = 0.045) (Fig. 3). In order to further clarify the application
efficiency of the above cut-off value in anti-MDA5+DM patients with RP-ILD, we next performed the
logistic regression analysis. After continuous variables were transformed into dichotomies, the results of
univariate analysis showed that CRP > 8 mg/L and BAFF > 2971.5 pg/mL were candidate risk factors for
anti-MDA5+DM with RP-ILD. When they were included into the multivariate equation, BAFF > 2971.5
pg/mL was an independent risk factor for RP-ILD in anti-MDA5+DM patients (OR = 9.389, 95% CI = 1.609–
54.769; p = 0.013) (Table 3). Page 9/18 Table 3 Table 3
Logistic analysis of RP-ILD influenced by characteristics of DM patients. RP-ILD
Unadjusted
Adjusted
OR (95% CI)
p-value
OR (95% CI)
p-value
Gender, Female
1.077 (0.276–4.197)
0.915
Age
1.034 (0.988–1.078)
0.198
Myasthenia
2.291 (0.595–8.825)
0.228
Gottron’s sign
0.462 (0.125–1.703)
0.246
Heliotrope rash
1.350 (0.379–4.811)
0.643
V sign
0.690 (0.213–2.237)
0.536
shawl signs
0.675 (0.174–2.614)
0.570
Periungual erythema
1.333 (0.341–5.208)
0.679
arthritis
0.674 (0.174–2.614)
0.570
mechanic hands
1.185 (0.382–3.675)
0.769
skin ulcers
0.467(0.083–2.627)
0.387
CK, > 200 U/L
0.593 (0.088–4.009)
0.592
LDH, > 227 IU/L
2.235 (0.186–26.908)
0.526
ESR, > 21 mm/h
1.133(0.198–6.486)
0.888
CRP, > 8 mg/L
3.750 (0.917–15.342)
0.066
2.337 (0.487–11.228)
0.289
SF, > 336.2 ng/ml
1.373 (0.462–4.073)
0.568
BAFF, > 2971.5 pg/ml
11.250 (1.991–63.560)
0.006
9.389 (1.609–54.769)
0.013
Binary logistical regression analysis was used in regression equation. CRP > 8 mg/L and BAFF >
2971.5 pg/mL were put into the multivariate regression analysis. Anti-MDA5+DM: anti-melanoma
differentiation-associated protein 5 antibody positive dermatomyositis; RP-ILD: rapidly progressive
interstitial lung disease; CK: cytokeratin; LDH: lactate dehydrogenase; ESR: erythrocyte sedimentation
rate; CRP: C-reactive protein; SF: serum ferritin; BAFF: B-cell activating factor. Binary logistical regression analysis was used in regression equation. CRP > 8 mg/L and BAFF >
2971.5 pg/mL were put into the multivariate regression analysis. Anti-MDA5+DM: anti-melanoma
differentiation-associated protein 5 antibody positive dermatomyositis; RP-ILD: rapidly progressive
interstitial lung disease; CK: cytokeratin; LDH: lactate dehydrogenase; ESR: erythrocyte sedimentation
rate; CRP: C-reactive protein; SF: serum ferritin; BAFF: B-cell activating factor. Discussion In the present study, we measured serum BAFF level and explored its clinical implication in patients with
anti-MDA5+DM. We found that serum BAFF levels were significantly increased in anti-MDA5+DM patients
compared with those in ASS patients and HC. Moreover, serum BAFF level was associated with disease
severity of ILD, and BAFF levels > 2971.5 pg/mL was an independent risk factor for RP-ILD in anti- Page 10/18 Page 10/18 MDA5+DM patient. These findings indicated that BAFF participates in the pathological process of ILD
and might serve as a biomarker for RP-ILD risk prediction in anti-MDA5+DM patients. MDA5+DM patient. These findings indicated that BAFF participates in the pathological process of ILD
and might serve as a biomarker for RP-ILD risk prediction in anti-MDA5+DM patients. Previous studies have revealed that serum BAFF level was elevated in DM, and associated with the
prevalence of ILD [15, 16]. The major finding of current study is that serum BAFF level was significant
positive correlation with RP-ILD in anti-MDA5+DM. These findings have at least 2 important clinical
implications. First, our present results suggest that serum BAFF had certain predictive value for RP-ILD and poor
prognosis in patients with anti-MDA5+DM. As a life-threatening complication of anti-MDA5+DM, early
recognition and early treatment of RP-ILD is the key to improve prognosis. Although several serum risk
factors, including anti-MDA5 antibody titer, CRP, LDH, and SF [17–19], are thought to be associated with the
development of ILD in MDA5+ patients, however, they are not a good predictor of the occurrence of RP-
ILD. In current study, with a cut-off value of 2971.5 pg/ml of serum BAFF can help distinguish RP-ILD
patients from anti-MDA5+DM patients (Fig. 3). Multivariate regression further suggested that BAFF was
an independent risk factor for RP-ILD in anti-MDA5+DM. Second, our finding of an association of RP-ILD with elevated serum imply BAFF-blocking therapy could
be an attractive novel treatment for anti-MDA5+DM patients, especially patients with a tendency toward
RP-ILD. Elevated CD19+ B cells have been found in anti-MDA5+DM patients compared with ASS, and are
associated with poor outcomes [20]. As a salvage therapy strategy, Rituximab is usually selected for the
treatment of RP-ILD with a resistance to conventional therapy or with a life-threatening condition [21]. However, the uncertain efficacy and high risk of infection limits the widespread adoption of B-cell
depletion in clinical practice. BAFF plays an important role in the activation and homeostasis of B cell. Discussion The increased serum BAFF level
is significantly correlated with disease-specific antibodies level in some autoimmune diseases, such as
anti-SSA in SS, anti-dsDNA in SLE, anti-histone in SSc [22–25] and anti-Jo1 in IIM [26–28]. It is thought that
BAFF may contribute to the development of RP-ILD in anti-MDA5+DM by promoting the survival and
activation of autoreactive B cells, and then enhance the production of a variety of autoantibodies,
including anti-MDA5 autoantibodies. Besides, BAFF contributes to progression of ILD by impairing
apoptosis of naive B cells via BAFF receptor [29]. Additionally, BAFF also promotes pulmonary interstitial
fibrosis by acting as a potent inducer of TIMP-1, α-SMA, CCL2, and IL-6 [30]. Therefore, more research is
needed to determine the long-term safety and efficacy of BAFF inhibition in the treatment of anti-
MDA5+DM associated RP-ILD. We also found that BAFF levels were correlated positively with the serum level of CRP, CK and LDH in anti-
MDA5+DM patients. We previously reported elevated serum CRP and LDH levels represented the high
inflammation condition in anti-MDA5+ DM patients and linked to RP-ILD and poor outcomes [31]. Consistent with these findings, the current data indicate that excessive BAFF level is involved in the Page 11/18 Page 11/18 Page 11/18 inflammatory response or autoimmune reaction in anti-MDA5+DM patients. Combined serum BAFF levels
with other serum markers including CRP and LDH may reflect severity of lung injury and can help early
identify RP-ILD patients in anti-MDA5+DM patients. This study had several limitations. Due to the low incidence of MDA5, we included a limited number of
cases in this study. Besides, lung function tests were not performed in all patients and there was a lack of
correlation between BAFF levels and FVC or DLCO values, which have been reported as risk factors for
RP-ILD combined with anti-MDA5+DM [32]. In addition, we did not obtain the dynamic change of BAFF
level with treatment response and the number of effector B cells at the matched time point. These results
are need to further validation in a large and prospective cohort. Consent for publication Not applicable. Conclusions The current study revealed that elevated serum BAFF levels are associated with an increased risk of
developing RP-ILD. Therefore, combining serum BAFF levels with imaging and clinical features can aid
the early detection of high-risk RP-ILD patients. Furthermore, BAFF may be a potential target for
preventing RP-ILD in anti-MDA5+DM patients. Further research is needed to fully understand the role of
BAFF in RP-ILD development, and explore the potential benefits and risks of BAFF inhibition in anti-
MDA5+DM patients. Ethics approval and consent to participate The study protocol was approved by the First Affiliated Hospital of Nanjing Medical University Committee
on Ethics (ID: 2020-SR-265). Informed consent was obtained from each study participant. . Availability of data and materials All data generated or analysed during this study are included in this published article . Competing interests The authors declare that they have no competing interests. and Education (JSDW202203) of China. and Education (JSDW202203) of China. Acknowledgements We thank all authors for their continuous and excellent support with patients’ data collection, data
analysis, statistical analysis, and valuable suggestions for the article. Authors’ contributions WT designed the study. YS and MZ contributed to the study design. HY, CL, YZ, LX recruited patients and
obtained consent for the study. YS, CL and YQ performed the experimental work. YS and CL analyzed and
interpreted the data. YS, FW and WT wrote the manuscript. All authors read, revised, and approved the
final version of the manuscript. Funding This work was supported by the National Natural Science Foundation of China (NSFC):
82171794, 81971532 and Jiangsu Province Capability Improvement Project through Science, Technology Page 12/18 and Education (JSDW202203) of China. Authors’ information Department of Rheumatology, The First Affiliated Hospital of Nanjing Medical University, Nanjing,
Jiangsu, China. Yumeng Shi, Hanxiao You, Chang Liu, Yulu Qiu, Chengyin Lv, Yujing Zhu, Lingxiao Xu, Miaojia
Zhang, Wenfeng Tan Yumeng Shi, Hanxiao You, Chang Liu, Yulu Qiu, Chengyin Lv, Yujing Zhu, Lingxiao Xu, Miaojia
Zhang, Wenfeng Tan Department of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu,
China. Department of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu,
China. Fang wang References Circulating and skin biopsy-present cytokines related to the
pathogenesis of cutaneous lupus erythematosus. Autoimmun Rev. 2023;22(2):103262. 10. Kumar G, Axtell RC. Dual Role of B Cells in Multiple Sclerosis. Int J Mol Sci. 2023;24(3):2336. Axtell RC. Dual Role of B Cells in Multiple Sclerosis. Int J Mol Sci. 2023;24(3 10. Kumar G, Axtell RC. Dual Role of B Cells in Multiple Sclerosis. Int J Mol S 11. Hamada T, Samukawa T, Kumamoto T, Hatanaka K, Tsukuya G, Yamamoto M, et al. Serum B cell-
activating factor (BAFF) level in connective tissue disease associated interstitial lung disease. BMC
Pulm Med. 2015;15:110. 12. Wang Y, Xie X, Zheng S, Du G, Chen S, Zhang W, et al. Serum B-cell activating factor and lung
ultrasound B-lines in connective tissue disease related interstitial lung disease. Front Med
(Lausanne). 2022; 9:1066111. 13. Francois A, Chatelus E, Wachsmann D, Sibilia J, Bahram S, Alsaleh G, et al. B lymphocytes and B-cell
activating factor promote collagen and profibrotic markers expression by dermal fibroblasts in
systemic sclerosis. Arthritis Res Ther. 2013;15(5): R168. 14. Matsushita T, Kobayashi T, Kano M, Hamaguchi Y, Takehara K. Elevated serum B-cell activating
factor levels in patients with dermatomyositis: Association with interstitial lung disease. J Dermatol. 2019;46(12):1190-6. 14. Matsushita T, Kobayashi T, Kano M, Hamaguchi Y, Takehara K. Elevated serum B-cell activating
factor levels in patients with dermatomyositis: Association with interstitial lung disease. J Dermatol. 2019;46(12):1190-6. 15. Kobayashi N, Kobayashi I, Mori M, Sato S, Iwata N, Shigemura T, et al. Increased Serum B Cell
Activating Factor and a Proliferation-inducing Ligand Are Associated with Interstitial Lung Disease in
Patients with Juvenile Dermatomyositis. J Rheumatol. 2015;42(12):2412-8. 15. Kobayashi N, Kobayashi I, Mori M, Sato S, Iwata N, Shigemura T, et al. Increased Serum B Cell
Activating Factor and a Proliferation-inducing Ligand Are Associated with Interstitial Lung Disease in
Patients with Juvenile Dermatomyositis. J Rheumatol. 2015;42(12):2412-8. 16. Krystufkova O, Hulejova H, Mann HF, Pecha O, Putova I, Ekholm L, et al. Serum levels of B-cell
activating factor of the TNF family (BAFF) correlate with anti-Jo-1 autoantibodies levels and disease
activity in patients with anti-Jo-1positive polymyositis and dermatomyositis. Arthritis Res Ther. 2018;20(1):158. 17. Gono T, Masui K, Nishina N, Kawaguchi Y, Kawakami A, Ikeda K, et al. Risk Prediction Modeling
Based on a Combination of Initial Serum Biomarker Levels in Polymyositis/Dermatomyositis-
Associated Interstitial Lung Disease. Arthritis Rheumatol. 2021;73(4):677-86. 17. References 1. Sato S, Hirakata M, Kuwana M, Suwa A, Inada S, Mimori T, et al. Autoantibodies to a 140-kd
polypeptide, CADM-140, in Japanese patients with clinically amyopathic dermatomyositis. Arthritis
Rheum. 2005;52(5):1571-6. 1. Sato S, Hirakata M, Kuwana M, Suwa A, Inada S, Mimori T, et al. Autoantibodies to a 140-kd
polypeptide, CADM-140, in Japanese patients with clinically amyopathic dermatomyositis. Arthritis
Rheum. 2005;52(5):1571-6. 2. Sato S, Hoshino K, Satoh T, Fujita T, Kawakami Y, Fujita T, et al. RNA helicase encoded by melanoma
differentiation-associated gene 5 is a major autoantigen in patients with clinically amyopathic
dermatomyositis: Association with rapidly progressive interstitial lung disease. Arthritis Rheum. 2009;60(7):2193-200. 2. Sato S, Hoshino K, Satoh T, Fujita T, Kawakami Y, Fujita T, et al. RNA helicase encoded by melanoma
differentiation-associated gene 5 is a major autoantigen in patients with clinically amyopathic
dermatomyositis: Association with rapidly progressive interstitial lung disease. Arthritis Rheum. 2009;60(7):2193-200. 3. Nakashima R, Imura Y, Kobayashi S, Yukawa N, Yoshifuji H, Nojima T, et al. The RIG-I-like receptor
IFIH1/MDA5 is a dermatomyositis-specific autoantigen identified by the anti-CADM-140 antibody. Rheumatology (Oxford). 2010;49(3):433-40. 4. Hamaguchi Y, Kuwana M, Hoshino K, Hasegawa M, Kaji K, Matsushita T, et al. Clinical correlations
with dermatomyositis-specific autoantibodies in adult Japanese patients with dermatomyositis: a
multicenter cross-sectional study. Arch Dermatol. 2011;147(4):391-8. Page 13/18 Page 13/18 5. Koga T, Fujikawa K, Horai Y, Okada A, Kawashiri SY, Iwamoto N, et al. The diagnostic utility of anti-
melanoma differentiation-associated gene 5 antibody testing for predicting the prognosis of
Japanese patients with DM. Rheumatology (Oxford). 2012;51(7):1278-84. 6. Kumric M, Zivkovic PM, Ticinovic Kurir T, Vrdoljak J, Vilovic M, Martinovic D, et al. Role of B-Cell
Activating Factor (BAFF) in Inflammatory Bowel Disease. Diagnostics (Basel). 2021;12(1):45. 6. Kumric M, Zivkovic PM, Ticinovic Kurir T, Vrdoljak J, Vilovic M, Martinovic D, et al. Role of B-Cell
Activating Factor (BAFF) in Inflammatory Bowel Disease. Diagnostics (Basel). 2021;12(1):45. 7. Singh H, Kumar U, Senapati S. Translational implications of humoral and cellular immune
dysfunction in granulomatosis with polyangiitis. Cytokine. 2023;164:156154. 7. Singh H, Kumar U, Senapati S. Translational implications of humoral and cellular immune
dysfunction in granulomatosis with polyangiitis. Cytokine. 2023;164:156154. 8. Saez Moya M, Gutierrez-Cozar R, Punet-Ortiz J, Rodriguez de la Concepcion ML, Blanco J, Carrillo J,
et al. Autoimmune B Cell Repertoire in a Mouse Model of Sjogren's Syndrome. Front Immunol. 2021;12:666545. 9. Erazo-Martinez V, Tobon GJ, Canas CA. References Gono T, Masui K, Nishina N, Kawaguchi Y, Kawakami A, Ikeda K, et al. Risk Prediction Modeling
Based on a Combination of Initial Serum Biomarker Levels in Polymyositis/Dermatomyositis-
Associated Interstitial Lung Disease. Arthritis Rheumatol. 2021;73(4):677-86. 18. Xu Y, Yang CS, Li YJ, Liu XD, Wang JN, Zhao Q, et al. Predictive factors of rapidly progressive-
interstitial lung disease in patients with clinically amyopathic dermatomyositis. Clin Rheumatol. 2016;35(1):113-6. 18. Xu Y, Yang CS, Li YJ, Liu XD, Wang JN, Zhao Q, et al. Predictive factors of rapidly progressive-
interstitial lung disease in patients with clinically amyopathic dermatomyositis. Clin Rheumatol. 2016;35(1):113-6. Page 14/18 Page 14/18 19. Feng L, Wang H, Zhao Y, Zhao T, Zhang J, Huang F, et al. Clinical manifestations and outcome of
anti-aminoacyl-transfer RNA synthetase antibody and anti-melanoma differentiation-associated
gene 5 antibody positive patients with interstitial lung disease. Clin Exp Rheumatol. 2022;40(1):97-
103. 20. Wang Y, Zhu L, Ju B, Luo J, Li Q, Lv X, et al. Alterations of peripheral blood B cell subsets in Chinese
patients with adult idiopathic inflammatory myopathies. Clin Exp Rheumatol. 2022;40(2):260-6. 21. He C, Li W, Xie Q, Yin G. Rituximab in the Treatment of Interstitial Lung Diseases Related to Anti-
Melanoma Differentiation-Associated Gene 5 Dermatomyositis: A Systematic Review. Front
Immunol. 2021;12:820163. 22. Mariette X, Roux S, Zhang J, Bengoufa D, Lavie F, Zhou T, et al. The level of BLyS (BAFF) correlates
with the titre of autoantibodies in human Sjogren's syndrome. Ann Rheum Dis. 2003;62(2):168-71. 23. Stohl W, Metyas S, Tan SM, Cheema GS, Oamar B, Roschke V, et al. Inverse association between
circulating APRIL levels and serological and clinical disease activity in patients with systemic lupus
erythematosus. Ann Rheum Dis. 2004;63(9):1096-103. 24. Matsushita T, Hasegawa M, Yanaba K, Kodera M, Takehara K, Sato S. Elevated serum BAFF levels in
patients with systemic sclerosis: enhanced BAFF signaling in systemic sclerosis B lymphocytes. Arthritis Rheum. 2006;54(1):192-201. 25. Vosters JL, Roescher N, Polling EJ, Illei GG, Tak PP. The expression of APRIL in Sjogren's syndrome:
aberrant expression of APRIL in the salivary gland. Rheumatology (Oxford). 2012;51(9):1557-62. 26. Krystufkova O, Vallerskog T, Helmers SB, Mann H, Putova I, Belacek J, et al. Increased serum levels of
B cell activating factor (BAFF) in subsets of patients with idiopathic inflammatory myopathies. Ann
Rheum Dis. 2009;68(6):836-43. 27. Baek A, Park HJ, Na SJ, Shim DS, Moon JS, Yang Y, et al. Figures Figures Figure 1
Serum BAFF concentration in HC, ASS and anti-MDA5+DM patients. A. Serum BAFF levels in HC (n = 20
ASS (n = 20) and anti-MDA5+DM patients (n = 39); B. Serum BAFF concentrations in anti-MDA5+DM
patients with (n = 20) and without RP-ILD (n = 19); **p< 0.01; *p< 0.05. References The expression of BAFF in the muscles of
patients with dermatomyositis. J Neuroimmunol. 2012;249(1-2):96-100. 28. Lopez De Padilla CM, McNallan KT, Crowson CS, Bilgic H, Bram RJ, Hein MS, et al. BAFF expression
correlates with idiopathic inflammatory myopathy disease activity measures and autoantibodies. J
Rheumatol. 2013;40(3):294-302. 29. Maglione PJ, Gyimesi G, Cols M, Radigan L, Ko HM, Weinberger T, et al. BAFF-driven B cell
hyperplasia underlies lung disease in common variable immunodeficiency. JCI Insight. 2019;4(5):
e122728. 30. Matson EM, Abyazi ML, Bell KA, Hayes KM, Maglione PJ. B Cell Dysregulation in Common Variable
Immunodeficiency Interstitial Lung Disease. Front Immunol. 2020;11:622114. 31. Xu L, You H, Wang L, Lv C, Yuan F, Li J, et al. Identification of Three Different Phenotypes in Anti-
Melanoma Differentiation-Associated Gene 5 Antibody-Positive Dermatomyositis Patients:
Implications for Prediction of Rapidly Progressive Interstitial Lung Disease. Arthritis Rheumatol. 2023;75(4):609-19. Page 15/18
32. Wu W, Xu W, Sun W, Zhang D, Zhao J, Luo Q, et al. Forced vital capacity predicts the survival of
interstitial lung disease in anti-MDA5 positive dermatomyositis: a multi-centre cohort study. Page 15/18
32. Wu W, Xu W, Sun W, Zhang D, Zhao J, Luo Q, et al. Forced vital capacity predicts the survival of
interstitial lung disease in anti-MDA5 positive dermatomyositis: a multi-centre cohort study. Page 15/18 Rheumatology (Oxford). 2021;61(1):230-9. Figure 1 Figure 1 Serum BAFF concentration in HC, ASS and anti-MDA5+DM patients. A. Serum BAFF levels in HC (n = 20),
ASS (n = 20) and anti-MDA5+DM patients (n = 39); B. Serum BAFF concentrations in anti-MDA5+DM
patients with (n = 20) and without RP-ILD (n = 19); **p< 0.01; *p< 0.05. Serum BAFF concentration in HC, ASS and anti-MDA5+DM patients. A. Serum BAFF levels in HC (n = 20),
ASS (n = 20) and anti-MDA5+DM patients (n = 39); B. Serum BAFF concentrations in anti-MDA5+DM
patients with (n = 20) and without RP-ILD (n = 19); **p< 0.01; *p< 0.05. Page 16/18 Page 16/18 Figure 2
The correlation of serum BAFF and disease activity in anti-MDA5+DM. Correlation of serum BAFF levels
with serum levels of CRP(A),LDH (B), CK (C), SF (D), ESR (E) in patients with anti-MDA5+DM at the first
evaluation. Serum BAFF levels were determined by a specific ELISA. Figure 2 Figure 2 The correlation of serum BAFF and disease activity in anti-MDA5+DM. Correlation of serum BAFF levels
with serum levels of CRP(A),LDH (B), CK (C), SF (D), ESR (E) in patients with anti-MDA5+DM at the first
evaluation. Serum BAFF levels were determined by a specific ELISA. The correlation of serum BAFF and disease activity in anti-MDA5+DM. Correlation of serum BAFF levels
with serum levels of CRP(A),LDH (B), CK (C), SF (D), ESR (E) in patients with anti-MDA5+DM at the first
evaluation. Serum BAFF levels were determined by a specific ELISA. Page 17/18 Page 17/18 Figure 3
ROC curve of serum BAFF concentration in anti-MDA5+DM patients. ROC curve shows the area under th
curve (AUC) of serum BAFF concentration in anti-MDA5+DM patients based on patients whether
development of RP-ILD. Figure 3 ROC curve of serum BAFF concentration in anti-MDA5+DM patients. ROC curve shows the area under the
curve (AUC) of serum BAFF concentration in anti-MDA5+DM patients based on patients whether
development of RP-ILD. ROC curve of serum BAFF concentration in anti-MDA5+DM patients. ROC curve shows the area under the
curve (AUC) of serum BAFF concentration in anti-MDA5+DM patients based on patients whether
development of RP-ILD. Page 18/18
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Factors related to monitoring during admission of acute patients
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Thomas Schmidt1 • Camilla N. Bech2 • Mikkel Brabrand2,3 • Uffe Kock Wiil1 •
Annmarie Lassen2 Received: 17 December 2015 / Accepted: 5 April 2016 / Published online: 12 April 2016
The Author(s) 2016. This article is published with open access at Springerlink.com Abstract
Understanding the use of patient monitoring
systems in emergency and acute facilities may help to
identify reasons for failure to identify risk patients in these
settings. Hence, we investigate factors related to the uti-
lization of automated monitoring for patients admitted to
an acute admission unit by introducing monitor load as the
proportion between monitored time and length of stay. A
cohort study of patients admitted and registered to patient
monitors in the period from 10/10/2013 to 1/10/2014 at the
acute admission unit of Odense University Hospital in
Denmark. Admissions with at least one measurement were
analyzed using quantile regression by looking at the impact
of distance from nursing office, number of concurrent
patients,
wing
type
(medical/surgical),
age,
sex, comorbidities, and severity conditioned on how much
patients were monitored during their admissions. We reg-
istered 11,848 admissions, of which we were able to link
patient monitor readings to 3149 (26.6 %) with 50 % being
monitored \1.4 % of total admission time. Distance from
nursing office had little influence on patients monitored
\10 % of their admission time. But for other patients,
being positioned further away from the office reduced the
level of monitoring. Higher levels of severity were related
to higher degrees of monitoring, but being admitted to the
surgical wing reduce how much patients were monitored,
and periods with many concurrent patients lead to a small
increase in monitoring. We found a significant variation
concerning how much patients were monitored during
admission to an acute admission unit. Our results point to
potential patient safety improvements in clinical proce-
dures, and advocate an awareness of how patient moni-
toring systems are utilized. Electronic supplementary material
The online version of this
article (doi:10.1007/s10877-016-9876-y) contains supplementary
material, which is available to authorized users. & Thomas Schmidt
schmidt@mmmi.sdu.dk
Camilla N. Bech
Camilla.noergaard.bech@rsyd.dk
Mikkel Brabrand
mikkel.brabrand@rsyd.dk
Uffe Kock Wiil
ukwiil@mmmi.sdu.dk
Annmarie Lassen
annmarie.lassen@rsyd.dk
1
The Maersk Mc-Kinney Moeller Institute, University of
Southern Denmark, Campusvej 55, 5230 Odense, Denmark
2
Department of Emergency Medicine, Odense University
Hospital, Odense, Denmark
3
Department of Emergency Medicine, Hospital of South West
Jutland, Esbjerg, Denmark Keywords
Emergency departments Computerized
decision support Patient monitoring J Clin Monit Comput (2017) 31:641–649
DOI 10.1007/s10877-016-9876-y ORIGINAL RESEARCH Factors related to monitoring during admission of acute patients Thomas Schmidt1 • Camilla N. Bech2 • Mikkel Brabrand2,3 • Uffe Kock Wiil1 •
Annmarie Lassen2 1 Background Patients of all sorts and with a wide range of diagnoses are
treated in emergency departments (ED) around the world
every single day. Keeping track of such a diverse group of
patients challenges both clinicians and systems. To cope
with this, several health information systems have been
developed specifically for managing the flow and treatment
of patients. Still, a substantial number of acutely admitted
patients
deteriorate
during
their
admission
with
an
increased risk of adverse outcomes [1]. There is wide-
spread consensus that the risk of such deterioration can be 1
The Maersk Mc-Kinney Moeller Institute, University of
Southern Denmark, Campusvej 55, 5230 Odense, Denmark 2
Department of Emergency Medicine, Odense University
Hospital, Odense, Denmark 3
Department of Emergency Medicine, Hospital of South West
Jutland, Esbjerg, Denmark 12 3 J Clin Monit Comput (2017) 31:641–649 642 reduced by a more frequent and rigorous approach to
monitoring of patient vital signs [2]. However, the decision
to continuously monitor a patient’s vital signs can still be a
result of multiple causes; e.g., raised patient concern, or to
optimize working procedures by not having to attach sen-
sors repeatedly on patients requiring frequent registrations. Or perhaps also as a mean for boosting situational aware-
ness in high load periods [3]. As such, monitoring can be
viewed as an important part of the afferent limb as it
provides feedback needed to initiate interventions [4]. The
notion that an increased rate of vital sign registrations
reduce the risk of adverse events has spurred a surge in
quality assurance programs worldwide, despite concerns
about the effectiveness of routinely measured vital signs
have been raised [5]. Partly because the process of vital
sign registrations is associated with both human and
machine related errors [6]. Evidently, there exists a gap
between the clinical reality and the vital sign registration
procedures defined by guidelines [7, 8], and as most
research on automated monitoring has been conducted in
the settings of intensive care units (ICU) [9] we in this
work focus instead on monitoring in acute settings. deemed necessary, an intensive care consultant is contacted
and need and relevancy for transfer has to be acknowl-
edged by both parties. The ward is structured into three
wings, one wing for surgical patients (12 beds), and two
wings for medical patients (18 and 16 beds). 2.1 Data description We expect very sick patients to be monitored more than
the less sick; and, it has been documented that clinicians
are prone to skip vital sign registrations of less severe
patients [8]. This can potentially lead to dire consequences
for these patients as the risk of deterioration is present
across all severity levels [10]. Understanding the utilization
of patient monitoring systems in the dispersed and shared
working environments of EDs and acute wards may help to
identify some of the reasons for failure to rescue patients
[11]. All vital signs from all monitors at the ward in the period
from 10th of October 2013 to 1st of October 2014 are
captured in a research database using a customized appli-
cation written in Java. The department relies on Philips
IntelliVue MP30/50 monitors in a networked setup as
monitoring information from beds are aggregated on Phi-
lips IntelliVue Information Centers in each nursing office. When a patient is attached to a monitor our system receives
a packet containing vital sign information at different
intervals. Every minute we register heart rate and respira-
tion rate from 3-lead ECG, pulse rate and peripheral oxy-
gen saturation (spO2) measured via pulse oximetry. Depending on the clinical assessment of the patient, sys-
tolic and diastolic blood pressures are registered in inter-
vals from 5 to 60 min using cuffs. In this project, nurses are
asked to enter patient identification into the Philips moni-
tors by personal identification number (PIN) and name,
thus enabling us to link the vital signs from a given bed
location to a specific patient. Apart from this, the data
collection instills no further change to existing clinical
practice. We include all patients registered on the monitor
with at least one measurement. However, not all patients
get their information entered into the monitors, and con-
sequently our system holds an amount of vital values which
we cannot associate with specific patients. The character-
istics of the not-identified patients are included in our
analysis to enable between-group comparisons. Although increased levels of automated monitoring may
improve the detection of patient deterioration, several
factors may influence the extent to which a patient is being
monitored. 2.1 Data description The purpose of this paper is to investigate the
use of automated monitoring of patients admitted to an
acute admission unit by analyzing how much the effects of
distance from the nursing office, number of concurrently
admitted patients, wing type (medical/surgical), age, sex,
comorbidities, and severity change conditioned on how
much patients are monitored during admission. 1 Background The processing and management of patients in this ED
has been documented in an earlier field study conducted by
the first author [12]. In relevance to this paper, the most
important aspects are the department’s reliance on a 5-level
triage and observation regimen system which defines a
baseline level of clinical alertness for each level (Blue,
Green, Yellow, Orange, Red), and that the bedside ward is
structured into three distinct wings, with a nurse office in
the center of each wing. Each bed on every wing is
equipped with its own vital signs monitoring unit. The
degree of monitoring for each patient is defined by the
attending physician based on the observation regimen, and
in some cases adjusted by nurses afterwards. The assigned
observation regimen is registered in the patient’s electronic
medical record. 2.2 Analysis We aim to describe patient and department related factors
and their relationship to how much patients are monitored. During their admission, patients will be intermittently
attached to bedside vital sign monitors. We use the extent
to which a patient is monitored as our point of interest by
defining monitor load as the proportion between time
attached to monitor and length of stay. A monitor load
percentage of 100 % means that the patient is being con-
tinuously monitored throughout their entire admission;
which in the study settings translates to 1 automatic reading
per minute. Between group comparison for distribution of triage
categories as severity, and comorbidities between patients
registered on the monitors, and not-registered patients are
evaluated using Chi squared tests. The preprocessing and regression analysis is conducted
in R (version 3.1.1) using the quantreg package [21]. The
data is preprocessed by calculating the all the aggregated
exposure variables such as distance, comorbidity and
concurrent load. Access to the registry of patient data was approved by
the Danish Data Protection Agency (Datatilsynet—J.nr. 2013-41-2238), and the Danish Health and Medicines
Authority (Sundhedsstyrelsen—J.nr. 3-3013-518/1). The
study has been presented to the Research Ethics Committee
of Southern Denmark, but as this is a non-interventional
study an approval was not needed according to Danish law. p
Table 1 provides an overview of the exposure variables
used in the model. Categorical variables are automatically
converted to dummy variables. Concurrent patient load is
calculated based on the number of active beds in the wing
during each patient’s admission period. The analysis
includes exposures relating specifically to each individual;
age, observation regimen, Charlson comorbidity index
[15], and sex. And external factors; distance from nursing
office, concurrent load, and wing type. The relationship
between monitor load and each of the exposure variables
are investigated via scatter or box-plots. We focus specif-
ically on the relationship between distance from nursing
office and monitor load using univariate linear regression
analysis, and investigate how the relationship between
these variables change conditioned on what quantile of
monitor load we look at. All variables are combined in a
multivariate model to examine the partial effects of each
variable when controlling for all others [17–19]. We apply
QR for the quantiles s = (0.10, 0.25, 0.50, 0.75, 0.90) and
linear multiple Ordinary Least Squares regression. 2 Methods Our work is based on a cohort study conducted at the acute
admission unit at Odense University Hospital, a 1000 bed
teaching hospital serving as a primary hospital for a local
population of 280,000 citizens. After initial assessment in
the ED, admitted patients projected for short-term stays of
up to 48 h are transferred to the admission unit. Patients
can be transferred to intensive care on clinical indication. If Using the PIN, we link the collected data with supple-
mental information from population based national patient
registries. Arrival, admission, and discharge information 123 643 J Clin Monit Comput (2017) 31:641–649 are retrieved from the Danish National Patient Registry
[13, 14]. We correct for multiplicity using the Holm–Bonferroni
method,
and
investigate
issues
with
multicollinarity
between exposure variables using the variance inflation
factor (VIF) [20]. Finally, we test for differences in
regression coefficients between the quantiles using the
ANOVA method. 3 Results During the data collection period there were 11,848
admissions to the acute ward representing 35,727 days. Of
these we are able to link monitor use to 3149 admissions
(26.6 %) for 10,844 days (30.4 %), representing 1031 fully
monitored days. Patient monitor utilization was also reg-
istered for patients who we could not identify on their
monitors, equating to 1271 fully monitored days. Patients
in our dataset are on average admitted to the ward for
3.3 days, compared to 2.9 days for not-included patients. 115 of the patients admitted to monitors in the dataset Table 1 Overview of exposure variables
Independent variable
Type
Values
Description
Comorbidity Index (CI)
[15]
Ordinal
A, B, C, D
A: CI = 0, B: CI = 1; C: CI = 2; D: CI [ 2
Severity
Ordinal
Regimen levels
(1–5)
See [16]
Age
Ordinal
15 - x
Sex
Nominal
Female/male
Distance
Ordinal
0 - x
Distance in meters from office on each wing
Wings
Nominal
MAU1, Surgial,
MAU2
MAU1-2: (Medical Admission Unit) wings
Concurrent load
Ordinal
1 - x
Average number of patients admitted to the wing per day during the admission
period of the patient Table 1 Overview of exposure variables 123 644 J Clin Monit Comput (2017) 31:641–649 Figure 2 exemplifies this by showing the linear regres-
sion line of the relationship between distance from nursing
office and monitor load in Fig. 2a, and quantile regression
lines based on the 0.20, 0.50 (the median) and 0.80 quan-
tiles in Fig. 2b. From the regression coefficients, we
observe that the association between monitor load and
distance from nursing office grows stronger for the upper
quartiles of monitor load. Online Supplement 1 (Figure 4)
shows the individual relationships between each exposure
variable (age, sex, comorbidity group, triage, wing type,
and the number of other patients treated during admission)
and monitor load. experienced respiratory distress, seven patients suffered
strokes, and one patient had both respiratory and heart
related deterioration during admission. Table 2 summa-
rizes data for patients identifiable from the monitors, and
from patients not registered to monitors. While the differences in proportions for both comor-
bidities and triage between patients identifiable on the
monitors, and other patients, are statistically significant,
there are no substantial clinical differences between these
factors. We do however observe that a lower percentage of
surgical patients are identifiable on the monitors. In Fig. 3 Results 1, we observe the highly skewed distribution of
how much patients are monitored. 50 percent of all the
admissions have a monitor load of less than 0.014; meaning
that half of all the cases are monitored less than 1.4 percent
of their admission. Moving upwards, 70 percent of all
admissions are monitored less than 28 percent of their total
admission length. Thus, as the distribution of monitor load
is heavily right skewed, standard Ordinary Least Squares
regression cannot provide plausible insight. However,
applying a QR approach enables us to analyze the rela-
tionship between the different exposure variables and
monitor load conditioned on monitor load. The results of the multivariate QR results are shown for
all exposures in Fig. 3 as quantile process plots from the
0.10th up to the 0.90th quantile. The solid horizontal line
for each variable indicates the Ordinary Least Squares
regression coefficient, and the dotted horizontal lines show
the confidence interval. Similarly the QR regression results
at each quartile are marked with the regression coefficient
of the exposure variable, and the confidence interval as the
grey band. E.g., we find that distance from nursing office
has the strongest influence for patients who are monitored a
lot (i.e., admissions in the upper quantiles of Fig. 1). For Table 2 Exposure characteristics
Admitted to monitor
Not admitted to monitor
Number of admissions
3149
8699
Number of patients
2815
4104
Male [n (%)]
1526 (48.4)
4314 (49.6)
Mean age
Male
63.8 years, SD = 18.5 years
60.9 years, SD = 21.1 years
Female
66.8 years, SD = 20.9 years
63.8 years, SD = 22.6 years
Comorbidity (Charlson Score (CS)) [n (%)]
(A) CS = 0
1124 (35.7)
3481 (40.0)
(B) CS = 1
641 (20.3)
1643 (18.9)
(C) CS = 2
498 (15.8)
1297 (14.9)
(D) CS [ 2
886 (28.2)
2278 (26.2)
Triage [n (%)]
Missing
514 (16.4)
1554 (17.9)
Blue
7 (0.2)
27 (0.3)
Green
431 (13.7)
1341 (15.4)
Yellow
1301 (41.3)
3333 (38.3)
Orange
842 (26.7)
2315 (26.6)
Red
54 (1.7)
129 (1.5)
Average number of registered vital signs/admission
408 registrations, SD = 633
–
Wing [n (%)]
Surgical
809 (25.7)
3948 (45.4)
MAU1
1015 (32,2)
4751 (54.6) [both medical wings]
MAU2
1325 (42.1) 12 645 J Clin Monit Comput (2017) 31:641–649 bservation regimens we find that Orange classes have a
several exposure variables but the ANOVA finds that all
ig. 3 Results 1 Quantile plot for the
esponse variable—illustrating
he distribution of monitor load
y its quantile distribution
ig. 2 Univariate regression plot of Distance from nursing office and registered Monitor load. a Ordinary Least Squares (mean ased) linear
egression. b Mean linear regression, Median (Q50), 20th Quantile and 80th Quantile linear regression
Clin Monit Comput (2017) 31:641–649
645 Fig. 1 Quantile plot for the
response variable—illustrating
the distribution of monitor load
by its quantile distribution Fig. 2 Univariate regression plot of Distance from nursing office and registered Monitor load. a Ordinary Le
regression. b Mean linear regression, Median (Q50), 20th Quantile and 80th Quantile linear regression Fig. 2 Univariate regression plot of Distance from nursing office and registered Monitor load. a Ordinary Least Squares (mean ased) linear
regression. b Mean linear regression, Median (Q50), 20th Quantile and 80th Quantile linear regression several exposure variables, but the ANOVA finds that all
QR
coefficients
are
significantly
different
from
one
another. observation regimens, we find that Orange classes have a
stronger influence across the quantiles of monitoring load,
but also that its impact decreases for highly monitored
patients. An example of how to interpret the results from Table 3
in Online Supplement 2 and Fig. 3 is provided in Online
Supplement 3. Table 3 in Online Supplement 2 conveys the results of
both regression approaches. Our multiple linear regression
model has an adjusted R2 of 0.1719, and are thus compa-
rable to those of [22], and the model is overall statistically
significant. The VIF is below 1.62 for all exposure vari-
ables, and we thus dismiss issues of multicollinarity. The
Holm–Bonferroni adjustment changes the significance of 3.1 Sensitivity analysis To address and investigate the potential impact of missing
values in the dataset, we reran the analysis with missing 12 3 J Clin Monit Comput (2017) 31:641–649 646 Fig. 3 Quantile regression process plots for exposures—showing the regression coefficients for the quantiles of exposure variables and the
intercept when controlling for all factors Fig. 3 Quantile regression process plots for exposures—showing the regression coefficients for the quantiles of exposure variables and the
intercept when controlling for all factors values removed. This had little impact on the distribution
of the remaining triage coefficients, and did not substan-
tially alter the exposure coefficients or their significance. decreeing more monitoring of patients, does not necessarily
reduce the proportion of patients with adverse events [29]. Vital sign readings are often used to support clinical intu-
itive hunches, and less as objective points of Ref. [30]. Even so, little research on what determine frequency of
vital sign registrations have been published [22]. Since
most assessment systems rely on intermittent or spot-driven
observations, continuous monitoring in its current state
may simply yield excessive amounts of data which can
only be utilized fully through integration into clinical
decision support systems. Also, the risk of more monitoring
leading to alarm fatigue and habituation has to be factored
in by careful consideration of calibrating the alarm
thresholds [31, 32]. 123 4 Discussion We find that distance from nursing office has little influ-
ence on patients monitored less than 10 % of their
admission time. But for other patients who are monitored
more than this, distance from nursing office becomes has
more impact in reducing the degree of monitoring. We also
note that higher levels of observation regimens have a
significant impact on monitoring load. Being admitted to
the surgical wing greatly reduces how much patients are
monitored, and periods with a high amount of concurrent
patients have little effect on the degree of monitoring. Recent studies have rectified the assumption that
deviance from protocol is solely due to clinical misjudg-
ments, and instead taken a more holistic approach to the
problem by investigating several factors such as day of
week, time of day, and characteristics of both patients and
clinicians [33, 34]. In this study, we find evidence for
adherence to observation regimen protocols through insight
into how much patients are actually monitored during
admission. Along these lines it is problematic that patients
on the surgical wing are monitored much less than medical
wing patients given that adverse events are also associated The increased focus on identification of deteriorating
patients can be seen in the body of published work on Early
Warning Scores [23], Track & Trigger systems [24, 25],
and Rapid Response Teams [26]. Although few of the
existing deterioration detection systems in use have been
rigidly validated [27, 28], the need to identify efficient
means for keeping an eye on multiple patients is evident as
the pressure on EDs is ever increasing. However, simply 123 J Clin Monit Comput (2017) 31:641–649 647 nurses. The percentage of patients who were identifiable by
the monitors was highest in the early phases the data
acquisition stage, and then gradually decreased. The
monitor registration identification eventually plateaued,
indicating that a dedicated subset of nurses persisted in
registering patients to the vital sign monitors for us. This
naturally induces a permutation of selection bias that is
difficult to overcome in this kind of project. This selection
bias is also evident as identifiable patients are slightly
older, have longer hospital stays, are sicker, and are
deemed in need of more frequent observations (Table 2). 6 Conclusion As expected, there is significant variation concerning the
how much patients are monitored during their admission to
an acute admission unit, but the effect of the investigated
factors varies depending on how much patients are moni-
tored. We confirm that patients assigned to more severe
observation regimen categories, are monitored more, but
also show that both distance from the wing’s nursing office
influence monitoring for most patients. Number of simul-
taneously admitted patients has a small effect across all
levels of monitoring. Finally, we find a big difference
between the extent to which monitoring is utilized at
medical and surgical wings. 4 Discussion p
g
y
g
Cabled monitoring as found in the settings of this study
has several downsides; immobilization of patients, patient
induced stress due to perceived severity, and loss of data
during out of bed activities [39]. Consequently, much
research effort has been put into the potential of wireless
monitoring, but several practical obstacles such as battery
life and poor communication networks still persist [40–42]. However, given that wireless monitoring could support
temporary storage of vital signs on the device, would
enable a smoother transition between hospital departments
and reduce loss of information in out-of-bed periods. In this
scenario, all patients could achieve a monitoring load of
100 %, thereby enabling more complete representation of
their states and trajectories. Another limitation is missing data, and inaccurate date
and time values in the coupled registries. Issues with
timestamps in data retrieved from Patient Administration
Systems are well known in the scientific community. Also,
the observation regimen classes originate from the triage
classes assigned at arrival time, generally there is a direct
mapping between triage and observation regimen for
patients admitted to the acute admission unit, but not
necessarily for all admissions. Finally, external validity of
our findings may be challenged by the single site nature of
our study. Yet, assessing the monitor load of patients may
be of value to similar studies, and the design of future
patient monitoring systems. Interestingly, the decreasing impact of the most influ-
ential coefficients in our statistical analyses for patients
who are continuously monitored, indicate that factors not
included in our model prompt higher degrees of monitor-
ing. Seeking to capture the complexity of patient moni-
toring in just seven exposure variables yields a very
simplified model at best, and shows that patient monitoring
is a complex and subjective endeavor. In this perspective, it
would be interesting to include staff specific features such
as clinical experience, department seniority, team compo-
sition, and clinical concern in future work. An important
aspect we intentionally left out of the analysis is temporal
influences. As both clinical work, and the vital signs of
patients follow a circadian rhythm, these aspects may
reveal valuable insight for the evaluation of existing clin-
ical protocols. 4 Discussion Although, the identifiable admissions in our analysis only
account for 27 % of the total admissions in the entire
period, the linked vital signs account for 45 % of all vital
signs registered in the same period. This may either be a
sign of issues with linking the vital signs accurately to
admissions, but is also likely a seasonal indicator as the
first 6 months had the highest inclusion rate, and took place
during Q4-2013 till Q1-2014. with post-surgical situations [35, 36]. This is probably a
combined effect of differences in working procedures,
culture between specialties as mobilization of post-surgical
patients is considered important by surgical nurses, and the
fact that many pre-surgical patients are unaffected until
surgery, and that many orthopedic patients are admitted
with minor surgical problems. Quantifying the extent to which a patient is being
monitored, may be an aid to bridge the current gap between
usage of automated and manual monitoring as clinical
work will continue to depend on tacit knowledge and
intuition [37, 38]. Since the use of monitoring is increasing
in all types of hospital departments, and as technology
becomes more pervasive, the insight from this paper may
provide guidance for system designers and clinicians a like. Cabled monitoring as found in the settings of this study
has several downsides; immobilization of patients, patient
induced stress due to perceived severity, and loss of data
during out of bed activities [39]. Consequently, much
research effort has been put into the potential of wireless
monitoring, but several practical obstacles such as battery
life and poor communication networks still persist [40–42]. However, given that wireless monitoring could support
temporary storage of vital signs on the device, would
enable a smoother transition between hospital departments
and reduce loss of information in out-of-bed periods. In this
scenario, all patients could achieve a monitoring load of
100 %, thereby enabling more complete representation of
their states and trajectories. Quantifying the extent to which a patient is being
monitored, may be an aid to bridge the current gap between
usage of automated and manual monitoring as clinical
work will continue to depend on tacit knowledge and
intuition [37, 38]. Since the use of monitoring is increasing
in all types of hospital departments, and as technology
becomes more pervasive, the insight from this paper may
provide guidance for system designers and clinicians a like. References 1. Henriksen DP, Brabrand M, Lassen AT. Prognosis and risk factors
for deterioration in patients admitted to a medical emergency
department. PLoS One. 2014;9:e94649. http://www.pubmedcentral. nih.gov/articlerender.fcgi?artid=3981818&tool=pmcentrez&render
type=abstract. Cited 27 May 2014. 15. Charlson ME, Pompei P, Ales KL, MacKenzie CR. A new
method of classifying prognostic comorbidity in longitudinal
studies:
development
and
validation. J
Chronic
Dis. 1987;40:373–83. 16. Skriver C, Lauritzen M, Dahlin J. Triage-manual. 2009. http://
www.hillerodhospital.dk/NR/rdonlyres/D20F6C68-ABB6-402D-
B463-C7293185C372/0/Triagemaster.pdf. 2. Bates DW, Zimlichman E. Finding patients before they crash: the
next major opportunity to improve patient safety. BMJ Qual Saf. 2015;24:1–3. http://www.ncbi.nlm.nih.gov/pubmed/25249637. Cited 24 Apr 2015. 17. Koenker R, Bassett G. Regression quantiles. Econometrica. 1978;46:33–50. 3. Koch SH, Weir C, Haar M, Staggers N, Agutter J, Go¨rges M,
et al. Intensive care unit nurses’ information needs and recom-
mendations for integrated displays to improve nurses’ situation
awareness. J Am Med Inf Assoc. 2012;19:583–90. http://www. pubmedcentral.nih.gov/articlerender.fcgi?artid=3384123&tool=pm
centrez&rendertype=abstract. Cited 17 Jul 2014. 18. Petscher Y, Logan JAR. Quantile regression in the study of
developmental sciences. Child Dev. 2014;85:861–81. http://doi. wiley.com/10.1111/cdev.12190. Cited 29 Jun 2015. 19. Yang T, Chen V, Shoff C, Matthews S. Using quantile regression
to examine the effects of inequality across the mortality distri-
bution in the US counties. Soc Sci Med. 2012;74:1900–10. http://
www.sciencedirect.com/science/article/pii/S0277953612002031. Cited 14 May 2015. 4. Smith G, Prytherch D. An overview of the afferent limb. In:
DeVita MA, Hillman K, Bellomo R, editors. Textbook of rapid
response systems. New York: Springer; 2011. http://www. springerlink.com/index/10.1007/978-0-387-92853-1. Cited
26
Oct 2015. y
20. Zuur AF, Ieno EN, Elphick CS. A protocol for data exploration to
avoid
common
statistical
problems. Methods
Ecol
Evol. 2010;1:3–14. http://doi.wiley.com/10.1111/j.2041-210X.2009. 00001.x. Cited 9 Jul 2014. 5. Storm-Versloot MN, Verweij L, Lucas C, Ludikhuize J, Goslings
JC, Legemate DA, et al. Clinical relevance of routinely measured
vital signs in hospitalized patients: a systematic review. J Nurs
Scholarsh. 2014;46:39–49. http://www.ncbi.nlm.nih.gov/pubmed/
24124656. Cited 24 Apr 2015. 21. Koenker R. Quantreg: quantile regression. 2015. http://cran.r-
project.org/package=quantreg. 22. Johnson KD, Winkelman C, Burant CJ, Dolansky M, Totten V. The factors that affect the frequency of vital sign monitoring in
the emergency department. J Emerg Nurs. Emergency Nurses
Association;
2014;40:27–35. http://www.ncbi.nlm.nih.gov/
pubmed/23099016. Cited 29 Jul 2014. 6. Schmidt PE, Meredith P, Prytherch DR, Watson D, Watson V,
Killen RM, et al. Impact of introducing an electronic physio-
logical surveillance system on hospital mortality. BMJ Qual Saf. 2015;24:10–20. http://www.ncbi.nlm.nih.gov/pubmed/25249636. Cited 24 Apr 2015. 23. Compliance with ethical standards 11. Hravnak M, Schmid A, Ott L, Pinsky MR. Causes of failure to
rescue. In: DeVita MA, Hillman K, Bellomo R, editors. Textbook
of rapid response systems. New York: Springer; 2011. p. 141–50. http://link.springer.com/10.1007/978-0-387-92853-1. Cited
6
May 2015. Conflicts of interest
The authors have no conflicts of interest. Conflicts of interest
The authors have no conflicts of interest. Open Access
This article is distributed under the terms of the Creative
Commons Attribution 4.0 International License (http://creativecommons. org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Com-
mons license, and indicate if changes were made. 12. Schmidt T, Wiil UK. Identifying patients at risk of deterioration
in the Joint Emergency Department. Cognitive Technology
Work. 2015;17:529–45. http://link.springer.com/10.1007/s10111-
015-0327-1. Cited 6 May 2015. 13. Lynge E, Sandegaard JL, Rebolj M. The Danish National Patient
Register. Scand J Public Health. 2011;39:30–3. http://www.ncbi. nlm.nih.gov/pubmed/21775347. Cited 26 Aug 2015. 14. Schmidt M, Pedersen L, Sørensen HT. The Danish Civil Regis-
tration System as a tool in epidemiology. Eur J Epidemiol. 2014;29:541–9. http://www.ncbi.nlm.nih.gov/pubmed/24965263. Cited 28 May 2015. 5 Limitations The results point to potential improvements in clinical
procedures, and advocate an awareness of how patient
monitoring systems are utilized. Formalizing the extent of
monitoring can be utilized to assess the reliability of data
from patients, and as a metric for expressing severity and This study was influenced by a number of limitations. The
most important being our limited ability to link monitor
utilization to specific patients, thus the study only includes
patients deliberately registered to the bedside monitors by 12 3 J Clin Monit Comput (2017) 31:641–649 648 BMJ Qual Saf. 2013;1–8. http://www.ncbi.nlm.nih.gov/pubmed/
23603474. Cited 25 Apr 2013. clinical concern. The relationship between monitor load
and patient specific outcomes such as medical emergency
team activation or mortality is left for future studies to
examine. 8. Armstrong B, Walthall H, Clancy M, Mullee M, Simpson H. Recording of vital signs in a district general hospital emergency
department. Emerg Med J. 2008;25:799–802. http://www.ncbi. nlm.nih.gov/pubmed/19033493. Cited 6 May 2015. 9. DeVita MA, Smith GB, Adam SK, Adams-Pizarro I, Buist M,
Bellomo R, et al. ‘‘Identifying the hospitalised patient in cri-
sis’’—a consensus conference on the afferent limb of rapid
response systems. Resuscitation. Elsevier Ireland Ltd; 2010;81:
375–82. http://www.ncbi.nlm.nih.gov/pubmed/20149516. Cited 5
Mar 2013. Acknowledgments
We would like to thank Niels Ibsgaard Agerbek
for professional help with data extraction, and the staff and man-
agement of Fælles Akut Modtagelsen at Odense University Hospital
for their continued cooperation. T.S., C.N.B. and U.K.W. were sup-
ported by the Patient@home project, a welfare-technological research
and innovation initiative within the Danish public health sector, partly
funded by Innovation fund Denmark (Grant Number 0603-00490B)
and Syddansk Vækstforum (Grant Number 11/25719). AL was sup-
ported by an unrestricted grant from the philanthropic fund Tryg-
fonden given to the University of Southern Denmark. 10. Kellett J, Emmanuel A, Deane B. Who will be sicker in the
morning? Changes in the Simple Clinical Score the day after
admission and the subsequent outcomes of acutely ill unselected
medical patients. Eur . Intern Med. European Federation of
Internal Medicine; 2011;22:375–81. http://www.ncbi.nlm.nih. gov/pubmed/21767755. Cited 29 Apr 2013. References Smith GB, Prytherch DR, Schmidt PE, Featherstone PI. Review
and performance evaluation of aggregate weighted ‘‘track and
trigger’’ systems. Resuscitation. 2008;77:170–9. http://www.ncbi. nlm.nih.gov/pubmed/18249483. Cited 15 Mar 2015. 7. Hands C, Reid E, Meredith P, Smith GB, Prytherch DR, Schmidt
PE, et al. Patterns in the recording of vital signs and early
warning scores: compliance with a clinical escalation protocol. 12 3 J Clin Monit Comput (2017) 31:641–649 649 34. Kolic I, Crane S, McCartney S, Perkins Z, Taylor A. Factors
affecting response to National Early Warning Score (NEWS). Resuscitation. European Resuscitation Council, American Heart
Association, Inc., and International Liaison Committee on
Resuscitation. Published by Elsevier Ireland Ltd; 2015;90:85–90. http://www.ncbi.nlm.nih.gov/pubmed/25703784. Cited 15 Mar
2015. 24. Smith GB, Prytherch DR, Schmidt PE, Featherstone PI, Higgins
B. A review, and performance evaluation, of single-parameter
‘‘track and trigger’’ systems. Resuscitation. 2008;79:11–21. http://www.ncbi.nlm.nih.gov/pubmed/18620794. Cited 24 Jul
2014. 25. Gao H, McDonnell A, Harrison D a, Moore T, Adam S, Daly K,
et al. Systematic review and evaluation of physiological track and
trigger warning systems for identifying at-risk patients on the
ward. Intensive Care Med. 2007;33:667–79. http://www.ncbi. nlm.nih.gov/pubmed/17318499. Cited 16 Mar 2013. 35. Zegers M, de Bruijne MC, Wagner C, Hoonhout LHF, Waaijman
R, Smits M, et al. Adverse events and potentially pre-
ventable deaths in Dutch hospitals: results of a retrospective
patient
record
review
study. Qual
Saf
Health
Care. 2009;18:297–302. http://www.ncbi.nlm.nih.gov/pubmed/196519
35. Cited 15 Mar 2014. 26. Hillman K, Parr M, Flabouris A, Bishop G, Stewart A, Machi-
avelli N, et al. Redefining in-hospital resuscitation: the concept of
the medical emergency team. Resuscitation. 2001;48:105–10. 27. Brabrand M, Folkestad L, Clausen NG, Knudsen T, Hallas J. Risk
scoring systems for adults admitted to the emergency department:
a systematic review. Scand J Trauma Resusc Emerg Med. 2010;18:8. http://www.pubmedcentral.nih.gov/articlerender.fcgi?ar
tid=2835641&tool=pmcentrez&rendertype=abstract. 36. Rutberg H, Risberg MB, Sjo¨dahl R, Nordqvist P, Valter L,
Nilsson L, et al. Characterisations of adverse events detected in a
university hospital: a 4-year study using the Global Trigger Tool
method. BMJ Open. 2014;4:e004879. http://www.pubmedcentral. nih.gov/articlerender.fcgi?artid=4039822&tool=pmcentrez&render
type=abstract. Cited 11 Jun 2014. 28. McNeill G, Bryden D. Do either early warning systems or
emergency response teams improve hospital patient survival? A
systematic review. Resuscitation. European Resuscitation Coun-
cil, American Heart Association, Inc., and International Liaison
Committee on Resuscitation. Published by Elsevier Ireland Ltd;
2013. 1–16. http://linkinghub.elsevier.com/retrieve/pii/S03009
57213004218. Cited 22 Aug 2013. 37. Brier J, Carolyn M, Haverly M, Januario ME, Padula C, Tal A,
et al. References Knowing ‘‘something is not right’’ is beyond intuition:
development of a clinical algorithm to enhance surveillance and
assist nurses to organise and communicate clinical findings. J Clin Nurs. 2014. p. 1–12. http://www.ncbi.nlm.nih.gov/pubmed/
25236182. Cited 29 Dec 2014. 29. Watkinson PJ, Barber VS, Price JD, Hann A, Tarassenko L,
Young JD. A randomised controlled trial of the effect of con-
tinuous electronic physiological monitoring on the adverse event
rate in high risk medical and surgical patients. Anaesthesia. 2006;61:1031–9. http://www.ncbi.nlm.nih.gov/pubmed/170428
39. Cited 23 Mar 2013. 38. BrabrandM,HallasJ,KnudsenT.Nursesandphysiciansinamedical
admission unit can accurately predict mortality of acutely admitted
patients: a prospective cohort study. PLoS One. 2014;9:e101739. http://www.pubmedcentral.nih.gov/articlerender.fcgi?artid=40966
00&tool=pmcentrez&rendertype=abstract. Cited 27 Dec 2014. 39. Bonnici T, Tarassenko L, Clifton DA, Watkinson P. The digital
patient. Clin Med. 2013;13:252–7. http://www.ncbi.nlm.nih.gov/
pubmed/23760698. 30. Odell M, Victor C, Oliver D. Nurses’ role in detecting deterio-
ration in ward patients: systematic literature review. J Adv Nurs. 2009;65:1992–2006. http://doi.wiley.com/10.1111/j.1365-2648. 2009.05109.x. Cited 14 Sep 2014. 40. RidolfiA, Chetelat O, Krauss J. A clinically validated patient
monitoring system. ECIFMBE 2008, IFMBE Proceedings 22. 2009;1722–5. http://link.springer.com/chapter/10.1007/978-3-
540-89208-3_410. Cited 29 Apr 2013. 31. Phansalkar S, Edworthy J, Hellier E, Seger DL, Schedlbauer A,
Avery AJ, et al. A review of human factors principles for the
design and implementation of medication safety alerts in clinical
information systems. J Am Med Inf Assoc. 2010;17:493–501. http://www.pubmedcentral.nih.gov/articlerender.fcgi?artid=2995
688&tool=pmcentrez&rendertype=abstract. Cited 3 Mar 2013. 41. Bonnici T, Orphanidou C, Vallance D, Darrell A, Tarassenko L. Testing of Wearable monitors in a real-world hospital environ-
ment: What lessons can be learnt? In: 2012 Ninth International
Conference on Wearable and Implantable Body Sensor Networks. IEEE; 2012. p. 79–84. http://ieeexplore.ieee.org/lpdocs/epic03/
wrapper.htm?arnumber=6200536. Cited 26 Mar 2013. 32. Van Der Sijs H, Aarts J, Vulto A, Berg M. Overriding of drug
safety alerts in computerized physician order entry. J Am Med
Inform Assoc. 2006;13:138–48. pp
42. Pedersen
KM,
Petersen
NC,
editors. Fremtidens
hospital. Copenhagen: Munksgaard; 2014. 33. Odell M. Detection and management of the deteriorating ward
patient:
an
evaluation
of
nursing
practice. J
Clin
Nurs. 2015;24:173–82. http://www.ncbi.nlm.nih.gov/pubmed/250393
12. Cited 6 May 2015. 123 123 12
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Biallelic Mutations in KDSR Disrupt Ceramide Synthesis and Result in a Spectrum of Keratinization Disorders Associated with Thrombocytopenia
|
The journal of investigative dermatology/Journal of investigative dermatology
| 2,017
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cc-by
| 10,366
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1St. John’s Institute of Dermatology, King’s College London (Guy’s
Campus), London, UK; 2Department of Dermatology, Nagoya University
Graduate School of Medicine, Nagoya, Japan; 3Department of
Dermatology, Hospital Infantil del Nin˜o Jesu´s, Madrid, Spain; 4Faculty of
Pharmaceutical Sciences, Hokkaido University, Sapporo, Japan; 5Centro
Regional de Hemodonacio´n, Servicio de Hematologı´a y Oncologı´a
Me´dica, Hospital Universitario Morales Meseguer, IMIB-Arrixaca,
Universidad de Murcia, Centro de Investigacio´n Biome´dica en Red de
Enfermedades Raras, Instituto de Salud Carlos III, Madrid, Spain; 6Viapath,
St. Thomas’ Hospital, London, UK; 7Analytical Science Research
Laboratories, Kao Corporation, Haga, Tochigi, Japan; 8Biological Science
Research Laboratories, Kao Corporation, Haga, Tochigi, Japan;
9Department of Dermatology, Hospital Sierra de Segura, Puente de Ge´nave,
Jae´n, Spain; 10Department of Dermatology, Hospital Universitario Reina
Sofı´a, Co´rdoba, Spain; 11Department of Dermatology, Hiroshima City
Hiroshima Citizens Hospital, Hiroshima, Japan; 12Department of
Dermatology, Great Ormond Street Hospital for Children NHS Foundation
Trust, London, UK; 13Centre for Cell Biology and Cutaneous Research,
Blizard Institute, Barts, London, UK; 14London School of Medicine and ORIGINAL ARTICLE ORIGINAL ARTICLE Biallelic Mutations in KDSR Disrupt
Ceramide Synthesis and Result in
a Spectrum of Keratinization Disorders
Associated with Thrombocytopenia y
p
Takuya Takeichi1,2, Antonio Torrelo3, John Y.W. Lee1, Yusuke Ohno4, Marı´a Luisa Lozano5,
Akio Kihara4, Lu Liu6, Yuka Yasuda7, Junko Ishikawa8, Takatoshi Murase8, Ana Bele´n Rodrigo9,
Pablo Ferna´ndez-Crehuet10, Yoichiro Toi11, Jemima Mellerio1,12, Jose´ Rivera5, Vicente Vicente5,
David P. Kelsell13,14, Yutaka Nishimura15, Yusuke Okuno16,17, Daiei Kojima17, Yasushi Ogawa2,
Kazumitsu Sugiura18, Michael A. Simpson19, W.H. Irwin McLean20, Masashi Akiyama2 and
John A. McGrath1,20 Takuya Takeichi1,2, Antonio Torrelo3, John Y.W. Lee1, Yusuke Ohno4, Marı´a Luisa Lozano5,
Akio Kihara4, Lu Liu6, Yuka Yasuda7, Junko Ishikawa8, Takatoshi Murase8, Ana Bele´n Rodrigo9,
Pablo Ferna´ndez-Crehuet10, Yoichiro Toi11, Jemima Mellerio1,12, Jose´ Rivera5, Vicente Vicente5,
David P. Kelsell13,14, Yutaka Nishimura15, Yusuke Okuno16,17, Daiei Kojima17, Yasushi Ogawa2,
Kazumitsu Sugiura18, Michael A. Simpson19, W.H. Irwin McLean20, Masashi Akiyama2 and
John A. McGrath1,20 Mutations in ceramide biosynthesis pathways have been implicated in a few Mendelian disorders of kerati-
nization, although ceramides are known to have key roles in several biological processes in skin and other
tissues. Using whole-exome sequencing in four probands with undiagnosed skin hyperkeratosis/ichthyosis, we
identified compound heterozygosity for mutations in KDSR, encoding an enzyme in the de novo synthesis
pathway of ceramides. Two individuals had hyperkeratosis confined to palms, soles, and anogenital skin,
whereas the other two had more severe, generalized harlequin ichthyosis-like skin. Thrombocytopenia was
present in all patients. The mutations in KDSR were associated with reduced ceramide levels in skin and
impaired platelet function. KDSR enzymatic activity was variably reduced in all patients, resulting in defective
acylceramide synthesis. Mutations in KDSR have recently been reported in inherited recessive forms of pro-
gressive symmetric erythrokeratoderma, but our study shows that biallelic mutations in KDSR are implicated in
an extended spectrum of disorders of keratinization in which thrombocytopenia is also part of the phenotype. Mutations in KDSR cause defective ceramide biosynthesis, underscoring the importance of ceramide and
sphingosine synthesis pathways in skin and platelet biology. Journal of Investigative Dermatology (2017) 137, 2344e2353; doi:10.1016/j.jid.2017.06.028 ª 2017 The Authors. Published by Elsevier, Inc. on behalf of the Society for Investigative Dermatology. This is
an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). Received 20 May 2017; revised 24 June 2017; accepted 28 June 2017;
accepted manuscript published online 31 July 2017; corrected proof
published online 27 September 2017 Dentistry, Queen Mary University of London, Whitechapel, London, UK;
15Department of General Perinatology, Hiroshima City Hiroshima Citizens
Hospital, Hiroshima, Japan; 16Center for Advanced Medicine and Clinical
Research, Nagoya University Hospital, Nagoya, Japan; 17Department of
Pediatrics, Nagoya University Graduate School of Medicine, Nagoya,
Japan; 18Department of Dermatology, Fujita Health University School of
Medicine, Toyoake, Japan; 19Department of Medical and Molecular
Genetics, King’s College London, School of Medicine, Guy’s Hospital,
London, UK; and 20Centre for Dermatology and Genetic Medicine,
Division of Molecular Medicine, University of Dundee, Dundee, UK
Correspondence: John A. McGrath, Dermatology Research Labs, Floor 9
Tower Wing, Guy’s Hospital, Great Maze Pond, London SE1 9RT, UK. E-mail:
john.mcgrath@kcl.ac.uk
Abbreviations: DHS, dihydrosphingosine; KDS, 3-ketodihydrosphingosine;
S1P, sphingosine-1-phosphate
Received 20 May 2017; revised 24 June 2017; accepted 28 June 2017;
accepted manuscript published online 31 July 2017; corrected proof
published online 27 September 2017 Journal of Investigative Dermatology (2017) 137, 2344e2353; doi:10.1016/j.jid.2017.06.028 Abbreviations: DHS, dihydrosphingosine; KDS, 3-ketodihydrosphingosine;
S1P, sphingosine-1-phosphate INTRODUCTION indicating the likely contribution of further gene pathology
(Fischer, 2009). The hereditary palmoplantar keratodermas and ichthyoses
comprise a heterogeneous collection of genodermatoses
caused by mutations in more than 100 genes involved in a
multitude of biologic pathways and processes (Oji et al.,
2010; Sakiyama and Kubo, 2016). Despite major advances
in discovering the underlying molecular genetic basis of
many of these disorders, several cases remain unresolved, One very recent discovery that expands the molecular
pathology of ichthyosis has been the identification of muta-
tions in KDSR in four individuals with clinical phenotypes of
progressive symmetric erythrokeratoderma (Boyden et al.,
2017). KDSR encodes 3-ketodihydrosphingosine reductase,
which catalyzes the reduction of 3-ketodihydrosphingosine Journal of Investigative Dermatology (2017), Volume 137
2344 Journal of Investigative Dermatology (2017), Volume 137 2344 T Takeichi et al. KDSR Mutations Disrupt Skin and Platelet Function T Takeichi et al. T Takeichi et al. T Takeichi et al. KDSR Mutations Disrupt Skin and Platelet Function (KDS) to dihydrosphingosine (DHS), a key step in the de novo
ceramide synthesis pathway (Linn et al., 2001). Previously,
mutations in a different gene in this pathway, CERS3, have
also been implicated in autosomal recessive congenital ich-
thyosis, emphasizing the clinical relevance of ceramide pa-
thology in inherited disorders of cornification (Eckl et al.,
2013; Radner et al., 2013). Ceramides also have key physi-
ological roles
in other organs: mutations in ELOVL4,
encoding an enzyme necessary for the production of ultra-
long chain ceramides in the skin, brain, and retina, lead to
a recessive disorder characterized by ichthyosis, intellectual
disability, and spastic quadriplegia (Aldahmesh et al., 2011). region in Spain as family 1. At age 15 months, he developed
diffuse hyperkeratosis on the palms and soles, without pro-
gression to the dorsae of the hands or feet (i.e., less severe
than patient 1). He also developed perianal erythema and
hyperkeratosis. As for patient 1, oral acitretin did not improve
the hyperkeratosis. In addition, he suffered episodes of
bruising with evidence of isolated thrombocytopenia. Bone
marrow studies showed normal hematologic morphology. At
present, he has not manifested clinically relevant signs of
bleeding despite persistently low platelets (w20 109/L). g
p
p
y
p
Patient 3 was the second child born to unrelated white
parents from the United Kingdom (family 3, Figure 1c). His
parents, older brother, and all other relatives were healthy. RESULTS Patient 4 is a 6-year-old Japanese male and is the younger
of
two brothers
born
to
unrelated
parents
(family 4,
Figure 1d). His mother and brother have atopic dermatitis,
but there is no other noteworthy family history. He was
delivered at 35þ3 weeks by normal spontaneous vaginal
birth with a birth weight of 1.9 kg. At birth, he had thick
plate-like scales with deep fissuring overlying erythrodermic
skin. Severe eclabium and ectropion were also observed. Skin biopsy showed marked hyperkeratosis with para-
keratosis (see Supplementary Figure S1 online). These fea-
tures were consistent with Harlequin ichthyosis. He was
treated in the neonatal intensive care unit but did not receive
systemic retinoids. Over the first 2 months of life, the thick
scales
desquamated
gradually,
resulting
in
generalized
erythroderma and fine scaling. Platelet count was normal at
birth (140e150 109/L), but since the age of 2 months this
progressively decreased, and at 3 years of age he had severe
thrombocytopenia (4e11 109/L). Clinical features of individuals with KDSR mutations
Permission to report medical details and include clinical il-
lustrations was obtained for all patients (from guardians for
patients 1, 3, and 4 and from patient 2 himself). p
p
Patient 1 is a 15-year-old male and the only child of un-
related healthy parents (family 1, Figure 1a). His parents are
originally from the same geographic area in mid-southeast
Spain. At the age of 12 months, he developed palmoplantar
hyperkeratosis with extension to the dorsae of the hands and
feet, wrists, and ankles, as well as anogenital hyperkeratosis
and erythema (Figure 2aec). At age 2 years, a blood count
was performed because of mucocutaneous bleeding, which
showed a severe, isolated thrombocytopenia (platelet count
< 30 109/L; bone marrow biopsy sample showed a normal
to increased number of megakaryocytes only). A diagnosis of
primary immune thrombocytopenia was made, but treatment
with oral corticosteroids was suboptimal. Splenectomy at age
11 years led to a slight increase in platelets (w40 109/L),
although clinically he continues to suffer recurrent nose
bleeds. Light microscopy of lesional skin showed nonspecific
findings of psoriasiform acanthosis, parakeratosis, and focal
hypergranulosis but no epidermolytic changes (Figure 2d
and e). Oral acitretin (0.5 mg/kg) prescribed for several
months did not lead to any improvement in his skin. INTRODUCTION His
mother’s
pregnancy was uneventful until
the
last
trimester, when oligohydramnios was noted. She had spon-
taneous rupture of membranes at 33þ5 weeks and under-
went elective cesarian section at 35þ2 weeks with an infant
birth weight of 2.74 kg. At birth, the patient was covered in
thick adherent plate-like scales, with prominent ectropion
and eclabium, and pinching of all digits, collectively
consistent with harlequin ichthyosis. He was treated in a
humidified incubator with hourly greasy emollients and
lubricating eye drops. Acitretin was started, which led to
some reduction in adherent scaling, although he developed
pseudomonas septicemia at age 15 days and further sepsis
thereafter. At birth, platelet count was 120 109/L, but
within 2 weeks this dropped to 50 109/L, and by the 3rd
week to approximately 20e30 109/L and remained at this
level. At day 36, he deteriorated clinically with tachypnea
and hypotension associated with a profound metabolic
acidosis. Despite efforts to resuscitate him, he died age 37
days. In this study, we investigated four individuals from Spain,
Japan, and the United Kingdom who presented with inherited
disorders of keratinization but had clinical features different
from those presented by Boyden et al. (2017). Two patients
displayed a milder phenotype of palmoplantar and anogen-
ital hyperkeratosis, whereas the other two patients had a
more severe phenotype resembling harlequin ichthyosis. An
additional finding, present in all our subjects, but not featured
in the Boyden et al. study, was a reduction in the number of
blood platelets (thrombocytopenia). Using whole-exome sequencing, functional studies on skin
and platelets, and in vitro analyses, we identified autosomal
recessive mutations in KDSR in all four subjects, with only
one heterozygous mutation overlapping with published
findings (Boyden et al., 2017). Our findings expand the mo-
lecular and clinical pathology associated with KDSR muta-
tions and show that this ceramide biosynthesis pathway has
important roles in both skin and platelets. T Takeichi et al.
KDSR M
i
D (e) Higher magnification shows focal
hypergranulosis and parakeratosis. Hematoxylin and eosin stain. Scale
bar ¼ 10 mm. Journal of Investigative Dermatology (2017), Volume 137
2346 T Takeichi et al.
KDSR M
i
D T Takeichi et al. KDSR Mutations Disrupt Skin and Platelet Function Patient 4
Patients 1 & 2
c.417+3A>C
(Δ5 / Δ5Δ6)
c.879G>A
(p.Gln293Gln / Δ9)
3’
5’
1
2
3
5
6
7
9
10
8
4
c.413T>G
(p.Phe138Cys)
c.812G>A
(p.Gly271Glu)
c.223_224delGA
(p.Glu75Asnfs*2)
e
a
b
c
d
c.544G>A
(p.Gly182Ser)
Patient 3
Figure 1. Pedigrees and mutations identified in KDSR. (aed) Family pedigrees of the four patients with compound heterozygous mutations in KDSR. þ denotes
the wild-type allele. (e) Schematic of KDSR to show the six compound heterozygous mutations identified in this study. d b
c d d b c a Patient 4
Patients 1 & 2
c.417+3A>C
(Δ5 / Δ5Δ6)
c.879G>A
(p.Gln293Gln / Δ9)
3’
5’
1
2
3
5
6
7
9
10
8
4
c.413T>G
(p.Phe138Cys)
c.812G>A
(p.Gly271Glu)
c.223_224delGA
(p.Glu75Asnfs*2)
e
c.544G>A
(p.Gly182Ser)
Patient 3
Figure 1. Pedigrees and mutations identified in KDSR. (aed) Family pedigrees of the four patients with compound heterozygous mutations in KDSR. þ denotes
the wild-type allele. (e) Schematic of KDSR to show the six compound heterozygous mutations identified in this study. e Figure 1. Pedigrees and mutations identified in KDSR. (aed) Family pedigrees of the four patients with compound heterozygous mutations in KDSR. þ denotes
the wild-type allele. (e) Schematic of KDSR to show the six compound heterozygous mutations identified in this study. (see Supplementary Figure S2 online) and segregated with
disease status in family members whose DNA was available
(Figures 1aed). Our study showed three missense mutations
(p.Phe138Cys, p.Gly182Ser, and p.Gly271Glu), one synony-
mous variant (c.879G>A, p.Gln293Gln, but affecting the last
base of an exon and therefore potentially a donor splice site showed compound heterozygous mutations in KDSR, a
candidate gene recently implicated in progressive symmetric
erythrokeratoderma (Boyden et al., 2017). Details of the mu-
tations are shown in Figure 1e and Table 1; only one of the
heterozygous mutant alleles overlapped with the known KDSR
mutations. The mutations were verified by Sanger sequencing heterozygous mutant alleles overlapped with the known KDSR
mutations. The mutations were verified by Sanger sequencing
mous variant (c.879G>A, p.Gln293Gln, but affecting the last
base of an exon and therefore potentially a donor splice site
Figure 2. Clinicopathologic features
of patient 1. (a) Diffuse palmar
keratoderma. (b) Perianal
hyperkeratosis. (c) Bilateral diffuse
plantar keratoderma. (d) Light
microscopy of palmar skin shows
psoriasiform acanthosis and
hyperkeratosis. Hematoxylin and
eosin stain. Scale bar ¼ 100 mm. Identification of compound heterozygous mutations in
KDSR in all affected individuals After ethics committee approval and written informed consent,
whole-exome sequencing was performed using DNA from all
affected probands. Candidate gene mutations were prioritized
by filtering for variants with a frequency of less than 0.1% in
public databases such as the Exome Aggregation Consortium
(ExAC), Exome Variant Server, 1000 Genomes Project, and
an
in-house
repository. Whole-exome
sequencing Patient 2 is a 21-year-old male and the older of two
brothers
born
to
healthy
unrelated
parents
(family
2,
Figure 1b). He is the only affected individual among his rel-
atives. This family originates from the same geographic www.jidonline.org 2345 Journal of Investigative Dermatology (2017), Volume 137
2346 Figure 2. Clinicopathologic features
of patient 1. (a) Diffuse palmar
keratoderma. (b) Perianal
hyperkeratosis. (c) Bilateral diffuse
plantar keratoderma. (d) Light
microscopy of palmar skin shows
psoriasiform acanthosis and
hyperkeratosis. Hematoxylin and
eosin stain. Scale bar ¼ 100 mm.
(e) Higher magnification shows focal
hypergranulosis and parakeratosis.
Hematoxylin and eosin stain. Scale
bar ¼ 10 mm. Table 1. Summary of clinical and mutation details of all four affected individuals Table 1. Summary of clinical and mutation details of all four affected individuals
Patient
Country
of Origin
Dermatologic
Phenotype
Thrombocytopenia
Mutations in KDSR and
Amino Acid Change
1000
Genomes
Project
Frequency
ExAC
Frequency
SIFT
(Score)
PolyPhen-
2 (Score)
Mutation
Taster
1
Spain
Palmoplantar and
perianal keratoderma
þ
c.413T>G: p.Phe138Cys
0
8.3 10e5 Damaging
Probably
damaging
Disease-
causing
c.417þ3A>C
0
0
N/A
N/A
Disease-
causing
2
Spain
Palmoplantar and
perianal keratoderma
þ
c.413T>G: p.Phe138Cys
0
8.3 10e5 Damaging
Probably
damaging
Disease-
causing
c.417þ3A>C
0
0
N/A
N/A
Disease-
causing
3
United
Kingdom
Harlequin ichthyosis
þ
c.812G>A: p.Gly271Glu
0
0
Damaging
Probably
damaging
Disease-
causing
c.879G>A: p.Gln293Gln
0
3.3 10e5
N/A
N/A
Disease-
causing
4
Japan
Harlequin ichthyosis
þ
c.223_224delGA:
p.Glu75Asnfs*2
0
0
N/A
N/A
Disease-
causing
c.544G>A: p.Gly182Ser
0
8.2 10e6 Damaging
Probably
damaging
Disease-
causing
Abbreviations: ExAC, Exome Aggregation Consortium; N/A, not applicable; PolyPhen-2, Polymorphism Phenotyping v2; SIFT, Sorting Tolerant From Intolerant. Patient
Country
of Origin
Dermatologic
Phenotype
Thrombocytopenia
Mutations in KDSR and
Amino Acid Change
1000
Genomes
Project
Frequency
ExAC
Frequency
SIFT
(Score)
PolyPhen-
2 (Score)
Mutation
Taster
1
Spain
Palmoplantar and
perianal keratoderma
þ
c.413T>G: p.Phe138Cys
0
8.3 10e5 Damaging
Probably
damaging
Disease-
causing
c.417þ3A>C
0
0
N/A
N/A
Disease-
causing
2
Spain
Palmoplantar and
perianal keratoderma
þ
c.413T>G: p.Phe138Cys
0
8.3 10e5 Damaging
Probably
damaging
Disease-
causing
c.417þ3A>C
0
0
N/A
N/A
Disease-
causing
3
United
Kingdom
Harlequin ichthyosis
þ
c.812G>A: p.Gly271Glu
0
0
Damaging
Probably
damaging
Disease-
causing
c.879G>A: p.Gln293Gln
0
3.3 10e5
N/A
N/A
Disease-
causing
4
Japan
Harlequin ichthyosis
þ
c.223_224delGA:
p.Glu75Asnfs*2
0
0
N/A
N/A
Disease-
causing
c.544G>A: p.Gly182Ser
0
8.2 10e6 Damaging
Probably
damaging
Disease-
causing
Abbreviations: ExAC, Exome Aggregation Consortium; N/A, not applicable; PolyPhen-2, Polymorphism Phenotyping v2; SIFT, Sorting Tolerant From Intolerant. yeast would not be able to grow normally if the KDSR mutants
impair enzymatic activity. This assay showed that the muta-
tions (illustrated for patients 1, 2, and 3; Figure 3b) diminished
the ability of yeast to grow in the absence of phytosphingosine,
similar to the three different mutations tested by Boyden et al. (2017). The p.Phe138Cys mutant had the mildest effect. In
comparison, the D5 and D5D6 mutants (representing the
c.417þ3A>C mutation) resulted in the most significant
impairment of yeast growth (Figure 3b). mutation), one other splice site mutation (c.417þ3G>A), and
one out-of-frame deletion (c.223_224delGA, p.Glu75Asnfs*2)
(Figure 1e). Table 1. Summary of clinical and mutation details of all four affected individuals Patients 1 and 2 come from the same region of
Spain, and therefore, although neither family was aware of any
relatedness, the finding of identical compound heterozygotes
mutations in KDSR (p.Phe138Cys and c.417þ3G>A) is likely
to indicate sharing of regional founder mutations. The splicing
mutation (c.417þ3A>C) was predicted to cause a reduction of
41.8% of transcripts expressing exon 5 of KDSR, based on the
SPANR tool (Xiong et al., 2015), which was confirmed by
reverse transcription-PCR using RNA extracted from skin (pa-
tients 1 and 2). Sequencing of cDNA from exon 2 to exon 7 of
KDSR showed skipping of exon 5 (96 base pairs, D5) or skip-
ping of exons 5 and 6 (288 base pairs, D5D6) (see
Supplementary Figure S3a and b online). Both of these trun-
cated transcripts restore the reading frames. By using cDNA
from peripheral blood, in-frame skipping of exon 5 was shown
(see Supplementary Figure S3c). The synonymous c.879G>A
mutation (p.Gln293Gln) was previously identified in the study
by Boyden et al. (2017). This nucleotide transition occurs
within the last base of exon 9, and reverse transcription-PCR in
that report showed in-frame skipping of exon 9. p
y
g
g
To assess the enzymatic activity in vitro, all mutant con-
structs (including those for patient 4, performed separately
under similar conditions) were introduced into HEK 293T cells
(Figure 3c), and KDSR activity was measured in vitro using
membrane fractions, notwithstanding an inherent limitation of
this assay being that HEK 293T cells have endogenous KDSR
activity, which is not abolished. Consistent with the yeast
complementation assay, this showed that most of the mutants
led to a significant reduction in DHS synthesis (Figure 3d). The
only exception was the p.Gly182Ser (c.544G>A) variant,
which showed no significant difference in DHS synthesis
compared with the wild type (Figure 3d). The p.Gly182Ser
mutation occurs within the hydrophilic domain (amino acids
22e270), similar to two mutations found by Boyden et al. (2017), and close to the canonical TyrXXXLys reductase site
(amino acids 186e190). By analogy with the Boyden et al. data, p.Gly182Ser is likely to lead to a structural protein
change rather than affect glycosylation or phosphorylation. KDSR mutations impair enzymatic activity and lead to
defective acylceramide synthesis To assess the effect of the mutations on KDSR enzymatic ac-
tivity, the new mutations identified in our patients were intro-
duced into yeast and HEK 293T cells. Two mutant plasmids
were designed for the c.417þ3A>C variant, one predicting
skipping of exon 5 only (D5) and the other loss of both exons 5
and 6 (D5D6) (Figure 3a). Primer details for the mutant con-
structs are shown in Supplementary Table S1 online. T Takeichi et al. KDSR Mutations Disrupt Skin and Platelet Function Table 1. Summary of clinical and mutation details of all four affected individuals Figure 2. Clinicopathologic features atures
r
fuse
ws
nd
m. s focal
osis. Scale
l
(
)
l of patient 1. (a) Diffuse palmar
keratoderma. (b) Perianal
hyperkeratosis. (c) Bilateral diffuse
plantar keratoderma. (d) Light
microscopy of palmar skin shows
psoriasiform acanthosis and
hyperkeratosis. Hematoxylin and
eosin stain. Scale bar ¼ 100 mm. (e) Higher magnification shows focal
hypergranulosis and parakeratosis. Hematoxylin and eosin stain. Scale
bar ¼ 10 mm. bar
10 mm. Journal of Investigative Dermatology (2017), Volume 137
2346 Journal of Investigative Dermatology (2017), Volume 137
2346 Journal of Investigative Dermatology (2017), Volume 137
2346 Journal of Investigative Dermatology (2017), Volume 137
2346 T Takeichi et al.
KDSR M
i
D (d) Total membrane
fractions were incubated with 10 mmol/L KDS and 1 mmol/L NADPH at 37 C for 1 hour. Lipids were extracted and subjected to liquid chromatography-
mass spectrometry/mass spectrometry analysis. DHS was detected in the MRM mode and quantified using MassLynx software. Values represent the mean
standard deviations of three independent experiments. Statistically significant differences compared with WT are indicated. **P < 0.01; Tukey test. DHS,
dihydrosphingosine; KDS, 3-ketodihydrosphingosine; KDSR, 3-ketodihydrosphingosine reductase; MRM, multiple reaction monitoring; NADPH, nicotinamide
adenine dinucleotide phosphate; PHS, phytosphingosine; SC-URA, synthetic complete minus uracil; WT, wild type. liquid chromatography-mass spectrometry analysis (Figure 4,
and Supplementary Tables S4 and S5 online for full details). In the forearms of patients 1 and 2 (uninvolved skin), there
was no significant difference in the total ceramide, ceramide
components, or average carbon numbers between the
affected
individuals
and
their
unaffected
mothers
(see
Supplementary Table S1). In contrast, in the affected wrist
skin, the levels of total ceramide, CER[EOS], CER[EOH], CER
[NP], CER[NH], and CER[NS], were reduced in the patients’
samples. Additionally, the average carbon numbers of
ceramides indicated that short chain ceramides, CER[NDS],
CER[NS], and CER[AS], were relatively increased in the pa-
tients’ skin. However, because of the small number of sam-
ples, statistical analyses could not be performed. Likewise, in
the affected palm skin samples, the level of total ceramide
was decreased in patient 1 compared with his mother. In
contrast, there was no difference in the levels of total or in-
dividual ceramides between patient 2 and his mother. This
discrepancy may be explained by the milder phenotype in
patient 2 compared with patient 1. The average carbon
numbers of ceramides showed that short chain ceramides,
CER[NDS], CER[NS], CER[NP], CER[ADS], CER[AS], and
CER[AP], were relatively increased in both patients’ palms. was performed on skin sections from patient 1, patient 2, and a
control individual to examine changes in protein levels or
localization. KDSR labeling was not visibly reduced in patient
skin (see Supplementary Figure S5 online; antibody details in
Supplementary Table S3 online). Staining with an anti-ceramide
antibody showed reduced (but not absent) ceramide levels in
patient skin, supporting the hypothesis that KDSR mutations lead
to dysregulation of ceramide biosynthesis, although the broad
reactivity of the antibody (which recognizes ceramide-2, cer-
amide-3, ceramide-5, ceramide C14, ceramide C16, and dihy-
droceramide C16, but not sphingosine or DHS) limits further
interpretation. T Takeichi et al.
KDSR M
i
D T Takeichi et al. KDSR Mutations Disrupt Skin and Platelet Function Figure 3. Mutations in KDSR impair enzymatic activity in vitro. (a) Total lysates prepared from KHY625 (Dtsc10) cells harboring an empty vector or the
plasmid encoding WT or mutant 3xFLAG-KDSR were separated by SDS-PAGE and subjected to immunoblotting using anti-FLAG M2 antibody. (b) KHY625
cells bearing the indicated plasmid were grown serially diluted at 1:10, spotted on SC-URA plates with or without 5 mmol/L PHS, and grown at 30 C for 3 days. (c, d) HEK 293T cells were transfected with an empty vector or the plasmid encoding WT or mutant 3xFLAG-KDSR. DHS levels in the membrane fractions
from the cells transfected with empty vector are due to activity of endogenous KDSR. At 24 hours after transfection, total membrane fractions were prepared. (c) Total membrane fractions (5 mg protein) were separated by SDS-PAGE and subjected to immunoblotting using anti-FLAG M2 antibody. (d) Total membrane
fractions were incubated with 10 mmol/L KDS and 1 mmol/L NADPH at 37 C for 1 hour. Lipids were extracted and subjected to liquid chromatography-
mass spectrometry/mass spectrometry analysis. DHS was detected in the MRM mode and quantified using MassLynx software. Values represent the mean
standard deviations of three independent experiments. Statistically significant differences compared with WT are indicated. **P < 0.01; Tukey test. DHS,
dihydrosphingosine; KDS, 3-ketodihydrosphingosine; KDSR, 3-ketodihydrosphingosine reductase; MRM, multiple reaction monitoring; NADPH, nicotinamide
adenine dinucleotide phosphate; PHS, phytosphingosine; SC-URA, synthetic complete minus uracil; WT, wild type. Figure 3. Mutations in KDSR impair enzymatic activity in vitro. (a) Total lysates prepared from KHY625 (Dtsc10) cells harboring an empty vector or the
plasmid encoding WT or mutant 3xFLAG-KDSR were separated by SDS-PAGE and subjected to immunoblotting using anti-FLAG M2 antibody. (b) KHY625
cells bearing the indicated plasmid were grown serially diluted at 1:10, spotted on SC-URA plates with or without 5 mmol/L PHS, and grown at 30 C for 3 days. (c, d) HEK 293T cells were transfected with an empty vector or the plasmid encoding WT or mutant 3xFLAG-KDSR. DHS levels in the membrane fractions
from the cells transfected with empty vector are due to activity of endogenous KDSR. At 24 hours after transfection, total membrane fractions were prepared. (c) Total membrane fractions (5 mg protein) were separated by SDS-PAGE and subjected to immunoblotting using anti-FLAG M2 antibody. T Takeichi et al.
KDSR M
i
D In keeping with the gene expression changes
observed, immunoreactivity of CERS3, filaggrin, and loricrin was
increased in both patients (see Supplementary Figure S5). Taken
together, these alterations suggest that reduction of KDSR activity
leads to diminished levels of ceramide in skin with increased or
precocious expression of terminal differentiation markers such as
keratin 10, involucrin, filaggrin and loricrin. liquid chromatography-mass spectrometry analysis (Figure 4,
and Supplementary Tables S4 and S5 online for full details). In the forearms of patients 1 and 2 (uninvolved skin), there
was no significant difference in the total ceramide, ceramide
components, or average carbon numbers between the
affected
individuals
and
their
unaffected
mothers
(see
Supplementary Table S1). In contrast, in the affected wrist
skin, the levels of total ceramide, CER[EOS], CER[EOH], CER
[NP], CER[NH], and CER[NS], were reduced in the patients’
samples. Additionally, the average carbon numbers of
ceramides indicated that short chain ceramides, CER[NDS],
CER[NS], and CER[AS], were relatively increased in the pa-
tients’ skin. However, because of the small number of sam-
ples, statistical analyses could not be performed. Likewise, in
the affected palm skin samples, the level of total ceramide
was decreased in patient 1 compared with his mother. In
contrast, there was no difference in the levels of total or in-
dividual ceramides between patient 2 and his mother. This
discrepancy may be explained by the milder phenotype in
patient 2 compared with patient 1. The average carbon
numbers of ceramides showed that short chain ceramides,
CER[NDS], CER[NS], CER[NP], CER[ADS], CER[AS], and
CER[AP], were relatively increased in both patients’ palms. KDSR expression and ceramide immunolabeling are reduced
in patient skin Quantitative PCR was performed using whole skin RNA from
patient 1, patient 2, and four healthy individuals (data shown in
Supplementary Figure S4 online; probe details in Supplementary
Table S2 online). KDSR expression was found to be reduced in
both affected individuals, but not dramatically (70e80% of
control; see Supplementary Figure S4a). Expressions of FLG,
CERS3, IVL, KRT10, and KRT14 were increased in both patients
(seeSupplementaryFigureS4bef).Immunofluorescencestaining A yeast complementation assay was performed using yeast
grown on plates with or without phytosphingosine. Because
sphingolipids are essential for cell viability, Dtsc10 yeast cells
cannot grow normally unless the addition of phytosphingosine
or DHS to the medium bypasses the requirement of de novo
sphingolipid synthesis. Therefore, under these circumstances, www.jidonline.org 2347 T Takeichi et al. (d) Subanalysis of the relative percentages of esterified and non-esterified
ceramides shows reduced levels of esterified ceramides for all patient samples compared with those of their respective mothers, with the exception of the
palm sample from the mother of patient 2. A more detailed analysis of these data are presented in Supplementary Tables S4 and S5. b a d Figure 4. Tape stripping and liquid chromatography-mass spectrometry analysis shows reduced percentages of esterified ceramides in patient 1 and patient 2
skin. (a) In palm skin, total ceramide levels in patient 1 are reduced compared with his mother, although differences are not observed in patient 2, who
had a milder clinical phenotype. (b) Total ceramide levels are also reduced in wrist skin in both patients with respect to their mothers, more so for patient 1. (c) In
forearm skin (clinically normal), total ceramide levels are not reduced in patient skin. (d) Subanalysis of the relative percentages of esterified and non-esterified
ceramides shows reduced levels of esterified ceramides for all patient samples compared with those of their respective mothers, with the exception of the
palm sample from the mother of patient 2. A more detailed analysis of these data are presented in Supplementary Tables S4 and S5. skin. (a) In palm skin, total ceramide levels in patient 1 are reduced compared with his mother, although differences are not observed in patient 2, who
had a milder clinical phenotype. (b) Total ceramide levels are also reduced in wrist skin in both patients with respect to their mothers, more so for patient 1. (c) In
forearm skin (clinically normal), total ceramide levels are not reduced in patient skin. (d) Subanalysis of the relative percentages of esterified and non-esterified
ceramides shows reduced levels of esterified ceramides for all patient samples compared with those of their respective mothers, with the exception of the
palm sample from the mother of patient 2. A more detailed analysis of these data are presented in Supplementary Tables S4 and S5. bleeding, was decreased by 61% compared with control
subjects, and the equivalent measure in patient 2 was
reduced by 45% (Figure 6a). The observation that serum S1P
levels compared with those of control subjects were dimin-
ished in both patients by only 45% and 36%, respectively,
suggests that erythrocytes contribute to most of the S1P being
released in patient samples during blood clotting. T Takeichi et al. Surface-
exposed ceramide in human platelets were investigated
with an antibody recognizing C24:0 ceramide levels, the
predominant form of ceramide present in human platelets
(Chen et al., 2013). This antibody detected a significant in-
crease in ceramide levels in the plasma membrane of con-
trols and carriers of the c.417þ3A>C mutation after platelet
activation, whereas the intensity of immunostaining was not
changed significantly in affected patients (Figure 6b). There was a relative (but not absolute) increase of short chain
ceramides in wrist and palm. Because total ceramide levels
decrease, it is more likely that overall there is a decrease in
longer ceramides. KDSR is one of the key enzymes involved
in the de novo pathway of sphingolipid synthesis, acting
between serine palmitoyl transferase and ceramide synthase. Therefore, KDSR deficiency may affect this cascade and lead
to a reduction in the levels of synthesis of total and down-
stream products. There was a relative (but not absolute) increase of short chain
ceramides in wrist and palm. Because total ceramide levels
decrease, it is more likely that overall there is a decrease in
longer ceramides. KDSR is one of the key enzymes involved
in the de novo pathway of sphingolipid synthesis, acting
between serine palmitoyl transferase and ceramide synthase. Therefore, KDSR deficiency may affect this cascade and lead
to a reduction in the levels of synthesis of total and down-
stream products. KDSR mutations reduce platelet number and function Detailed analysis of platelets was performed in patients 1 and
2, their respective mothers, and healthy control subjects. No
morphologic abnormalities in platelets were noted (see
Supplementary Figure S6 online), although flow cytometry
evaluation of platelet volume was slightly increased in the
patients (Table 2). The patients’ platelets expressed normal
levels of adhesive surface glycoproteins, but a lower level of
phosphatidylserine exposure in terms of basal annexin V
binding positive percentages and also reduced thromboplastin
expression in unstimulated washed platelets (Table 2). Next,
we performed platelet function analysis by evaluating granule
release and the conformational change of aIIbb3 integrin
(CD62P and PAC-1, respectively) upon stimulation with
different platelet agonists (Figure 5). The increment both in
CD62Pe and PAC-1epositive platelets was lower in patients
than in control subjects, specifically with agonists that are
known to activate pathways that are highly dependent on Src
family kinases, such as thrombin (PAR1p and PAR4p), collagen
(collagen-related peptide), and adenosine diphosphate, but
not as evident after arachidonic acid stimulation (Figure 5). T Takeichi et al. KDSR Mutations Disrupt Skin and Platelet Function Esterified
Ceramides (%)
Non-esterified
Ceramides (%)
Esterified
Ceramides (%)
Non-esterified
Ceramides (%)
5.0
Each ceramide class in palm
ng/μg-protein
4.5
4.0
3.5
3.0
2.5
2.0
1.5
1.0
0.5
0.0
4.3
4.4
7.8
4.1
95.7
95.6
92.2
95.9
Patient 1
Patient 2
Mother of
Patient 2
Mother of
Patient 1
a
d
EOP
EOH
EOS
AP
AH
AS
ADS
NP
NH
10.6
6.9
14.2
12.3
89.4
93.1
85.8
87.7
14.0
EOP
EOH
EOS
AP
AH
AS
ADS
NP
NH
Each ceramide class in wrist
ng/μg-protein
12.0
10.0
8.0
6.0
4.0
2.0
0.0
Patient 1
Patient 2
Mother of
Patient 2
Mother of
Patient 1
b
11.6
7.5
14.8
11.3
88.4
92.5
85.2
88.7
EOP
EOH
EOS
AP
AH
AS
ADS
NP
NH
16.0
Each ceramide class in forearm
ng/μg-protein
12.0
14.0
10.0
8.0
6.0
4.0
2.0
0.0
Patient 1
Patient 2
Mother of
Patient 2
Mother of
Patient 1
c Esterified
Ceramides (%)
Non-esterified
Ceramides (%)
Esterified
Ceramides (%)
Non-esterified
Ceramides (%)
5.0
Each ceramide class in palm
ng/μg-protein
4.5
4.0
3.5
3.0
2.5
2.0
1.5
1.0
0.5
0.0
4.3
4.4
7.8
4.1
95.7
95.6
92.2
95.9
Patient 1
Patient 2
Mother of
Patient 2
Mother of
Patient 1
a
d
EOP
EOH
EOS
AP
AH
AS
ADS
NP
NH
10.6
6.9
14.2
12.3
89.4
93.1
85.8
87.7
14.0
EOP
EOH
EOS
AP
AH
AS
ADS
NP
NH
Each ceramide class in wrist
ng/μg-protein
12.0
10.0
8.0
6.0
4.0
2.0
0.0
Patient 1
Patient 2
Mother of
Patient 2
Mother of
Patient 1
b
11.6
7.5
14.8
11.3
88.4
92.5
85.2
88.7
EOP
EOH
EOS
AP
AH
AS
ADS
NP
NH
16.0
Each ceramide class in forearm
ng/μg-protein
12.0
14.0
10.0
8.0
6.0
4.0
2.0
0.0
Patient 1
Patient 2
Mother of
Patient 2
Mother of
Patient 1
c
Figure 4. Tape stripping and liquid chromatography-mass spectrometry analysis shows reduced percentages of esterified ceramides in patient 1 and patient 2
skin. (a) In palm skin, total ceramide levels in patient 1 are reduced compared with his mother, although differences are not observed in patient 2, who
had a milder clinical phenotype. (b) Total ceramide levels are also reduced in wrist skin in both patients with respect to their mothers, more so for patient 1. (c) In
forearm skin (clinically normal), total ceramide levels are not reduced in patient skin. KDSR mutations lead to variable alterations in skin
ceramides The levels of 11 major ceramide species in the skin of the
forearm, wrist, and palm were assessed by tape stripping and Journal of Investigative Dermatology (2017), Volume 137
2348 Journal of Investigative Dermatology (2017), Volume 137
2348 2348 T Takeichi et al.
KDSR M t ti
D Values presented are the mean of MFI standard error of mean in duplicate
samples from the two compound heterozygote patients (black bars), their
mothers (white bars), and two parallel controls (gray bars). *Significant
differences (P < 0.05, Mann-Whitney test) compared with control samples. M, mol/L; MFI, median fluorescence intensity. Figure 5. Functional differences are present in platelets from patients 1 and
2 compared with control samples. Platelets from compound heterozygotes of
the mutations c.413T>G and c.417þ3A>C in KDSR, their heterozygous
mothers (carrying the c.417þ3A>C mutation), and healthy unrelated control
subjects (combined data from two subjects) were stimulated under static
conditions (30 minutes at room temperature) with agonist (1.6 mmol/L
arachidonic acid [AA], 10 mmol/L adenosine diphosphate [ADP], 25 mmol/L
PAR1 peptide [PAR1p], 100 mmol/L PAR4 peptide [PAR4p], 2 mg/ml convulxin
[CVX], and 2 mg/ml collagen-related peptide [CRP]) in the presence of both
PAC-1-FITC and anti-CD62P-PE monoclonal antibodies. The samples were
evaluated by flow cytometry, and the MFIs for (a) alpha granule release (anti-
CD62P-PE) and (b) aIIbb3 integrin activation (anti PAC-1-FITC) are shown. Values presented are the mean of MFI standard error of mean in duplicate
samples from the two compound heterozygote patients (black bars), their
mothers (white bars), and two parallel controls (gray bars). *Significant
differences (P < 0.05, Mann-Whitney test) compared with control samples. M, mol/L; MFI, median fluorescence intensity. formation is the salvage pathway, which delivers 50e90% of
the ceramide and uses hydrolysis of sphingomyelin by
sphingomyelinase (Linn et al., 2001). Ceramide can be also
be synthesized de novo in the endoplasmic reticulum (Linn
et al., 2001). The first step in the de novo pathway of cer-
amide synthesis is catalyzed by serine palmitoyl transferase,
condensing
L-serine and a fatty acid to generate 3-KDS. Subsequently, reduction of 3-KDS by KDSR produces DHS. DHS is the substrate of ceramide synthases, a group of six
enzymes, which bind fatty acids of varying lengths to the
amide group of DHS, thus giving rise to a variety of dihy-
droceramides (Levy and Futerman, 2010). Finally, dihy-
droceramide desaturase creates a double bond between
positions 4 and 5, generating ceramide. The mutations we identified in KDSR are predominantly
loss of function, leading to reduced ceramide synthesis with a
relative reduction of esterified ceramides evident in our tape
stripping and liquid chromatography-mass spectrometry an-
alyses. T Takeichi et al.
KDSR M t ti
D T Takeichi et al. KDSR M
i
D T Takeichi et al. KDSR Mutations Disrupt Skin and Platelet Function T Takeichi et al. KDSR Mutations Disrupt Skin and Platelet Function Table 2. Blood parameters, platelet size, glycoprotein
expression, and annexin V and tissue factor binding in
patients 1 and 2, their mothers, and control subjects
P1
P2
Mother
of P1
Mother
of P2
Control
1
Control
2
WBC (109/L)
16.1
8.2
5.2
8.6
7.2
7.8
Hb (g/dl)
13.9
12.7
12.4
13.5
12.8
14.3
Ht (%)
40.2
37.9
36.6
39.9
37.7
42.6
Platelets (109/
L)
24
7
213
226
207
206
FSC (MFI)
32.9
32.9
26.8
27.9
25.7
25.6
CD42b (MFI)
127.2 122.8
152.7
186.2
161.3
199.5
CD42a (MFI)
187.2 189.2
188.1
207.7
180.6
212.8
CD61 (MFI)
209.8 215.3
194.5
237.8
216.7
226.4
CD49b (MFI)
29.5
28.5
33.6
41.1
39.5
31.6
Annexin V
(% positive)
2.5
1.7
5.9
4.2
4.7
3.6
Tissue factor
(% positive)
4.2
4.4
7.8
5.9
7.5
6.2
Abbreviations: FSC, forward side scatter; Hb, hemoglobin; Ht, hematocrit;
MFI, median fluorescence intensity; P1, patient 1; P2, patient 2; WBC,
white blood cells. Figure 5. Functional differences are present in platelets from patients 1 and Figure 5. Functional differences are present in platelets from patients 1 and
2 compared with control samples. Platelets from compound heterozygotes of
the mutations c.413T>G and c.417þ3A>C in KDSR, their heterozygous
mothers (carrying the c.417þ3A>C mutation), and healthy unrelated control
subjects (combined data from two subjects) were stimulated under static
conditions (30 minutes at room temperature) with agonist (1.6 mmol/L
arachidonic acid [AA], 10 mmol/L adenosine diphosphate [ADP], 25 mmol/L
PAR1 peptide [PAR1p], 100 mmol/L PAR4 peptide [PAR4p], 2 mg/ml convulxin
[CVX], and 2 mg/ml collagen-related peptide [CRP]) in the presence of both
PAC-1-FITC and anti-CD62P-PE monoclonal antibodies. The samples were
evaluated by flow cytometry, and the MFIs for (a) alpha granule release (anti-
CD62P-PE) and (b) aIIbb3 integrin activation (anti PAC-1-FITC) are shown. Values presented are the mean of MFI standard error of mean in duplicate
samples from the two compound heterozygote patients (black bars), their
mothers (white bars), and two parallel controls (gray bars). *Significant
differences (P < 0.05, Mann-Whitney test) compared with control samples. M, mol/L; MFI, median fluorescence intensity. Table 2. T Takeichi et al.
KDSR M t ti
D Blood parameters, platelet size, glycoprotein
expression, and annexin V and tissue factor binding in
patients 1 and 2, their mothers, and control subjects Abbreviations: FSC, forward side scatter; Hb, hemoglobin; Ht, hematocrit;
MFI, median fluorescence intensity; P1, patient 1; P2, patient 2; WBC,
white blood cells. present, there does not appear to be a basis for clear
genotype-phenotype correlation. Before the discovery of human mutations in KDSR, data
linking this gene to disease have been very limited, aside
from a missense variant in the bovine ortholog of KDSR that
was proposed to cause spinal muscular atrophy (Krebs et al.,
2007). Intriguingly, however, a de novo deletion of human
chromosome arm 18q has been reported previously in an
infant with lethal harlequin ichthyosis (Stewart et al., 2001):
this child’s karyotype was 46,XY,del(18)(q21.3). The authors
hypothesized that the causative gene may be located at or
distal to 18q21.3 and that this deletion may have unveiled
this autosomal recessive disorder. Indeed, KDSR is located at
18q21.33, and thus we speculate that loss of KDSR may have
been responsible for this individual’s phenotype. The vast
majority of cases of harlequin ichthyosis have biallelic mu-
tations in the lipid transporter gene ABCA12 (Akiyama,
2014), but this previous report (Stewart et al., 2001) and
our current findings in two further subjects with harlequin
ichthyosis identify KDSR as a possible additional candidate
gene for non-ABCA12 harlequin ichthyosis. Figure 5. Functional differences are present in platelets from patients 1 and
2 compared with control samples. Platelets from compound heterozygotes of Figure 5. Functional differences are present in platelets from patients 1 and
2 compared with control samples. Platelets from compound heterozygotes of
the mutations c.413T>G and c.417þ3A>C in KDSR, their heterozygous
mothers (carrying the c.417þ3A>C mutation), and healthy unrelated control
subjects (combined data from two subjects) were stimulated under static
conditions (30 minutes at room temperature) with agonist (1.6 mmol/L
arachidonic acid [AA], 10 mmol/L adenosine diphosphate [ADP], 25 mmol/L
PAR1 peptide [PAR1p], 100 mmol/L PAR4 peptide [PAR4p], 2 mg/ml convulxin
[CVX], and 2 mg/ml collagen-related peptide [CRP]) in the presence of both
PAC-1-FITC and anti-CD62P-PE monoclonal antibodies. The samples were
evaluated by flow cytometry, and the MFIs for (a) alpha granule release (anti-
CD62P-PE) and (b) aIIbb3 integrin activation (anti PAC-1-FITC) are shown. DISCUSSION In this study, we identified biallelic mutations in KDSR in
patients with defective keratinization and thrombocytopenia,
implicating KDSR in the pathobiology of hereditary palmo-
plantar keratodermas and ichthyosis, as recently shown by
Boyden et al. (2017), but also showing that KDSR has an
important additional role in platelet biology. Our data suggest
that mutations in KDSR impair ceramide biosynthesis path-
ways and function in skin and platelets. Clinically, the skin phenotypes in our patients were diverse:
two patients had localized hyperkeratosis/keratoderma, and
the other two had generalized harlequin-like ichthyosis. Neither of these forms of abnormal cornification resembled
the progressive symmetric erythrokeratoderma reported in
association with KDSR mutations by Boyden et al. (2017). Collectively, most of the mutations are loss-of-function but, at The plasma sphingosine-1-phosphate (S1P) concentration
in patient 1, who presented with more severe clinical www.jidonline.org 2349 T Takeichi et al. KDSR M t ti
D T Takeichi et al.
KDSR M t ti
D Ceramides are a class of sphingolipids, a family of
lipids present in eukaryotes, which are involved in a variety
of key physiologic functions in the skin, brain, immune sys-
tem, and blood vessels (Wegner et al., 2016). Ceramides are
vital not only for membrane structure integrity but are also
essential for critical signaling processes such as cell cycle
arrest, migration, chemotaxis, adhesion, and differentiation
(Wegner et al., 2016). Additionally, ceramides are relevant to
proliferation, inflammation, apoptosis, and autophagy in the
context of stress (Uchida, 2014). There are more than 1,000
ceramide species, most of which are present in skin stratum
corneum (Kihara, 2016). The major route of ceramide Patients with mutations in KDSR also exhibit progressive
thrombocytopenia and a moderate functional platelet defect
that develops early in life. The most likely explanation for the
reduction in platelet count is diminished S1P synthesis. With Journal of Investigative Dermatology (2017), Volume 137
50 2350 T Takeichi et al. KDSR Mutations Disrupt Skin and Platelet Function T Takeichi et al. T Takeichi et al. KDSR Mutations Disrupt Skin and Platelet Function *
400
300
a
200
Plasma
S1P (ng/L)
100
0
*
*
Serum
10
8
b
6
4
Ceramide expression (MFI)
2
0
Figure 6. KDSR mutations reduce sphingosine 1 phosphate (S1P) and
ceramide expression in plasma, serum, and activated platelets. (a) S1P
concentration in blood plasma and serum samples obtained from patients 1
and 2 and healthy control subjects. Red bars represent the affected
individuals, and violet bars represent two parallel control subjects. (b) Ceramide expression in stimulated platelets in response to 250 mmol/L
PAR1p. Bars colored in lighter shades of red, orange, and violet represent
unstimulated cells, and the bars in darker shades of each respective color
indicate activated platelets. The values shown are the means of duplicate
samples of (a) S1P concentration and (b) MFI. The error bars indicate the
standard error of the mean. *Significant differences (P < 0.05, Mann-Whitney
test) (a) in plasma S1P levels between patients and control subjects and (b) in
ceramide expression between unstimulated and activated platelets. MFI,
median fluorescence intensity; PAR1p, PAR1 peptide. *
400
300
a
200
Plasma
S1P (ng/L)
100
0
Serum receptor-targeting drugs that act as agonists upon initial
binding to the S1P receptor. MATERIALS AND METHODS The full description of all materials and methods used in this study
for venous blood sampling for DNA, platelet, plasma, and serum
studies, as well as methodology for whole-exome sequencing
(including reads and coverage), cell culture and transfection,
immunofluorescence microscopy, quantitative PCR, and platelet
microscopy and flow cytometry are provided in the Supplementary
Materials online. relevance to onset of platelet loss, transplacental sphingosine
stored in erythrocytes during fetal life may account for
thrombocytopenia not being evident at birth. Instead, this
phenomenon may manifest once the release from these cells,
with a life span of 4 months, is compromised. In thrombo-
poiesis, both extracellular and intracellular normal levels of
this lipid mediator are essential in pro-platelet shedding from
megakaryocytes in genetically deficient mice (Zhang et al.,
2012, 2013). Therefore, defects in platelet formation and
release in the final stage of thrombopoiesis may contribute to
the pathogenesis of thrombocytopenia in KDSR patients. Moreover, the functional defects associated with mutations in
KDSR could be related to the reduced synthesis of not only
S1P but also ceramide. Previous studies in knockout mice
have shown that platelets defective in S1P or ceramide fail to
activate normally and that exogenous ceramide or S1P is able
to rescue the phenotype of defective platelet secretion and
aggregation (Munzer et al., 2014; Urtz et al., 2015). relevance to onset of platelet loss, transplacental sphingosine
stored in erythrocytes during fetal life may account for
thrombocytopenia not being evident at birth. Instead, this
phenomenon may manifest once the release from these cells,
with a life span of 4 months, is compromised. In thrombo-
poiesis, both extracellular and intracellular normal levels of
this lipid mediator are essential in pro-platelet shedding from
megakaryocytes in genetically deficient mice (Zhang et al.,
2012, 2013). Therefore, defects in platelet formation and
release in the final stage of thrombopoiesis may contribute to
the pathogenesis of thrombocytopenia in KDSR patients. Moreover, the functional defects associated with mutations in
KDSR could be related to the reduced synthesis of not only
S1P but also ceramide. Previous studies in knockout mice
have shown that platelets defective in S1P or ceramide fail to
activate normally and that exogenous ceramide or S1P is able
to rescue the phenotype of defective platelet secretion and
aggregation (Munzer et al., 2014; Urtz et al., 2015). T Takeichi et al.
KDSR M t ti
D *Significant differences (P < 0.05, Mann-Whitney
test) (a) in plasma S1P levels between patients and control subjects and (b) in
ceramide expression between unstimulated and activated platelets. MFI,
median fluorescence intensity; PAR1p, PAR1 peptide. ceramide expression in plasma, serum, and activated platelets. (a) S1P
concentration in blood plasma and serum samples obtained from patients 1
and 2 and healthy control subjects. Red bars represent the affected
individuals, and violet bars represent two parallel control subjects. (b) Ceramide expression in stimulated platelets in response to 250 mmol/L
PAR1p. Bars colored in lighter shades of red, orange, and violet represent
unstimulated cells, and the bars in darker shades of each respective color
indicate activated platelets. The values shown are the means of duplicate
samples of (a) S1P concentration and (b) MFI. The error bars indicate the
standard error of the mean. *Significant differences (P < 0.05, Mann-Whitney
test) (a) in plasma S1P levels between patients and control subjects and (b) in
ceramide expression between unstimulated and activated platelets. MFI,
median fluorescence intensity; PAR1p, PAR1 peptide. Yeast strain and medium The yeast Saccharomyces cerevisiae strain KHY625 (MATa ura3 his3
trp1 leu2 Dtsc10::LEU2; Kihara and Igarashi, 2004) harboring a
URA3 marker-containing plasmid was grown on synthetic complete
minus uracil (0.67% yeast nitrogen base, 2%
D-glucose, 0.5%
casamino acids, 20 mg/L adenine, and 20 mg/L tryptophan) plates
with or without 5 mmol/L phytosphingosine and 0.0015% Nonidet P-
400 (dispersant) at 30 C. T Takeichi et al.
KDSR M t ti
D Fingolimod administration cau-
ses a rapid increase in platelet numbers in mice (Zhang et al.,
2012), suggesting acute agonistic action of the drug on
megakaryocyte S1P receptor-induced platelet release. Thus, it
could be possible, in patients with reduced but not absent
KDSR enzymatic activity, to therapeutically regulate platelet
deficiencies by targeting the S1P receptor. Regarding treat-
ment of the skin, we saw no or limited response to systemic
retinoid (acitretin) in three subjects (patients 1, 2, and 3). In
contrast, use of isotretinoin in individuals with KDSR muta-
tions
and
a
progressive
symmetric
erythrokeratoderma
phenotype was reported to be very effective (Boyden et al.,
2017). Between our study (patient 3) and that of Boyden
et al. (2017), there were two patients who died in early in-
fancy. Although there are currently no data specifically
implicating KDSR mutations as being any more likely to lead
to increased infant mortality over other forms of congenital
ichthyosis, this potentially poor outcome will need to be
reviewed as more cases of KDSR mutations are documented. a *
*
10
8
b
6
4
Ceramide expression (MFI)
2
0 b In conclusion, our data add to recent findings by Boyden
et al. (2017) in showing that defective ceramide biosyn-
thesis due to mutations in KDSR is responsible for some forms
of local hyperkeratosis and generalized ichthyosis. Moreover,
we show that the KDSR mutations we identified are also
associated with accompanying thrombocytopenia. Our work
therefore extends knowledge about ceramides in skin disease
and provides original insights into ceramides and platelet
biology, with collective implications for patient diagnostics,
prognostics, and therapeutics. Figure 6. KDSR mutations reduce sphingosine 1 phosphate (S1P) and
ceramide expression in plasma, serum, and activated platelets. (a) S1P Figure 6. KDSR mutations reduce sphingosine 1 phosphate (S1P) and
ceramide expression in plasma, serum, and activated platelets. (a) S1P
concentration in blood plasma and serum samples obtained from patients 1
and 2 and healthy control subjects. Red bars represent the affected
individuals, and violet bars represent two parallel control subjects. (b) Ceramide expression in stimulated platelets in response to 250 mmol/L
PAR1p. Bars colored in lighter shades of red, orange, and violet represent
unstimulated cells, and the bars in darker shades of each respective color
indicate activated platelets. The values shown are the means of duplicate
samples of (a) S1P concentration and (b) MFI. The error bars indicate the
standard error of the mean. ACKNOWLEDGMENTS The Centre for Dermatology and Genetic Medicine is supported by a Well-
come Trust Strategic Award (reference 098439/Z/12/Z). The work was sup-
ported by the UK Biotechnology and Biological Sciences Research Council
(BBSRC), the Medical Research Council (MRC), and the National Institute for
Health Research (NIHR) comprehensive Biomedical Research Centre (BRC)
award to Guy’s and St. Thomas’ NHS Foundation Trust, in partnership with the
King’s College London and King’s College Hospital NHS Foundation Trust. This work was also supported by funding from Advanced Research and
Development Programs for Medical Innovation (AMED-CREST) from the
Japan Agency for Medical Research and Development (AMED). This work
was also supported by a Grant-in-Aid for Scientific Research (B) 15H04887,
and by a Grant-in-Aid for Young Scientists (B) 16K19717 from the Japan So-
ciety for the Promotion of Science (JSPS). REFERENCES Akiyama M. The roles of ABCA12 in epidermal lipid barrier formation and
keratinocyte differentiation. Biochim Biophys Acta 2014;1841:435e40. Aldahmesh MA, Mohamed JY, Alkuraya HS, Verma IC, Puri RD, Alaiya AA,
et al. Recessive mutations in ELOVL4 cause ichthyosis, intellectual
disability, and spastic quadriplegia. Am J Hum Genet 2011;89:745e50. Boyden LM, Vincent NG, Zhou J, Hu R, Craiglow BG, Bayliss SJ, et al. Mu-
tations
in KDSR cause
recessive progressive symmetric
erythroker-
atoderma. Am J Hum Genet 2017;100:978e84. SUPPLEMENTARY MATERIAL Supplementary material is linked to the online version of the paper at www. jidonline.org, and at http://dx.doi.org/10.1016/j.jid.2017.06.028. Plasmid generation Human FVT-1/KDSR cDNA was digested from the pAK591 plasmid
(Kihara and Igarashi, 2004) and cloned into pCE-puro 3xFLAG-1, the
mammalian expression vector designed for N-terminal 3xFLAG-tag-
ged protein production. Four of the identified mutations (F138C, D5,
D5D6, and Q271E) were created using the QuikChange Site-Directed
Mutagenesis Kit (Agilent Technologies, Santa Clara, CA), and the
primers listed in Supplementary Table S1. The E75Nfs*2 mutant was
produced by amplifying the mutated KDSR gene using the primers
KDSR-F and KDSR E75Nfs*2, respectively (see Supplementary
Table S1), followed by cloning into the pCE-puro 3xFLAG-1 vector. For expression in yeast, wild-type and mutant KDSR plasmids were The platelet abnormalities in patients proved difficult to
treat with conventional approaches, but an alternative strat-
egy might be to use drugs such as fingolimod and related S1P www.jidonline.org 2351 In vitro 3-KDS reductase assay y
Cells were suspended in buffer A (50 mmol/L Tris-HCl [pH 7.5], 10%
glycerol, 150 mmol/L NaCl, 1 mmol/L EDTA, 1 protease inhibitor
mixture
[Complete
EDTA
free;
Roche
Diagnostics,
Basel,
Switzerland], 1 mmol/L phenylmethylsulfonyl fluoride, and 1 mmol/L
dithiothreitol]) and lysed by sonication. After ultracentrifugation
(100,000g, 30 minutes, 4 C), the pellet was suspended in buffer A and
was used as the total membrane fraction. Protein amounts were
quantified using the Pierce BCA Protein Assay Kit (Thermo Fisher
Scientific, Waltham, MA). In vitro KDS reductase assay was performed
by incubating the total membrane fraction (1 mg) with 1 mmol/L
nicotinamide adenine dinucleotide phosphate and 10 mmol/L KDS
(C18, Matreya, State College, PA) at 37 C for 1 hour. Lipids were
extracted by mixing with successive additions of 3.75 volume of
chloroform/methanol/HCl
(100:200:1,
volume/volume/volume),
1.25 volume of chloroform, and 1.25 volume of water. Phases were
separated by centrifugation (20,000g, room temperature, 3 minutes). The resulting organic (lower) phase was recovered, dried, and dis-
solved in methanol. The reaction product DHS was detected by ultra
performance liquid chromatography coupled with electrospray ioni-
zation tandem triple quadrupole MS (Xevo TQ-S; Waters, Milford,
MA). The ultra performance liquid chromatography solvent systems
and electrospray ionization condition were described previously
(Yamamoto et al., 2016). DHS was detected by multiple reaction
monitoring byselecting the m/z value of 302.2 at Q1 and the m/z value
of 266.0 at Q3 with the collision energy setting at 20 V in positive ion
mode (see Supplementary Table S5). DHS levels were quantified using
a standard curve plotted from serial dilutions of DHS (Avanti Polar
Lipids, Alabaster, AL) standard. Data were analyzed using MassLynx
software (Waters). KDSR Mutations Disrupt Skin and Platelet Function and an L-column octadecylsilyl (2.1 mm inside diameter 150 mm;
Chemicals Evaluation and Research Institute). Chromatographic
separation of the lipids was achieved at a flow rate of 0.2 ml/minute
using a mobile phase of binary gradient solvent system. Each
ceramide species was detected by selected ion monitoring of m/z
[MþCH3COO]. Soluble proteins were extracted from the other
half-strip with a 0.1-mol/L NaOH of 1% sodium dodecyl sulfate
aqueous solution at 60 C for 150 minutes. The extract solutions
were then neutralized with an HCl aqueous solution. After that,
soluble proteins were measured using a BCA protein assay kit
(Thermo Fisher Scientific, Waltham, MA). Samples were taken from
two unaffected mothers (families 1 and 2) as a control. transferred into pAKNF316 (CEN, URA3 marker), the yeast expression
vector designed to produce N-terminally 3xFLAG-tagged protein
under the control of a glyceraldehyde 3-phosphate dehydrogenase
(GAPDH) promoter. Immunoblotting Immunoblotting was performed as described previously (Kitamura
et al., 2015) using anti-FLAG M2 antibody (1.85 mg/ml; Sigma, St. Louis, MO) as the primary antibody and an horseradish peroxidase-
conjugated anti-mouse IgG F(ab0)2 fragment (diluted 1:7,500; GE
Healthcare Life Sciences, Piscataway, NJ) as the secondary antibody. ORCIDs ORCIDs
David P Kelsell: http://orcid.org/0000-0002-9910-7144
John A. McGrath: http://orcid.org/0000-0002-3708-9964
WH Irwin McLean: http://orcid.org/0000-0001-5539-5757 David P Kelsell: http://orcid.org/0000-0002-9910-7144
John A. McGrath: http://orcid.org/0000-0002-3708-9964
WH Irwin McLean: http://orcid.org/0000-0001-5539-5757 T Takeichi et al.
KDSR M t ti
D KDSR Mutations Disrupt Skin and Platelet Function KDSR Mutations Disrupt Skin and Platelet Function KDSR Mutations Disrupt Skin and Platelet Function KDSR Mutations Disrupt Skin and Platelet Function Kitamura T, Takagi S, Naganuma T, Kihara A. Mouse aldehyde dehy-
drogenase ALDH3B2 is localized to lipid droplets via two C-terminal
tryptophan residues and lipid modification. Biochem J 2015;465:
79e87. Stewart H, Smith PT, Gaunt L, Moore L, Tarpey P, Andrew S, et al. De novo
deletion of chromosome 18q in a baby with harlequin ichthyosis. Am J
Med Genet 2001;102:342e5. Stewart H, Smith PT, Gaunt L, Moore L, Tarpey P, Andrew S, et al. De novo
deletion of chromosome 18q in a baby with harlequin ichthyosis. Am J
Med Genet 2001;102:342e5. Uchida Y. Ceramide signaling in mammalian epidermis. Biochim Biophys
Acta 2014;1841(3):453e62. Krebs S, Medugorac I, Rother S, Strasser K, Forster M. A missense mutation in
the 3-ketodihydrosphingosine reductase FVT1 as candidate causal muta-
tion for bovine spinal muscular atrophy. Proc Natl Acad Sci USA 2007;104:
6746e51. Urtz N, Gaertner F, von Bruehl ML, Chandraratne S, Rahimi F, Zhang L, et al. Sphingosine 1-phosphate produced by sphingosine kinase 2 intrinsically
controls platelet aggregation in vitro and in vivo. Circ Res 2015;117:376e87. Levy M, Futerman AH. Mammalian ceramide synthases. IUBMB Life
2010;62:347e56. Wegner MS, Schiffmann S, Parnham MJ, Geisslinger G, Grosch S. The enigma
of ceramide synthase regulation in mammalian cells. Prog Lipid Res
2016;63:93e119. Linn SC, Kim HS, Keane EM, Andras LM, Wang E, Merrill AH Jr. Regulation of
de novo sphingolipid biosynthesis and the toxic consequences of its
disruption. Biochem Soc Trans 2001;29:831e5. Xiong HY, Alipanahi B, Lee LJ, Bretschneider H, Merico D, Yuen RK, et al. RNA splicing. The human splicing code reveals new insights into the ge-
netic determinants of disease. Science 2015;347(6218):1254806. Munzer P, Borst O, Walker B, Schmid E, Feijge MA, Cosemans JM, et al. Acid sphingomyelinase regulates platelet cell membrane scrambling,
secretion,
and
thrombus
formation. Arterioscler
Thromb
Vasc
Biol
2014;34:61e71. Yamamoto S, Yako Y, Fujioka Y, Kajita M, Kameyama T, Kon S, et al. A role of
the sphingosine-1-phosphate (S1P)-S1P receptor 2 pathway in epithelial
defense against cancer (EDAC). Mol Biol Cell 2016;27:491e9. Ohno Y, Nakamichi S, Ohkuni A, Kamiyama N, Naoe A, Tsujimura H, et al. Essential role of the cytochrome P450 CYP4F22 in the production of
acylceramide, the key lipid for skin permeability barrier formation. Proc
Natl Acad Sci USA 2015;112:7707e12. Zhang L, Orban M, Lorenz M, Barocke V, Braun D, Urtz N, et al. Tape stripping for ceramide analysis Chen WF, Lee JJ, Chang CC, Lin KH, Wang SH, Sheu JR. Platelet
protease-activated receptor (PAR)4, but not PAR1, associated with
neutral sphingomyelinase responsible for thrombin-stimulated cer-
amide-NF-kappaB
signaling
in
human
platelets. Haematologica
2013;98:793e801. To examine the ceramide species present in the stratum corneum,
tape stripping was performed by pressing an acryl film tape (456#40;
Teraoka Seisakusho, Tokyo, Japan) to the skin of the forearm, wrist,
and palm. Five strips measuring 25 mm 50 mm each were ob-
tained from a single individual. The samples were then subjected to
liquid chromatography-mass spectrometry analysis to assess the
levels of 11 major ceramide species (Ishikawa et al., 2013; Ohno
et al., 2015). The strips were cut into two half-strips, one for lipid
analysis and the other for protein analysis. The lipids within the
first half-strip were dissolved in 2 ml of chloroform/methanol/
2-propanol (10:45:45, volume/volume/volume). N-heptadecanoyl-
D-erythro-sphingosine (d18:1/17:0) (Avanti Polar Lipids) was added
as an internal control, and its final concentration was 50 nmol/L. This lipid solution was subjected to reversed-phase liquid chroma-
tography/mass spectrometry. The system was an Agilent 1100 Series
LC/MSD SL system equipped with a multi-ion source, ChemStation
software, a 1,100-well plate auto-sampler (Agilent Technologies) Eckl KM, Tidhar R, Thiele H, Oji V, Hausser I, Brodesser S, Preil MK, et al. Impaired ceramide synthesis causes autosomal recessive congenital ich-
thyosis and reveals the importance of ceramide acyl chain length. J Invest
Dermatol 2013;133:2202e11. Fischer J. Autosomal recessive congenital ichthyosis. J Invest Dermatol
2009;129:1319e21. Ishikawa J, Shimotoyodome Y, Ito S, Miyauchi Y, Fujimura T, Kitahara T, et al. Variations in the ceramide profile in different seasons and regions of the
body contribute to stratum corneum functions. Arch Dermatol Res
2013;305:151e62. Kihara A. Synthesis and degradation pathways, functions, and pathology of
ceramides and epidermal acylceramides. Prog Lipid Res 2016;63:50e69. Kihara A, Igarashi Y. FVT-1 is a mammalian 3-ketodihydrosphingosine
reductase with an active site that faces the cytosolic side of the endo-
plasmic reticulum membrane. J Biol Chem 2004;279:49243e50. Journal of Investigative Dermatology (2017), Volume 137
352 2352 KDSR Mutations Disrupt Skin and Platelet Function A novel role
of sphingosine 1-phosphate receptor S1pr1 in mouse thrombopoiesis. J Exp
Med 2012;209:2165e81. Zhang L, Urtz N, Gaertner F, Legate KR, Petzold T, Lorenz M, et al. Sphingosine
kinase
2
(Sphk2)
regulates
platelet
biogenesis
by
providing
intracellular
sphingosine
1-phosphate
(S1P). Blood
2013;122:791e802. Oji V, Tadini G, Akiyama M, Blanchet Bardon C, Bodemer C, Bourrat E, et al. Revised nomenclature and classification of inherited ichthyoses: results of
the First Ichthyosis Consensus Conference in Soreze 2009. J Am Acad
Dermatol 2010;63:607e41. Radner FP, Marrakchi S, Kirchmeier P, Kim GJ, Ribierre F, Kamoun B, et al. Mutations in CERS3 cause autosomal recessive congenital ichthyosis in
humans. PLoS Genet 2013;9:e1003536. This work is licensed under a Creative Commons
Attribution 4.0 International License. To view a
copy of this license, visit http://creativecommons.org/
licenses/by/4.0/ This work is licensed under a Creative Commons
Attribution 4.0 International License. To view a
copy of this license, visit http://creativecommons.org/
licenses/by/4.0/ Sakiyama T, Kubo A. Hereditary palmoplantar keratoderma “clinical and
genetic differential diagnosis”. J Dermatol 2016;43:264e74. www.jidonline.org 2353
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THE FACTORS THAT AFFECT PUBLIC PARTICIPATION FOR EFFECTIVE MUNICIPAL SERVICE DELIVERY: A CASE OF WARD COMMITTEES
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South African Journal of Industrial Engineering December 2018 Vol 29(4), pp 82-93 South African Journal of Industrial Engineering December 2018 Vol 29(4), pp 82-93 OPSOMMING Hierdie studie het gepoog om die faktore wat die publiek se
deelname in munisipale dienslewering bepaal deur onderhoude met
raadslede in die Ekurhuleni Metropool Stadsraad in Suid-Afrika te
voer. Data is versamel deur ʼn gedeeltelik gestruktureerde
meningspeiling. Daarmee saam is faktoranalise en strukturele
vergelykingsmodellering
uitgevoer. Sewe
faktore
is
saam
gegroepeer as (1) diensleweringfasiliteringsfaktore (die publiek se
deelname,
aanspreeklikheid
en
deursigtigheid,
mens-
gesentreerdheid, kommunikasie, geslag verteenwoordiging en
gesonde verhoudings) en (2) faktore wat dienslewering belemmer
(magstryde). Gebied, ras en kennis van die Batho Pele-beginsels het
die persepsie van dienslewering bepaal. Die fasiliteringfaktore van
die publiek se deelname vir doeltreffende dienslewering moet
aangemoedig word, terwyl magstryde geminimeer moet word vir
effektiewe dienslewering in Suid-Afrika. Hierdie studie het gepoog om die faktore wat die publiek se
deelname in munisipale dienslewering bepaal deur onderhoude met
raadslede in die Ekurhuleni Metropool Stadsraad in Suid-Afrika te
voer. Data is versamel deur ʼn gedeeltelik gestruktureerde
meningspeiling. Daarmee saam is faktoranalise en strukturele
vergelykingsmodellering
uitgevoer. Sewe
faktore
is
saam
gegroepeer as (1) diensleweringfasiliteringsfaktore (die publiek se
deelname,
aanspreeklikheid
en
deursigtigheid,
mens-
gesentreerdheid, kommunikasie, geslag verteenwoordiging en
gesonde verhoudings) en (2) faktore wat dienslewering belemmer
(magstryde). Gebied, ras en kennis van die Batho Pele-beginsels het
die persepsie van dienslewering bepaal. Die fasiliteringfaktore van
die publiek se deelname vir doeltreffende dienslewering moet
aangemoedig word, terwyl magstryde geminimeer moet word vir
effektiewe dienslewering in Suid-Afrika. THE FACTORS THAT AFFECT PUBLIC PARTICIPATION FOR EFFECTIVE MUNICIPAL SERVICE
DELIVERY: A CASE OF WARD COMMITTEES C. Naidoo1* & R.R. Ramphal2 C. Naidoo1* & R.R. Ramphal2 ARTICLE INFO
Article details
Submitted by authors
19 Mar 2018
Accepted for publication
8 Oct 2018
Available online
10 Dec 2018
Contact details
*
Corresponding author
calvin.naidoo@ekurhuleni.gov.za
Author affiliations
1
Ekurhuleni Metropolitan
Municipality, South Africa
2
Graduate School of Business
Leadership, University of South
Africa, South Africa
DOI
http://dx.doi.org/10.7166/29-4-1948 ABSTRACT ARTICLE INFO This study sought to determine the factors that affect public
participation (PP) for effective municipal service delivery by
interviewing ward committee members in the Ekurhuleni
Metropolitan Municipality in South Africa. Data were collected using
a semi-structured questionnaire, and factor analysis and structural
equation modelling were done. Seven factors were grouped as (1)
facilitation of service delivery (SD) factors (i.e., public
participation;
accountability
and
transparency;
people
centeredness; communication; gender representation; and healthy
relationships) and (2) factors that impede service delivery (i.e.,
power struggles). Region, race, and knowledge of the Batho Pele
principles determined the perception of SD. The facilitation factors
of PP for effective SD should be encouraged, while power struggles
must be minimised for effective SD in South Africa. 1.1
Context Globally, local governments (LGs) are facing challenges in meeting their mandate of providing basic
services that conform to the expectations of communities [1]; [2]. This makes LG the ‘coalface’ of any
government’s developmental strategy. In South Africa (SA), the national, provincial, and local
governments work together, based on a strong principle of intergovernmental relations in the execution
of their mandates, powers, and functions. This is because national and provincial governments are
primarily responsible for initiating and formulating policy, while LGs operationalise such policies and
transform them into tangible service delivery (SD). However, the implementation of policy is often
characterised by a lack of both effective feedback mechanisms and effective management in respect of
monitoring and evaluation systems [3] — a state of affairs that tends to result in an implementation gap
between the design and implementation processes. 82 In order to strengthen its service delivery plans, the SA government introduced the Batho Pele principles
to serve as the acceptable policy and legislative framework for SD in the public service. Batho Pele is a
‘tool’ that is nested in strategies that are intended to enhance community or pubic participation (PP) and
SD [4]. PP can be defined as a process by which potential interested and affected parties are given an
opportunity to comment on, or raise issues relevant to, an application. SA is experiencing massive backlogs, a poor skills base, and persistent SD protests, often characterised by
the violent destruction of public property. One major reason for such protests appears to be the exclusion
or inadequate participation of the society to be served by the integrated development plan (IDP) process. This results in dissatisfaction with services, such as running water and sanitation, electricity, roads,
housing, and schools [5]; [6]; [7]; [8]; [9] but, above all, the ineffective PP process [10], as promised by
municipalities. Participation [3] often works best for all concerned when each of the key interest groups
is satisfied with the level of participation at which they are involved, and see value in their participation. This study therefore sought to identify the factors of public participation for improving municipal service
delivery in SA. .2
The existing PP framework In SA, the national government prescribes regulations for provincial and local governments to implement. LG in SA consists of municipalities that are governed by municipal councils that are elected every five
years. LG is mandated by provincial government to carry out the prescribed pieces of legislation. LG has
to implement the respective regulations and laws pertaining to local governance within the allocated
timeframes for the effective governance of its citizens, and PP is one of the requirements that must be
implemented. There are various sub–committees within the LG PP process that enhance the overall
participation process. These include voter engagement, the budgeting process, the IDP, PP, and petitions. A local mayor may communicate directly with the public, or the public may directly contact the mayor
about problems that concern them. Another important stakeholder are ward committees, which are made
up of a ward councillor and a maximum of 10 people who are elected from the ward — an administrative
division of a city — and who serve voluntarily on the ward committee. The municipal council determines
the rules for the election of ward committee members. The purpose of a ward committee is to assist the democratically elected representative of a ward. The
ward councillor spreads important information to the community, encourages participation in the
community, and is supposed to enhance effective public participation. Eikenberry (2009) asserted that
effective public participation can assist municipalities to eliminate major challenges that hinder service
delivery to the citizens, including corrupt practices, power struggles, and gender misrepresentation. The
ward committee must make the municipal council aware of the needs and concerns of the community,
and keep the community informed of developments in the municipal council. The ward committee can
make recommendations to the municipal council, but it does not have decision-making powers. Ward committee members are people within a community who know sectors of the community well, and
who are thus able to assist the ward councillor with certain issues of governance. It is important to note
that ward committee meetings do not replace public meetings of the ward, where all stakeholders are
represented. The ward committee works with the ward councillor to ensure that the public participation
process in a particular ward represents the full diversity of interests of that ward. Ward committees are
meant to encourage participation by the community. 2.1
The PP process According to DWAF [15], the PP process must involve the activities shown in Figure 1: Figure 1: Activities essential to the PP process: The International Association for PP [10]
n the figure, Inform means that the community should be provided with balanced and objecti
nformation to enable people to understand the problem, the alternatives, and the possible solution
Consult involves obtaining feedback on analysis, alternatives, and decisions. Involve means worki
directly with the community throughout the process to ensure that community issues and concerns a
nderstood and considered at an early stage. The objective of Collaborate is to involve the commun
s equal partners in each aspect of decision-making, including the development of alternatives and t
dentification of the preferred solutions. Empower aims to place the final decision in the hands of t
Inform
Consult
Involve
Collaborate
Empower Figure 1: Activities essential to the PP process: The International Association for PP [10]
Inform
Consult
Involve
Collaborate
Empower Inform Empower Collaborate Consult Involve Figure 1: Activities essential to the PP process: The International Association for PP [10] gure 1: Activities essential to the PP process: The International Association for PP [10] In the figure, Inform means that the community should be provided with balanced and objective
information to enable people to understand the problem, the alternatives, and the possible solutions. Consult involves obtaining feedback on analysis, alternatives, and decisions. Involve means working
directly with the community throughout the process to ensure that community issues and concerns are
understood and considered at an early stage. The objective of Collaborate is to involve the community
as equal partners in each aspect of decision-making, including the development of alternatives and the
identification of the preferred solutions. Empower aims to place the final decision in the hands of the
community in order to ensure that it easily accepts the decisions taken by the municipal council. According to The World Bank [10], there are three types of community participation: passive
participation, which involves only the dissemination of information to stakeholders; consultative
participation, which occurs when stakeholders are consulted before a municipality makes a decision, and
interactive participation, which occurs when stakeholders are involved in collaborative analysis and
decision-making. 83 2.2 The existing PP framework .2
The existing PP framework As already alluded to, their job is to make the
municipal council aware of the needs and concerns of residents, and to keep people informed of the
activities of the municipal council. The committees spread information about what the community wants
from the municipal council and what the council is doing. Figure 2 shows the interdependency between the social actors. 84
Figure 2 shows the interdependency between the social actors. Figure 2: Interdependency within the municipal SD process (Source: Author)
At the macro level, the national government formulates policies and allocates funds for certain basic
requirements and basic services. At the micro level, the delivery of public services to the members of the
local community can take place through the state/province and municipality or, on behalf of the state,
by a voluntary community organisation or private sector company. This bottom-up approach means that
individuals or members of the local community, through PP and the ward committees that represent
them, can influence the policy decision-making and the resources that affect them. Figure 2: Interdependency within the municipal SD process (Source: Author) At the macro level, the national government formulates policies and allocates funds for certain basic
requirements and basic services. At the micro level, the delivery of public services to the members of the
local community can take place through the state/province and municipality or, on behalf of the state,
by a voluntary community organisation or private sector company. This bottom-up approach means that
individuals or members of the local community, through PP and the ward committees that represent
them, can influence the policy decision-making and the resources that affect them. 84 2.3
The integrated development plan Figure 3: Intended process of IDP [12] According to the figure, consultation is supposed to occur at every step, as the participation process is
envisaged to address internal and external circumstances that impact on priority issues, objectives,
strategies, projects, and programmes of integrated planning. This might therefore imply that SD protests
mimic some sort of non-adherence to, or a lack of alignment with, the intended process. 2.4
The IDP implementation framework 2.3
The integrated development plan Municipalities have recently adopted the integrated development plan (IDP) as a vital tool for planning
and development, and to ensure that available resources are optimally used to promote sustainable
economic and social development. The value of the IDP is embedded in the formulation of focused plans
that are based on developmental priorities. This approach assists with curbing wasteful expenditure and
breaking perpetual past spending patterns. The legislative mandate is such that the success of the IDP
process hinges on public (and other stakeholder) participation, as enshrined in Chapter 2 of the
Constitution, in the Bill of Rights. This mandate is visually represented in Figure 3. Constitution, in the Bill of Rights. This mandate is visually represented in Figure 3. Figure 3: Intended process of IDP [12]
According to the figure, consultation is supposed to occur at every step, as the participation process is
envisaged to address internal and external circumstances that impact on priority issues, objectives,
strategies, projects, and programmes of integrated planning. This might therefore imply that SD protests
mimic some sort of non-adherence to, or a lack of alignment with, the intended process. 2.4
The IDP implementation framework
In order to manage the IDP process effectively municipalities institutionalise implementation strategies Figure 3: Intended process of IDP [12] 2.4
The IDP implementation framework In order to manage the IDP process effectively, municipalities institutionalise implementation strategies
and structures for internal organisational arrangements that are meant to give effect to an inclusive
participatory approach. In terms of section 74(a) of the Municipal Structures Act 58 of 1999 [79],
municipalities can establish ward communities whose primary function is to act as a communication
channel between the community and the municipality. Municipalities have to establish IDP representative
forums, including representatives from business, labour, community, and ward committees, as well as
traditional leaders or their representatives and other organisations. Public involvement in the process of public services leads to services being perceived as better [13]. The emphasis on the importance of participation is intended to strengthen a self-development process
for inclusion in the policy and decision-making process, thus creating citizen satisfaction. According to
DPLG [14], the gap between the social and political spheres can be closed if they are linked, as shown
in figure 4. 85 Figure 4: Linking approaches to participation [14]
The overlapping in the figure represents the links between social participation, citizenship, political
participation, and participatory methods. If these are linked properly, then there is effective
participation in local authorities. Barriers to participation can be overcome using workshops to facilitate
the relationship between citizens and municipal officials. Blair [15] discusses a formula (represented in
figure 5) that would enrich participation for both citizens and state institutions. In the figure,
symbolises ‘an increase in’: Figure 4: Linking approaches to participation [14] Figure 4: Linking approaches to participation [14] Figure 4: Linking approaches to participation [14] The overlapping in the figure represents the links between social participation, citizenship, political
participation, and participatory methods. If these are linked properly, then there is effective
participation in local authorities. Barriers to participation can be overcome using workshops to facilitate
the relationship between citizens and municipal officials. Blair [15] discusses a formula (represented in
figure 5) that would enrich participation for both citizens and state institutions. In the figure,
symbolises ‘an increase in’: Figure 5: Formula on participation [15] 2.5
Theoretical framework This study was underpinned by six theories: (1) the SD theory of a configuration of technology [66],
stakeholder engagement theory [67], PP budgetary theory [68], project integration theory [69], inter-
organisational ICT-supported reforms of SD theory [70], and systems theory. Of these, the main theories
are systems theory and stakeholder theory. Systems theory allows one to view an organisation (e.g., EMM)
as a social system composed of sub-systems that interact with one another in a holistic way. Viewed in
terms of inputs, throughputs, and outcomes, the system requires knowledge of the basic resources and
needs of the community that the local authority is providing (i.e., services such as water, electricity,
sanitation, infrastructure, land, and housing). It also requires the input of various community groups
working via elected officials, and hence it is political in nature. This system does not operate in a vacuum, but takes place in an environment where various stakeholder
groups are involved: central government, citizens, businesses, policing authorities, health authorities,
non-governmental organisations (NGOs), pressure groups, employees, councillors, and the media. There
are also social norms and various role expectations that are associated with formal organisations, such as
local authorities, that have been established for the specific purpose of service delivery [71]. Stakeholder engagement is “a process in which the organisations involve the citizens or those who are
affected by the decisions which it makes” [67]. The main idea is to develop an assertive understanding
of the stakeholders of an organisation, what the stakeholders care about, and in what way they relate to
the goal you are urging them to reach. The organisation should get to know about their stakeholders,
about their complexity and scope. The enterprise-wide programmes in the organisation need a
comprehensive scan to identify the stakeholders with their needs and interests. And the next step is to
engage them as early as possible, for nobody likes a sudden change in his or her entity [72]. Enterprise-wide management supplies programmes that are planned and developed among themselves,
and the final plan is delivered to stakeholders. Stakeholders should be involved in the programmes, and
should be encouraged to participate throughout the lifecycle of every programme. [73] states that the
organisation must use the right mechanisms to keep the stakeholders happy. They will not participate if
not given proper guidance and ways to improve the participatory process. One must be open-minded so
that the stakeholders will continue participating. 2.5
Theoretical framework Communication with stakeholders is important if the
organisation is to have a good relationship with them. In order to obtain stakeholder participation in a collaborative way, the researcher suggests that the
throughput process should address the following factors: accountability and transparency, social
background, health relationships, putting people first by using a people centeredness approach, open
communication with all stakeholders, relevant knowledge of the social background in which the local
authority operates, knowledge of the presence of power struggles, and equal gender representation in
the important decision-making processes. Figure 5: Formula on participation [15] Figure 5: Formula on participation [15] The horizontal arrows represent pressure and force for good governance [13]. Participation of democratic
LGs ensures a certain degree of participation so that citizens can vote for their own local council
members, thus involving them in the political process. There is a need for more representation on
councils [15], which would lead to empowerment. Representation translates into benefits being fairly
distributed (see [15]) and poverty deduction [16]; [17]; [18]. PP is seen as a vehicle to promote and instil
a culture of good governance at the LG level [19]; [9]; [8]; [19]; [16]; [17]. Projects have to be transparent so that all stakeholders have a better understanding of the method or
process employed, especially when many people are involved [20]; [18]; [8]; [9]. With collective
participation, LGs must cater for participants from villages and rural areas or districts; but the problem
occurs when ward committees work in silos, isolated from each other [21]; [5]. Table 1: The factors of PP for effective SD include: Table 1: The factors of PP for effective SD include:
Factors
Literature
Accountability and
transparency
Accountability [6]; [22]; [23]; [7]; [24]; [25] [26]; [27]; [28]; [9]
Transparency [29]; [30]; [31]; [8]; [32]; [17]; [1]; [33]; [34]; 35]; [36]; [37];
[38]. People-centredness
[27]; [18] to make the public more involved in municipal affairs [39];
Communication
[40]; [14]; [41]; [42]. Power struggles
[43]; [44]; [14]; [41]; [46]; [47]; [48]; [64]; [49]. Gender representation
[50]; [51]; [52]. Other factors:
knowledge and social
background,
representativeness gap, and
health relationships. Workforce turnovers, resource
gap (cost) and trust gap
[53]; [54], [55]; [56]; [57], [58], [59]; [60]; [61]; [62]; [63]; [35]. [64]; [65]; [51]. 86 3.1
Data In this study, the Ekurhuleni Metropolitan Municipality (EMM) was used as a case, and the quantitative
approach and conclusive survey research design were adopted. Data were intended to be collected from
a random sample of the 400 ward committee members, using anonymous online semi-structured
questionnaires, but only 108 responded positively, yielding a response rate of 27 per cent. The
questionnaire was validated by addressing the different types of validity: face, constructive, and content. It was also piloted using at least 40 (10% of 400) members of the target population, who were not used
again in the main survey [74]. The sample size was chosen in accordance with the suggestion of [75] that
exploratory factor analysis (EFA) requires a minimum number of cases if reliable results are to be at least
five times the number of questions or variables. The pilot study helped the researcher to evaluate how
the questionnaire was understood, and was therefore adjusted accordingly. All the constructs were
measured on a scale of agreement ranging from 1= disagree to 7 = strongly agree. To analyse the data, the scores for the concepts making up a construct were added, and the sum divided
by the number of scores added to obtain the mean scores. These mean scores of the constructs were used
in the analyses. 87 Figure 6 shows the model that was analysed. Factors affecting public participation Latent factors
Figure 6: A model for optimising public participation in the service delivery processes
Accountability &
transparency,
Effective communication
Gender representation
Power struggles
People centeredness
Social background
Healthy relationships
Facilitating and
impeding factors
Effective
municipal
service
delivery Figure 6: A model for optimising public participation in the service delivery processes The figure indicates that public participation is affected by several factors: accountability and
transparency, effective communication, gender representation, power struggles, people centredness,
social background, and healthy relationships. The latent factors are the underlying factors (i.e.,
facilitating and impeding) that determine the level of municipal service delivery, which is the dependent
variable. The figure indicates that public participation is affected by several factors: accountability and
transparency, effective communication, gender representation, power struggles, people centredness,
social background, and healthy relationships. The latent factors are the underlying factors (i.e.,
facilitating and impeding) that determine the level of municipal service delivery, which is the dependent
variable. 3.2
Data analysis Descriptive data analysis involved data summaries and descriptive statistics to identify patterns in the
data — including frequencies and cross-tabulations, percentages, means, mode and standard deviation,
and graphical representation of the data. Factor analysis and structural equation modelling (SEM) were
done. SPSS AMOS 23.0 was used for this. 3.1
Data Transparency is about being easy to understand, and being open, frank, and honest in all communications,
transactions, and operations [6]. Accountability is about being responsible to citizens for actions taken,
and about being able to explain, clarify, and justify actions. It implies that citizens have a right to know
and to hold the local government to account, and that the local government has a duty to explain and
account for its actions. Accountability and transparency go hand-in-hand, and involve being aware of to
whom local governments are accountable, what the important pieces of information are, and how they
can be communicated most effectively to the public [8]; [32]; [6]; [7]. Power-struggles are avenues for gaps in public participation and service delivery in local governments
[48]; [26]; and with power-struggles, the authors assert that collective participation and transparency
and accountability can hardly be realised. [35] suggested the development of a participatory culture and capacity among public officials through
communities of practice and more effective communication, while [40] linked lack of fulfilment of the
goals of developmental local government to lack of effective communication between the local
government and community members. This was noted as a gap that needs to be bridged if effective public
participation and service delivery are to be attained [40]; [76]. Facilitating inclusivity, including gender
representation, is important for effective SD [50]. [27] noted that the size of a municipal territory has a direct impact on public participation in municipal
service delivery: smaller municipalities foster people-centred practices in public participation [18]; [39]. There should also be healthy relationships among all the stakeholders for effective participation and SD
to take place. 4.2.1
Common factors Referring to Figure 6, the PP factor explained 80.58 per cent of the variation in the perception of SD (with
a Cronbach’s alpha coefficient of 0.85 and a mean score of 5.4). Accountability and transparency
explained 79.2 per cent (with a Cronbach’s alpha coefficient of 0.89 and a mean score of 6.0). The
communication factor explained 52.7 per cent of the variation (with a Cronbach’s alpha coefficient of
0.76 and a mean score of 4.7). Knowledge and social background explained 50.62 per cent of the variance
(with a Cronbach’s alpha coefficient of 0.485 and a mean score of 5.39). Power struggles explained 51.9
per cent of the variance (with a Cronbach’s alpha coefficient of 0.91 and a mean score of 5.4). Health
relationships explained 51.9 per cent of the variation (with a Cronbach’s alpha coefficient of .85 and a
mean score of 5.3), and gender representation explained 78.13 per cent of the variance (with a
Cronbach’s alpha coefficient of 0.829 and a mean score of 5.93). In general, the respondents agreed with the factors of PP, accountability and transparency, people
centredness, healthy relationships, and gender representation; but they only partially agreed with the
factors of communication, knowledge and social background, and power struggles. Two main factors were extracted, and all the constructs loaded on the first main factor, the PP facilitating
factor. An exception was power struggles, which loaded on the second factor, the impeding factor. All
the resulting factors had reliability coefficients that would be considered acceptable (rule of thumb
>0.70) [77]. The impeding factor contained only power struggles (with a loading of 0.958 and a mean
score of 5.01). Public participation in effective service delivery (for ward committee members) is affected by two main
factors: one related to aspects that facilitate service delivery, and the other based on aspects that impede
service delivery. Facilitation of service delivery is composed of six first-order factors (public participation,
accountability and transparency, people centredness, communication, gender representation, and
healthy relationships), and the impeding factor is formed by one first-order factor — power struggles —
for effective service delivery. The impeding factor consists of items that hinder or hamper public
participation in effective service delivery. 4.1
Descriptive analysis 88
In the sample, 64 (59.3%) out of 108 were males. The age group 19 to 35 years had 24 (22.2%) respondents;
the majority, 75 (77.8%), were between 36 and 65 years old. Most of the respondents were black, with
85 (91.7%) respondents, while there were 2 (2.1%) Indian, and 17 (15.8%) white. Most of the ward
committee members, 84 (77.8%), had a matric or lower educational qualification; some had a diploma or degree (21.3%). One (.9%) omitted this question. Most respondents (64%) indicated good or very good
knowledge of Batho Pele principles, and 52.7 per cent were happy with communication on SD from the
EMM offices. (The reader is cautioned that Indian committee members’ perception of the presence of
public participation, accountability, and transparency in their wards, and of SD in general, is based on
only a very small number of observations.) degree (21.3%). One (.9%) omitted this question. Most respondents (64%) indicated good or very good
knowledge of Batho Pele principles, and 52.7 per cent were happy with communication on SD from the
EMM offices. (The reader is cautioned that Indian committee members’ perception of the presence of
public participation, accountability, and transparency in their wards, and of SD in general, is based on
only a very small number of observations.) 4.2.1
Common factors The mean score of 5.32 of the facilitating factor indicated a partial agreement with the first-order factors
forming it, whereas the overall mean score of 5.01 of the second main factor, power struggles, indicated
that the ward committee members partially agreed that party politics impeded service delivery in the
EMM. 4.3.1
Conclusions Seven factors were found to be involved in obtaining the largest possible public participation in service
delivery processes. These were grouped as (1) factors that facilitate service delivery, and (2) factors that
impede service delivery. The facilitating factors were public participation, accountability and
transparency, people centredness, communication, gender representation, and healthy relationships. The
impeding factor was power struggles. For ‘region of residence’, significant differences were present only
with respect to the facilitating factor. Ward committee members from previously disadvantaged regions agreed significantly more strongly with
the facilitating factor than did ward committee members from previously advantaged regions. The factors
concerned were public participation, accountability and transparency, healthy relationships, and gender
representation. Black ward committee members agreed statistically significantly more strongly with the facilitating
factor, including public participation and accountability and transparency, than did white ward
committee members. Very good knowledge of the Batho Pele principles — which was mostly associated
with black respondents — was associated with stronger agreement that power struggles influenced public
participation and service delivery issues. 4.3.2
Recommendations
There should be a co-development by the community and the municipality of a comprehensive
strategy to enhance the first-order factors associated with the facilitating factor. As the facilitation
of effective service delivery is caused by public participation, accountability and transparency,
effective communication, and gender representation, a comprehensive strategy needs to be
designed to enhance the factors associated with the facilitation factor and to suppress power
struggles — the factor associated with the impeding factor. Such a strategy must be the result of
collaboration between the municipality and the various community groups involved with service
delivery issues. The drawing up of the annual municipal budget could serve as a good example of
collaborative planning.
There should be a co-development by the community and the municipality of a comprehensive
strategy to enhance the first-order factors associated with the facilitating factor. As the facilitation
of effective service delivery is caused by public participation, accountability and transparency,
effective communication, and gender representation, a comprehensive strategy needs to be
designed to enhance the factors associated with the facilitation factor and to suppress power
struggles — the factor associated with the impeding factor. Such a strategy must be the result of
collaboration between the municipality and the various community groups involved with service
delivery issues. The drawing up of the annual municipal budget could serve as a good example of
collaborative planning. p
g
In the light of the point above, the annual budget should be a collaborative planning issue between
the municipality and the various stakeholder public groups, through which it is subjected to open
communication, and where all involved can give their honest opinion about the money allocated to
the various services p
g
In the light of the point above, the annual budget should be a collaborative planning issue between
the municipality and the various stakeholder public groups, through which it is subjected to open
communication, and where all involved can give their honest opinion about the money allocated to
the various services 4.2.2
Associations with independent variables The non-parametric equivalent of the independent t-test, the Mann-Whitney U-test, was used, as the
constructs were not normally distributed. It was also found that gender, the number of years resident in a particular area, and the education of a
ward committee member did not affect their perceptions about public participation in service delivery
processes. ‘Region where one lives’ was found to be associated with their perceptions, but only for the
facilitation factors. The only factors that differed significantly according to ‘region where one lives’ were
public participation, accountability and transparency, healthy relationships, and gender representation. Ward committee members in the disadvantaged areas agreed more strongly with public participation,
accountability and transparency, healthy relationships, and gender representation than did the ward
committee members from previously advantaged areas. Race affected the perceptions of ward committee members about public participation in service delivery
processes too, as far as blacks and whites and the facilitation factors were concerned. Facilitation factors
involved were public participation, and accountability and transparency. Seemingly, for both factors, 89 black ward committee members agreed more strongly with the view that there is public participation,
and accountability and transparency in their wards than did the white ward committee members. black ward committee members agreed more strongly with the view that there is public participation,
and accountability and transparency in their wards than did the white ward committee members. Knowledge of the Batho Pele principles is another important variable affecting the impeding factor. The
ward committee members who indicated that they had very good knowledge of the Batho Pele principles
were associated with a stronger agreement that power struggles influence public participation and service
delivery issues than were the others. 5
FUTURE RESEARCH Oxford: page 1-10,Oxford University Press. [22]
I
tit t
f F
d
i i
d
D fi i
t bilit
d t
& k
i
i l
A
il bl
t White, G. (eds). The Democratic Development State. Oxford: page 1-10,Oxford University Press. M. & White, G. (eds). The Democratic Development State. Oxford: page 1-10,Oxford University Press. [22]
Institute of Fundraising
n d
Defining accountability and transparency & key principles
Available a [22] Institute of Fundraising. n.d. Defining accountability and transparency & key principles. Available at:
http://www.institute-of-fundraising.org.uk/code-of-fundraising-practice/guidance/accountability-and-
transparency-guidance/defining-accountability-and-transparency-and-key-principles/. Accessed 2 June 2016. 2] Institute of Fundraising. n.d. Defining accountability and transparency & key principles. http://www.institute-of-fundraising.org.uk/code-of-fundraising-practice/guidance/accountability
id
/d fi i
bili
d
d k
i
i l
/ A
d 2 http://www.institute-of-fundraising.org.uk/code-of-fundraising-practice/guidance/accountability-and-
transparency-guidance/defining-accountability-and-transparency-and-key-principles/. Accessed 2 June 2016. [23]
Raipa, A. and Petukienė, E. 2009. Klientų dalyvavimas viešosiose paslaugose: bendrasis paslaugų kūrimas. transparency-guidance/defining-accountability-and-transparency-and-key-principles/. Accessed 2 June 2016. [23] Raipa, A. and Petukienė, E. 2009. Klientų dalyvavimas viešosiose paslaugose: bendrasis paslaugų kūrimas. Vi š ji
li ik
i
d
i i
i
27
54 62 transparency-guidance/defining-accountability-and-transparency-and-key-principles/. Accessed 2 June 2016. [
]
d
k
ė
l
d l
š
l
b
d
l
k p
y g
g
y
p
y
y p
p
[23] Raipa, A. and Petukienė, E. 2009. Klientų dalyvavimas viešosiose paslaugose: bendrasis p
Viešoji politika ir administravimas, 27, pp. 54-62. j p
,
, pp
[24] Meng, B. 2008. Pathways towards citizen participation: Insights on community planning in Cambodian cities. Journal of Contemporary Easter Asia, 7(2), pp. 49-55. f
p
y
( ), pp
[25] United Nations. 2011. Good governance practices for the protection of human rights. Office of the United
Nations High Commissioner for Human Rights. [26] United Nations. 2012. Good governance practices for the protection of human rights. Office of the United
Nations High Commissioner for Human Rights. [27] Glaser, M.A., Yeager, S.J. and Parker, L.E. 2008. Involving citizens in the decisions of government and
community: Neighborhood-based vs. government-based citizen engagement. Public Administration Review,
Summer, pp. 177-217. [28] Siebert, H. 2008. Economics of the environment: Theory and policy. Berlin: Sprin
[29] Transparency International. 2008. Corruption perception index. Available at [28] Siebert, H. 2008. Economics of the environment: Theory and policy. Berlin: Spring
[29] Transparency International. 2008. Corruption perception index. Available at [
]
,
f
y
p
y
p
g
g
[29] Transparency International. 2008. Corruption perception index. Available at http://www.transparency.org/policy_research/surveys_indices/cpi/2008. Accessed 28 November 2014. 5
FUTURE RESEARCH c research suggestions that emerged from this empirical investigation include the followin Specific research suggestions that emerged from this empirical investigation include the
More items relating to knowledge and social background need to be included.
The actual reasons why respondents differed statistically significantly from one another in some of
the latent factors involved needs to be further investigated. This could possibly be done by using a
qualitative paradigm in which people are asked specific questions about why they agreed or
disagreed with particular items.
Investigation could be undertaken into what strategies are available to counteract the political
power struggles that accompany PP.
Investigation could be undertaken into what strategies are available to counteract the political
power struggles that accompany PP. 90 REFERENCES [1]
Barnes, M., Newman, J. and Sullivan. 2007. Power, participation and political renewal. Bristol, UK: Policy
Press. [2]
Ritzer, G. 2008. Sociological theory. 7h ed. Boston: McGraw-Hill. [3]
Scott, R. 2009. An analysis of PP in the SAN legislative section. Masters thesis in Public Administration. Stellenbosch: University of Stellenbosch. [4]
Ababio, E.P. 2004. Enhancing community participation in developmental local government for improved SD. Journal of Public Administration, page no. 39(2) f
, p g
( )
[5]
Pilietinės G.I. 2011. Accessed May 3, 2011 at http://www.civitas.lt [6]
Petukienė, E. 2010. Klientų dalyvavimo viešosiose paslaugose valdymas Lietuvos seniūnijose. Daktaro
disertacija. Kaunas: KTU. [7]
Viešasis V. and Smalskys, V. (eds). 2010. Citizen participation in the local public service provision and Quality
improvements. Vilnius: Mykolo Romerio Universiteto Leidybos Centras. p
y
y
[8]
Howlett, M. and J. Rayner. 2006. Globalization and Governance Capacity: Explaining Divergence in National
Forest Programs as Instances of “Next-Generation” Regulation in Canada and Europe. Governance: An
International Journal of Policy, Administration, and Institutions, 19, 2, 251–275. f
y,
,
,
,
,
[9]
Eikenberry, A.M. 2009. Philanthropy, voluntary association and governance beyond the state: Giving circles
and challenges for democracy. Administration & Society, 38(9), pp. 915-919. g
y
y,
( ), pp
lay, U., Tomlinson, R. and du Toit, J. (eds). 2006. Democracy and delivery: Urban policy in SA. SA
ess Cape Town. Press Cape Town. [11] Department of Water Affairs and Forestry (DWAF). 2001. Stakeholders participation. Pretoria: DWAF. p
[11] Department of Water Affairs and Forestry (DWAF). 2001. Stakeholders participation. Pretoria: DWAF. partment of Water Affairs and Forestry (DWAF). 2001. Stakeholders participation. Pretoria: DWAF. [12] Department of Provincial and Local Government. 2007. 5
FUTURE RESEARCH National Policy Framework for Public Participation. Pretoria SA:. T. and Downe, J. 2008. Innovation in public engagement and co-production of services, loca
nt modernisation. White Paper policy paper. [13] Bovaird, T. and Downe, J. 2008. Innovation in public engagement and co-production o
government modernisation. White Paper policy paper. g
p
p
y p p
[14] Gaventa, J. and Valderrama, C. 1999. Participation, citizens and local governance. Institute of Development
Studies. June 21-24, 1999, Brighton, UK g
[15] Blair, H.W. 2000. Participation and accountability at the periphery: Democratic local government in six
countries. World Development, Vol 28,No 1pp. 21-39, http://dx.doi.org/10.1016/S0305-750X(99)00109-6. [16] Nyalunga, D. 2011. An enabling environment for PP in local government. International NGO Journal, 1(5), pp. [15] Blair, H.W. 2000. Participation and accountability at the periphery: Democratic local government in six
countries. World Development, Vol 28,No 1pp. 21-39, http://dx.doi.org/10.1016/S0305-750X(99)00109-6. countries. World Development, Vol 28,No 1pp. 21-39, http://dx.doi.org/10.1016/S0305-750X(99)00109-6. [16] Nyalunga, D. 2011. An enabling environment for PP in local government. International NGO Journal, 1(5), pp. 2-6. [16] Nyalunga, D. 2011. An enabling environment for PP in local government. International NGO Journal, 1(5), pp. 2-6. [17] Warner, M.E. and Hefetz, A. 2010. Service characteristics and contracting: The importance of citizen interest
and competition, in The Municipal Year Book 2010. Washington, DC: International City County Management
Association, pp. 19-27. pp
[18] Bozeman, B. (ed.). 2010. Public values and public interest: Counterbalancing economic individualism. Washington, DC: Georgetown University Press. g
,
g
y
9] Becker, C. 2000. Service recovery strategies: The impact of cultural differences. Journal of
Tourism Research, 24(4), pp. 526-538. g
y
2000. Service recovery strategies: The impact of cultural differences. Journal of Hospitality &
arch, 24(4), pp. 526-538. ( ) pp
] Connor, T. 2003. Politics of planning and partic [20] Connor, T. 2003. Politics of planning and participation. Beverly Hills: Sage. [20] Connor, T. 2003. Politics of planning and participation. Beverly Hills: Sage. [21] Robison, M. 1998. Democracy, participation, and public policy: The policy of institutional design, in Robison,
M. & White, G. (eds). The Democratic Development State. Oxford: page 1-10,Oxford University Press. [22]
i
f
d
i i
d
D fi i
bili
d
& k
i
i l
A
il bl Robison, M. 1998. Democracy, participation, and public policy: The policy of institutional design, in
M. & White, G. (eds). The Democratic Development State. Oxford: page 1-10,Oxford University Press M. & White, G. (eds). The Democratic Development State. 5
FUTURE RESEARCH Q
y,
(
), pp
[48] Hassan Abbas, “The Dynamics of the Uprising in Syria,” Arab Reform Initiative, Arab Reform Brief, No. 51,
October 2011 [49] Purdon, C. 2008. Bridging the gender gap in the 21st century: Strategies to increase women’s participation in
municipal consultation processes. The IULA Worldwide. p
. and Dalferth, S. 2009. Making their voice heard — and listened to: Some thoughts on PP in Europe, p
p
[50] Nanz, P. and Dalferth, S. 2009. Making their voice heard — and listened to: Som
Ruano-Borbalan, J.-C. (ed.), Paris: Presse de Sciences Po. Page 1-12 p
p
50] Nanz, P. and Dalferth, S. 2009. Making their voice heard — and listened to: Some thoughts on P
Ruano-Borbalan, J.-C. (ed.), Paris: Presse de Sciences Po. Page 1-12 Ruano-Borbalan, J.-C. (ed.), Paris: Presse de Sciences Po. Page 1-12 orbalan, J.-C. (ed.), Paris: Presse de Sciences Po. Page 1-12 [51] Dörr, N. 2008. Deliberative discussion, language, and efficiency in the world social forum. Mobilisation: An
International Journal, 13(4), pp. 395-410. ,
( ), pp
[52] Moreno-Torres, M. 2011. SD in a difficult environment: The child-friendly community initiative in Sudan. DFID
Policy Division. London UK. [53] OECD/DAC. 2009b. Synthesis paper on good practice: The challenge for donors. Paris: Fragile States Group, Work
Stream on SD, draft paper, OECD. ,
p p
,
[54] OECD/DAC. 2010b. Whole of government approaches to fragile states, Paris: OECD. [55] Powell, M. and Kleinmann, D.L. 2008. Building citizen capacities for participation in nanotechnology decision-
making: The democratic virtues of the consensus conference model. Public Understanding of Science, 17, pp. 329-348. [56] World Bank. 2011. World development report 2004: Making services work for poor people. Washington, DC:
World Bank. [57] World Bank. 2012. Community service recovery. Background paper for World Development Report. Washington,
DC: World Bank. [58] World Bank Group. 2013. World Bank Group Work in Low-Income Countries under Stress: A Task Force Report in
Rogers, P.N. (Ed.), World Bank Group Work in Low-income Countries under Stress: A Task Force Report. World
Bank. [59] Devas, N. and Grant, U. 2003. Local government decision making — citizens participation and local
accountability: Some evidence from Kenya and Uganda. International Development Department, University of
Birmingham, Edgbaston, Birmingham, UK John Wiley and Sons Ltd, 23(4), 307-316. [60] Guijt, I. & Shah, M.K. 1998. The myth of community: Gender issues in participatory development. London: ITDG
Publications. [61] Hulume, D. and Siddique, N. 1997. 5
FUTURE RESEARCH [30] Eicher, S. 2009. Corruption in international business: The challenge of cultural and legal diversity. Surrey:
Ashgate Publishing Ltd. [31] Kranacher, M., Riley, R. and Wells, J.T. 2011. Forensic accounting and fraud examination. New York: ACFE. [32] Duffy, B., Vince, J. & Page, L. 2008. Searching for the impact of empowerment. London: Ipsos MORI Social
Research Institute. [33] Albrecht, S., Kohlrausch, N. and Kubicek, H. 2008. eParticipation: Electronic participation of citizens and the
business community in eGovernment. Bremen: University of Bremen. 91 34] Parker, S., Spires, P., Farook, F. and Mean, M. 2009. State of trust: How to build better relatio
councils and the public. London: DEMOS. p
[35] Urbinati, N. and Warren, M.E. 2008. The concept of representation in contemporary democratic theory. Annual
Review of Political Science, 11, pp. 387-412. f
pp
[36] Cornwall, A. 2008. Democratising engagement. London: DEMOS. f
pp
[36] Cornwall, A. 2008. Democratising engagement. London: DEM 36] Cornwall, A. 2008. Democratising engagement [36] Cornwall, A. 2008. Democratising engagement. London: DEMOS. [
]
g
g g
[37] Skidmore, P. and Bound, K. 2008. Everyday democracy index. London: DEMOS. 38] Creasy, S., Gavelin, K. and Potter, D. 2008. Everybody needs good neighbours? London: Involve [39] Homsy, G.C. and Warner, M.E. 2014. Intermunicipal cooperation: The growing reform, in The Municipal
Yearbook 2014.Page 1-13 Washington, DC: International City County Management Association, . g
g
y
y
g
[40] Dudley, L. 2009. Communication and economic growth. European Economic Growth Review 53, pp. 595-619. 41] Mukandala, R.S. 1998. Decentralisation and democratisation in Tanzania. Occasional paper no
of Iowa. USA [42] Mannor, J. and Crook, R.C. 1998. Democracy and decentralisation in South Asia and West Africa: Participation,
accountability and performance. UK: Cambridge University Press. [43] Morgan, G. 1997. Images of organisation. London: SAGE. [
]
g
,
g
f
g
[44] Schonwalder, A.G. 1997. New democratic spaces at the grassroots? Popular participation in Latin American
local governments, Development and Change, 28(4), pp. 753–770. [45] Abraham, A. and Platteau, J.P. 2004. Participatory development: When culture creeps. Stanford, Stanford
University Press. [46]
M
i
A
d S
b
S 2004 L
d
i
i l
P i
P i
U i
i
P y
orris, A. and Staggenborg, S. 2004. Leader in social movements. Princeton: Princeton University Pres [47] Leopold, E. and McDonald, D.A. 2012. Municipal socialism then and now: Some lessons for the Global South. Third World Quarterly, 33(10), pp. 1837–1853. [72] Hemson, D. 2007. Can participation make a difference? Prospects for people’s participation in planning. Critical
Dialogue — Public Participation in Review, 3(1) 9-15. [74] Connelly, L.M. 2008. Medsurg Nursing. Official Journal of the Academy of Medical-Surgical Nurses, 17(6), pp.
411-412. [75] Mundfrom, D.J., Shaw, D.G. and Ke, T.L. 2005. Minimum sample size recommendations for conducting factor
analyses. International Journal of Testing, 5(2), pp.159-168. ]
y
y
y (
)
8] Republic of South Africa: Municipal Structure Act. 1998. SA. www.policy.org.za . [76] Lu, Y. 2009. Challenges for China s international communication. Nottingham: University of No
[77] Nunnally, J.C. & Bernstein, I.H. 1994. Psychometric theory (3rd ed.). New York: McGraw-Hill. g
p
,
( )
3] Millan, N. 2001. Administrative behaviors — at local government. New York, NY: Free Press. Mundfrom, D.J., Shaw, D.G. and Ke, T.L. 2005. Minimum sample size recommendations for conduc
analyses. International Journal of Testing, 5(2), pp.159-168. 6] Lu, Y. 2009. Challenges for China’s international communication. Nottingham: University of Nott
7] Nunnally, J.C. & Bernstein, I.H. 1994. Psychometric theory (3rd ed.). New York: McGraw-Hill. 5
FUTURE RESEARCH Central-local relations and responsibilities in Bangladesh: Experiments with
the organisation, management and delivery of services. ESCOR Research Project. UK Department for
International Development DFID p
[62] Thompson, D.F. 2008. Deliberative democratic theory and empirical political science. Annual Review of Political
Science, 11, pp. 497-520. ,
, pp
[63] OECD/DAC. 2008. SD concept note. Paris: Fragile States Group, OECD. OECD/DAC. 2008. SD concept note. Paris: Fragile St 008. SD concept note. Paris: Fragile States Group, O [64] World Bank. 2010. World development report 2010: Development and the next generation. Washington, DC:
World Bank. 65] Norris, P. 2001 Civil engagement, information poverty. Cambridge: Cambridge University Press [
]
,
g g
f
p
y
g
g
y
[66] Kerlinger, L. 2002. Governing at local level. New York: Simon and Schuster. [67] Stones, A. 2001. Citizen science: A study of people. London: Routledge. F. 2003. Confusion of concepts rules out blanket participation strategy: Cape Times, 9 October. [68] Theron, F. 2003. Confusion of concepts rules out blanket participation strategy: Cape Time [69] Young, F. 2004. Local government finance. New York: Basic Books. [70] Bekkers, V. 2005. The governance of back office integration in e-government: Some Dutch experiences, in
Wimmer, M. et al. (eds). Electronic government. Heidelberg: Springer, pp. 12-25. ,
(
)
g
g
p
g
, pp
C.F., Grobler, B.R. and Mestry, R. 2006. Human resource management in education: Rebalancing the
Pretoria: Van Schaik. ,
(
)
g
g
p
g
, pp
[71] Loock, C.F., Grobler, B.R. and Mestry, R. 2006. Human resource management in education:
scales. Pretoria: Van Schaik. 92 [72] Hemson, D. 2007. Can participation make a difference? Prospects for people’s participation in planning. Critical
Dialogue — Public Participation in Review, 3(1) 9-15. [
]
g
[74] Connelly, L.M. 2008. Medsurg Nursing. Official Journal of the Academy of Medical-Surgical Nurses, 17(6), pp. 411-412. [75] Mundfrom, D.J., Shaw, D.G. and Ke, T.L. 2005. Minimum sample size recommendations for conducting factor
analyses. International Journal of Testing, 5(2), pp.159-168. [
]
,
g
f
g
y
g
[77] Nunnally, J.C. & Bernstein, I.H. 1994. Psychometric theory (3rd ed.). New York: McGraw-Hill. [78] Republic of South Africa: Municipal Structure Act. 1998. SA. www.policy.org.za . 93
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https://openalex.org/W2299681553
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Indonesian
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Diversity and Abundance of Sand Crabs on the South Coast of Central Java (Diversitas dan Kelimpahan Kepiting Pasir di Pantai Selatan Jawa Tengah)
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Ali Mashar1*, Yusli Wardiatno2, Mennofatria Boer2, Nurlisa A. Butet2, dan Achmad Farajallah3 ar1*, Yusli Wardiatno2, Mennofatria Boer2, Nurlisa A. Butet2, dan Achmad Farajallah3 Ali Mashar1*, Yusli Wardiatno2, Mennofatria Boer2, Nurlisa A. Butet2, dan Ac 1Program Studi Pengelolaan Sumberdaya Perairan, Sekolah Pascasarjana IPB
2Departemen Manajemen Sumberdaya Perairan, Fakultas Perikanan dan Ilmu Kelautan IPB
3Departemen Biologi, Fakulitas Matematika dan Ilmu Pengetahuan Alam IPB
Jl. Agatis, Kampus Institut Pertanian Bogor, Dramaga, Indonesia 16680
Email: alimashar75@gmail.com Abstrak Kepiting pasir atau undur-undur laut merupakan biota bentik yang hidup di pantai berpasir yang mempunyai nilai
ekologi dan nilai ekonomi cukup penting. Adanya tekanan penangkapan mengharuskan adanya pengelolaan
yang bijak yang disesuaikan dengan karakteristik populasi kepiting pasir. Informasi tentang jenis dan kelimpahan
kepiting pasir penting untuk diketahui terlebih dahulu sebagai langkah awal upaya pengelolaan lestari kepiting
pasir. Penelitian ini bertujuan untuk mengetahui komposisi jenis dan kelimpahan setiap jenis kepiting pasir yang
terdapat di dua lokasi penelitian, yaitu pantai Bocor, Kabupaten Kebumen, dan pantai Bunton, Kabupaten
Cilacap. Hasil penelitian menunjukkan bahwa di kedua lokasi penelitian ditemukan tiga jenis kepiting pasir, yaitu
Emerita emeritus, Hippa adactyla, dan Albunea symmysta. Kepiting pasir E. emerita ditemukan dengan
persentase komposisi paling besar, 70,5%-75,3%; disusul H. adactyla 22,5%-24,7%; dan A. symmysta 2,2%-
4,8%. Kepiting pasir betina dijumpai dengan persentase komposisi paling tinggi, yaitu 78,2% hingga 92,8%. Kepiting pasir E. emeritus juga ditemukan dengan kelimpahan rata-rata paling tinggi di kedua lokasi penelitian,
yaitu 5 dan 34 ekor/100m2. Kepiting pasir E. emeritus dan H. adactyla yang ditemukan di pantai Bunton, Cilacap
mempunyai kelimpahan lebih tinggi dari yang ditemukan di pantai Bocor, Kebumen, adapun kelimpahan rata-rata
Albunea symmysta relatif sama di kedua lokasi penelitian, yaitu sekitar 1 ekor/100m2. Implikasi dari hasil
penelitian ini adalah diversitas kepiting pasir di pesisir selatan Jawa Tengah relatif tinggi dengan kelimpahan
yang berbeda-beda yang dipengaruhi oleh intensitas aktivitas manusia di wilayah pantai berpasir. Kata kunci: Albunea symmysta, Emerita emeritus, Hippa adactyla, kelimpahan, kepiting pasir, komposisi jenis ILMU KELAUTAN Desember 2014 Vol 19(4):226-232 ILMU KELAUTAN Desember 2014 Vol 19(4):226-232 ISSN 0853-7291 *) Corresponding author
© Ilmu Kelautan, UNDIP Diversity and Abundance of Sand Crabs on the South Coast of Central Java Sand crabs or mole crabs are benthic fauna that live in the sandy beaches. They have ecological and economic
value. Because of fishing pressure to this organism, it requires wise management based on the characteristics of
the sand crab population. Information on the type and abundance of sand crabs is important as an initial step in
sustainable management of sand crabs. This study aims to determine the species composition and abundance of
each species of sand crabs. Sand crab specimens were collected from two study sites, namely Bocor beach,
Kebumen, and Bunton beach, Cilacap. The results showed that in both sites found three species of sand crabs,
namely Emerita emeritus, Hippa adactyla, and Albunea symmysta. E. emerita found in greatest composition
percentage, 70.5% -75.3%; followed by H. adactyla 22.5% -24.7%; and A. symmysta 2.2% -4.8%. Females sand
crab found in highest composition percentage, which is 78.2% to 92.8%. E. emeritus were also found in highest
abundance average in both sites, 5 and 34 ind.100m-2. E. emeritus and H. adactyla were found on Bunton beach,
Cilacap have abundance higher than that found on Bocor beach, Kebumen, while average abundance ofAlbunea
symmysta relatively similar in both study sites, which is about 1 ind.100m-2. Implication of this research is high
diversity of sand crabs relatively on the southern coast of Central Java with varying abundance that affected by
intensity of human activities in the sandy beach area. Keywords: abundance, Albunea symmysta, Emerita emeritus, Hippa adactyla, sand crab, species co Diterima/Received : 26-10-2014
Disetujui/Accepted : 20-11-2014 ijms.undip.ac.id ILMU KELAUTAN Desember 2014 Vol 19(4):226-232 Pendahuluan makin meningkat, seiring dengan makin dikenalnya
kepiting pasir, terutama karena dapat dikonsumsi. Hal tersebut ditandai dengan semakin banyak
jumlah nelayan penangkap kepiting pasir. Sebagai
gambaran, berdasarkan hasil wawancara dengan
nelayan kepiting pasir, di pesisir Cilacap bagian
timur, jumlah nelayan kepiting pasir meningkat dari
5 (lima) orang pada tahun 2007 menjadi sekitar 50
orang pada tahun 2013. Kondisi tersebut jika tidak
dikendalikan dapat memberikan tekanan makin
tinggi pada populasi dan habitat kepiting pasir. Oleh
karena itu, diperlukan pengelolaan sumber daya
kepiting pasir agar tetap lestari, baik secara ekologi
maupu ekonomi. Kepiting
pasir
atau
undur-undur
laut
merupakan biota bentik yang hidup di di pantai
berpasir (Efford 1976; Haley 1982). Pantai berpasir
Indonesia merupakan salah satu daerah sebaran
kepiting
tersebut,
diantaranya
pesisir
barat
Sumatera, pantai selatan Jawa, dan Maluku (Boyko
dan Harvey, 1999; Haye et al., 2002; Boyko, 2002). Di pantai selatan Jawa, kepiting pasir banyak
ditemukan di pantai berpasir selatan Jawa Tengah,
diantaranya di pantai Kebumen dan Cilacap (Osawa
et al., 2010; Mashar dan Wardiatno, 2013ab;
Wardiatno et al., 2014). Kepiting pasir memiliki
beberapa peran ekologis cukup penting di daerah
intertidal, diantaranya sebagai makanan bagi hewan
pantai
dan
sebagai
bioindikator
pencemaran
pestisida atau DDT, tumpahan merkuri, dan indikasi
kandungan asam domoik (Siegel dan Wenner, 1984,
Wenner, 1988; Pérez, 1999; Dugan et al., 2005;
Lafferty
et
al.,
2013). Kepiting
pasir
juga
mengandung protein dan omega-3 serta omega-6
cukup tinggi, yaitu kandungan protein 32,32%
(Hartono et al., 2011), omega-3 12,49% (Hartono et
al., 2011), dan omega-6 11,80% - 12,94%
(Mursyidin, 2007) sehingga cukup baik untuk
dikonsumsi, terutama untuk anak-anak dalam masa
pertumbuhan. Sebagai langkah awal perlu diketahui jenis
kepiting pasir yang terdapat di pantai berpasir
Kebumen dan Cilacap, komposisi per jenis, dan
kondisi kelimpahannya. Diversitas dan Kelimpahan Kepiting Pasir (A. Mashar, et al) Materi dan Metode Penelitian ini dilakukan di pantai berpasir
wilayah Kabupaten Kebumen dan Kabupaten
Cilacap, tepatnya di pantai Bocor, Kecamatan
Buluspesantren, Kabupaten Kebumen, dan pantai
Bunton, Kecamatan Adipala, Kabupaten Cilacap
(Gambar 1.). Kepiting pasir ditemukan pada daerah
atau zona gelombang pecah di pantai (swash zone)
yang
lebarnya
dapat
mencapai
8–30
meter
tergantung
kondisi
gelombang
(Mann,
2000;
Wardiatno et al., 2013; 2014). Pantai
berpasir
Kebumen
dan
Cilacap
merupakan dua wilayah di selatan Jawa yang
banyak ditemukan kepiting pasir. Di kedua wilayah
tersebut, kegiatan eksploitasi kepiting pasir juga Gambar 1. Lokasi penelitian. Kotak hitam menunjukkan lokasi pengambilan sampel kepiting pasir
Sumber peta: www.d-maps.com/asia/indonesia Gambar 1. Lokasi penelitian. Kotak hitam menunjukkan lokasi pengambilan sampel kepiting pasir
Sumber peta: www.d-maps.com/asia/indonesia Diversitas dan Kelimpahan Kepiting Pasir (A. Mashar, et al) 227 ILMU KELAUTAN Desember 2014 Vol 19(4):226-232 Analisis data Analisis data yang dilakukan adalah analisis
komposisi setiap jenis kepiting pasir secara
deskriptif. Selain itu dilakukan analisis kelimpahan
setiap jenis kepiting pasir dengan membandingkan
jumlah kepiting pasir yang tertangkap dengan luas
daerah sapuan sorok, yang secara sederhana dapat
ditulis dengan notasi matematika sebagai berikut: dimana: K = kelimpahan kepiting pasir (ekor.m-2)
N = jumlah kepiting pasir yang tertangkap (ekor)
A = luas area sapuan sorok (m2). Berdasarkan Tabel 1 diketahui bahwa dari
sisi jumlah, kepiting pasir jenis Emerita emeritus
paling banyak terkumpul di kedua lokasi penelitian,
kemudian disusul Hippa adactyla, dan yang paling
sedikit sampel kepiting pasir yang terkumpul dari
jenis
Albunea
symmysta. Secara
persentase,
berdasarkan Tabel 2, komposisi hasil pengumpulan
sampel kepiting pasir di kedua lokasi adalah E. emeritus 70,5%-75,3%; H. adactyla 22,5%-24,7%;
dan A. symmysta 2,2%-4,8%. Kepiting pasir E. emeritus selalu didapatkan dalam jumlah yang
paling besar di setiap pengampilan sampel kepiting
pasir, dan A. symmysta selalu dijumpai dalam
jumlah yang paling sedikit, bahkan di beberapa
waktu
pengambilan
sampel
tidak
didapatkan
kepiting pasir A. symmysta. Pengumpulan sampel dan genetik. Ketiga jenis kepiting pasir tersebut
telah mendapatkan konfirmasi dari taksonom
kepiting pasir, yaitu Dr. Christopher B. Boyko dari
Division of Invertebrate Zoology, American Museum
of Natural History, New York, USA (Komunikasi
pribadi 2013). dan genetik. Ketiga jenis kepiting pasir tersebut
telah mendapatkan konfirmasi dari taksonom
kepiting pasir, yaitu Dr. Christopher B. Boyko dari
Division of Invertebrate Zoology, American Museum
of Natural History, New York, USA (Komunikasi
pribadi 2013). Pengumpulan kepiting pasir dilakukan pada
waktu yang berbeda. Pengumpulan sampel kepiting
pasir di pantai Bocor, Kebumen, dilakukan selama
12 bulan dari Maret 2012 hingga Februari 2013. Pengumpulan sampel kepiting pasir di pantai
Bunton, Cilacap, dilakukan selama 12 bulan dari
Juni 2013 hingga Mei 2014. Penangkapan sampel
kepiting pasir di kedua wilayah tersebut dilakukan
dengan alat tangkap tradisional nelayan setempat
yang
dinamakan
sorok. Alat
tangkap
sorok
bentuknya seperti alat sorok padi pada saat dijemur,
terbuat dari sebatang bambu sebagai pegangan
dengan panjang antara sekitar 1,8 meter, ujungnya
dipasang papan kecil dengan ukuran 20x60 cm
yang fungsinya untuk menyorok. Prinsip kerja alat ini
cukup sederhana, yaitu dengan menyorok atau
menyisir permukaan pantai berpasir di daerah
swash zone, ketika pada pasir basah yang terlewati
alat tersebut tampak ada gundukan kecil yang
berdenyut-denyut, maka segera gali gundukan
tersebut karena kemungkinan di dalamnya terdapat
kepiting pasir. Jumlah keseluruhan kepiting pasir
yang tertangkap dan terkumpul selama penelitian
adalah 1.513 ekor di pantai Bocor, Kebumen, dan
6.559 ekor di pantai Bunton, Cilacap. Ditemukannya kepiting pasir famili Hippidae
dan Albuneidae dalam satu lokasi juga merupakan
kenyataan yang jarang terjadi dan tidak terjadi di
semua lokasi atau habitat kepiting pasir. Hal
tersebut dikarenakan habitat kedua famili kepiting
pasir tersebut memang berbeda, yaitu famili
Hippidae hidup di daerah intertidal, sedangkan
famili Albuneidae umumnya hidup di daerah
subtidal. Maka apabila di suatu pantai berpasir
ditemukan kepiting pasir famili Hippidae, jarang
sekali ditemukan kepiting pasir famili Albuneidae,
begitu juga sebaliknya. Kepiting pasir famili
Albuneidae genus Albunea masih dapat ditemukan
pada kedalaman sekitar 50-150 meter (Boyko dan
Harvey, 1999; Corsini-Foka dan Kalogirou, 2013). Kejadian ini sama seperti ditemukannya kepiting
pasir famili Hippidae dan Albuneidae di pantai
Phuket Thailand pada penelitian tahun 1971-1973
(Boonruang dan Phasuk, 1975). Kenyataan ini
menunjukkan bahwa perairan Indonesia mempunyai
keanekaragaman sumber daya hayati yang tinggi,
termasuk keanekaragaman kepiting pasir tersebut. Komposisi kepiting pasir Berdasarkan hasil
pengumpulan sampel
kepiting
pasir
selama
penelitian,
secara
keseluruhan didapatkan 8.072 ekor kepiting pasir,
dimana 1.513 ekor berhasil dikumpulkan dari
pantai
Bocor,
Kebumen,
dan
6.559
ekor
dikumpulkan dari pantai Bunton, Cilacap. Secara
lengkap, komposisi hasil tangkapan kepiting pasir
untuk setiap jenis dan setiap lokasi penelitian
disajikan pada Tabel 1 dan Tabel 2. K = N/A Jenis kepiting pasir Didapatkan 3 (tiga) jenis kepiting pasir, baik
di pantai Bocor, Kebumen, maupun di pantai
Bunton, Cilacap, yaitu 2 (dua) jenis dari famili
Hippidae (Emerita emeritus dan Hippa adactyla),
dan 1 (satu) jenis dari famili Albuneidae, yaitu
Albunea symmysta. Ditemukannya tiga jenis kepiting
pasir tersebut semakin memperkuat hasil penelitian
Wardiatno et al. (2013; 2014) yang mengidentifikasi
ketiga jenis kepiting pasir tersebut secara morfologi 228 Diversitas dan Kelimpahan Kepiting Pasir (A. Mashar, et al) ILMU KELAUTAN Desember 2014 Vol 19(4):226-232 Tabel 1. Komposisi hasil tangkapan per jenis kepiting pasir di kedua lokasi penelitian
Lokasi Penelitian
Jenis Kepiting Pasir
Hasil Tangkapan (ekor)
Jantan
Betina
Total
Pantai Bocor, Kebumen
Emerita emeritus
76
991
1.067
Hippa adactyla
171
202
373
Albunea symmysta
32
41
73
279
1.234
1.513
Pantai Bunton, Cilacap
Emerita emeritus
1.077
3.860
4.973
Hippa adactyla
311
1.162
1.473
Albunea symmysta
47
102
149
1.435
5.124
6.559
8.072
Tabel 2. Persentase komposisi hasil tangkapan per jenis kepiting pasir di kedua lokasi penelitian
Lokasi Penelitian
Jenis Kepiting Pasir
Proporsi Hasil Tangkapan (%)
Persentase Total
(%)
Jantan
Betina
Pantai Bocor,
Kebumen
Emerita emeritus
7,1%
92,9%
70,5%
Hippa adactyla
45,8%
54,2%
24,7%
Albunea symmysta
43,8%
56,2%
4,8%
18,4%
81,6%
Pantai Bunton, Cilacap
Emerita emeritus
21,8%
78,2%
75,3%
Hippa adactyla
21,1%
78,9%
22,5%
Albunea symmysta
31,5%
68,5%
2,2%
21,9%
78,1%
Kenyataan bahwa kepiting pasir E. emeritus
Sedangkan daerah pengambilan sampel kepiting Tabel 1. Komposisi hasil tangkapan per jenis kepiting pasir di kedua lokasi penelitian
Lokasi Penelitian
Jenis Kepiting Pasir
Hasil Tangkapan (ekor)
Jantan
Betina
Total
Pantai Bocor, Kebumen
Emerita emeritus
76
991
1.067
Hippa adactyla
171
202
373
Albunea symmysta
32
41
73
279
1.234
1.513
Pantai Bunton, Cilacap
Emerita emeritus
1.077
3.860
4.973
Hippa adactyla
311
1.162
1.473
Albunea symmysta
47
102
149
1.435
5.124
6.559
8.072 Tabel 1. Komposisi hasil tangkapan per jenis kepiting pasir di kedua lokasi penelitian Tabel 2. Persentase komposisi hasil tangkapan per jenis kepiting pasir di kedua lokasi penelitian
Lokasi Penelitian
Jenis Kepiting Pasir
Proporsi Hasil Tangkapan (%)
Persentase Total
(%)
Jantan
Betina
Pantai Bocor,
Kebumen
Emerita emeritus
7,1%
92,9%
70,5%
Hippa adactyla
45,8%
54,2%
24,7%
Albunea symmysta
43,8%
56,2%
4,8%
18,4%
81,6%
Pantai Bunton, Cilacap
Emerita emeritus
21,8%
78,2%
75,3%
Hippa adactyla
21,1%
78,9%
22,5%
Albunea symmysta
31,5%
68,5%
2,2%
21,9%
78,1% Tabel 2. Persentase komposisi hasil tangkapan per jenis kepiting pasir di kedua lokasi penelitian Kenyataan bahwa kepiting pasir E. Jenis kepiting pasir emeritus
selalu didapatkan jauh lebih banyak dari jenis
kepiting
pasir
lainnya
menunjukkan
adanya
dominasi populasi kepiting pasir E. emeritus. Kondisi ini semakin memperkuat informasi dari
Boyko dan McLaughlin (2010) dan Haye et al. (2002) bahwa kepiting pasir atau undur-undur laut
genus Emerita, terutama jenis E. emeritus banyak
tersebar di pantai berpasir wilayah Asia Tenggara. Adapun kepiting pasir atau undur-undur laut genus
Hippa secara umum banyak dijumpai di perairan
Australia (Poore, 2004). Jadi diduga, keberadaan
kepiting pasir jenis H. adactyla yang ditemukan di
lokasi penelitian yang berada di bagian utara
Samudra Hindia ada kaitannya dengan kepiting
pasir genus Hippa yang tersebar di perairan
Australia berada di bagian timur Samudra Hindia. Sedangkan daerah pengambilan sampel kepiting
pasir pada penelitian ini adalah daerah intertidal
bagian atas, sehingga wajar jika kepiting pasir A. symmysta ditemukan dalam jumlah sedikit. Kepiting
pasir A. symmysta yang didapatkan di daerah
intertidal
diduga
sedang
mencari
makanan,
diantaranya berupa bangkai-bangkai kepiting pasir
famili Hippidae. Berdasarkan jenis kelamin, kepiting pasir
betina selalu lebih banyak, baik di kedua lokasi
penelitian maupun untuk setiap jenis kepiting pasir
tersebut. Bahkan, untuk jenis E. emerita, betina
ditemukan jauh lebih banyak dari jantannya, dengan
komposisi betina mencapai 78,2%-92,9%. Hasil
yang sama juga dijumpai pada penelitian Boonruang
dan Phasuk (1975) bahwa kepiting pasir betina
selalu dijumpai dengan komposisi lebih tinggi dari
jantan, bahkan untuk jenis E. emeritus komposisi
betina bisa mencapai hingga sekitar 95%. Adapun
kepiting
pasir
A. symmysta
ditemukan dalam jumlah yang paling sedikit, bahkan
terkadang tidak didapatkan pada pengambilan
sampel, merupakan kondisi yang wajar. Hal tersebut
dikarenakan habitat kepiting pasir A. symmysta
sebenarnya ada di daerah intertidal bagian bawah
hingga daerah tidal, bahkan pernah ditemukan pada
kedalaman sekitar 50 dan 150 m (Boyko dan
Harvey, 1999; Corsini-Foka dan Kalogirou, 2013). Komposisi kepiting pasir betina yang jauh
lebih besar dibanding jantan diduga sebagai bentuk
adaptasi
alami
dari
kepiting
pasir
tersebut. Sebagaimana
diketahui
bahwa
dalam
siklus
reproduksi
kepiting
pasir,
setelah
telur-telur
menetas, mereka mengalami fase planktonik yang Diversitas dan Kelimpahan Kepiting Pasir (A. Mashar, et al) 229 ILMU KELAUTAN Desember 2014 Vol 19(4):226-232 Oleh
karena
itu,
untuk
mempertahankan
eksistensinya di dalam, kepiting pasir didominasi
oleh betina sehingga diharapkan semakin banyak
telur
yang
dihasilkan
untuk
mengimbangi
kehilangan larva yang tinggi pada fase planktonik. cukup lama, antara 3-4 bulan (Ricketts et al., 1992). cukup lama, antara 3-4 bulan (Ricketts et al., 1992). Selama
fase
planktonik
tersebut,
peluang
kelangsunganhidupnya relatif kecil, terutama karena
adanya peluang predasi yang tinggi terhadap larva-
larva kepiting pasir tersebut di daerah intertidal. Tabel 3. Kelimpahan rata-rata per jenis kepiting pasir di kedua lokasi penelitian
Lokasi Penelitian
Jenis Kepiting Pasir
Kelimpahan Rata-rata
(ekor.100 m-2)
Pantai Bocor, Kebumen
Emerita emeritus
5
Hippa adactyla
2
Albunea symmysta
1
Pantai Bunton, Cilacap
Emerita emeritus
34
Hippa adactyla
10
Albunea symmysta
1
Gambar 2. Fluktuasi kelimpahan bulanan kepiting pasir di setiap lokasi penelitian Tabel 3. Kelimpahan rata-rata per jenis kepiting pasir di kedua lokasi penelitian
Lokasi Penelitian
Jenis Kepiting Pasir
Kelimpahan Rata-rata
(ekor.100 m-2)
Pantai Bocor, Kebumen
Emerita emeritus
5
Hippa adactyla
2
Albunea symmysta
1
Pantai Bunton, Cilacap
Emerita emeritus
34
Hippa adactyla
10
Albunea symmysta
1 Gambar 2. Fluktuasi kelimpahan bulanan kepiting pasir di setiap lokasi penelitian Gambar 2. Fluktuasi kelimpahan bulanan kepiting pasir di setiap lokasi penelitian Diversitas dan Kelimpahan Kepiting Pasir (A. Mashar, et al) 230 ILMU KELAUTAN Desember 2014 Vol 19(4):226-232 Ucapan Terima Kasih Ucapan terima kasih kepada DIKTI melalui
program beasiswa BPPS (BPPDN) dan hibah
penelitian BOPTN yang telah membantu pembiayaan
penelitian ini. Ucapan terima kasih disampaikan
pula kepada Bapak Sugeng (nelayan kepiting pasir
di Cilacap), Agus Alim Hakim, Surya Gentha Akmal,
Wahyu Muzammil, Eni Megawati, dan Rani Nuraisah
yang telah membantu dalam pengumpulan sampel
kepiting pasir. Rendahnya kelimpahan kepiting pasir di
pantai Bocor tersebut, terutama untuk famili
Hippidae, disamping karena jumlah tangkapan
kepiting pasir di pantai Bocor lebih rendah dan
daerah
sapuan
soroknya
lebih
luas,
juga
dikarenakan lokasi penangkapan kepiting pasir di
pantai Bocor berdekatan (satu hamparan pantai)
dengan lokasi wisata pantai di pantai Bocor,
sedangkan di pantai Bunton, Cilacap, kondisi
pantainya masih relatif alami dan belum ada
aktivitas wisata pantai, yang ada hanya kegiatan
pemancingan dari pinggir pantai dan itupun
jumlahnya sedikit. Adapun pantai Bocor, sebagian
pantainya adalah pantai wisata yang banyak
dikunjungi
ketika
hari
libur,
dan
daerah
penangkapan kepiting pasir tersebut juga terkadang
menjadi bagian dari kegiatan wisata pantai. Kondisi
ini mengakibatkan populasi kepiting pasir di daerah
tersebut tidak berkembang optimal dan untuk
menjaga
eksistensinya,
diduga
kepiting
pasir
tersebut berpindah habitatnya mencari lokasi atau
sisi pantai berpasir lainnya yang benar-benar aman
atau masih sedikit atau bahkan belum ada aktivitas
manusia, terutama wisata pantai. Kesimpulan Berdasarkan Tabel 3 dan Gambar 2 terlihat
bahwa dari sisi jenis, kepiting pasir E. emeritus
mempunyai kelimpahan paling tinggi dibanding dua
jenis kepiting pasir lainnya, hampir 3 kali lipat dari
kelimpahan kepiting pasir H. adactyla, baik di pantai
Bocor, Kebumen maupun di pantai Bunton, Cilacap. Berdasarkan pengamatan bulanan, terlihat bahwa
kelimpahan kepiting pasir tertinggi ditemukan pada
pengamatan bulan Oktober di pantai Bocor dan
bulan Juli dan Oktober di pantai Bunton. Jika dilihat
per lokasi penelitian, kelimpahan kepiting pasir
famili Hippidae yang dijumpai di pantai Bunton,
Cilacap jauh lebih tinggi dibanding yang ditemukan
di pantai Bocor Kebumen. Dikarenakan belum ada
kajian tentang kelimpahan ketiga jenis kepiting pasir
tersebut di lokasi lain, maka nilai kelimpahan untuk
setiap kepiting pasir pada penelitian ini hanya bisa
dibandingkan antar lokasi penelitian pada penelitian
ini. Keragaman kepiting pasir di pesisir selatan
Jawa Tengah relatif tinggi dengan ditemukannya tiga
jenis kepiting pasir di lokasi penelitian, yaitu Emerita
emeritus, Hippa adactyla, dan Albunea symmysta,
dengan kepiting pasir betina umumnya didapatkan
selalu lebih banyak dibanding jantan. Kelimpahan
kepiting pasir E. emeritus selalu dijumpai paling
tinggi dari kepiting pasir jenis lainnya. Namun,
kelimpahan kepiting pasir pada setiap wilayah
pantai berpasir dapat berbeda-beda, tergantung
kepada intensitas aktivitas manusia di daerah
pantai berpasir tersebut. Daftar Pustaka Boonruang, P. & B. Phasuk. 1975. Species
composition and abundance distribution of
anomuran
sand
crabs,
and
population
bionomics of Emerita emeritus (L) along the
Indian ocean coast of Thailand (Decapoda:
Hippidae). Research Bulletin 8. Published by
the Center. Thailand, pp. 1-19. Boyko, C.B. 2002. A worldwide revision of the recent
and fossil sand crabs of the Albuneidae
Stimpson and Blepharipodidae, new family
(crustacea: decapoda: anomura: hippoidea). Bull. American Mus. Nat. History. 272–396. doi:10.1206/0003-0090(2002)272<0001:AW
ROTR>2.0.CO;2. Boyko, C.B. & A.W. Harvey. 1999. Crustacea
Decapoda: Albuneidae and Hippidae of the
tropical Indo-West Pacific region, in Crosnier A. (ed.), Résultats des Campagnes MUSORSTOM. Volume 20. Mémoires du Muséum national
d’Histoire naturelle. 180: 379-406. Satu hal yang menarik dari kelimpahan
kepiting pasir tersebut adalah kelimpahan A. symmysta. Kelimpahan A. symmysta di kedua lokasi
penelitian tersebut relatif sama, yaitu sekitar 1
ekor.100m-2, sangat rendah dibandingkan dengan
dua jenis kepiting pasir lainnya. Kenyataan ini
semakin
memperkuat
pernyataan
sebelumnya
bahwa daerah intertidal memang bukan habitat
sebenarnya dari A. symmysta. Mereka berenang ke
daerah intertidal, terutama hanya untuk mencari
makan. Boyko, C.B. & P.A. Mclaughlin. 2010. Annotated
checklist of anomuran decapod crustaceans of
the world (exclusive of the kiwaoidea and
families chirostylidae and galatheidae of the Diversitas dan Kelimpahan Kepiting Pasir (A. Mashar, et al) 231 ILMU KELAUTAN Desember 2014 Vol 19(4):226-232 dari pantai berpasir Kabupaten Kebumen. J. Biol. Tropis. 13(2):119-127. galatheoidea). The Raffles Bull. Zool. 23:139–
151. Mursyidin, D.H. 2007. Kandungan asam lemak
omega 6 pada ketam pasir (Emerita spp.) di
pantai selatan Yogyakarta. Bioscientiae. 4
(2):79-84 Corsini-Foka, M. & S. Kaligirou. 2013. First record of
Albunea carabus (Linnaeus, 1758) (Decapoda:
Anomura: Hippoidea) in the Aegean Sea. Cah. Biol. Mar. 54:297-299. Osawa, M., C.B. Boyko & T.Y. Chan. 2010. [Part I. Hippoidea (mole crabs)]. In: [Crustacean fauna
of Taiwan: crab-like anomurans (Hippoidea,
Lithodoidea, Porcellanidae)]. Chan TY (ed),
Institute of Marine Biology, Taiwan, pp. 1-40 Dugan, J.E., G. Ichikawa, M. Stephenson, D.B. Crane,
J. McCall, & K. Regalado. 2005. Monitoring of
coastal contaminants using sand crabs.Central
Coast Regional Water Quality Control Board. 37p. Pérez, D. 1999. Mercury levels in mole crabs Hippa
cubensis, Emerita brasiliensis, E. portoricensis,
and Lepidopa richmondi (Crustacea: Decapoda:
Hippidae) from a sandy beach at Venezuela. Bull. Environ. Contam. Toxicol. 63:320-326. doi: 10.1007/s001289900983 Efford, I.E. 1976. Distribution of the sand crabs in
the genus Emerita (Decapoda, Hippidae). Crustaceana. 30:169-183. doi:10.1163/1568
54076X00558. Haley, S.R. 1982. Diversitas dan Kelimpahan Kepiting Pasir (A. Mashar, et al) Daftar Pustaka Zonation by size of the Pacific
mole crab, Hippa pacifica Dana (Crustacea:
Anomura: Hippidae), in Hawaii. J. Exp. Mar. Biol. Ecol. 58:221-231. doi:10.1016/0022-0981(8
2)90 131-9. Poore, G.C.B. 2004. Marine decapods crustacea of
southern Australia: a guide to identification. CSIRO Publishing Ricketts, E.F., J. Calvin, D.W. Phillips & J.W. Hedgpeth. 1992. Open-coast
sandy
beaches. Between
Pacific
Tides
(5thed.)
Stanford University Press. pp. 249–265 Hartono, E., E.S. Rejeki & A.A. Puspitasari. 2011. Pengaruh asupan makanan undur-undur laut
terhadap kandungan omega 3 pada telur itik. J. Biomedika. 4:60-65. Siegel, P.R. & A.M. Wenner. 1984. Field and
laboratory studies of sand crab growth. In:
Wenner
AM
(ed.)
Crustacean
Growth,
Crustacean Issues, Vol II. Balkema Press,
Rotterdam. Haye, P.A., Y.K. Tam & I. Kornfield. 2002. Molecular
phylogenetics of mole crabs (Hippidae:Emerita). J. Crust. Biol. 22(4):903-915. doi:10.1651/02
78-0372(2002)022[0903:MPOMHE]2.0.CO;2. Lafferty, K.D., J.P. McLaughlin & J.E. Dugan. 2013. Novel foraging in the swash zone on pacific
sand crabs (Emerita analoga, Hippidae) by
Mallards. The Wilson J. Ornithology. 125(2):
423-426. doi:http://dx.doi.org/10.1676/12-14
1.1. Wardiatno, Y., I.W. Nurjaya & A. Mashar. 2013. Eksplorasi informasi biologi undur-undur laut
Emerita
sp. dan
Hippa
sp. (Crustacea:
Hippidae). Tahun Pertama. Laporan Akhir:
Penelitian Unggulan Perguruan Tinggi. Tahun
Pertama. Lembaga Penelitian dan Pengabdian
kepada Masyarakat. Institut Pertanian Bogor. Bogor. Mann,
K.H. 2000. Sandy
beaches. Ecology
of
Coastal
Waters
with
Implications
for
Management. Volume 8 of Studies in Ecology
(2nded.). Wiley-Blackwell. pp. 218-236. Wardiatno, Y., I.W. Nurjaya & A. Mashar. 2014. Karkateristik habitat undur-undur laut (Famili
Hippidae)
di
pantai
berpasir,
Kabupaten
Cilacap. J. Biol. Tropis. 14(1):1-8. Mashar,
A. &
Y. Wardiatno. 2013a. Aspek
pertumbuhan
undur-undur
laut,
Emerita
emeritus dari pantai berpasir Kabupaten
Kebumen. J. Biol. Tropis. 13(1):29-38. Wenner, A.M. 1988. Crustaceans and other
invertebrates as indicators of beach pollution. In: Soule DF, Kleppel GS (Eds.) Marine
Organisms
as
Indicators,
pp. 199-229. Springer-Verlag, New York. Mashar,
A. &
Y. Wardiatno. 2013b. Aspek
pertumbuhan undur-undur laut, Hippa adactyla Diversitas dan Kelimpahan Kepiting Pasir (A. Mashar, et al) 232
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Space Flight Calcium: Implications for Astronaut Health, Spacecraft Operations, and Earth
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Nutrients
| 2,012
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Nutrients 2012, 4, 2047-2068; doi:10.3390/nu4122047
nutrients
ISSN 2072-6643
www.mdpi.com/journal/nutrients
Review
Space Flight Calcium: Implications for Astronaut Health,
Spacecraft Operations, and Earth
Scott M. Smith 1,*, Torin McCoy 1, Daniel Gazda 2, Jennifer L. L. Morgan 3, Martina Heer 4,5
and Sara R. Zwart 6
1 Human Health and Performance Directorate, NASA Lyndon B. Johnson Space Center, Houston,
TX 77058, USA; E-Mail: torin.mccoy-1@nasa.gov
2 Wyle Science, Technology & Engineering Group, Houston, TX 77058, USA;
E-Mail: daniel.b.gazda@nasa.gov
3 Oak Ridge Associated Universities/NASA Post-Doctoral Fellow, NASA Lyndon B. Johnson Space
Center, Houston, TX 77058, USA; E-Mail: jennifer.morgan@nasa.gov
4 Profil Institut für Stoffwechselforschung GmbH, Hellersbergstrasse 9, 41460 Neuss, Germany;
E-Mail: martina.heer@profil.com
5 University of Bonn, 53115 Bonn, Germany
6 Division of Space Life Sciences, Universities Space Research Association, Houston, TX 77058,
USA; E-Mail: sara.zwart-1@nasa.gov
* Author to whom correspondence should be addressed; E-Mail: scott.m.smith@nasa.gov;
Tel.: +1-(281)-483-7204; Fax: +1-(281)-483-2888.
Received: 11 October 2012; in revised form: 13 November 2012 / Accepted: 10 December 2012 /
Published: 18 December 2012
Abstract: The space flight environment is known to induce bone loss and, subsequently,
calcium loss. The longer the mission, generally the more bone and calcium are lost. This
i
id
hi t
f b
d
l i
t di
l t d t
fli ht
d hi hli ht
OPEN ACCESS Nutrients 2012, 4, 2047-2068; doi:10.3390/nu4122047
nutrients
ISSN 2072-6643
www.mdpi.com/journal/nutrients
Review
Space Flight Calcium: Implications for Astronaut Health,
Spacecraft Operations, and Earth
Scott M. Smith 1,*, Torin McCoy 1, Daniel Gazda 2, Jennifer L. L. Morgan 3, Martina Heer 4,5
and Sara R. Zwart 6
1 Human Health and Performance Directorate, NASA Lyndon B. Johnson Space Center, Houston,
TX 77058, USA; E-Mail: torin.mccoy-1@nasa.gov
2 Wyle Science, Technology & Engineering Group, Houston, TX 77058, USA;
E-Mail: daniel.b.gazda@nasa.gov
3 Oak Ridge Associated Universities/NASA Post-Doctoral Fellow, NASA Lyndon B. Johnson Space
Center, Houston, TX 77058, USA; E-Mail: jennifer.morgan@nasa.gov
4 Profil Institut für Stoffwechselforschung GmbH, Hellersbergstrasse 9, 41460 Neuss, Germany;
E-Mail: martina.heer@profil.com
5 University of Bonn, 53115 Bonn, Germany
6 Division of Space Life Sciences, Universities Space Research Association, Houston, TX 77058,
USA; E-Mail: sara.zwart-1@nasa.gov
* Author to whom correspondence should be addressed; E-Mail: scott.m.smith@nasa.gov;
Tel.: +1-(281)-483-7204; Fax: +1-(281)-483-2888. Received: 11 October 2012; in revised form: 13 November 2012 / Accepted: 10 December 2012 /
Published: 18 December 2012
Abstract: The space flight environment is known to induce bone loss and, subsequently,
calcium loss. The longer the mission, generally the more bone and calcium are lost. This
review provides a history of bone and calcium studies related to space flight and highlights
issues related to calcium excretion that the space program must consider so that urine can
be recycled. It also discusses a novel technique using natural stable isotopes of calcium that
OPEN ACCESS nutrients
ISSN 2072-6643
www.mdpi.com/journal/nutrients
OPEN ACCESS Space Flight Calcium: Implications for Astronaut Health,
Spacecraft Operations, and Earth Scott M. Smith 1,*, Torin McCoy 1, Daniel Gazda 2, Jennifer L. L. Morgan 3, Martina Heer 4,5
and Sara R. Zwart 6 Nutrients 2012, 4, 2047-2068; doi:10.3390/nu4122047 Nutrients 2012, 4, 2047-2068; doi:10.3390/nu4122047 2. Bone Loss Space flight-induced bone and calcium loss have been documented for decades, and have been the
subject of many reviews [1–5]. There have also been several evaluations of ground-based analogs,
including the most common, bed rest [6,7]. Bed rest is a viable model of space flight-induced bone
loss, producing metabolic changes and bone loss that are qualitatively similar to those brought on by
space flight but have a smaller magnitude. Bone loss in bed rest is about half of that observed in space
flight [8,9]. Documentation of negative calcium balance and increased calcium excretion during space flight
first came from Gemini and Apollo missions of the 1960s and early 1970s [10,11], but bed rest studies
documenting negative calcium balance go back even further, with initial documentation in the
1940s [12]. Although urinary and fecal calcium excretion were shown clearly to increase on
short-duration space flights (1–2 weeks of flight), not until the longer Skylab missions were flown
(1973–1974) were actual changes in bone observed using densitometry [13,14]. In the 1990s the Russian space station Mir provided a platform for long-duration studies on changes
in bone during space flight. Dual-energy X-ray absorptiometry (DXA) scans on astronauts and
cosmonauts began to better characterize and quantify bone loss during space flight [2,15,16]. Although
considerable site-to-site variability exists, along with crewmember-to-crewmember variability, in
general, a 1.0%–1.5% loss of bone mineral density occurred per month of space flight [2]. Bone
biochemistry studies in the 1990s also expanded significantly, largely fueled by the identification of
collagen crosslinks as markers that could be used to assess bone resorption, and development of
immunoassays to measure these crosslinks along with markers of bone formation. Novel techniques
are being developed to assess overall bone balance using stable isotopes of calcium. These techniques
will be beneficial because they are noninvasive (only a urine sample is needed), might be possible to
do during flight, and will give a picture of overall bone balance instead of resorption or formation
alone. These techniques will be discussed in detail below. Early flight experiments with animals pointed to a decrease in bone formation as the metabolic key
to bone loss, whereas human studies (both space flight and bed rest) clearly pointed to an increase in
bone resorption, with bone formation being either unchanged or slightly decreased [17–22]. Scott M. Smith 1,*, Torin McCoy 1, Daniel Gazda 2, Jennifer L. L. Morgan 3, Martina Heer 4,5
and Sara R. Zwart 6 1 Human Health and Performance Directorate, NASA Lyndon B. Johnson Space Center, Houston,
TX 77058, USA; E-Mail: torin.mccoy-1@nasa.gov 2 Wyle Science, Technology & Engineering Group, Houston, TX 77058, USA;
E-Mail: daniel.b.gazda@nasa.gov 3 Oak Ridge Associated Universities/NASA Post-Doctoral Fellow, NASA Lyndon B. Johnson Spac
Center, Houston, TX 77058, USA; E-Mail: jennifer.morgan@nasa.gov 4 Profil Institut für Stoffwechselforschung GmbH, Hellersbergstrasse 9, 41460 Neuss, Germany;
E-Mail: martina.heer@profil.com 5 University of Bonn, 53115 Bonn, Germany 6 Division of Space Life Sciences, Universities Space Research Association, Houston, TX 77058,
USA; E-Mail: sara.zwart-1@nasa.gov * Author to whom correspondence should be addressed; E-Mail: scott.m.smith@nasa.gov;
Tel.: +1-(281)-483-7204; Fax: +1-(281)-483-2888. Received: 11 October 2012; in revised form: 13 November 2012 / Accepted: 10 December 2012 /
Published: 18 December 2012 Abstract: The space flight environment is known to induce bone loss and, subsequently,
calcium loss. The longer the mission, generally the more bone and calcium are lost. This
review provides a history of bone and calcium studies related to space flight and highlights
issues related to calcium excretion that the space program must consider so that urine can
be recycled. It also discusses a novel technique using natural stable isotopes of calcium that
will be helpful in the future to determine calcium and bone balance during space flight. Keywords: bed rest; bone; calcium; collagen crosslinks; dual-energy X-ray absorptiometry;
space flight Nutrients 2012, 4 Nutrients 2012, 4 Nutrients 2012, 4 2048 1. Introduction Bone and calcium metabolism have been a concern for space travelers, literally since before human
space flight was a reality. A little more than a half century after the first human space flight, we have
improved our understanding of the effects of space flight on calcium and bone, but we still have much
to learn. We review here the current state of knowledge and describe ongoing studies, including
application of the findings to space exploration and implications for the general population. 3. Calcium Isotopes and Relevance for Bone Turnover Analytical techniques to assess bone health, bone loss, and bone metabolism continue to evolve
with technology. Although densitometry techniques (such as DXA and quantitative computerized
tomography) provide valuable assessment of specific bones, these techniques detect only relatively
large changes in bone, and it takes several months for changes of this magnitude to occur. Studying
calcium requires either intensive balance studies or tracer kinetic studies. Bone biochemical markers
can provide more rapid assessments of changes in bone formation or resorption, but assessing the
relative association of these two factors has not been possible to date, and thus it is difficult to assess
net changes in bone calcium content. A new technique to rapidly detect and quantitatively predict changes in bone mineral balance
(the ratio of bone formation to resorption) has recently been validated in a bed rest model [27]. Changes in bone mineral balance as a result of bed rest can be detected by measuring the ratios of
stable calcium isotopes in urine from individuals who have not received any stable isotope tracers [28]. This calcium isotope biomarker is based on natural, biologically induced variations. These variations
are a result of the 6 naturally occurring calcium isotopes (40Ca, 42Ca, 43Ca, 44Ca, 46Ca, and 48Ca)
reacting at different rates depending on their mass [29]. In general, isotopic selectivity can occur in all
elements with multiple stable isotopes, and has been measured in light elements such as hydrogen,
oxygen, carbon, and nitrogen for many decades. These variations arise because the vibrational
frequencies of any chemical bonds are a function of the masses of the constituent nuclides. As a result,
more energy is required to break bonds formed from heavy isotopes than for the same bond with a
lighter isotope. In chemical reactions that do attain equilibrium (which are rare in biology), heavier
isotopes are preferentially concentrated in the strongest chemical bonding environments. In chemical
reactions that do not attain equilibrium (e.g., kinetic reactions), the bonds incorporating lighter
isotopes usually react more quickly than those incorporating heavier isotopes. Kinetic processes like
diffusion, evaporation, and precipitation, preferentially select lighter isotopes because they move faster
than heavy isotopes [30,31]. In soft tissue (e.g., blood, urine), variations in the calcium isotope
composition exist because bone formation depletes soft tissue of lighter calcium isotopes most likely
as a result of isotope selectivity during osteoblast-induced calcium precipitation. Bone resorption
releases that isotopically light calcium back into soft tissue. Nutrients 2012, 4 Nutrients 2012, 4 when interpreting results from space flight studies. Young animals are commonly used in research, and
provide an added benefit for space flight studies in that more animals may be flown in the limited
space available for animal research on these missions. Although any model has limitations, and these
need to be carefully accounted for, animal studies do provide the ability to do more extensive research
on mechanisms of bone loss. In 2000, the first crews took up residence on the International Space Station (ISS), marking the
beginning of what many hope will be a permanent human presence off the planet. One of the novel
aspects of the ISS was the inclusion of resistance exercise equipment. Details of these efforts will be
described below, but although initial evaluations were disappointing [24], possibly because of altered
kinematics [25], recent evidence illustrates the potential of proper nutrition and exercise regimens to
prevent whole-body and regional loss of bone mineral density [26] during extended space flight. 2. Bone Loss Further
research documented that the discrepancy between the animal and human data was not caused by a
problem with the animal model itself, but rather by an issue with the age of the animals used in those
early flight studies. In young rats, bone formation is suppressed during space flight. In mature rats,
bone resorption predominates and little change is seen in bone formation [23], as evidenced in
hindlimb-suspension studies. These differences in mechanism of bone metabolism must be considered 2049 3. Calcium Isotopes and Relevance for Bone Turnover Therefore, when bone is being resorbed, as 2050 Nutrients 2012, 4 Nutrients 2012, 4 As the relationship between calcium isotopes and bone mineral balance is well established based on
the isotope selectivity principles described above and preliminary work measuring the offset between
soft tissue and bone [32,33], this relationship can be used to quantitatively translate the changes in the
calcium isotope ratio in urine to changes in bone mineral density using a simple model (Figure 2) [27]. Using this model it was estimated that subjects lost 0.25% ± 0.07% (1 SD) of their bone mass from
day 7 to day 30 of bed rest [27]. This rate of loss extrapolates to a loss of 1.36% ± 0.38% of skeletal
mass over 119 days, which is equivalent, within error, to bone loss rates determined by DXA scans in
long-term (119-day) bed rest studies [34]. Figure 2. Schematic of model pools and fluxes used to quantify bone loss. Fdiet is the flux
of calcium absorbed from diet, Fbone and Fresorp are the bone formation and resorption
fluxes, and Furine and Fbile are the net excretion fluxes of calcium through urine and bile
respectively. 44/42Casoft and δ44/42Cabone are the Ca isotopic compositions of the soft tissue
and bone pools, δ44/42Cadiet and δ44/42Caurine are the isotopic compositions of the fluxes of
Ca absorbed from diet and excreted in urine, and ε44/42Cabone, ε44/42Caurine, and ε44/42Cabile are
the isotopic variations associated with forming bone, urine, and bile, respectively, from the
soft tissue pool. Note: This figure is adapted with permission from [27], Copyright © 2012
National Academy of Sciences. A preliminary study examined the calcium isotope shift in bed rest subjects undergoing three
different treatments (untreated bed rest, the bisphosphonate alendronate, and intense resistance
exercise) [35,36]. In this study there were significant differences in isotope response: the control
group’s calcium isotope composition shifted in a direction consistent with bone resorption, while the
alendronate and resistance exercise groups’ calcium isotope composition shifted in a manner
suggesting maintained and slightly increased bone formation, respectively [28]. A preliminary study examined the calcium isotope shift in bed rest subjects undergoing three
different treatments (untreated bed rest, the bisphosphonate alendronate, and intense resistance
exercise) [35,36]. In this study there were significant differences in isotope response: the control
group’s calcium isotope composition shifted in a direction consistent with bone resorption, while the
alendronate and resistance exercise groups’ calcium isotope composition shifted in a manner
suggesting maintained and slightly increased bone formation, respectively [28]. Nutrients 2012, 4 is the case during bed rest, the urinary calcium isotope abundance shifts toward lighter values
(i.e., −δ44/42Ca; more 42Ca and less 44Ca relative to baseline). Applying this technique to a bed rest
study, it was shown that the calcium isotope ratio shifted in a direction consistent with bone loss after
just 7 days of bed rest, long before detectable changes in bone density occur. Consistent with this
interpretation, the calcium isotope variation accompanied changes observed in N-telopeptide, while
bone-specific alkaline phosphatase, a bone-formation biomarker, was unchanged (Figure 1) [27]. Figure 1. Variations in bone biochemical markers N-telopeptide (NTX, top panel) and
bone-specific alkaline phosphatase (BSAP, middle panel), along with calcium isotopes
(bottom panel), during and after bed rest (days 0 to 40). Percent changes were calculated as
the difference between the measured value at each time point and the average of the
pre-bed rest values (baseline, days to left of day 0) for that individual. All values are
mean ± SD. The calcium isotopes shift in a direction consistent with bone loss after just
7 days of bed rest and track the signal observed in NTX while BSAP remains unchanged. Note: This figure is adapted with permission from [27], Copyright © 2012 National
Academy of Sciences. Data are from 12 subjects. 2051 Nutrients 2012, 4 Nutrients 2012, 4 in bone formation and resorption are not only being altered by space flight itself but are being
manipulated by various countermeasures. in bone formation and resorption are not only being altered by space flight itself but are being
manipulated by various countermeasures. 4. Dietary Calcium When bone loss is considered, calcium intake is an obvious initial concern. Skylab crews
consumed an average of 894 ± 142 (SD) mg calcium/day [8] while participating in carefully
planned and executed metabolic balance studies over the entire course of their missions (28, 59, and
84 days) [14,37]. Based on reviews of available information, a decision was made requiring that the ISS food system
shall provide 1000–1200 mg calcium per day [8], similar to Earth-based recommendations. Proximate
analysis of the foods provided in the ―standard‖ menu revealed that calcium content of the ISS menu
averages 1020 ± 109 mg calcium/day [8]. Although the crews self-select meals while they are on board the ISS, dietary intake estimates using
a food frequency questionnaire designed for space flight documented actual intakes of calcium
during flight that were in the same range as in the ―standard‖ menu, 1068 ± 384 mg calcium/day in one
report [38], and 912 ± 229 and 1025 ± 309 mg calcium/day in another [26]. Thus, intakes typically are
close to or meeting planned calcium intake during flight, which is similar to the Earth-based
recommended intake. Nutrients 2012, 4 Given the rapid signal observed using calcium isotope measurements and the potential to
quantitatively assess bone loss, this technique is ideally suited for space flight studies in which changes 2052 6. Bone Loss Countermeasures Along with the identification of space flight-induced bone loss, came a significant effort to find a
means to counteract this loss. Many countermeasures have been proposed and studied, including
physical, nutritional, and pharmacological measures. As with virtually all space flight research, ground
testing is required to document proof of concept before a countermeasure is implemented on a space
mission. Thus, numerous bed rest and related analog studies have been done in which bone
countermeasures were evaluated. Physical countermeasures tested in bed rest studies have included exercise, vibration, and
centrifugation. Resistance exercise has shown the most promise in combating bone loss that results
from skeletal unloading. Heavy resistance exercise (such as weight-lifting) results in increased bone
formation but has little or no effect on resorption, while maintaining bone mineral density [36]. When
heavy resistance exercise was combined with an aerobic type of exercise countermeasure (treadmill
exercise within a lower-body negative pressure device), the effect was similar, although a striking
dose-response relationship of the effect was observed [47]. That is, when subjects performed resistance
exercise only every other day (3–4 days/week), the increase in bone formation was half of what it was
in subjects who performed resistance exercise 6 days per week. Low-level vibration seemed promising as a bone loss countermeasure judging by a pilot study with
human subjects and animal model data. However, although in bed rest vibration had some beneficial
effects on bone marrow and vertebral disks [50–52], it did not protect bone mineral density as was
initially hoped [53]. Although vibration of higher intensity or a combination of vibration and resistance
exercise produced more encouraging results with bone and muscle [48,54–58], some concerns have
been raised about potential risks of repetitive-motion injuries. Space flight-induced bone loss is clearly related to a lack of the gravity found on Earth. Preliminary
studies have been conducted to evaluate the counteraction of bone loss by artificial gravity, produced
either by centrifugation [59,60] or by simply standing or walking for specified time periods during the
bed rest phase of bed rest studies. Although standing or walking for 2–4 h daily during bed rest
reduced hypercalciuria [61], an hour of centrifugation daily failed to have a positive effect on bone
health [44,62]. Many have proposed that subjects exercise during centrifugation, and although this has
proven beneficial for the muscle and cardiovascular systems [63], clear effects on bone have yet to
be documented. Nutrients 2012, 4 Nutrients 2012, 4 limits) [46,47]. Not all studies have shown decreases in circulating parathyroid hormone concentrations
during bed rest; some have shown trends that were not statistically significant [47,49], others have
shown clearly unchanged concentrations [42,43]. Many factors are likely to lead to these
discrepancies, including study design and controls; subject age, gender, and pre-study fitness levels;
laboratory analytical methods; and inherent lab-to-lab variability. Despite these discrepancies, bed rest
remains the best analog of space flight with regard to bone and calcium metabolism. 5. Calcium Absorption, Metabolism, and Excretion In space flight and bed rest models, changes in bone biochemistry occur rapidly after humans enter
the altered environment. This is hypothesized to be related to a loss of bone in response to unloading,
and the release of calcium from bone, which suppresses parathyroid hormone. This suppression of
parathyroid hormone in turn is associated with a drop in circulating 1,25-dihydroxyvitamin D and a
decrease in calcium absorption. In space flight studies, serum total and ionized calcium are tightly regulated, and do not manifest as
consistent measurable changes during flight [21,26,39,40]. Parathyroid hormone decreases during
flight [26], although because of the small numbers of subjects, this change is not always statistically
significant [18,22]. Circulating concentrations of the active form of vitamin D—1,25-dihydroxyvitamin
D—are decreased during flight (vitamin D stores will be addressed below). Calcium absorption has
been shown by calcium tracer kinetic studies to be decreased during flight [21,22,41]. This decreased
absorption has also been indirectly evidenced through increased fecal calcium during flight [10,14,37]. Urinary calcium excretion is also increased during flight (this will be addressed in greater detail below). In bed rest, findings generally similar to those from space flight have been documented: unchanged
total circulating calcium [42–45], unchanged [44,45] or slightly increased ionized calcium [42],
decreased parathyroid hormone [44–48] and 1,25-dihydroxyvitamin D concentrations [42,45,46],
decreased calcium absorption [42], and increased urinary [42,43,45–49] and fecal calcium [42]. As
mentioned earlier, although the biochemical and physiological changes in bed rest are similar to those
observed in space flight, the magnitudes of the changes are less in the ground-based analog. As with
any area of research, particularly research with human subjects, not all studies reveal the same effects
on all analytes. For example, some studies have shown increased serum calcium levels (within normal 2053 Nutrients 2012, 4 Decreasing the intake of sulfur-containing amino acids and decreasing the intake of sodium chloride
have been documented to mitigate bone loss in bed rest studies, and both of these nutritional
countermeasures are being tested on the ISS. In one study the impact of altering the ratio of animal
protein to potassium in the diet (not from supplements) is being examined, using animal protein as a
proxy for sulfur-containing amino acids and potassium as an estimate for organic base precursor salts
(carbonate, etc.) in the diet [64–67]. The literature contains many conflicting studies of the effects of
protein on bone, but bed rest (and space flight) provides a unique situation, in which generally healthy
individuals are placed in an environment that induces bone loss. The negative effect of protein on bone
seems to occur during bed rest (but not during an ambulatory control phase), and is more pronounced
with greater duration of bed rest [64–67]. Negative effects of protein on bone have also been found in
studies of individuals with inadequate intake of calcium, vitamin D, protein, or other nutrients, or
individuals with mobility challenges. However, in many studies of healthy, ambulatory, well-nourished
individuals, no effect (or at least no negative effect) of protein on bone was found [68]. This is an area
where space flight studies might help to bridge gaps in the literature, in documenting that neither case
is ―right‖ or ―wrong,‖ but rather that the conditions of the experiments in essence provide different
models for the effect of protein on bone metabolism. Most of the offered space food up to now is rather high in sodium, mainly sodium chloride, content. This results in a high dietary sodium intake for residents on the ISS, whose average intake is more than
5000 mg of sodium per day, with individual intakes exceeding 12,000 mg/day [8,9,38,69,70]. In the
general population, high sodium chloride intake induces increased urinary calcium excretion [71–77]
and renal stone risk [78]. Controlled studies in humans have shown that high sodium chloride intake
may lead to low-grade metabolic acidosis [79,80]. As the resorbing cells, osteoclasts, need an acidic
environment to be activated [81–83], the acidosis that results from high sodium chloride intake might
cause increased bone resorption as shown by bone resorption markers [80]. This effect is exacerbated
when bone-resorbing mechanisms are already activated because of the immobilization in bed rest [84]. 6. Bone Loss Countermeasures Artificial gravity should clearly, at some point, have an effect on bone health, but the
ability to provide this on spacecraft will be an engineering challenge. Nutritional countermeasures also have the potential to mitigate bone loss. One potential nutritional
countermeasure is mitigation of low-level metabolic acidosis that can result from metabolism of
dietary components, including excess amounts of sulfur-containing amino acids and sodium chloride. 2054 Nutrients 2012, 4 Nutrients 2012, 4 Nutrients 2012, 4 during flight if supplemental intake of this vitamin is inadequate [22,38]. Ground analog studies have
been conducted in Antarctica [91,92], where crews who stay during the winter also get little or
no ultraviolet light exposure. Recent studies have documented that supplementation with 800 IU
vitamin D/day will maintain vitamin D stores in astronauts on 6-month space missions [26]. Although
vitamin D is likely not a countermeasure for space flight-induced bone loss, vitamin D deficiency will
surely exacerbate the problem. Studies with other nutrients have also been attempted, with the aim of providing higher intake of
calcium [43] or vitamin K [93,94], but to date these have not provided enough convincing ground-based
data to warrant further investigation of calcium or vitamin K intake [95]. Pharmacologic studies focusing on bisphosphonates have been conducted in bed rest (and related
human and animal models) with several forms of these antiresorptive drugs [35,96–99]. Initial in-flight
testing with alendronate was conducted recently [100]. Initial results seem promising, but concerns
over side effects arise with any pharmaceutical agent. Exogenous testosterone is also often proposed as a potential countermeasure for bone and muscle
loss of space flight. This idea is based on data from a 1993 Space Shuttle flight, with 4 subjects and
one data point for each subject [101]. It is noteworthy that these 4 subjects were also consuming about
half of their energy requirement in the days before data collection [69]. Detailed analysis of data
from 15 crewmembers on long-duration flights to the ISS found no change in circulating testosterone
during flight in well-nourished crewmembers [102]. Similar findings were also reported in bed rest
subjects [102]. Combinations of countermeasures, including heavy resistance exercise and good nutritional intakes,
have recently been associated with maintenance of bone mineral density during space flight. ISS
crewmembers consuming an adequate diet (maintaining intake of energy and other nutrients, including
maintaining optimal vitamin D status) and exercising with an enhanced suite of exercise equipment,
including treadmill, cycle, and a high-load resistance exercise device were able to maintain their
whole-body and regional bone mineral density at preflight levels [26]. This regimen led to an increase
in bone formation without suppressing the space flight-induced increase in bone resorption, and thus
questions and concerns remain about bone strength. Nutrients 2012, 4 Nonetheless, after more than a half century of
space travel and many proposed countermeasures that were unable to mitigate bone mineral density
loss, this is a significant step forward. Nutrients 2012, 4 Bone formation, on the other hand, does not seem to be affected by acidosis, as shown by bone
formation markers [84]. How much high sodium chloride intake affects bone turnover during space
flight is currently being examined on the ISS in controlled studies, by comparing bone turnover in
phases of low and high sodium intake. To what extent the increased amount of dietary sodium chloride
is responsible for the loss of bone mass in space flight is not known. However, taking into account the
extremely high sodium intake in the daily diet of astronauts [8,9,38,69], it is very likely that bone loss
can be decreased by lowering daily sodium chloride intake. As a consequence of that, and further
undesirable effects of high sodium chloride intake in space flight, NASA has made a tremendous effort
to decrease the salt content in the American space food products. Omega-3 fatty acid intake has been shown to mitigate bone resorption in bed rest [85]. This was
supported by cell culture studies in which eicosapentaenoic acid suppressed NFκB activation in
osteoclasts [85]. Controlled studies in humans and animals also support a protective role of fish and
omega-3 fatty acids in bone health [86–90]. Controlled studies during space flight have not yet been
possible, but a somewhat crude negative association between fish intake and bone loss has been
established [85]. Vitamin D is a concern for space travelers, in part because their dietary sources of vitamin D are
insufficient, and in part because they lack ultraviolet light exposure [8]. Vitamin D stores decline 2055 8. Urinary Calcium and Spacecraft Water Reclamation Renal stone risk and bone loss are well known to be medical concerns for space flight, and recently
urinary calcium precipitation became a concern for operation of the ISS Program for an entirely
different reason. In this section, we will walk through the process undertaken by NASA’s Nutritional
Biochemistry Laboratory and Water and Food Analytical Laboratory to make recommendations to the
ISS Program related to urinary calcium concentration and fluid intake, and we will provide the
in-flight urine data that were used to make these decisions. In late 2008 NASA deployed the Urine Processor Assembly (UPA), a system designed to reclaim
water from urine. Reclaiming water from urine is a significant step toward closing the life-support loop
on the ISS and significantly reduces the resupply requirement for this critical resource. The UPA works on the principle of reduced-pressure distillation. Preserved urine is collected in a
metal bellows tank that feeds a fixed-volume recirculation loop. As water is removed from the
preserved urine, additional urine flows from the bellows tank to maintain the volume in the
recirculation loop. The loop also contains a brine tank that is emptied at the end of each concentration
cycle. The amount of water recovered during each concentration cycle is calculated as a percentage of
the total amount of urine added to the recirculation loop. The initial goal for the UPA was to recover
85% of the water in urine. This corresponds to 232 L of water for a 41-L brine tank and 119 L of water
for a 21-L brine tank. The brine that is collected during each concentration cycle is discarded in the
non-reusable resupply vehicles that deliver cargo to the ISS. After initial deployment and checkout of the UPA, and several months of normal operations, a hard
failure occurred in the system. This failure was later determined to be the result of precipitation in the
distillation assembly and recirculation loop. Several brine samples and hardware components were
returned as part of the failure investigation, and after extensive ground analyses the precipitate was
identified as calcium sulfate. The primary source of the sulfate was sulfuric acid, which is one
component of the preservative added to urine when it is collected in the waste hygiene compartment
(toilet). The preservative is added to inhibit biological activity and prevent ammonia formation while
the urine is stored before it is processed. Nutrients 2012, 4 2056 However, in some cases urine chemistry changes may indicate that additional in-flight
countermeasures are required [113]. One such potential countermeasure is potassium citrate, which has
an alkalinizing effect on urine and thus will reduce stone-forming potential [114]. 7. Urinary Calcium and Renal Stone Risk One of the immediate concerns about increased urinary calcium during space flight is the increased
risk of renal stone formation. This increased risk has been documented during both short- and
long-duration space missions [103–105], as well as in bed rest [106–110]. Given that the occurrence of
a kidney stone on orbit would likely result in the medical evacuation of the affected crewmember
(and likely end the mission for all crewmembers, given the nature of spacecraft), the likelihood of a
kidney stone occurring has warranted a fair amount of attention. Many factors can increase or decrease
renal stone risk, but increased fluid intake is clearly the easiest, and a proven effective, means to
reduce this risk [111]. Space-flight studies suggest that increased fluid intake is a viable
countermeasure after flight, when stone risk remains increased relative to preflight levels [112]. 8. Urinary Calcium and Spacecraft Water Reclamation The sulfate combined with the calcium in urine to form the
precipitate, which coated the surface of the distillation assembly (Figure 3). An extensive review of urinary calcium excretion during space flight was conducted after the
failure occurred, because preflight testing of the UPA had shown no evidence of precipitation. Evaluation of existing in-flight urinary calcium data shed new light on the cause of the UPA failure
and, by extension, the risk of renal stone formation during space flight. Data were initially evaluated in
2010 and then the updated data set was reanalyzed in 2012. By then, the data set had expanded to
include samples from 10 additional subjects (2–5 in-flight samples for each subject). The intent of
revisiting the data was to determine if the findings of the initial assessment were still valid. We report
both data sets here and elaborate on the impact of the assessments on water reclamation on the ISS and
on evaluation of renal stone risk. 2057 Nutrients 2012, 4 After the initial data review and analysis in 2010, a decision was made to reduce the water recovery
rate to 65%, which significantly reduced the amount of water recovered during each concentration
cycle. Eventually, the recovery rate was increased to 70%, but that was still much lower than the
initially targeted 85%. When the data were reevaluated in 2012, the expanded data set indicated that
the average of all combined urinary calcium concentrations had dropped by 8% relative to the average
of data available in 2010. This was largely due to the fact that the average urinary calcium
concentrations for the 10 additional subjects were 18% lower than those for the first 13 subjects
(Figure 4). When daily urinary calcium excretion and total urine volumes were examined, this
difference in calcium concentration was found to be almost entirely the result of increased urine
volumes (Figure 4). Data from in-flight food frequency questionnaires (FFQs) allowed us to compare fluid intake over
time; the average fluid intake increased from 1904 ± 414 mL/day in crews that launched in 2006–2007
to 2284 ± 184 mL/day in crews that launched in 2010. This increased fluid intake was consistent with
the observed higher urine volumes and may be attributed to a number of factors, including education
of the crews on the importance of fluid intake. The need for adequate fluid intake was emphasized in
preflight briefings with crews after the initial precipitation event. The UPA served as a perfect analog
for the human kidney to illustrate the potential for formation of precipitates (renal stones). Another
contributing factor could be launching and installation of the U.S. Potable Water Dispenser in early
2009. This provided a second dispensing point for potable water on the ISS and simplified access to
water. Importantly, the chance that the more recent crews simply happened to habitually drink more
water cannot be ignored. Regardless of the cause, in evaluating these data, it was determined that
consumption of fluid at >32 mL/kg body weight was associated with urinary calcium concentrations
that would allow recovery of water at 75% with minimal risk of precipitation (Figure 5) and also
reduce the risk of renal stone formation. Figure 5. In-flight fluid intake and associated in-flight urinary calcium concentration of
crewmembers on the ISS. Nutrients 2012, 4 Nutrients 2012, 4 Figure 3. Photograph of calcium sulfate precipitates formed inside the Urine Processor
Assembly (UPA) distillation assembly on the International Space Station (ISS), and
scanning electron micrograph (inset) of precipitates formed during UPA ground tests. Photo and micrograph courtesy of the NASA Marshall Space Flight Center Environmental
Control and Life Support (ECLS) Project. Water recovery in the UPA is limited by the concentration of calcium in the urine, and not the total
amount of calcium excreted per day. For this reason, total urine volume was a key variable in the
assessments. Figure 4 shows urinary calcium excretion, urine volume, and urinary calcium
concentration data before and during flight, separated by year of collection. Independent of time,
urinary calcium excretion is increased during flight (as noted above), and urine volume is decreased. This combination of effects results in higher urinary calcium concentrations during space flight. The
red lines in the right panel reflect the calculated values above which precipitation would be expected
when recovering 85% of the water. As shown in Figure 4, given the number of data points above the
lines in 2009, the initial precipitation event that occurred on orbit should have been expected. Figure 4. Urinary calcium excretion (left), urine volume (middle), and urinary calcium
concentration (right) before and during flight, by year of collection on the ISS. Each
symbol represents a 24-h urine collection; 23 crewmembers may have each provided up to
five 24-h collections during flight, and at least 4 before flight. Within data sets, the
horizontal lines represent the mean ± 1 SD. The green dashed line in the right panel
represents a calcium concentration of 28.3 mg/dL, the expected calcium precipitation point
for UPA water recovery at 70%, and the red dashed line represents calcium concentrations
of 14.2 mg/dL, the expected calcium precipitation point for UPA water recovery at 85%. A
subset of these data, in a different form, have been published, along with details of urine
collection procedures [26]. 2058 Nutrients 2012, 4 For the 23 crewmembers included in the data set, 32 mL/kg body weight equals an average of
2.5 L/day of fluid, the amount of water that the water recovery system on the ISS is designed to
provide for crewmembers. Thus, this level of water consumption would not be considered
extraordinary or even atypical. The fluid intake requirement for ISS crewmembers is 1.0–1.5 mL/kcal,
but not less than 2000 mL/day [8]. From an ISS Program point of view, it would be ideal if one could predict in-flight urinary calcium
concentrations on the basis of preflight data. This would allow personalized consultations with
individual crewmembers to minimize their health risks during flight and tailor water recovery to
reduce precipitation risks for a given crew complement. To this end, the available data were evaluated
from two perspectives: using 24-h pools (Figure 6, left panel), and using single-void urinary calcium
concentration data (Figure 6, right panel) to determine whether a predictable relationship existed
between preflight and in-flight urinary calcium concentrations. These data suggest that although
variability is substantial, there does seem to be a relationship. Figure 6. Relationships between preflight and in-flight urinary calcium concentrations. Left panel: Each symbol represents a 24-h urine collection, and on the x axis individual
crewmember preflight data were averaged, with individual in-flight data points shown on
the graph. Right panel: Each point reflects the average of all individual urine voids, and the
error bars reflect one standard deviation of the data before flight (horizontal) or during
flight (vertical). The green dashed lines represent calcium concentrations of 28.3 mg/dL,
the expected calcium precipitation point for UPA water recovery at 70%, and the red
dashed lines represent calcium concentrations of 14.2 mg/dL, the expected calcium
precipitation point for UPA water recovery at 85%. In the attempt to understand the nature of urinary calcium and operational aspects of this system,
many facets were examined. Data were evaluated to determine if urinary calcium concentrations In the attempt to understand the nature of urinary calcium and operational aspects of this system,
many facets were examined. Data were evaluated to determine if urinary calcium concentrations
changed over the course of a mission, but no significant relationship was observed. That is, urinary
calcium concentration was essentially the same earlier and later in the 6-month mission. Nutrients 2012, 4 Each symbol represents a 24-h urine collection; individual
crewmembers may have provided up to five 24-h collections during flight, and at least
4 before flight. Dashed horizontal lines reflect urinary calcium concentrations above which
calcium precipitation would be expected for UPA water recoveries at 70% and 75%. 2059 Nutrients 2012, 4 70 mg of alendronate was administered once weekly during flight, and also was true for those not
taking alendronate (Figure 7). Figure 7. Creatinine (left panel) and calcium (right panel) concentration in single-void
(SV) urine samples, by time of day when samples were collected. Some ISS crewmembers
were participating in an experiment on bisphosphonate (alendronate) use as a bone loss
countermeasure. These data are shown with filled symbols, but did not have a significant
effect on calcium concentration. Results from the expanded data set and documented efforts to educate crews on the importance of
adequate fluid intake led the ISS Program in 2012 to make the decision to increase water recovery by
the UPA from 70% to 74%–75%. This decision required the periodic reevaluation of urinary calcium
concentrations to assess whether or not the trend for increased fluid intake and urine output is being
maintained. Increasing the water recovery percentage in the UPA will reclaim an additional 60–80 L of
water per year. When one considers the cost of launching 60–80 kg of water, the 4%–5% increase in
water recovery yields a significant cost savings. An additional benefit of increasing the water recovery
rate in the UPA is the reduction in crew time associated with changing the brine tank. Crew time is
arguably the most valuable resource on the ISS, and running the UPA at 74%–75% recovery is
estimated to save 6–8 h of crew time each year. Results from the expanded data set and documented efforts to educate crews on the importance of
adequate fluid intake led the ISS Program in 2012 to make the decision to increase water recovery by
the UPA from 70% to 74%–75%. This decision required the periodic reevaluation of urinary calcium
concentrations to assess whether or not the trend for increased fluid intake and urine output is being
maintained. Increasing the water recovery percentage in the UPA will reclaim an additional 60–80 L of
water per year. When one considers the cost of launching 60–80 kg of water, the 4%–5% increase in
water recovery yields a significant cost savings. An additional benefit of increasing the water recovery
rate in the UPA is the reduction in crew time associated with changing the brine tank. Crew time is
arguably the most valuable resource on the ISS, and running the UPA at 74%–75% recovery is
estimated to save 6–8 h of crew time each year. Nutrients 2012, 4 Single-void
data were also evaluated to assess whether excluding the first morning void from water recovery
would eliminate higher average calcium concentrations in urine, but again, somewhat surprisingly, this
was found not to be the case (Figure 7). This was true for subjects participating in a study in which In the attempt to understand the nature of urinary calcium and operational aspects of this system,
many facets were examined. Data were evaluated to determine if urinary calcium concentrations
changed over the course of a mission, but no significant relationship was observed. That is, urinary
calcium concentration was essentially the same earlier and later in the 6-month mission. Single-void
data were also evaluated to assess whether excluding the first morning void from water recovery
would eliminate higher average calcium concentrations in urine, but again, somewhat surprisingly, this
was found not to be the case (Figure 7). This was true for subjects participating in a study in which 2060 Nutrients 2012, 4 Nutrients 2012, 4 References 1. Sibonga, J.D.; Cavanagh, P.R.; Lang, T.F.; LeBlanc, A.D.; Schneider, V.S.; Shackelford, L.C.;
Smith, S.M.; Vico, L. Adaptation of the skeletal system during long-duration spaceflight. Clin. Rev. Bone Miner. Metab. 2008, 5, 249–261. 1. Sibonga, J.D.; Cavanagh, P.R.; Lang, T.F.; LeBlanc, A.D.; Schneider, V.S.; Shackelford, L.C.;
Smith, S.M.; Vico, L. Adaptation of the skeletal system during long-duration spaceflight. Clin. Rev. Bone Miner. Metab. 2008, 5, 249–261. 2. LeBlanc, A.; Schneider, V.; Shackelford, L.; West, S.; Oganov, V.; Bakulin, A.; Voronin, L. Bone mineral and lean tissue loss after long duration space flight. J. Musculoskelet. Neuronal
Interact. 2000, 1, 157–160. 2. LeBlanc, A.; Schneider, V.; Shackelford, L.; West, S.; Oganov, V.; Bakulin, A.; Voronin, L. Bone mineral and lean tissue loss after long duration space flight. J. Musculoskelet. Neuronal
Interact. 2000, 1, 157–160. 3. Alexandre, C.; Vico, L. Pathophysiology of bone loss in disuse osteoporosis. Joint Bone Spine
2011, 78, 572–576. 3. Alexandre, C.; Vico, L. Pathophysiology of bone loss in disuse osteoporosis. Joint Bone Spine
2011, 78, 572–576. 4. Whedon, G.D.; Rambaut, P.C. Effects of long-duration spaceflight on calcium metabolism:
Review of human studies from Skylab to the present. Acta Astronaut. 2006, 58, 59–81. 4. Whedon, G.D.; Rambaut, P.C. Effects of long-duration spaceflight on calcium metabolism:
Review of human studies from Skylab to the present. Acta Astronaut. 2006, 58, 59–81. 5. Heer, M.; Kamps, N.; Biener, C.; Korr, C.; Boerger, A.; Zittermann, A.; Stehle, P.; Drummer, C. Calcium metabolism in microgravity. Eur. J. Med. Res. 1999, 4, 357–360. 6. LeBlanc, A.D.; Spector, E.R.; Evans, H.J.; Sibonga, J.D. Skeletal responses to space flight and
the bed rest analog: A review. J. Musculoskelet. Neuronal Interact. 2007, 7, 33–47. 7. Pavy-Le Traon, A.; Heer, M.; Narici, M.V.; Rittweger, J.; Vernikos, J. From space to Earth:
Advances in human physiology from 20 years of bed rest studies (1986–2006). Eur. J. Appl. Physiol. 2007, 101, 143–194. 8. Smith, S.M.; Zwart, S.R.; Kloeris, V.; Heer, M. Nutritional Biochemistry of Space Flight; Nova
Science Publishers: New York, NY, USA, 2009. 9. Smith, S.M.; Zwart, S.R. Nutritional biochemistry of spaceflight. Adv. Clin. Chem. 2008, 46,
87–130. 10. Lutwak, L.; Whedon, G.D.; Lachance, P.A.; Reid, J.M.; Lipscomb, H.S. Mineral, electrolyte and
nitrogen balance studies of the Gemini-VII fourteen-day orbital space flight. J. Clin. Endocrinol. Metab. 1969, 29, 1140–1156. 11. Rambaut, P.C.; Leach, C.S.; Johnson, P.C. Calcium and phosphorus change of the Apollo
17 crew members. Nutr. Metab. Nutrients 2012, 4 2061 Nutrients 2012, 4 Nutrients 2012, 4 Conflict of Interest The authors declare no conflict of interest. The authors declare no conflict of interest. 9. Conclusions Many health risks are associated with alterations in bone and calcium metabolism during space
flight, extending from short-term risk of renal stone formation to long-term bone loss. Understanding
calcium metabolism during space flight, and developing methods to counteract and detect bone loss,
will be critical for exploration beyond low Earth orbit. As briefly reviewed here, these studies and
findings will have multiple applications to space travel (including impacts on non-human spacecraft
systems), and will have implications for the medical and scientific communities here on Earth as well. References 1975, 18, 62–69. 12. Deitrick, J.E.; Whedon, G.D.; Shorr, E. Effects of immobilization upon various metabolic and
physiologic functions of normal men. Am. J. Med. 1948, 4, 3–36. 13. Whedon, G.; Lutwak, L.; Rambaut, P.; Whittle, M.; Leach, C.; Reid, J.; Smith, M. Effect of
weightlessness on mineral metabolism; metabolic studies on Skylab orbital flights. Calcif. Tissue
Res. 1976, 21, 423–430. 14. Whedon, G.D.; Lutwak, L.; Rambaut, P.C.; Whittle, M.W.; Smith, M.C.; Reid, J.; Leach, C.;
Stadler, C.R.; Sanford, D.D. Mineral and Nitrogen Metabolic Studies, Experiment M071. In Biomedical Results from Skylab (NASA Sp-377); Johnston, R.S., Dietlein, L.F., Eds.; National
Aeronautics and Space Administration: Washington, DC, USA, 1977; pp. 164–174. Nutrients 2012, 4 2062 15. Oganov, V.S.; Grigoriev, A.I.; Voronin, L.I.; Rakhmanov, A.S.; Bakulin, A.V.; Schneider, V.S.;
LeBlanc, A.D. Bone mineral density in cosmonauts after flights lasting 4.5–6 months on the Mir
orbital station. Aviakosm. Ekolog. Med. 1992, 26, 20–24. 16. Vico, L.; Collet, P.; Guignandon, A.; Lafage-Proust, M.H.; Thomas, T.; Rehaillia, M.;
Alexandre, C. Effects of long-term microgravity exposure on cancellous and cortical
weight-bearing bones of cosmonauts. Lancet 2000, 355, 1607–1611. 17. Collet, P.; Uebelhart, D.; Vico, L.; Moro, L.; Hartmann, D.; Roth, M.; Alexandre, C. Effects of
1- and 6-month spaceflight on bone mass and biochemistry in two humans. Bone 1997, 20,
547–551. 18. Caillot-Augusseau, A.; Lafage-Proust, M.H.; Soler, C.; Pernod, J.; Dubois, F.; Alexandre, C. Bone formation and resorption biological markers in cosmonauts during and after a 180-day
space flight (Euromir 95). Clin. Chem. 1998, 44, 578–585. 19. Smith, S.M.; Nillen, J.L.; LeBlanc, A.; Lipton, A.; Demers, L.M.; Lane, H.W.; Leach, C.S. Collagen cross-link excretion during space flight and bed rest. J. Clin. Endocrinol. Metab. 1998,
83, 3584–3591. 20. Lueken, S.A.; Arnaud, S.B.; Taylor, A.K.; Baylink, D.J. Changes in markers of bone formation
and resorption in a bed rest model of weightlessness. J. Bone Miner. Res. 1993, 8, 1433–1438. 21. Smith, S.M.; Wastney, M.E.; Morukov, B.V.; Larina, I.M.; Nyquist, L.E.; Abrams, S.A.;
Taran, E.N.; Shih, C.Y.; Nillen, J.L.; Davis-Street, J.E.; et al. Calcium metabolism before,
during, and after a 3-mo spaceflight: kinetic and biochemical changes. Am. J. Physiol. 1999, 277,
R1–R10. 22. Smith, S.M.; Wastney, M.E.; O’Brien, K.O.; Morukov, B.V.; Larina, I.M.; Abrams, S.A.;
Davis-Street, J.E.; Oganov, V.; Shackelford, L.C. Bone markers, calcium metabolism, and
calcium kinetics during extended-duration space flight on the Mir space station. J. Bone Miner. Res. 2005, 20, 208–218. 23. References Smith, B.J.; King, J.B.; Lucas, E.A.; Akhter, M.P.; Arjmandi, B.H.; Stoecker, B.J. Skeletal
unloading and dietary copper depletion are detrimental to bone quality of mature rats. J. Nutr. 2002, 132, 190–196. 24. Lang, T.; LeBlanc, A.; Evans, H.; Lu, Y.; Genant, H.; Yu, A. Cortical and trabecular bone
mineral loss from the spine and hip in long-duration spaceflight. J. Bone Miner. Res. 2004, 19,
1006–1012. 25. Pierre, M.C.; Genc, K.O.; Litow, M.; Humphreys, B.; Rice, A.J.; Maender, C.C.; Cavanagh, P.R. Comparison of knee motion on Earth and in space: An observational study. J. Neuroengineering
Rehabil. 2006, 3, 8. 26. Smith, S.M.; Heer, M.A.; Shackelford, L.; Sibonga, J.D.; Ploutz-Snyder, L.; Zwart, S.R. Benefits
for bone from resistance exercise and nutrition in long-duration spaceflight: Evidence from
biochemistry and densitometry. J. Bone Miner. Res. 2012, 27, 1896–1906. 27. Morgan, J.L.; Skulan, J.L.; Gordon, G.W.; Romaniello, S.J.; Smith, S.M.; Anbar, A.D. Rapidly
assessing changes in bone mineral balance using natural stable calcium isotopes. Proc. Natl. Acad. Sci. USA 2012, 109, 9989–9994. 2063 Nutrients 2012, 4 28. Skulan, J.; Bullen, T.; Anbar, A.D.; Puzas, J.E.; Shackelford, L.; LeBlanc, A.; Smith, S.M. Natural calcium isotopic composition of urine as a marker of bone mineral balance. Clin. Chem. 2007, 53, 1155–1158. 28. Skulan, J.; Bullen, T.; Anbar, A.D.; Puzas, J.E.; Shackelford, L.; LeBlanc, A.; Smith, S.M. Natural calcium isotopic composition of urine as a marker of bone mineral balance. Clin. Chem. 2007, 53, 1155–1158. 29. Russell, W.A.; Papanastassiou, D.A.; Tombrello, T.A. Ca isotope fractionation on earth and
other solar-system materials. Geochim. Cosmochim. Acta 1978, 42, 1075–1090. 30. DePaolo, D.J. Geochemistry of Non-Traditional Stable Isotopes; Johnson, C., Beard, B.,
Albarede, F., Eds.; Mineralogical Society of America: Washington, DC, USA, 2004. 31. Criss, R.E. Principles of Stable Isotope Distribution; Oxford University Press: New York, NY,
USA, 1999. 32. Morgan, J.L.; Gordon, G.W.; Arrua, R.C.; Skulan, J.L.; Anbar, A.D.; Bullen, T.D. High-precision measurement of variations in calcium isotope ratios in urine by multiple collector
inductively coupled plasma mass spectrometry. Anal. Chem. 2011, 83, 6956–6962. 33. Skulan, J.L.; DePaolo, D.J. Calcium isotope fractionation between soft and mineralized tissue as
a monitor of calcium use in vertebrates. Proc. Natl. Acad. Sci. USA 1999, 96, 13709–13713. 34. Spector, E.R.; Smith, S.M.; Sibonga, J.D. Skeletal effects of long-duration head-down bed rest. Aviat. Space Environ. Med. 2009, 80, A23–A28. 35. Nutrients 2012, 4 Nutrients 2012, 4 2064 44. Smith, S.M.; Zwart, S.R.; Heer, M.A.; Baecker, N.; Evans, H.J.; Feiveson, A.H.;
Shackelford, L.C.; Leblanc, A.D. Effects of artificial gravity during bed rest on bone metabolism
in humans. J. Appl. Physiol. 2009, 107, 47–53. 45. Morgan, J.L.; Zwart, S.R.; Heer, M.; Ploutz-Snyder, R.; Ericson, K.; Smith, S.M. Bone
metabolism and nutritional status during 30-day head-down tilt bed rest. J. Appl. Physiol. 2012, in press. 46. Smith, S.M.; Davis-Street, J.E.; Fesperman, J.V.; Calkins, D.S.; Bawa, M.; Macias, B.R.;
Meyer, R.S.; Hargens, A.R. Evaluation of treadmill exercise in a lower body negative pressure
chamber as a countermeasure for weightlessness-induced bone loss: A bed rest study with
identical twins. J. Bone Miner. Res. 2003, 18, 2223–2230. 47. Smith, S.M.; Zwart, S.R.; Heer, M.; Lee, S.M.C.; Baecker, N.; Meuche, S.; Macias, B.R.;
Shackelford, L.C.; Schneider, S.; Hargens, A.R. WISE-2005: Supine treadmill exercise within
lower body negative pressure and flywheel resistive exercise as a countermeasure to
bed rest-induced bone loss in women during 60-day simulated microgravity. Bone 2008, 42,
572–581. 48. Armbrecht, G.; Belavy, D.L.; Gast, U.; Bongrazio, M.; Touby, F.; Beller, G.; Roth, H.J.;
Perschel, F.H.; Rittweger, J.; Felsenberg, D. Resistive vibration exercise attenuates bone and
muscle atrophy in 56 days of bed rest: Biochemical markers of bone metabolism. Osteoporos. Int. 2010, 21, 597–607. 49. Baecker, N.; Tomic, A.; Mika, C.; Gotzmann, A.; Platen, P.; Gerzer, R.; Heer, M. Bone
resorption is induced on the second day of bed rest: results of a controlled crossover trial. J. Appl. Physiol. 2003, 95, 977–982. 50. Holguin, N.; Uzer, G.; Chiang, F.P.; Rubin, C.; Judex, S. Brief daily exposure to low-intensity
vibration mitigates the degradation of the intervertebral disc in a frequency-specific manner. J. Appl. Physiol. 2011, 111, 1846–1853. 51. Ozcivici, E.; Luu, Y.K.; Rubin, C.T.; Judex, S. Low-level vibrations retain bone marrow’s
osteogenic potential and augment recovery of trabecular bone during reambulation. PLoS One
2010, 5, e11178. 52. Holguin, N.; Muir, J.; Rubin, C.; Judex, S. Short applications of very low-magnitude vibrations
attenuate expansion of the intervertebral disc during extended bed rest. Spine J. 2009, 9,
470–477. 53. Baecker, N.; Frings-Meuthen, P.; Heer, M.; Mester, J.; Liphardt, A.M. Effects of vibration
training on bone metabolism: Results from a short-term bed rest study. Eur. J. Appl. Physiol. 2012, 112, 1741–1750. 54. Belavy, D.L.; Armbrecht, G.; Gast, U.; Richardson, C.A.; Hides, J.A.; Felsenberg, D. References LeBlanc, A.D.; Driscol, T.B.; Shackelford, L.C.; Evans, H.J.; Rianon, N.J.; Smith, S.M.;
Feeback, D.L.; Lai, D. Alendronate as an effective countermeasure to disuse induced bone loss. J. Musculoskelet. Neuronal Interact. 2002, 2, 335–343. 36. Shackelford, L.C.; LeBlanc, A.D.; Driscoll, T.B.; Evans, H.J.; Rianon, N.J.; Smith, S.M.;
Spector, E.; Feeback, D.L.; Lai, D. Resistance exercise as a countermeasure to disuse-induced
bone loss. J. Appl. Physiol. 2004, 97, 119–129. 37. Whedon, G.D.; Lutwak, L.; Reid, J.; Rambaut, P.; Whittle, M.; Smith, M.; Leach, C. Mineral and
nitrogen balance study: Results of metabolic observations on Skylab II 28-day orbital mission. Acta Astronaut. 1975, 2, 297–309. 38. Smith, S.M.; Zwart, S.R.; Block, G.; Rice, B.L.; Davis-Street, J.E. The nutritional status of
astronauts is altered after long-term space flight aboard the International Space Station. J. Nutr. 2005, 135, 437–443. 39. Caillot-Augusseau, A.; Lafage-Proust, M.H.; Margaillan, P.; Vergely, N.; Faure, S.; Paillet, S.;
Lang, F.; Alexandre, C.; Estour, B. Weight gain reverses bone turnover and restores circadian
variation of bone resorption in anorexic patients. Clin. Endocrinol. (Oxf.) 2000, 52, 113–121. 40. Smith, S.M.; Davis-Street, J.E.; Fontenot, T.B.; Lane, H.W. Assessment of a portable clinical
blood analyzer during space flight. Clin. Chem. 1997, 43, 1056–1065. 41. Zittermann, A.; Heer, M.; Caillot-Augusso, A.; Rettberg, P.; Scheld, K.; Drummer, C.;
Alexandre, C.; Horneck, G.; Vorobiev, D. Microgravity inhibits intestinal calcium absorption as
shown by a stable strontium test. Eur. J. Clin. Invest. 2000, 30, 1036–1043. 42. LeBlanc, A.; Schneider, V.; Spector, E.; Evans, H.; Rowe, R.; Lane, H.; Demers, L.; Lipton, A. Calcium absorption, endogenous excretion, and endocrine changes during and after long-term
bed rest. Bone 1995, 16, 301S-304S. 43. Baecker, N.; Frings-Meuthen, P.; Smith, S.M.; Heer, M. Short-term high dietary calcium intake
during bedrest has no effect on markers of bone turnover in healthy men. Nutrition 2010, 26,
522–527. Nutrients 2012, 4 Nutrients 2012, 4 2065 56. Belavy, D.L.; Miokovic, T.; Armbrecht, G.; Rittweger, J.; Felsenberg, D. Resistive vibration
exercise reduces lower limb muscle atrophy during 56-day bed-rest. J. Musculoskelet. Neuronal
Interact. 2009, 9, 225–235. 57. Belavy, D.L.; Wilson, S.J.; Armbrecht, G.; Rittweger, J.; Felsenberg, D.; Richardson, C.A. Resistive vibration exercise during bed-rest reduces motor control changes in the lumbo-pelvic
musculature. J. Electromyogr. Kinesiol. 2012, 22, 21–30. 58. Blottner, D.; Salanova, M.; Puttmann, B.; Schiffl, G.; Felsenberg, D.; Buehring, B.; Rittweger, J. Human skeletal muscle structure and function preserved by vibration muscle exercise following
55 days of bed rest. Eur. J. Appl. Physiol. 2006, 97, 261–271. 59. Warren, L.E.; Reinertson, R.; Camacho, M.E.; Paloski, W.H. Implementation of the NASA
Artificial Gravity Bed Rest Pilot Study. J. Gravit. Physiol. 2007, 14, P1–P4. 60. Clément, G.; Bukley, A.P. Artificial Gravity; Springer: New York, NY, USA, 2007; p. 364. 61. Vernikos, J. Artificial gravity intermittent centrifugation as a space flight countermeasure. J. Gravit. Physiol. 1997, 4, P13–P16. 62. Zwart, S.R.; Crawford, G.E.; Gillman, P.L.; Kala, G.; Rodgers, A.S.; Rogers, A.; Inniss, A.M.;
Rice, B.L.; Ericson, K.; Coburn, S.; et al. Effects of 21 days of bed rest, with or without artificial
gravity, on nutritional status of humans. J. Appl. Physiol. 2009, 107, 54–62. 63. Yang, Y.; Baker, M.; Graf, S.; Larson, J.; Caiozzo, V.J. Hypergravity resistance exercise:
The use of artificial gravity as potential countermeasure to microgravity. J. Appl. Physiol. 2007,
103, 1879–1887. 64. Zwart, S.R.; Davis-Street, J.E.; Paddon-Jones, D.; Ferrando, A.A.; Wolfe, R.R.; Smith, S.M. Amino acid supplementation alters bone metabolism during simulated weightlessness. J. Appl. Physiol. 2005, 99, 134–140. 65. Zwart, S.R.; Hargens, A.R.; Lee, S.M.; Macias, B.R.; Watenpaugh, D.E.; Tse, K.; Smith, S.M. Lower body negative pressure treadmill exercise as a countermeasure for bed rest-induced bone
loss in female identical twins. Bone 2007, 40, 529–537. 66. Zwart, S.R.; Hargens, A.R.; Smith, S.M. The ratio of animal protein intake to potassium intake is
a predictor of bone resorption in space flight analogues and in ambulatory subjects. Am. J. Clin. Nutr. 2004, 80, 1058–1065. 67. Zwart, S.R.; Smith, S.M. The impact of space flight on the human skeletal system and potential
nutritional countermeasures. Int. SportMed J. 2005, 6, 199–214. 68. Whiting, S.J.; Boyle, J.L.; Thompson, A.; Mirwald, R.L.; Faulkner, R.A. Dietary protein,
phosphorus and potassium are beneficial to bone mineral density in adult men consuming
adequate dietary calcium. J. Am. Coll. Nutr. Nutrients 2012, 4 Countermeasures against lumbar spine deconditioning in prolonged bed rest: Resistive exercise
with and without whole body vibration. J. Appl. Physiol. 2010, 109, 1801–1811. 55. Belavy, D.L.; Beller, G.; Armbrecht, G.; Perschel, F.H.; Fitzner, R.; Bock, O.; Borst, H.;
Degner, C.; Gast, U.; Felsenberg, D. Evidence for an additional effect of whole-body vibration
above resistive exercise alone in preventing bone loss during prolonged bed rest. Osteoporos. Int. 2010, 22, 1581–1591. Nutrients 2012, 4 2066 Nutrients 2012, 4 73. Nordin, B.E.; Need, A.G.; Morris, H.A.; Horowitz, M. The nature and significance of the
relationship between urinary sodium and urinary calcium in women. J. Nutr. 1993, 123,
1615–1622. 74. Carbone, L.D.; Bush, A.J.; Barrow, K.D.; Kang, A.H. The relationship of sodium intake to
calcium and sodium excretion and bone mineral density of the hip in postmenopausal
African-American and Caucasian women. J. Bone Miner. Metab. 2003, 21, 415–420. 75. Chan, A.Y.; Poon, P.; Chan, E.L.; Fung, S.L.; Swaminathan, R. The effect of high sodium intake
on bone mineral content in rats fed a normal calcium or a low calcium diet. Osteoporos. Int. 1993, 3, 341–344. 76. Chan, E.L.; Ho, C.S.; MacDonald, D.; Ho, S.C.; Chan, T.Y.; Swaminathan, R. Interrelationships
between urinary sodium, calcium, hydroxyproline and serum PTH in healthy subjects. Acta
Endocrinol. (Copenh.) 1992, 127, 242–245. 77. Massey, L.K.; Whiting, S.J. Dietary salt, urinary calcium, and bone loss. J. Bone Miner. Res. 1996, 11, 731–736. 78. Massey, L.K.; Whiting, S.J. Dietary salt, urinary calcium, and stone risk. Nutr. Rev. 1995, 53,
131–139. 79. Heer, M.; Frings-Meuthen, P.; Titze, J.; Boschmann, M.; Frisch, S.; Baecker, N.; Beck, L. Increasing sodium intake from a previous low or high intake affects water, electrolyte and
acid-base differently. Br. J. Nutr. 2009, 101, 1286–1294. 80. Frings-Meuthen, P.; Baecker, N.; Heer, M. Low-grade metabolic acidosis may be the cause of
sodium chloride-induced exaggerated bone resorption. J. Bone Miner. Res. 2008, 23, 517–524. 81. Arnett, T. Regulation of bone cell function by acid-base balance. Proc. Nutr. Soc. 2003, 62,
511–520. , T.R. Extracellular pH regulates bone cell function. J. Nutr. 2008, 138, 415S–418S. 82. Arnett, T.R. Extracellular pH regulates bone cell function. J. Nutr. 2008, 138, 4 83. Arnett, T.R.; Dempster, D.W. Effect of pH on bone resorption by rat osteoclasts in vitro. Endocrinology 1986, 119, 119–124. 84. Frings-Meuthen, P.; Buehlmeier, J.; Baecker, N.; Stehle, P.; Fimmers, R.; May, F.; Kluge, G.;
Heer, M. High sodium chloride intake exacerbates immobilization-induced bone resorption and
protein losses. J. Appl. Physiol. 2011, 111, 537–542. 85. Zwart, S.R.; Pierson, D.; Mehta, S.; Gonda, S.; Smith, S.M. Capacity of omega-3 fatty acids or
eicosapentaenoic acid to counteract weightlessness-induced bone loss by inhibiting NF-kappaB
activation: From cells to bed rest to astronauts. J. Bone Miner. Res. 2010, 25, 1049–1057. 86. Griel, A.E.; Kris-Etherton, P.M.; Hilpert, K.F.; Zhao, G.; West, S.G.; Corwin, R.L. Nutrients 2012, 4 2002, 21, 402–409. 69. Heer, M.; Boerger, A.; Kamps, N.; Mika, C.; Korr, C.; Drummer, C. Nutrient supply during
recent European missions. Pflugers Arch. 2000, 441, R8–R14. 70. Smith, S.M.; Davis-Street, J.; Rice, B.L.; Lane, H.W. Nutrition in space. Nutr. Today 1997, 32,
6–12. 71. Goulding, A. Fasting urinary sodium/creatinine in relation to calcium/creatinine and
hydroxyproline/creatinine in a general population of women. N. Z. Med. J. 1981, 93, 294–297. 72. Arnaud, S.B.; Wolinsky, I.; Fung, P.; Vernikos, J. Dietary salt and urinary calcium excretion in
a human bed rest spaceflight model. Aviat. Space Environ. Med. 2000, 71, 1115–1119. Nutrients 2012, 4 2067 Nutrients 2012, 4 89. Tartibian, B.; Hajizadeh Maleki, B.; Kanaley, J.; Sadeghi, K. Long-term aerobic exercise and
omega-3 supplementation modulate osteoporosis through inflammatory mechanisms in
post-menopausal women: A randomized, repeated measures study. Nutr. Metab. 2011, 8, 71. 89. Tartibian, B.; Hajizadeh Maleki, B.; Kanaley, J.; Sadeghi, K. Long-term aerobic exercise and
omega-3 supplementation modulate osteoporosis through inflammatory mechanisms in
post-menopausal women: A randomized, repeated measures study. Nutr. Metab. 2011, 8, 71. 90. Watkins, B.A.; Li, Y.; Lippman, H.E.; Feng, S. Modulatory effect of omega-3 polyunsaturated
fatty acids on osteoblast function and bone metabolism. Prostaglandins Leukot. Essent. Fatty
Acids 2003, 68, 387–398. 91. Zwart, S.R.; Mehta, S.K.; Ploutz-Snyder, R.; Bourbeau, Y.; Locke, J.P.; Pierson, D.L.;
Smith, S.M. Response to vitamin D supplementation during Antarctic winter is related to BMI,
and supplementation can mitigate Epstein-Barr virus reactivation. J. Nutr. 2011, 141, 692–697. 92. Smith, S.M.; Gardner, K.K.; Locke, J.; Zwart, S.R. Vitamin D supplementation during Antarctic
winter. Am. J. Clin. Nutr. 2009, 89, 1092–1098. 93. Vermeer, C.; Wolf, J.; Craciun, A.M.; Knapen, M.H. Bone markers during a 6-month space
flight: Effects of vitamin K supplementation. J. Gravit. Physiol. 1998, 5, 65–69. 94. Vermeer, C.; Wolf, J.; Knapen, M.H. Microgravity-induced changes of bone markers: Effects of
vitamin K-supplementation. Bone 1997, 20, 16S. 95. Zwart, S.R.; Booth, S.L.; Peterson, J.W.; Wang, Z.; Smith, S.M. Vitamin K status in spaceflight
and ground-based models of spaceflight. J. Bone Miner. Res. 2011, 26, 948–954. 96. Lockwood, D.R.; Vogel, J.M.; Schneider, V.S.; Hulley, S.B. Effect of the diphosphonate EHDP
on bone mineral metabolism during prolonged bed rest. J. Clin. Endocrinol. Metab. 1975, 41,
533–541. 97. Rittweger, J.; Frost, H.M.; Schiessl, H.; Ohshima, H.; Alkner, B.; Tesch, P.; Felsenberg, D. Muscle atrophy and bone loss after 90 days’ bed rest and the effects of flywheel resistive
exercise and pamidronate: Results from the LTBR study. Bone 2005, 36, 1019–1029. 98. Schultheis, L.; Ruff, C.B.; Rastogi, S.; Bloomfield, S.; Hogan, H.A.; Fedarko, N.;
Thierry-Palmer, M.; Ruiz, J.; Bauss, F.; Shapiro, J.R. Disuse bone loss in hindquarter suspended
rats: Partial weightbearing, exercise and ibandronate treatment as countermeasures. J. Gravit. Physiol. 2000, 7, P13–P14. 99. Shapiro, J.; Smith, B.; Beck, T.; Ballard, P.; Dapthary, M.; Brintzenhofeszoc, K.; Caminis, J. Treatment with zoledronic acid ameliorates negative geometric changes in the proximal femur
following acute spinal cord injury. Calcif. Tissue Int. 2007, 80, 316–322. 100. Nutrients 2012, 4 An increase
in dietary n-3 fatty acids decreases a marker of bone resorption in humans. Nutr. J. 2007, 6, 2–10. 87. Bonnet, N.; Ferrari, S.L. Effects of long-term supplementation with omega-3 fatty acids on
longitudinal changes in bone mass and microstructure in mice. J. Nutr. Biochem. 2011, 22,
665–672. 88. Rousseau, J.H.; Kleppinger, A.; Kenny, A.M. Self-reported dietary intake of omega-3 fatty acids
and association with bone and lower extremity function. J. Am. Geriatr. Soc. 2009, 57,
1781–1788. Nutrients 2012, 4 LeBlanc, A.; Matsumoto, T.; Jones, J.; Shapiro, J.; Lang, T.; Shackelford, L.; Smith, S.M.;
Evans, H.; Spector, E.; Ploutz-Snyder, L.; et al. Bisphosphonates as a supplement to exercise to
protect bone during long-duration spaceflight. Osteoporos. Int. 2012, in press. 101. Strollo, F.; Strollo, G.; More, M.; Bollanti, L.; Ciarmatori, A.; Longo, E.; Quintiliani, R.;
Mambro, A.; Mangrossa, N.; Ferretti, C. Hormonal adaptation to real and simulated
microgravity. J. Gravit. Physiol. 1998, 5, P89–P92. 102. Smith, S.M.; Heer, M.; Wang, Z.; Huntoon, C.L.; Zwart, S.R. Long-duration space flight and bed
rest effects on testosterone and other steroids. J. Clin. Endocrinol. Metab. 2012, 97, 270–278. 103. Whitson, P.A.; Pietrzyk, R.A.; Morukov, B.V.; Sams, C.F. The risk of renal stone formation
during and after long duration space flight. Nephron 2001, 89, 264–270. 104. Whitson, P.A.; Pietrzyk, R.A.; Pak, C.Y. Renal stone risk assessment during Space Shuttle
flights. J. Urol. 1997, 158, 2305–2310. Nutrients 2012, 4 2068 105. Okada, A.; Ichikawa, J.; Tozawa, K. Kidney stone formation during space flight and long-term
bed rest. Clin. Calcium 2011, 21, 1505–1510. 106. Hwang, T.I.; Hill, K.; Schneider, V.; Pak, C.Y. Effect of prolonged bedrest on the propensity for
renal stone formation. J. Clin. Endocrinol. Metab. 1988, 66, 109–112. 107. Monga, M.; Macias, B.; Groppo, E.; Kostelec, M.; Hargens, A. Renal stone risk in a simulated
microgravity environment: Impact of treadmill exercise with lower body negative pressure. J. Urol. 2006, 176, 127–131. 108. Okada, A.; Ohshima, H.; Itoh, Y.; Yasui, T.; Tozawa, K.; Kohri, K. Risk of renal stone formation
induced by long-term bed rest could be decreased by premedication with bisphosphonate and
increased by resistive exercise. Int. J. Urol. 2008, 15, 630–635. 109. Watanabe, Y.; Ohshima, H.; Mizuno, K.; Sekiguchi, C.; Fukunaga, M.; Kohri, K.; Rittweger, J.;
Felsenberg, D.; Matsumoto, T.; Nakamura, T. Intravenous pamidronate prevents femoral bone
loss and renal stone formation during 90-day bed rest. J. Bone Miner. Res. 2004, 19, 1771–1778. 110. Zerwekh, J.E.; Odvina, C.V.; Wuermser, L.A.; Pak, C.Y. Reduction of renal stone risk by
potassium-magnesium citrate during 5 weeks of bed rest. J. Urol. 2007, 177, 2179–2184. 111. Pak, C.Y.; Sakhaee, K.; Crowther, C.; Brinkley, L. Evidence justifying a high fluid intake in
treatment of nephrolithiasis. Ann. Intern. Med. 1980, 93, 36–39. 112. Whitson, P.; Pietrzyk, R.; Pak, C.; Cintron, N. Alterations in renal stone risk factors after space
flight. J. Urol. 1993, 150, 803–807. 113. © 2012 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article
distributed under the terms and conditions of the Creative Commons Attribution license
(http://creativecommons.org/licenses/by/3.0/). Nutrients 2012, 4 Whitson, P.A.; Pietrzyk, R.A.; Sams, C.F. Urine volume and its effects on renal stone risk in
astronauts. Aviat. Space Environ. Med. 2001, 72, 368–372. 114. Whitson, P.A.; Pietrzyk, R.A.; Jones, J.A.; Nelman-Gonzalez, M.; Hudson, E.K.; Sams, C.F. Effect of potassium citrate therapy on the risk of renal stone formation during spaceflight. J. Urol. 2009, 182, 2490–2496. © 2012 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article
distributed under the terms and conditions of the Creative Commons Attribution license
(http://creativecommons.org/licenses/by/3.0/).
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Integrated Proteomics and Metabolomics Link Acne to the Action Mechanisms of Cryptotanshinone Intervention
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Integrated Proteomics and
Metabolomics Link Acne to the Action
Mechanisms of Cryptotanshinone
Intervention Zhaoming Zhu 1, Tingting Chen 1, Zhuxian Wang 1, Yaqi Xue 1, Wenfeng Wu 1, Yuan Wang 1,
Qunqun Du 1, Yufan Wu 1, Quanfu Zeng 1, Cuiping Jiang 1, Chunyan Shen 1, Li Liu 1,
Hongxia Zhu 2* and Qiang Liu 1* 1School of Traditional Chinese Medicine, Southern Medical University, Guangzhou, China, 2Integrated Hospital of Traditional
Chinese Medicine, Southern Medical University, Guangzhou, China The label-free methods of proteomic combined with metabolomics were applied to explore
the mechanisms of Cryptotanshinone (CPT) intervention in rats with acne. The model
group consisted of rats given oleic acid (MC), then treated with CPT, while control groups
did not receive treatment. The skin samples were significantly different between control,
model
and
CPT-treated
groups
in
hierarchical
clustering
dendrogram. Obvious
separations of the skin metabolic profiles from the three groups were found through
PCA scoring. In total, 231 and 189 differentially expressed proteins (DEPs) were identified
in MC and CPT groups, respectively. By the KEGG analysis, five protein and metabolite
pathways were found to be significantly altered. These played important roles in response
to oleic acid-induced acne and drug treatment. CPT could negatively regulate glycolysis/
gluconeogenesis and histidine metabolisms to decrease keratinocyte differentiation and
improve excessive keratinization and cellular barrier function. CPT could down-regulate the
IL-17 signaling pathway and regulate the acne-driven immune response of sebum cells. The biosynthesis of unsaturated fatty acids metabolism, glycerophospholipid metabolism
and linoleic acid pathways could significantly alter sebum production and control
sebaceous gland secretion after CPT treatment. The gap junction was up-regulated
after CPT treatment and the skin barrier turned back to normal. Krt 14, Krt 16 and Krt 17
were significantly down-regulated, decreasing keratinization, while inflammatory cell
infiltration was improved by down-regulation of Msn, up-regulation of linoleic acid and
estrogen pathways after CPT treatment. These results propose action mechanisms for the
use of CPT in acne, as a safe and potential new drug. Citation: Zhu Z, Chen T, Wang Z, Xue Y, Wu W,
Wang Y, Du Q, Wu Y, Zeng Q, Jiang C,
Shen C, Liu L, Zhu H and Liu Q (2021)
Integrated Proteomics and
Metabolomics Link Acne to the Action
Mechanisms of
Cryptotanshinone Intervention. Front. Pharmacol. 12:700696. doi: 10.3389/fphar.2021.700696 Edited by:
Gokhan Zengin,
Selcuk University, Turkey Edited by:
Gokhan Zengin,
Selcuk University, Turkey
Reviewed by:
Chao-Zhan Lin,
Guangzhou University of Chinese
Medicine, China
Sakina Mohamed Yagi,
University of Khartoum, Sudan
*Correspondence:
Hongxia Zhu
gzzhx2012@163.com
Qiang Liu
liuqiang@smu.edu.cn Reviewed by:
Chao-Zhan Lin,
Guangzhou University of Chinese
Medicine, China
Sakina Mohamed Yagi,
University of Khartoum, Sudan Reviewed by:
Chao-Zhan Lin,
Guangzhou University of Chinese
Medicine, China
Sakina Mohamed Yagi,
University of Khartoum, Sudan *Correspondence:
Hongxia Zhu
gzzhx2012@163.com
Qiang Liu
liuqiang@smu.edu.cn *Correspondence:
Hongxia Zhu
gzzhx2012@163.com
Qiang Liu
liuqiang@smu.edu.cn Specialty section:
This article was submitted to
Ethnopharmacology,
a section of the journal
Frontiers in Pharmacology Specialty section:
This article was submitted to
Ethnopharmacology,
a section of the journal
Frontiers in Pharmacology Received: 26 April 2021
Accepted: 20 August 2021
Published: 01 September 2021 Keywords: Cryptotanshinone1, Acne2, label-free Proteomic3, metabolomics4, action mechanisms5 ORIGINAL RESEARCH
published: 01 September 2021
doi: 10.3389/fphar.2021.700696 Keywords: Cryptotanshinone1, Acne2, label-free Proteomic3, metabolomics4, action mechanisms5 INTRODUCTION Acne vulgaris has become one of the most common skin diseases (Oules et al., 2020) since more than
85% of teenagers and young adults have been affected worldwide (Kang et al., 2015). Acne vulgaris is
considered a chronic skin inflammation caused by pilosebaceous (Saurat, 2015), and sebaceous
glands (SG) abnormally increased in the hair follicles (HF) (Li Z. et al., 2021). Although the
pathogenesis of acne remains unclear, four major factors are involved, namely: excessive sebum September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org Mechanisms of Cryptotanshinone Intervene Acne Zhu et al. growth, excessive hair follicle keratinization, skin bacteria
colonization and skin inflammation (O’Neill and Gallo, 2018;
Harper, 2020). determines biological functions and regulatory mechanisms,
while metabolites are the main source of substances and the
basis of phenotypes. Proteomics studies can only explain the
function and mechanism, but lack a direct description of
phenotype (Monti et al., 2019). In this study, we compared the
differential protein expression between rats with acne and rats
with acne treated with CPT, and used the KEGG pathway
enrichment
analysis
to
assess
the
differential
metabolic
pathways between the two groups. Finally, we tried to explain
the differential pathways with metabolomics analysis to illustrate
the mechanism for CPT intervention in acne. p
Although oral isotretinoin is an effective therapy, its use is
limited by adverse effects (Markovics et al., 2019). Thus, more
research is needed to find new, safe and effective therapeutic
drugs
with
few
side
effects
(Williams
et
al.,
2012). Cryptotanshinone
(CPT),
a
major
lipophilic
compound
extracted
from
Salvia
miltiorrhiza
demonstrated
various
pharmacological effects, including anti-tumor (Li H. et al.,
2021), anti-inflammatory (Tang et al., 2018), anti-bacterial,
anti-proliferation (Ashrafizadeh et al., 2021), anti-androgen
(Xu
et
al.,
2012),
pulmonary
fibrosis
protection,
cardio
protection, anti-metabolic disorders, anti-angiogenic (Maione
et al., 2018) and liver protection (Nagappan et al., 2020). In
addition, it is often used to treat multiple chronic diseases,
including angiocardiopathy, hyperlipidemia, acne vulgaris and
chronic renal failure, with few side effects (Rahman et al., 2016;
Zhang et al., 2019). Previous research has improved CPT dosage
forms to strengthen its anti-acne activity (Yu et al., 2016; Zuo
et al., 2016; Wang et al., 2020), leading to the development of CPT
cerasomes, CPT ethosomes and 3D-Printed CPT niosomal
hydrogel. Our group has made contributions to these studies
(Ruan et al., 2020). INTRODUCTION However, the underlying mechanisms of the
anti-acne effects of CPT have not been studied yet. Materials Cryptotanshinone (Lot number 17071601, purity ≥98%, high-
performance liquid chromatography; HPLC; Baoji Herbest Bio-
Tech
Co.,
Ltd.,
Baoji,
China),
carbomer
940
(Macklin
Biochemical Co., Ltd., Shanghai, China), glycerin (Aladdin
Chemical Reagent Co., Ltd., Shanghai, China), pentobarbital
(Sigma, United States), oleic acid (Macklin Biochemical Co.,
Ltd.,
Shanghai,
China),
other
chemical
substances
were
analytically pure (AR). Acne Model and CPT Treatment Acne Model and CPT Treatment
Adult male SD (Sprague-Dawley) rats (weight: 200 ± 20 g) were
acquired from the Experimental Animal Center of the Southern
Medical University (SMU). After a 1-week adaptation, rats were
randomly separated into three groups: Blank control group (BC),
Model group (MC) and CPT treatment group (CPT) with eight
rats per group. Three percent sodium pentobarbital was used to
anesthetize the rats. The back hair of the rats was removed for
further study. Then, 0.5 ml of 80% oleic acid was evenly smeared
on the back skin of each rat, for 14 days once per day, except for
the BC group (Zuo et al., 2016). CPT gels were then applied to the
back skin of CPT rats once per day for 1 week. The procedures of
this research were in accordance to the Guide for the Care and
Use of Laboratory Animals (Worlein et al., 2011) (eighth
versions, revised in 2011), which was approved by the
Laboratory Animal Ethics Committee of SMU. Our study was designed to find underlying molecular
mechanisms of CPT treatment in a rat acne model through
the
use
of
label-free
quantitative
proteomics
and
metabolomics. Indeed,
metabolomic
can
complement
the
proteomic analysis and represent disease phenotype (Gertsman
and Barshop, 2018). Metabolomics can therefore be used
effectively in diagnosing and identifying therapeutic targets of
diseases and investigating the mechanisms of biological processes
(Patti et al., 2012). Metabolites can be regulated by proteins,
while, protein expression may also be influenced by metabolites
(Ma et al., 2020). The functional interpretation of proteomics by
metabolomics facilitates the comprehension of the investigated
biological phenomenon (Gui et al., 2018). Proteomics mainly Preparation of CPT Gel y
As a high-throughput technology, omics technique has been
widely used in drug discovery (Tricarico et al., 2019; Worheide
et al., 2021). Indeed, high-throughput omics techniques are being
used to screen and identify specific molecular biomarkers for CPT
in acne. Proteomics can discover biomarkers to illuminate the
underlying
mechanisms
and
reveal
novel
diagnostic
and
therapeutic targets by investigating the profile of protein
alterations
(Nesvizhskii,
2014). We
have
previously
used
proteomics to elucidated the potential mechanisms of Licorice
flavonoid in acne (Ruan et al., 2020). Quanico J et al. have studied
the response pathways and pathophysiological differences for
microcysts and papule lesions of acne using proteomic and
transcriptomic techniques (Quanico et al., 2017). These results
have contributed to identifying targeted therapy for acne vulgaris. However, the pathogenesis of acne is very complex and, in
addition to inflammation, there should be other mechanisms
such as bacteria, sebum and androgens. Nevertheless these issues
have not been elucidated yet, while the development of anti-acne
drugs based on proteomics is still a rare practice. The CPT was dissolved with anhydrous ethanol (sonication for
1 min) and was filtered with 0.22 μm filters. Then, we took 3 g of
carbomer 940, dissolved in 100 ml pure water for 24 h. Next, 3 g
glycerol and CPT were dissolved in ethanol. Followed by addition
of triethanolamine. The CPT gel was an orange transparent semi-
solid preparation with a final CPT concentration of 2.2 mg/g. Frontiers in Pharmacology | www.frontiersin.org Identification and Quantitation of Proteins Identification and Quantitation of Proteins
The raw data for each sample were combined and searched using
the Max Quant 1.5.3.17 software. The parameters were set as
follows: enzyme choosing trypsin; max missed cleavages setting
two;
fixed
and
variable
modifications
respectively
being
carbamidomethyl (C) and oxidation (M); main and first search
respectively being 6 and 20 ppm; MS/MS Tolerance: 20 ppm;
database pattern: Reverse; Include contaminants: True; protein
and peptide FDR both being ≤0.01; peptides used for protein
quantification using a razor and unique peptides; time window
being set at 2 min; minimum ratio count of 1. The p-value was
obtained with the t-test. Proteins were significantly changed if
fold changes >2.0, or <0.5, and p < 0 0.05, which were considered
as DEPs. In the same way, the SDEPs were set as fold changes
>2.0, or <0.5, and p < 0.01 (O’Connell et al., 2018). The mass
spectrometry proteomics data have been deposited to the
ProteomeXchange
Consortium
(http://proteomecentral. proteomexchange.org) via the iProX partner repository with
the dataset identifier: PXD027219. Quantitative Proteomic Analysis Skin samples were analyzed by LC-MS/MS on a Q Exactive mass
spectrometer (Thermo Scientific). The peptides were loaded onto
a nano Viper C18-reversed phase trap column (Thermo Scientific
Acclaim PepMap100, 100 μm × 2 cm), then they were connected
to a C18-reversed phase analytical column (Thermo Scientific
Easy Column, 75 μm × 10 cm, 3 μm resin). Next, 0.1%-Formic
acid (A phase) and B phase (84%-acetonitrile: 0.1%-Formic acid) Histopathological Examination p
g
Rat dorsal skin tissues were fixed and stored in a 10%
formaldehyde solution. Then the skin tissues were dehydrated
in a gradient of 80–100% alcohol. Then the tissues were
embedded with paraffin. The paraffin blocks were cut into
3–5 μm
thickness
sections. Next
Hematoxylin-eosin
(HE,
Sigma) was used for the section dyeing. Histopathological September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org 2 Mechanisms of Cryptotanshinone Intervene Acne Zhu et al. were used for gradient elution. The flow rate was set at 300 nL/
min. Samples were analyzed with the positive ion mode. MS data
were acquired from the 300 m/z to 1800 m/z dynamic survey scan
mode to choose the most abundant precursor ions for higher
energy collisional dissociation fragmentation. Automatic gain
control target was set to 3×106, and maximum injection time
was 10 ms. Dynamic exclusion duration was 40.0 s. Survey scans
were acquired at a resolution of 70,000 atm/z 200. The resolution
for higher energy collisional spectra was set to 17,500 atm/z 200. The isolation width was set at 2 m/z. Normalized collision energy
was 30 eV. The under fill ratio was 0.1%. The samples were
analyzed in peptide recognition mode. sections were analyzed by an optical microscope (magnifications ×200
and ×100: type BX53, Olympus; magnifications ×40: type Eclipse
E100, Nikon). The pathophysiology of acne was judged based on a
previous reference (Gollnick and Dreno, 2015). Proteomic Bioinformatics Analysis A total of 200 μg of proteins for each skin tissue were mixed with
30 μL of 4% SDS, 100 mM DTT, 150 mM Tris-HCl, pH 8.0. The
eluent was removed. Next, DTT and small molecule components
were filtered out with a UA of 8 M Urea in 150 mM Tris-HCl, pH
8.0. Then, 100 μL of iodoacetamide in UA with 100 mM IAA was
added, and the skin tissues were incubated in the dark for 30 min. Filters were washed three times with 100 μL of UA, and 100 μL of
25 mM NH4HCO3. The buffer was used to digest 4 μg of trypsin
in 40 μL of 25 mM NH4HCO3 for 18 h, at 37°C, then the
dissolved peptides were collected. The digested peptides were
subjected to desalination processing with a C18 solid phase
extraction column (Empore™SPE, 7 mm × 3 ml, Sigma). Then, the concentration under vacuum centrifugation and
reconstitution was performed with 40 µL of 0.1% formic acid. The peptides were detected with a UV light spectral (280 nm). y
Cluster analysis of phosphorylated peptides was performed by
Cluster 3.0 and Java Treeview softwares. Z-score (label-free or
metabolism) mode was set as the standard method. The
distance type was set as euclidean, and the clustering
algorithm was set as average. Then, GO annotation of the
differentially expressed proteins (DEPs) was performed with
the software program Blast 2 GO, and the top 20 terms of GO
enrichment results were drawn in a bar graph. The top 20
Kyoto
Encyclopedia
of
Genes
and
Genomes
(KEGG)
enrichment pathway (p-value < 0.05) terms were searched
in the KEGG database. Parameters were set as follows: graphic
style:
bar
graph;
data
type:
proteome;
screening
data:
standardized processing; p-value/FDR: p; p-value threshold:
0.05; legend style: standardized processing. Proteins that met
the fold change (FC) > 2.0, or FC < 0.5, and p < 0.05 were
considered DEPs. Both FC > 2.0 and p < 0.01 values were
considered to be SDEPs (Chen et al., 2020). Proteomics Analysis
Protein Extraction The skin tissues were lysed and proteins were extracted with SDT
buffer (4% SDS, 1 mM DTT, 100 mM Tris-HCl, pH 7.6). The
protein content was quantitatively analyzed by a protein-
detection kit (Bio-Rad, United States). Protein digestion with
trypsin
was
performed
through
the
filter-aided
sample
preparation
(FASP)
procedure
from
Matthias
Mann
(Wisniewski et al., 2009). The digested peptides of every skin
were desalination processing with a C18 solid phase extraction
column (Empore™SPE, 7 mm × 3 ml, Sigma). Then, the
concentration under vacuum centrifugation and reconstitution
was performed with 40 µL of 0.1% formic acid. Lesions Analysis The stratum corneum (SC) thickness and the long diameter and
short diameter of sebaceous glands (SG) of the rat skin were
measured with Olympus cellSens software in histopathological
sections magnified 200 times. (Li et al., 2018). Cytokine Levels The serum samples from rats were tested by the ELISA kits of rat
of IL-6, IL-8, TNF-α and IL-1β. According to the instructions of
these kits, the OD values of IL-6, IL-8, TNF-α and IL-1β were
detected at specific wavelengths, and their contents were
calculated by graphpad 8.02 software (Han et al., 2018). CPT Improved Acne Compared with the BC group, in the model group, the SC
thickness of rat skin was significantly increased. Compared
with the MC group, after CPT treatment, the SC thickness of
rat skin was significantly reduced. The diameter of SG in the
model group was significantly increased, while that in the CPT
group was significantly decreased (Figure 2A). The serum contents of IL-6, IL-8, TNF-α and IL-1β were
significantly higher in the MC group (p < 0.05), whereas the
contents were significantly lower in the CPT group (p < 0.05). The
results showed that the highly expressed cytokine levels in model
group rats could be reduced by CPT, thus inhibiting the
inflammation of the acne rats (Figure 2B). Skin Samples Preparation for Metabolomic Skin Samples Preparation for Metabolomic performed by comparing the accuracy m/z value (<10 ppm),
and MS/MS spectra with an in-house database established with
available authentic standards. Principle component analysis
(PCA) was performed with SIMCA (Version 14.1) using
quantitative data. Skin Samples Preparation for Metabolomic The skin tissues were immediately frozen in liquid nitrogen. Then
the samples were cut on 80 mg of dry ice into a 2 ml tube. The
skin tissues with five ceramic beads were homogenized. 1 ml
methanol-acetonitrile aqueous solution (2:2:1, V/V) was added to
the homogenized solution for metabolite extraction. This mixture
was centrifuged for 30 min (14,000 × g, 4°C), twice, and placed at
−20°C for 1 h to precipitate the proteins. The samples were
filtered with a filter tube and centrifuged at 4°C for 20 min,
the supernatant was freeze-dried and kept at −80°C. The
prepared samples were dissolved in 100 uL acetonitrile/water
(1:1,v/v) solvent and analyzed by LC-MS(Gao et al., 2021). Histopathological Examination s opa
o og ca
a
a o
Histopathological examination of the skin tissues is shown in
Figure 1. The epidermal squamous epithelium layer was
significantly thickened, and the epithelial cells in the funnel-
shaped part of the hair follicle were increased. Follicle pores were
blocked due to excessive keratinization of the hair follicle and we
observed dermis hyperemia, neutrophilic cell infiltration, and
enlarged sebaceous glands in the model control (MC) group
(Figure 1 MC) compared with the blank control (BC) group
(Figure1 BC). MC rats were treated with CPT (Figure1 CPT) and
showed skin tissue similar to the BC group (Figure1 BC) with
reduced keratinization. The inflammatory cells were decreased,
and the sebaceous glands were normal (Figure1 CPT). A series of parameters were set as follows: Gas1: 60, Gas2: 60,
CUR: 30, source temperature: 600°C, ISVF: ±5500 V (positive and
negative). For single MS acquisition, the m/z range of the
instrument
was
set
as
60–1000 Da,
and
the
scanning
cumulative time of TOF MS was set as 0.20 s/spectra. For
automatic
MS/MS
acquisition,
the
m/z
range
of
the
instrument
was
set
as
25–1000 Da,
and
the
scanning
cumulative time of the product ions was set as 0.05 s/spectra. The information-dependent acquisition tech was applied in the
product ion scan, and the mode was set as high sensitivity. The
parameters were set as follows: collision energy: 35 V with
±15 eV;
declustering
potential:
±
60 V;
exclude
isotopes:
≤4 Da, and the candidate ion to be monitored for each period
was set to 6. Metabolomic Analysis The p-values of proteins and metabolites were obtained with the
t-test. Significantly changed proteins (fold changes >2.0, or <0.5,
and p < 0 0.05) were considered DEPs. In the same way, SDEPs
had fold changes >2.0, or <0.5, and p < 0.01 (O’Connell et al.,
2018). Significantly altered metabolites (VIP value >1.0, and
p < 0.05) were considered DEMs. In the same way, SDEMs
had VIP value >1.0, and p < 0.01 (O’Connell et al., 2018). All data
are presented as mean ± SD. One-way analysis of variance
(ANOVA) was used to analyze the data between BC, MC and
CPT groups. GraphPad Prism software (version 8.02) was used to
perform this statistical analysis. Differences were considered to be
statistically significant when p < 0.05. Metabolomic analysis was performed by a UHPLC (1290 Infinity
LC, Agilent Technologies) coupled to a quadrupole time-of-flight
(AB Sciex Triple TOF 6600) in HILIC separation. The samples
were analyzed with a water column of Ireland (ACOUIY UPLC
BEH, 2.1 mm × 100 mm, 1.7 um). The positive and negative
modes were set. The mobile phase A was 25 mM ammonium
acetate and hydroxide (1:1,v/v) in water, and the mobile phase B
was acetonitrile. The elution gradient was set as follows:
0–0.5 min: 95% B; 0.5–7 min: 95% B- 65% B; 7–7.1 min: from
65% B to 40% B; 7.1–8.1 min: 40% B; 8.1–8.2 min: 40% B-95% B;
8.2–12.2 min: 95% B re-balanced time for employing. An Ireland water column was used (ACQUIY UPLC HSS T3,
2.1 mm × 100 mm, 1.8 um) for sample RPLC separation. In the
positive ion mode, mobile phase A was 0.1%-formic acid aqueous
solution, and phase B was acetonitrile: 0.1% formic acid. In the
negative ion mode, mobile phase A was 0.5 mM ammonium fluoride
aqueous solution, and phase B was acetonitrile. The elution gradient
was set as follows: 0–1.5 min: 1% B; 1.5–11.5 min: 1% B-99% B;
11.5–15 min: 99% B; 15–15.1 min: 1% B; 15.1–18.5 min: 1% B re-
balanced time for employing. The flow rate was set at 0.3 ml/min,
then the temperature of the column was set at 25°C. The injection
volume of every sample was 2 μL. The sample was placed at a 4°C
automatic sampler throughout the analysis process (Yi et al., 2019;
Wang et al., 2021). KEGG Pathway Analysis The DEMs were searched and the KEGG enrichment pathways
were
obtained
with
the
online
KEGG
database
(http://
geneontology.org/). The annotation and enrichment results of
KEGG were used in R 3.5.1 version. Next, the Venn diagram and
bar plot were drawn. Metabolomics Analysis
Chemicals Ammonium acetate (NHAC), ammonium hydroxide (NH4OH),
ammonium fluoride (NHaF), and formic acid (FA) were obtained
from Sigma Aldrich. Acetonitrile was obtained from Merck. September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org 3 Mechanisms of Cryptotanshinone Intervene Acne Zhu et al. Data Processing The raw MS data were converted to MzXML files with Proteo
Wizard MS Convert before importing into freely available
XCMS software. Compound identification of metabolites was September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org 4 Mechanisms of Cryptotanshinone Intervene Acne Zhu et al. FIGURE 1 | The skin tissues of CPT treatment in acne (HE, magnification ×200, ×100 and ×40) (A), (B) and (C): magnification ×200 (100 μm) (D) (E) and (F):
magnification ×100 (200 μm) (G), (H) and (I): magnification ×40 (500 μm) (A), (D) and (G): BC (blank control) group; (B), (E) and (H): MC (model) group; (C), (F) and (I):
CPT (treatment) group; the triangles in MC group represent neutrophilic inflammatory cell infiltration. FIGURE 1 | The skin tissues of CPT treatment in acne (HE, magnification ×200, ×100 and ×40) (A), (B) and (C): magnification ×200 (100 μm) (D) (E) and (F):
magnification ×100 (200 μm) (G), (H) and (I): magnification ×40 (500 μm) (A), (D) and (G): BC (blank control) group; (B), (E) and (H): MC (model) group; (C), (F) and (I):
CPT (treatment) group; the triangles in MC group represent neutrophilic inflammatory cell infiltration. MC group were significantly separated from those in the BC
group and the CPT treatment group, and that the CPT group was
significantly closer to the BC group (Figure 3). Analysis of Differentially Expressed
Proteins (DEPs) and Significantly
Differential Proteins (SDEPs) Altogether, 3,127 proteins and 25,216 peptides were identified,
and 2,869 proteins were quantitatively analyzed (Supplementary
Tables 1,2). A total of 231 DEPs (fold change >2, or <0.5, and
p < 0.05) and 89 SDEPs (fold change >2, or <0.5, and p < 0.01)
(Yan et al., 2020), were identified of which 214 DEPs (82 SDEPs)
in MC were up-regulated and 17 DEPs (7 SDEPs) were down-
regulated compared to BC (Supplementary Table 3). A total of
189 DEPs and 103 SDEPs were changed in MC and CPT groups,
respectively. A total of 189 DEPs, 72 DEPs (36 SDEPs) were up-
regulated and 117 DEPs (67 SDEPs) were down-regulated in MC
and CPT group, respectively (Supplementary Table 4). The
DEPs were presented by a cluster heat map. Interestingly, the
hierarchical clustering figure showed that the skin proteins in the KEGG Pathway Enrichment Analysis y
y
A total of 271 protein pathways were enriched through the KEGG
analysis, of which 28 pathways were changed (p < 0.05) in the MC
and CPT treatment groups (Supplementary Table 5). As shown
in Figure 5, the most enriched pathways in CPT versus MC group
were glycolysis/gluconeogenesis, spinocerebellar ataxia, galactose
metabolism, histidine metabolism, IL-17 signaling pathway,
protein digestion and absorption, estrogen signaling pathway,
thyroid hormone signaling pathway, thyroid hormone synthesis,
arginine and proline metabolism (consisting of 13, 14, 7, 5, 8, 9,
16, 9, 8 and 8 proteins, respectively). Interestingly, the IL-17
signaling pathway, which is closely related to the pathogenesis of
acne (Bernardini et al., 2020), included seven DEPs enriched in
CPT versus the MC group. GO Enrichment Analysis The top 20 of GO enrichment analysis are shown in Figure 4. The
result showed that DEPs were significantly enriched in several
biological processes, molecular functions and cellular component
categories (p < 0.05) in CPT compared to those of the MC group. DEPs from CPT participated in the biological processes of
peptide
biosynthesis
and
metabolic
process
regulation,
translation regulation, amide biosynthesis process, cellular
amide metabolic process regulation, cytoplasmic translation,
organonitrogen compound biosynthetic process and rRNA
processing (Figure 4). These DEPs were related to the
regulation
of
molecular
functions,
such
as
structural September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org 5 Mechanisms of Cryptotanshinone Intervene Acne Zhu et al. Zhu et al. FIGURE 2 | (A) Bar graph of stratum corneum (SC) thickness and half of long diameter and short diameter of sebaceous glands (SG); original
magnification, ×200 (B) Cytokine levels in serum of IL-6, IL-8, TNF-α and IL-1β in the BC, MC and CPT groups. **, p < 0.01, compared with the BC group; ##,
p < 0.01, compared with the CPT group. FIGURE 2 | (A) Bar graph of stratum corneum (SC) thickness and half of long diameter and short diameter of sebaceous glands (SG); original
magnification, ×200 (B) Cytokine levels in serum of IL-6, IL-8, TNF-α and IL-1β in the BC, MC and CPT groups. **, p < 0.01, compared with the BC group; ##,
p < 0.01, compared with the CPT group. significantly separated in the positive and negative modes. The
skin samples of each group were closely clustered in the PCA
score plots. The MC group was significantly separated from both
the BC and the CPT groups, and the skin samples in the BC group
were closer to the CPT group. According to the OPLS-DA score
plots in Figure 6B and Figure 6E, the skin metabolic profiles in
the MC and CPT groups were significantly separated. Also, the
PLS-DA plots illustrated clear differentiation in metabolomics
profiles between the MC and CPT groups as showed in Figure 6C
and Figure 6F. constituent of ribosome, structural molecule activity, rRNA and
RNA binding, heterocyclic compound binding and organic cyclic
compound binding. The main enriched cellular components in
CPT versus model group were the cytosol, cytosolic ribosome,
ribosomal subunit, ribosome, cytosolic small and large ribosomal
subunit. There was a significant difference in GO enrichment
between MC and CPT groups, which was related to acne. Analysis of Differentially Expressed Metabolites
(DEMs) The
MS/MS
total
ion
chromatography
(TIC)
and
mass
spectrometry
(MS/MS)
of
the
metabolites
were
in
the
Supplementary Materials 2, 3. Altogether, 484 metabolites
were identified (Supplementary Table 6). A total of 77
significantly changed metabolites (VIP >1, and p < 0.05,
DEMs) were identified. A total of 55 DEMs were up-regulated
(fold change >0.67) and 22 DEMs were down-regulated (fold
change <0.67) in MC compared to BC (Supplementary Table 7). A total of 76 DEMs were identified for MC and CPT. Among
these DEMs, 43 metabolites in the CPT group were up-regulated,
whereas 33 metabolites were down-regulated versus the MC
group (Supplementary Table 8). y
Principle Component Analysis (PCA) Score of Skin
Samples A total of 58 SDEMs (VIP >1, and p < 0.01) were identified in
MC and CPT groups. Thirty-three metabolites were significantly
increased, while 25 were significantly decreased in the MC and A total of 58 SDEMs (VIP >1, and p < 0.01) were identified in
MC and CPT groups. Thirty-three metabolites were significantly
increased, while 25 were significantly decreased in the MC and The PCA score plots were plotted and the results (Figure 6A and
Figure 6D) showed that the BC, MC and CPT groups were September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org 6 Mechanisms of Cryptotanshinone Intervene Acne Zhu et al. FIGURE 3 | Hierarchical clustering heat map of DEPs of the skin. Changed proteins (right side) and the samples in different groups (bottom). The color from red to
blue shows the relative intensity of the DEPs. FIGURE 3 | Hierarchical clustering heat map of DEPs of the skin. Changed proteins (right side) and the samples in different groups (bottom). The color from red to
blue shows the relative intensity of the DEPs. pathways in CPT and MC group were closely related to the
pathogenesis of acne (Figure 8). CPT
groups
(Supplementary
Table
8). The
hierarchical
clustering dendrogram indicated that the skin metabolites of
the MC group were significantly separated from both the BC
and CPT groups, whereas the skin metabolites of BC and CPT
groups were clustered together (Figure 7A). Metabolites with
similar abundance were clustered together, representing the
degree of metabolic proximities and the inner relation among
the DEMs (Figure 7B). Besides, a multiple comparisons analysis
was conducted in the three groups. These results indicated that,
compared to the MC group, metabolites of the CPT group were
similar to those of the BC group. Combination of Proteomics and
Metabolomics Through the KEGG database, a total of 156 shared pathways of
proteins and metabolites are shown in a Venn plot (Figure 9 and
Supplementary Table 10). Altogether five pathways were significantly
altered in both their proteins and metabolites contents and played
important roles in acne rats and CPT-treated rats (Figure 10). These
pathways included galactose metabolism, histidine metabolism,
glycolysis/gluconeogenesis,
spinocerebellar
ataxia
and
protein
digestion
and
absorption. There
are
regulatory
relationships
between these DEPs and DEMs. The regulation networks of
significantly altered metabolic pathways in response to CPT
treatment were assessed (Figure 11). As shown for the glycolysis/
gluconeogenesis pathway and galactose metabolism, CPT regulated
DEPs such as hexokinase 2(Hk2), enolase 1 (Eno1), dihydrolipoamide
dehydrogenase
(Dld),
phosphofructokinase,
platelet
(Pfkp),
phosphoglycerate mutase 1 (Pgam1), aldehyde dehydrogenase 3
family, member A2 (Aldh3a2) and aldo-keto reductase family 1, Metabolic Pathway (KEGG) Enrichment A total of 179 metabolic pathways were enriched by the KEGG
analysis, and 51 of these pathways were significantly changed (p <
0.05) in MC and CPT groups (Supplementary Table 9). The
major
metabolites
participated
in
protein
digestion
and
absorption, biosynthesis of unsaturated fatty acids metabolism,
arginine biosynthesis, glycerophospholipid metabolism, galactose
metabolism, glycine, serine and threonine metabolism, linoleic
acid
metabolism,
glycolysis/gluconeogenesis,
histidine
metabolism
and
spinocerebellar
ataxia. The
metabolic September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org 7 Mechanisms of Cryptotanshinone Intervene Acne Zhu et al. Zhu et al. FIGURE 4 | GO enrichment of DEPs in CPT and MC. The x-axis represents the Biological Process (BP), Cellular Component (CC), and Molecular Function (MF). The
y-axis represents gene number, the numbers represent the enrichment factor of DEPs ratio. FIGURE 4 | GO enrichment of DEPs in CPT and MC. The x-axis represents the Biological Process (BP), Cellular Component (CC), and Molecular Function (MF). The
y-axis represents gene number, the numbers represent the enrichment factor of DEPs ratio. FIGURE 4 | GO enrichment of DEPs in CPT and MC. The x-axis represents the Biological Process (BP), Cellular Component (CC), and Molecular Function (MF). The
y-axis represents gene number, the numbers represent the enrichment factor of DEPs ratio. hierarchical clustering figure showed that the skin proteins and
metabolites in the MC group were significantly separated from
those in the BC and CPT treatment groups, and that the CPT
group was significantly closer to the BC group. The skin samples
of each group were closely clustered in the PCA score plots. The MC
group was significantly separated from both the BC and the CPT
groups, and the skin samples in the BC group were closer to the CPT
group. This indicated that the skin metabolic profiles were
significantly changed in acne rats and that treatment with CPT led
to a metabolic profile similar to that of BC rats. By the KEGG
enrichment analysis, CPT rats had five pathways that played an
important role in acne and were significantly altered for both their
protein and metabolite contents. These pathways included galactose
metabolism,
glycolysis/gluconeogenesis,
histidine
metabolism,
spinocerebellar ataxia and protein digestion and absorption. Metabolic Pathway (KEGG) Enrichment CPT
regulated differential proteins (DEPs) such as Hk2, Eno1, Dld, Pfkp,
Pgam1, Aldh3a2, Akr1b8, Hal and Cndp2, and the DEPs regulated member B8 (Akr1b8), and DEMs such as Phosphoenolpyruvate
(PEP),
Dihydroxyacetone
phosphate,
DL-lactate,
α-D-Glucose,
Glycerate-2P, sucrose, Myo-Inositol, D-Mannose, α-D-Galactose1-
phosphate, Galactinol and Stachyose. CPT also regulated DEPs
relevant for histidine metabolism such as histidine ammonia lyase
(Hal), carnosine dipeptidase 2 (Cndp2) and Aldh3a2, and regulated
DEMs such as L-Glutamate, L-Aspartate, L-Histidine, Histamine and
Urocanic acid. Frontiers in Pharmacology | www.frontiersin.org DISCUSSION In the present study, through the integration of proteomics and
metabolomics, the mechanisms of CPT treatment in a rat acne
model
induced
by
oleic
acid
were
examined. Differentially
expressed proteins and metabolites were identified, and the
mechanisms of CPT treatment in acne were illuminated. The In the present study, through the integration of proteomics and
metabolomics, the mechanisms of CPT treatment in a rat acne
model
induced
by
oleic
acid
were
examined. Differentially
expressed proteins and metabolites were identified, and the
mechanisms of CPT treatment in acne were illuminated. The September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org 8 Mechanisms of Cryptotanshinone Intervene Acne Zhu et al. FIGURE 5 | KEGG pathway enrichment of DEPs in CPT and MC groups. The x-axis represents the amount of DEPs, the y-axis represents the pathway and the
numbers represent the enrichment factor ratio of DEPs. FIGURE 5 | KEGG pathway enrichment of DEPs in CPT and MC groups. The x-axis represents the amount of DEPs, the y-axis represents the pathway and the
numbers represent the enrichment factor ratio of DEPs. differentially
expressed
metabolites
(DEMs)
such
as
Phosphoenolpyruvate, DL-lactate, Dihydroxyacetone phosphate, DL-
2-Phosphoglycerate, sucrose, α-D-Glucose, Myo-Inositol, D-Mannose,
Galactinol,
Stachyose,
α-D-Galactose1-phosphate,
L-Glutamate,
L-Aspartate,
L-Histidine, Histamine and Urocanic acid. In this
study, changes in upstream proteins could lead to changes in
downstream metabolites, such as Eno1 regulating PEP, Pgam1
regulating
DL-2-Phosphoglycerate
(Glycerate-2P),
Glycerate-2P
regulating
Eno1,
Hal
regulating
Urocanic
acid
and
Cndp2
regulating L-Histidine. In parallel, changes in upstream metabolites
might lead to changes in downstream proteins, such as α-D-Glucose
regulating Hk2 and L-Histidine regulating Hal. These proteins were
significantly up-regulated in acne rat induced by oleic acid, however
they were down-regulated after CPT treatment. Our data suggested
that CPT could inhibit the disordered metabolism of acne rats,
especially within the glycolysis/gluconeogenesis, galactose and
histidine metabolisms, restoring these pathways back to normal. increased in MC rats, while these were significantly decreased after
CPT treatment. Indeed, CPT rats had a negatively regulated glycolysis/
gluconeogenesis pathway, decreased keratinocyte differentiation and
improved keratinization and cellular barrier function (Figure 1,
Figure 2A and Figure 11). Through transcriptomics, Eckhart, et al. showed that Hal was
significantly up-regulated during keratinocyte differentiation (Eckhart
et al., 2008). This is consistent with our study that Hal was up-
regulated in MC rats, leading to excessive keratinocyte differentiation. This phenomenon was improved after CPT treatment. DISCUSSION Samples in BC and CPT groups were separated from the MC group; ESI+:
2X 0.548 (B) OPLS-DA score plots in positive modes of the MC and CPT groups; ESI+: R2X 0.559, R2Y 0.989, Q2 0.944 (C) PLS-DA score plots in positive
odes of the MC and CPT groups; ESI+: R2X 0.559, R2Y 0.989, Q2 0.962 (D) PCA score plots in negative modes of the BC, MC and CPT groups; ESI−: R2X
638 (E)OPLS-DA score plots in negative modes of the MC and CPT groups; ESI−: R2X 0.689, R2Y 0.986, Q2 0.970 (F) PLS-DA score plots in negative modes of
e MC and CPT groups; ESI−: R2X 0.729, R2Y 0.997, Q2 0.980. GURE 7 | (A) Hierarchical clustering heat map of skin DEMs. Cluster of the DEMs (right side) and the samples of each group (bottom) are shown. The color from
d to blue showed the relative intensity of the DEMs (B) Pearson’s correlation of DEMs in CPT and MC groups. Red and blue represent the positive and negative
orrelation of DEMs, respectively. ntiers in Pharmacology | www.frontiersin.org
September 2021 | Volume 12 | Article 700696
10 FIGURE 6 | The multivariate analysis of skin metabolites in positive (ESI+) and negative (ESI−) modes (n 8); 1-XP (the BC group), 2-XP (the MC group), 4-XP (the
CPT group) (A) PCA score plots in positive modes of the BC, MC and CPT groups. Samples in BC and CPT groups were separated from the MC group; ESI+:
R2X 0.548 (B) OPLS-DA score plots in positive modes of the MC and CPT groups; ESI+: R2X 0.559, R2Y 0.989, Q2 0.944 (C) PLS-DA score plots in positive
modes of the MC and CPT groups; ESI+: R2X 0.559, R2Y 0.989, Q2 0.962 (D) PCA score plots in negative modes of the BC, MC and CPT groups; ESI−: R2X
0.638 (E)OPLS-DA score plots in negative modes of the MC and CPT groups; ESI−: R2X 0.689, R2Y 0.986, Q2 0.970 (F) PLS-DA score plots in negative modes of
the MC and CPT groups; ESI−: R2X 0.729, R2Y 0.997, Q2 0.980. DISCUSSION Aldehydal
dehydrogenase is produced by Aldh3a2, which improves fatty
decomposition. A previous study reported that if the function of
Aldh3a2 is disrupted, it may cause excessive accumulation of
intracellular fat. This process affects both the physiological function
of the cell protective membrane and the nutrients necessary to
maintain the physiological function of the body (Kumar et al.,
2020). The DEPs of histidine metabolism such as Hal, Aldh3a2
and Cndp2 were over-expressed in the MC group, while they were
reduced in the CPT group. In our study, histidine metabolism was
negative regulated by CPT in acne rats. A previous study reported that regulation of glycolysis might
control keratinocyte differentiation by lowering the expression of
Eno1. Indeed, Eno1 has a high expression in keratinocytes with
accelerated dysfunction of tight junction, which reduces the
integrity of the cellular barrier (Tohgasaki et al., 2018; Sutter et al.,
2019). Glycolysis is a key metabolic pathway that provides energy for
cellular activities and consumes equivalents to sustain cell division and
cell proliferation (Sutter et al., 2019). Decreased glycolysis is related to
cell differentiation, particularly in keratinocytes (Li et al., 2020). This is
in agreement with our finding that the DEPs of glycolysis including
Eno1, Hk2, Dld, Pfkp, Pgam1 and Aldh3a2 were significantly Rats with acne induced by oleic acid had significantly up-regulated
pathways,
such
as
IL-17
signaling
pathway,
glycolysis/
gluconeogenesis, galactose metabolism, gap junction, histidine
metabolism,
spinocerebellar
ataxia,
protein
digestion
and
absorption, estrogen signaling pathway, biosynthesis of unsaturated
fatty acids metabolism, glycerophospholipid metabolism and linoleic
acid metabolism. The results of the KEGG enrichment showed that
DEMs were mainly related to glycolysis metabolism, histidine September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org 9 Mechanisms of Cryptotanshinone Intervene Acne Zhu et al. GURE 6 | The multivariate analysis of skin metabolites in positive (ESI+) and negative (ESI−) modes (n 8); 1-XP (the BC group), 2-XP (the MC group), 4-XP (the
PT group) (A) PCA score plots in positive modes of the BC, MC and CPT groups. DISCUSSION FIGURE 6 | The multivariate analysis of skin metabolites in positive (ESI+) and negative (ESI−) modes (n 8); 1-XP (the BC group), 2-XP (the MC group), 4-XP (the
CPT group) (A) PCA score plots in positive modes of the BC, MC and CPT groups. Samples in BC and CPT groups were separated from the MC group; ESI+:
R2X 0.548 (B) OPLS-DA score plots in positive modes of the MC and CPT groups; ESI+: R2X 0.559, R2Y 0.989, Q2 0.944 (C) PLS-DA score plots in positive
modes of the MC and CPT groups; ESI+: R2X 0.559, R2Y 0.989, Q2 0.962 (D) PCA score plots in negative modes of the BC, MC and CPT groups; ESI−: R2X
0.638 (E)OPLS-DA score plots in negative modes of the MC and CPT groups; ESI−: R2X 0.689, R2Y 0.986, Q2 0.970 (F) PLS-DA score plots in negative modes of
the MC and CPT groups; ESI−: R2X 0.729, R2Y 0.997, Q2 0.980. FIGURE 7 | (A) Hierarchical clustering heat map of skin DEMs. Cluster of the DEMs (right side) and the samples of each group (bottom) are shown. The color from
red to blue showed the relative intensity of the DEMs (B) Pearson’s correlation of DEMs in CPT and MC groups. Red and blue represent the positive and negative
correlation of DEMs, respectively. FIGURE 7 | (A) Hierarchical clustering heat map of skin DEMs. Cluster of the DEMs (right side) and the samples of each group (bottom) are shown. The color from
red to blue showed the relative intensity of the DEMs (B) Pearson’s correlation of DEMs in CPT and MC groups. Red and blue represent the positive and negative
correlation of DEMs, respectively. FIGURE 7 | (A) Hierarchical clustering heat map of skin DEMs. Cluster of the DEMs (right side) and the samples of each group (bottom) are shown. The color from
red to blue showed the relative intensity of the DEMs (B) Pearson’s correlation of DEMs in CPT and MC groups. Red and blue represent the positive and negative
correlation of DEMs, respectively. September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org 10 Mechanisms of Cryptotanshinone Intervene Acne Zhu et al. FIGURE 8 | KEGG pathways of the DEMs. (A): BC and MC groups, (B): MC and CPT groups. DISCUSSION The x-axis represents protein number, the y-axis represents the
KEGG pathway and the numbers represent the enrichment factor ratio of DEMs. s of the DEMs. (A): BC and MC groups, (B): MC and CPT groups. The x-axis represents protein number, the y-axis represents the
mbers represent the enrichment factor ratio of DEMs. FIGURE 8 | KEGG pathways of the DEMs. (A): BC and MC groups, (B): MC and CPT groups. The x-axis represents protein number, the y-axis represents the
KEGG pathway and the numbers represent the enrichment factor ratio of DEMs. FIGURE 9 | The Venn plot of common pathways of DEPs and DEMs in
MC and CPT groups. The blue and yellow circles represent proteomics and
metabolomics, respectively. The overlap was the number of pathways shared
by the two omics analyzes. The sum of all numbers in the circle
represents the sum of the number of pathways involved in DEPs and DEMs. metabolism, biosynthesis of unsaturated fatty acids, linoleic acid
metabolism and glycerophospholipid metabolism (Figure 5 and
Figure 8). The metabolites S100 calcium binding protein A8
(S100a8), S100 calcium binding protein A9 (S100a9), heat shock
protein 90 alpha family class B member 1 (Hsp90ab1), heat shock
protein 90 beta family member 1 (Hsp90b1) and serine and arginine
rich splicing factor 1(Srsf1) of the IL-17 signaling pathway were
significantly up-regulated in the MC group, while these were
significantly down-regulated after CPT treatment (Figure 3). CPT
was shown to down-regulate IL-17 signaling pathway and down-
regulate acne-driven immune activation of sebum cells (Oules et al.,
2020). The metabolite Gpd1 of the glycerophospholipid metabolism
was significantly decreased in the model group, and significantly
increased after CPT treatment (Figure 3). Gpd1 regulated DEMs such
as
glycerol
3-phosphate
and
dihydroxyacetone
phosphate
(Figure 7A), which were significantly down-regulated in the MC
group and up-regulated in the CPT group. The glycerophospholipid
metabolism pathway was affected by CPT treatment. The DEPs
hydroxysteroid (17-beta) dehydrogenase 12 (Hsd17b12), sterol
carrier
protein
2
(Scp2)
and
hydroxysteroid
(17-beta)
dehydrogenase 4(Hsd17b4) of the biosynthesis of unsaturated fatty
acids metabolism pathway were significantly up-regulated by oleic
acid; however these were down-regulated by CPT treatment. The
DEMs arachidonic acid (AA), oleic acid, stearic acid, all cis-(6,9,12)-
linolenic acid, alpha-linolenic acid (ALA), eicosapentaenoic acid
(EPA), erucic acid and nervonic acid were part of the unsaturated
fatty acids metabolism pathway and were significantly up-regulated in
the MC group. CPT treatment down-regulated these metabolites. DISCUSSION The
DEMs of the unsaturated fatty acids metabolism, namely palmitic
acid,
linoleic
acid
(LA),
docosahexaenoic
acid
(DHA)
and
tetracosanoic acid were significantly down-regulated in the MC
group, whereas they were significantly up-regulated after CPT
treatment. Hsd17b12 was regulated by the DEMs ALA, EPA, all
cis-(6,9,12)-Linolenic acid, LA, AA, palmitic acid, stearic acid, FIGURE 9 | The Venn plot of common pathways of DEPs and DEMs in
MC and CPT groups. The blue and yellow circles represent proteomics and
metabolomics, respectively. The overlap was the number of pathways shared
by the two omics analyzes. The sum of all numbers in the circle
represents the sum of the number of pathways involved in DEPs and DEMs. FIGURE 9 | The Venn plot of common pathways of DEPs and DEMs in
MC and CPT groups. The blue and yellow circles represent proteomics and
metabolomics, respectively. The overlap was the number of pathways shared
by the two omics analyzes. The sum of all numbers in the circle
represents the sum of the number of pathways involved in DEPs and DEMs. tetracosanoic acid, oleic acid, erucic acid and nervonic acid. In parallel, DHA was regulated by Scp2 and Hsd17b4. The
DEMs of the linoleic acid metabolism pathway, namely AA, 1-
Stearoyl-2-oleoyl-sn-glycerol 3-phosphocholine (SOPC) and all
cis-(6,9,12)-Linolenic acid were significantly up-regulated in the
MC group, whereas CPT treatment led to a down-regulation of
these metabolites. Linoleic acid (LA) is an essential unsaturated fatty acid that plays
a crucial role in inflammation (Burns et al., 2018). Research has
shown that down-regulation of LA led to disordered LA metabolism
on inflammatory rats (Liu et al., 2020). Indeed, LA was down- September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org 11 Mechanisms of Cryptotanshinone Intervene Acne Zhu et al. FIGURE 10 | Histogram of common KEGG pathways of the DEPs and DEMs through multiple comparisons of MC and CPT groups. The blue and orange columns
represent proteomics and metabolomics, respectively. The y-axis represents the pathway, and the x-axis represents the p-value. FIGURE 10 | Histogram of common KEGG pathways of the DEPs and DEMs through multiple comparisons of MC and CPT groups. The blue and orange columns
represent proteomics and metabolomics, respectively. The y-axis represents the pathway, and the x-axis represents the p-value. FIGURE 11 | Network for a mechanistic explanation of the proteomics and metabolomics analyzes. DISCUSSION versus the MC group, the purple and blue represent up-
regulation and down-regulation, respectively. The yellow color represents the metabolism pathway. The DEPs and DEMs are represented by rectangles and circles,
respectively. FIGURE 11 | Network for a mechanistic explanation of the proteomics and metabolomics analyzes. versus the MC group, the purple and blue represent up-
regulation and down-regulation, respectively. The yellow color represents the metabolism pathway. The DEPs and DEMs are represented by rectangles and circles,
respectively. homeostasis of this layer (Martin et al., 2014). In this study, the gap
junctions were disturbed in the MC group, while CPT treatment
turned the skin barrier back to normal. regulated in acne rats, suggesting oleic acid might disrupt LA
metabolism, causing inflammation. LA was up-regulated in the
CPT
treatment
group. This
is
in
accord
with
our
histopathological analysis showing that acne rats turned to back
normal after CPT treatment. The biosynthesis of unsaturated fatty
acids metabolism, glycerophospholipid metabolism and linoleic acid
metabolism pathway could significantly alter sebum production and
control sebaceous gland secretion after CPT treatment (Clayton
et al., 2019). The effective epidermal physical barrier primarily in the
stratum corneum (SC) requires a structural and functional
combination of adherent junctions, tight junctions, gap junctions
(GJ) and desmosomes (Cohen-Barak et al., 2020). The gap junction
network of the epidermis contributes to keeping the integrity and Ces1d (Carboxylesterase 1D) is a glycoprotein involved in lipid
metabolism and catalyzes the hydrolysis of triglycerides and
monoglycerides (Zheng et al., 2020). cytochrome c oxidase
subunit 5B(Cox5b) affects mitochondrial activity and also is
involved in lipid synthesis (Soro-Arnaiz et al., 2016). Compared to
the BC group, Ces1d in the MC group was significantly down-
regulated, while Cox5b was up-regulated. After CPT treatment,
Ces1d significantly increased, while Cox5b significantly decreased,
when compared to the MC group. Our analysis suggested that CPT
could improve the metabolism and biosynthesis of lipids, and September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org 12 Mechanisms of Cryptotanshinone Intervene Acne Zhu et al. mitochondrial function in acne rats. These results are in agreement
with our team’s previous study (Ruan et al., 2020). in rats. CPT could inhibit the disordered metabolism of several
pathways
in
rats
with
acne,
especially
glycolysis/
gluconeogenesis,
galactose
metabolism
and
histidine
metabolism,
which
play
an
important
role
in
acne
development. These results can aid to explain the mechanism
of action of CPT to treat acne. DISCUSSION In conclusion, CPT might be a
safe and potential drug to treat acne. Keratin 16 (Krt16) and Keratin 17 (Krt17) are the type I
intermediate filament proteins, which are primarily presented in
the base cells of hair follicles and sebaceous glands of the
epithelium. Krt17 can regulate various biological processes of skin
cells, such as cell growth, cell proliferation, inflammation and hair
follicle circulation, as well as immune responses (Jin and Wang, 2014;
Yang et al., 2019). Krt16 has a close relationship with genes that
participate in the maintenance of the skin barrier and natural
immunity (Lessard et al., 2013). Keratin 14 (Krt14) is a major
structural component of keratinocytes in the epidermal base,
affecting
biological
processes
such
as
cell
mechanics,
cell
homeostasis, and epidermal barrier function (Guo et al., 2020). Krt
14, Krt 16 and Krt 17 were significantly up-regulated in the MC group
and down-regulated after CPT treatment (Figure 3). These results and
the histopathological and lesions analysis agree with previous research
that reported that the expression of Krt 14, Krt 16 and Krt 17 were up-
regulated in acne rats and could promote keratinocyte proliferation
leading to excessive keratinization (Yang et al., 2017). ETHICS STATEMENT The animal study was reviewed and approved by Laboratory
Animal Ethics Committee of Southern Medical University. Tubulin alpha-4A chain (Tuba4a) and Moesin (Msn) were found
to be DEPs in MC and CPT groups. Msn is regulated by tight junction
assembly in the tight junction barrier, while Tuba4a was found to be
significantly up-regulated in acne rat. CPT treatment decreased
Tuba4a levels, indicating that the tight junction barrier was
restored after CPT treatment. Previous studies have shown that Msn
can become activated and induce the infiltration of inflammatory cells
in tissues (Liu et al., 2015). We found that Msn in our model group was
notably up-regulated. After CPT treatment, Msn was decreased when
compared to the levels found for the MC group. The results of the
histopathological analysis showed that there was inflammatory cell
infiltrationintheskin tissueofacne rats,however this phenomenonwas
improved after treatment with CPT. These results are consistent with a
previous study of our group (Ruan et al., 2020). ACKNOWLEDGMENTS We thank the Shanghai Applied Protein Technology Co., Ltd. for
technical assistance. FUNDING The biological process of leukocyte transendothelial migration is
related to the estrogen signaling pathway. Studies have shown that
estrogen treatment could attenuate leukocyte infiltration in rat
(Schneider et al., 2012). Krt 14, Krt 16, Krt 17, Hsp90b1 and
Hsp90ab1 are proteins of the estrogen signaling pathway that were
significantly up-regulated in the MC group and decreased in the CPT
group (Figure 5). As shown in the cytokine levels in serum of IL-6, IL-
8, TNF-α and IL-1β, the CPT could inhibit the release of these
cytokines, thus improving inflammation in acne rats (Figure 2B). This
indicated that the skin inflammation was controlled after CPT
treatment. Further exploration is needed in the future. This study was supported by the National Natural Science
Foundation
of
China
(81874346)
and
the
Science
and
Technology Program of Guangzhou (201907010018). This study was supported by the National Natural Science
Foundation
of
China
(81874346)
and
the
Science
and
Technology Program of Guangzhou (201907010018). This study was supported by the National Natural Science
Foundation
of
China
(81874346)
and
the
Science
and
Technology Program of Guangzhou (201907010018). AUTHOR CONTRIBUTIONS QL, HZ designed this study, writing review and editing, funding
acquisition. ZZ writing original draft, performed experiments and
analyzed the data. TC, ZW, YX, WW and YW provided
techniques assistance in this study. QD, YFW and QZ
performed several experiments. CJ, CS and LL reviewed the
article. DATA AVAILABILITY STATEMENT The datasets presented in this study can be found in online
repositories. The
names
of
the
repository/repositories
and
accession number(s) can be found below: PXD027219 via
ProteomeXchange. Cryptotanshinone: A Mechanistic Review. Phytother Res. 35, 155–179.
doi:10.1002/ptr.6815
Bernardini, N., Skroza, N., Tolino, E., Mambrin, A., Anzalone, A., Balduzzi, V., et al.
(2020). IL-17 and its Role in Inflammatory, Autoimmune, and Oncological Skin
Diseases: State of Art. Int. J. Dermatol. 59, 406–411. doi:10.1111/ijd.14695 CONCLUSION The Supplementary Material for this article can be found online at:
https://www.frontiersin.org/articles/10.3389/fphar.2021.700696/
full#supplementary-material Through proteomics and metabolomics studies, we showed that
CPT may regulate multiple biological processes to improve acne REFERENCES Cryptotanshinone: A Mechanistic Review. Phytother Res. 35, 155–179. doi:10.1002/ptr.6815
Bernardini, N., Skroza, N., Tolino, E., Mambrin, A., Anzalone, A., Balduzzi, V., et al. (2020). IL-17 and its Role in Inflammatory, Autoimmune, and Oncological Skin
Diseases: State of Art. Int. J. Dermatol. 59, 406–411. doi:10.1111/ijd.14695 Cryptotanshinone: A Mechanistic Review. Phytother Res. 35, 155–179. doi:10.1002/ptr.6815
Bernardini, N., Skroza, N., Tolino, E., Mambrin, A., Anzalone, A., Balduzzi, V., et al. (2020). IL-17 and its Role in Inflammatory, Autoimmune, and Oncological Skin
Diseases: State of Art. Int. J. Dermatol. 59, 406–411. doi:10.1111/ijd.14695 Ashrafizadeh, M., Zarrabi, A., Orouei, S., Saberifar, S., Salami, S., Hushmandi, K.,
et al. (2021). Recent Advances and Future Directions in Anti-tumor Activity of September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org 13 Mechanisms of Cryptotanshinone Intervene Acne Zhu et al. Burns, J. L., Nakamura, M. T., and Ma, D. W. L. (2018). Differentiating the
Biological Effects of Linoleic Acid from Arachidonic Acid in Health and
Disease. Prostaglandins Leukot. Essent. Fatty Acids 135, 1–4. doi:10.1016/
j.plefa.2018.05.004 Liu, Y. J., Li, H., Tian, Y., Han, J., Wang, X. Y., Li, X. Y., et al. (2020). PCTR1
Ameliorates Lipopolysaccharide-Induced Acute Inflammation and Multiple
Organ Damage via Regulation of Linoleic Acid Metabolism by Promoting
FADS1/FASDS2/ELOV2 Expression and Reducing PLA2 Expression. Lab. Invest. 100, 904–915. doi:10.1038/s41374-020-0412-9 Chen, C., Hou, J., Tanner, J. J., and Cheng, J. (2020). Bioinformatics Methods for
Mass Spectrometry-Based Proteomics Data Analysis. Int. J. Mol. Sci. 21, 25. doi:10.3390/ijms21082873 Ma, N., Yang, Y., Liu, X., Li, S., Qin, Z., and Li, J. (2020). Plasma Metabonomics and
Proteomics Studies on the Anti-thrombosis Mechanism of Aspirin Eugenol
Ester in Rat Tail Thrombosis Model. J. Proteomics 215, 103631. doi:10.1016/
j.jprot.2019.103631 Clayton, R. W., Göbel, K., Niessen, C. M., Paus, R., Van Steensel, M. A. M., and
Lim, X. (2019). Homeostasis of the Sebaceous Gland and Mechanisms of Acne
Pathogenesis. Br. J. Dermatol. 181, 677–690. doi:10.1111/bjd.17981 Maione, F., Piccolo, M., De Vita, S., Chini, M. G., Cristiano, C., De Caro, C., et al. (2018). Down Regulation of Pro-inflammatory Pathways by Tanshinone IIA
and Cryptotanshinone in a Non-genetic Mouse Model of Alzheimer’s Disease. Pharmacol. Res. 129, 482–490. doi:10.1016/j.phrs.2017.11.018 Cohen-Barak, E., Godsel, L. M., Koetsier, J. L., Hegazy, M., Kushnir-Grinbaum, D.,
Hammad, H., et al. (2020). The Role of Desmoglein 1 in Gap Junction Turnover
Revealed through the Study of SAM Syndrome. J. Invest. Dermatol. 140, 556, e9-
+. doi:10.1016/j.jid.2019.08.433 Markovics, A., Tóth, K. REFERENCES The Antimicrobial Effect of
CEN1HC-Br against Propionibacterium Acnes and its Therapeutic and Anti-
inflammatory Effects on Acne Vulgaris. Peptides 99, 36–43. doi:10.1016/
j.peptides.2017.11.001 Oulès, B., Philippeos, C., Segal, J., Tihy, M., Vietri Rudan, M., Cujba, A. M., et al. (2020). Contribution of GATA6 to Homeostasis of the Human Upper
Pilosebaceous Unit and Acne Pathogenesis. Nat. Commun. 11, 5067. doi:10.1038/s41467-020-18784-z Harper, J. C. (2020). Acne Vulgaris: What’s New in Our 40th Year. J. Am. Acad. Dermatol. 82, 526–527. doi:10.1016/j.jaad.2019.01.092 Patti,G.J., Yanes, O., andSiuzdak,G.(2012). Innovation:Metabolomics: the Apogee ofthe
Omics Trilogy. Nat. Rev. Mol. Cel Biol 13, 263–269. doi:10.1038/nrm3314 Jin, L., and Wang, G. (2014). Keratin 17: A Critical Player in the Pathogenesis of
Psoriasis. Med. Res. Rev. 34, 438–454. doi:10.1002/med.21291 Quanico, J., Gimeno, J. P., Nadal-Wollbold, F., Casas, C., Alvarez-Georges, S.,
Redoulès, D., et al. (2017). Proteomic and Transcriptomic Investigation of Acne
Vulgaris Microcystic and Papular Lesions: Insights in the Understanding of its
Pathophysiology. Biochim. Biophys. Acta Gen. Subj 1861, 652–663. doi:10.1016/
j.bbagen.2016.10.021 Kang, D., Shi, B., Erfe, M. C., Craft, N., and Li, H. (2015). Vitamin B12 Modulates
the Transcriptome of the Skin Microbiota in Acne Pathogenesis. Sci. Transl
Med. 7, 293ra103. doi:10.1126/scitranslmed.aab2009 Lessard, J. C., Piña-Paz, S., Rotty, J. D., Hickerson, R. P., Kaspar, R. L., Balmain, A.,
et al. (2013). Keratin 16 Regulates Innate Immunity in Response to Epidermal
Barrier Breach. Proc. Natl. Acad. Sci. U S A. 110, 19537–19542. doi:10.1073/
pnas.1309576110 Rahman, N., Jeon, M., Song, H. Y., and Kim, Y. S. (2016). Cryptotanshinone, a
Compound of Salvia Miltiorrhiza Inhibits Pre-adipocytes Differentiation by
Regulation of Adipogenesis-Related Genes Expression via STAT3 Signaling. Phytomedicine 23, 58–67. doi:10.1016/j.phymed.2015.12.004 Li, H., Gao, C., Liu, C., Liu, L., Zhuang, J., Yang, J., et al. (2021a). A Review of the
Biological Activity and Pharmacology of Cryptotanshinone, an Important
Active
Constituent
in
Danshen. Biomed. Pharmacother. 137,
111332. doi:10.1016/j.biopha.2021.111332 Ruan, S., Xiang, S., Wu, W., Cao, S., Du, Q., Wang, Z., et al. (2020). Potential Role of
mTORC1 and the PI3K-Akt Pathway in Anti-acne Properties of Licorice
Flavonoids. J. Funct. Foods 70, 103968. doi:10.1016/j.jff.2020.103968 Li, J., Xing, J., Lu, F., Chang, W., Liang, N., Li, J., et al. (2020). Psoriatic Dermal-
Derived Mesenchymal Stem Cells Reduce Keratinocyte Junctions, and Increase
Glycolysis. Acta Derm Venereol. 100, adv00122. doi:10.2340/00015555-3480 Saurat, J. H. (2015). Strategic Targets in Acne: The Comedone Switch in Question. Dermatology 231, 105–111. doi:10.1159/000382031 Schneider, B. S., Vigil, S. A., and Moonie, S. (2012). REFERENCES F., Sós, K. E., Magi, J., Gyöngyösi, A., Benyó, Z., et al. (2019). Nicotinic Acid Suppresses Sebaceous Lipogenesis of Human Sebocytes
via Activating Hydroxycarboxylic Acid Receptor 2 (HCA2 ). J. Cel Mol Med 23,
6203–6214. doi:10.1111/jcmm.14505 Eckhart, L., Schmidt, M., Mildner, M., Mlitz, V., Abtin, A., Ballaun, C., et al. (2008). Histidase Expression in Human Epidermal Keratinocytes: Regulation by
Differentiation Status and All-Trans Retinoic Acid. J. Dermatol. Sci. 50,
209–215. doi:10.1016/j.jdermsci.2007.12.009 Martin, P. E., Easton, J. A., Hodgins, M. B., and Wright, C. S. (2014). Connexins:
Sensors of Epidermal Integrity that Are Therapeutic Targets. FEBS Lett. 588,
1304–1314. doi:10.1016/j.febslet.2014.02.048 Gao, Y., Li, J. T., Li, X., Li, X., Yang, S. W., Chen, N. H., et al. (2021). Tetrahydroxy
Stilbene Glycoside Attenuates Acetaminophen-Induced Hepatotoxicity by
UHPLC-Q-TOF/MS-based Metabolomics and Multivariate Data Analysis. J. Cel Physiol 236, 3832–3862. doi:10.1002/jcp.30127 Monti, C., Zilocchi, M., Colugnat, I., and Alberio, T. (2019). Proteomics Turns
Functional. J. Proteomics 198, 36–44. doi:10.1016/j.jprot.2018.12.012 Gertsman, I., and Barshop, B. A. (2018). Promises and Pitfalls of Untargeted
Metabolomics. J. Inherit. Metab. Dis. 41, 355–366. doi:10.1007/s10545-017-
0130-7 Nagappan, A., Kim, J. H., Jung, D. Y., and Jung, M. H. (2020). Cryptotanshinone
from the Salvia Miltiorrhiza Bunge Attenuates Ethanol-Induced Liver Injury by
Activation of AMPK/SIRT1 and Nrf2 Signaling Pathways. Int. J. Mol. Sci. 21,
19. doi:10.3390/ijms21010265 Gollnick, H. P., and Dreno, B. (2015). Pathophysiology and Management of Acne. J. Eur. Acad. Dermatol. Venereol. 29 Suppl 4, 1–2. doi:10.1111/jdv.13182 Nesvizhskii,
A. I. (2014). Proteogenomics:
Concepts,
Applications
and
Computational
Strategies. Nat. Methods
11,
1114–1125. doi:10.1038/
nmeth.3144 Gui, S. W., Liu, Y. Y., Zhong, X. G., Liu, X., Zheng, P., Pu, J. C., et al. (2018). Plasma
Disturbance of Phospholipid Metabolism in Major Depressive Disorder by
Integration of Proteomics and Metabolomics. Neuropsychiatr. Dis. Treat. 14,
1451–1461. doi:10.2147/ndt.s164134 O’connell, J. D., Paulo, J. A., O’brien, J. J., and Gygi, S. P. (2018). Proteome-Wide
Evaluation of Two Common Protein Quantification Methods. J. Proteome Res. 17,
1934–1942. doi:10.1021/acs.jproteome.8b00001610.1021/
j
t
8b00016 Guo, Y., Redmond, C. J., Leacock, K. A., Brovkina, M. V., Ji, S., Jaskula-Ranga, V.,
et al. (2020). Keratin 14-dependent Disulfides Regulate Epidermal Homeostasis
and Barrier Function via 14-3-3σ and YAP1. Elife 9, e53165. doi:10.7554/
eLife.53165 acs.jproteome.8b00016 O’neill, A. M., and Gallo, R. L. (2018). Host-microbiome Interactions and Recent
Progress into Understanding the Biology of Acne Vulgaris. Microbiome 6, 177. doi:10.1186/s40168-018-0558-5 Han, R., Blencke, H. M., Cheng, H., and Li, C. (2018). REFERENCES Body Weight and Leukocyte
Infiltration after an Acute Exercise-Related Muscle Injury in Ovariectomized
Mice Treated with Estrogen and Progesterone. Gen. Comp. Endocrinol. 176,
144–150. doi:10.1016/j.ygcen.2011.12.019 Li, W. H., Fassih, A., Binner, C., Parsa, R., and Southall, M. D. (2018). Low-level
Red LED Light Inhibits Hyperkeratinization and Inflammation Induced by
Unsaturated Fatty Acid in an In Vitro Model Mimicking Acne. Lasers Surg. Med. 50, 158–165. doi:10.1002/lsm.22747 Soro-Arnaiz, I., Li, Q. O. Y., Torres-Capelli, M., Meléndez-Rodríguez, F., Veiga, S.,
Veys, K., et al. (2016). Role of Mitochondrial Complex IV in Age-dependent
Obesity. Cell Rep 16, 2991–3002. doi:10.1016/j.celrep.2016.08.041 Li, Z., Xia, J., Jiang, L., Tan, Y., An, Y., Zhu, X., et al. (2021b). Characterization of
the Human Skin Resistome and Identification of Two Microbiota Cutotypes. Microbiome 9, 47. doi:10.1186/s40168-020-00995-7 Sutter, C. H., Olesen, K. M., Bhuju, J., Guo, Z., and Sutter, T. R. (2019). AHR
Regulates
Metabolic
Reprogramming
to
Promote
SIRT1-dependent
Keratinocyte Differentiation. J. Invest. Dermatol. 139, 818–826. doi:10.1016/
j.jid.2018.10.019 Liu, X., Yang, T., Suzuki, K., Tsukita, S., Ishii, M., Zhou, S., et al. (2015). Moesin and Liu, X., Yang, T., Suzuki, K., Tsukita, S., Ishii, M., Zhou, S., et al. (2015). Moesin and
Myosin Phosphatase Confine Neutrophil Orientation in a Chemotactic
Gradient. J. Exp. Med. 212, 267–280. doi:10.1084/jem.20140508 Myosin Phosphatase Confine Neutrophil Orientation in a Chemotactic
Gradient. J. Exp. Med. 212, 267–280. doi:10.1084/jem.20140508 September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org 14 Mechanisms of Cryptotanshinone Intervene Acne Zhu et al. Corticosterone in High Salt-Induced Hypertension. Circ. Res. 126, 839–853. doi:10.1161/circresaha.119.316394 Corticosterone in High Salt-Induced Hypertension. Circ. Res. 126, 839–853. doi:10.1161/circresaha.119.316394 Tang, L., He, S., Wang, X., Liu, H., Zhu, Y., Feng, B., et al. (2018). Cryptotanshinone
Reduces Psoriatic Epidermal Hyperplasia via Inhibiting the Activation of
STAT3. Exp. Dermatol. 27, 268–275. doi:10.1111/exd.13511 Yang, L., Fan, X., Cui, T., Dang, E., and Wang, G. (2017). Nrf2 Promotes
Keratinocyte Proliferation in Psoriasis through Up-Regulation of Keratin 6,
Keratin 16, and Keratin 17. J. Invest. Dermatol. 137, 2168–2176. doi:10.1016/ Yang, L., Fan, X., Cui, T., Dang, E., and Wang, G. (2017). Nrf2 Promotes
Keratinocyte Proliferation in Psoriasis through Up-Regulation of Keratin 6,
Keratin 16, and Keratin 17. J. Invest. Dermatol. 137, 2168–2176. doi:10.1016/
j.jid.2017.05.015 Tohgasaki, T., Ozawa, N., Yoshino, T., Ishiwatari, S., Matsukuma, S., Yanagi, S., et al. (2018). Enolase-1 Expression in the Stratum Corneum Is Elevated with Parakeratosis
of Atopic Dermatitis and Disrupts the Cellular Tight junction Barrier in Keratinocytes. REFERENCES Int. J. Cosmet. Sci. 40, 178–186. doi:10.1111/ics.12449 Keratin 16, and Keratin 17. J. Invest. Dermatol. 137, 2168–2176. doi:10.1016/
j.jid.2017.05.015 Yang, L., Zhang, S., and Wang, G. (2019). Keratin 17 in Disease Pathogenesis: from
Cancer to Dermatoses. J. Pathol. 247, 158–165. doi:10.1002/path.5178 Tricarico, P. M., Boniotto, M., Genovese, G., Zouboulis, C. C., Marzano, A. V., and
Crovella, S. (2019). An Integrated Approach to Unravel Hidradenitis
Suppurativa
Etiopathogenesis. Front. Immunol. 10,
892. doi:10.3389/
fimmu.2019.00892 Yi, H., Yang, G., Xiong, Y., Wu, Q., Xiao, H., Wen, X., et al. (2019). Integrated
Metabolomic and Proteomics Profiling Reveals the Promotion of Lactobacillus
Reuteri LR1 on Amino Acid Metabolism in the Gut-Liver axis of Weaned Pigs. Food Funct. 10, 7387–7396. doi:10.1039/c9fo01781j Udhaya Kumar, S., Thirumal Kumar, D., Mandal, P. D., Sankar, S., Haldar, R.,
Kamaraj, B., et al. (2020). “Comprehensive In Silico Screening and Molecular
Dynamics Studies of Missense Mutations in Sjogren-Larsson Syndrome
Associated with the ALDH3A2 Gene,” in Inflammatory Disorders - Pt B. Editor R. Donev (San Diego: Elsevier Academic Press Inc)), 349–377. doi:10.1016/bs.apcsb.2019.11.004 Yu, Z., Lv, H., Han, G., and Ma, K. (2016). Ethosomes Loaded with
Cryptotanshinone for Acne Treatment through Topical Gel Formulation. Plos One 11, e0159967. doi:10.1371/journal.pone.0159967 Zhang, Y., Lu, W., Zhang, X., Lu, J., Xu, S., Chen, S., et al. (2019). Cryptotanshinone
Protects against Pulmonary Fibrosis through Inhibiting Smad and STAT3 Signaling
Pathways. Pharmacol. Res. 147, 104307. doi:10.1016/j.phrs.2019.104307 Wang, B., Wang, Y., Zuo, S., Peng, S., Wang, Z., Zhang, Y., et al. (2021). Untargeted
and Targeted Metabolomics Profiling of Muscle Reveals Enhanced Meat
Quality in Artificial Pasture Grazing Tan Lambs via Rescheduling the
Rumen
Bacterial
Community. J. Agric. Food
Chem. 69,
846–858. doi:10.1021/acs.jafc.0c06427 Zheng, X., Ren, B., Li, X., Yan, H., Xie, Q., Liu, H., et al. (2020). Selenoprotein F
Knockout Leads to Glucose and Lipid Metabolism Disorders in Mice. J. Biol. Inorg. Chem. 25, 1009–1022. doi:10.1007/s00775-020-01821-z Zuo, T., Chen, H., Xiang, S., Hong, J., Cao, S., Weng, L., et al. (2016). Cryptotanshinone-Loaded Cerasomes Formulation: In Vitro Drug Release,
In Vivo Pharmacokinetics, and In Vivo Efficacy for Topical Therapy of
Acne. Acs Omega 1, 1326–1335. doi:10.1021/acsomega.6b00232 Wang, Z., Liu, L., Xiang, S., Jiang, C., Wu, W., Ruan, S., et al. (2020). Formulation
and Characterization of a 3D-Printed Cryptotanshinone-Loaded Niosomal
Hydrogel for Topical Therapy of Acne. Aaps Pharmscitech 21, 159. September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org REFERENCES doi:10.1208/s12249-020-01677-1 Conflict of Interest: The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. Williams, H. C., Dellavalle, R. P., and Garner, S. (2012). Acne Vulgaris. Lancet 379,
361–372. doi:10.1016/s0140-6736(11)60321-8 Wiśniewski, J. R., Zougman, A., Nagaraj, N., and Mann, M. (2009). Universal
Sample Preparation Method for Proteome Analysis. Nat. Methods 6, 359–362. doi:10.1038/nmeth.1322 Publisher’s Note: All claims expressed in this article are solely those of the authors
and do not necessarily represent those of their affiliated organizations, or those of
the publisher, the editors and the reviewers. Any product that may be evaluated in
this article, or claim that may be made by its manufacturer, is not guaranteed or
endorsed by the publisher. Wörheide, M. A., Krumsiek, J., Kastenmüller, G., and Arnold, M. (2021). Multi-
omics Integration in Biomedical Research - A Metabolomics-Centric Review. Anal. Chim. Acta 1141, 144–162. doi:10.1016/j.aca.2020.10.038 Worlein, J. M., Baker, K., Bloomsmith, M., Coleman, K., and Koban, T. L. (2011). Author
Index. Altern. Lab. Anim. 39,
98–99. doi:10.1177/
026119291103900111 Copyright © 2021 Zhu, Chen, Wang, Xue, Wu, Wang, Du, Wu, Zeng, Jiang, Shen,
Liu, Zhu and Liu. This is an open-access article distributed under the terms of the
Creative Commons Attribution License (CC BY). The use, distribution or
reproduction in other forums is permitted, provided the original author(s) and
the copyright owner(s) are credited and that the original publication in this journal is
cited, in accordance with accepted academic practice. No use, distribution or
reproduction is permitted which does not comply with these terms. Xu, D., Lin, T. H., Li, S., Da, J., Wen, X. Q., Ding, J., et al. (2012). Cryptotanshinone
Suppresses Androgen Receptor-Mediated Growth in Androgen Dependent and
Castration
Resistant
Prostate
Cancer
Cells. Cancer
Lett. 316,
11–22. doi:10.1016/j.canlet.2011.10.006 Yan, X., Jin, J., Su, X., Yin, X., Gao, J., Wang, X., et al. (2020). Intestinal Flora
Modulates Blood Pressure by Regulating the Synthesis of Intestinal-Derived September 2021 | Volume 12 | Article 700696 Frontiers in Pharmacology | www.frontiersin.org 15
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Clinical Significance of the Head-Up Tilt Test in Improving Prognosis in Patients with Possible Neurally Mediated Syncope
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Article
Clinical Significance of the Head-Up Tilt Test in Improving
Prognosis in Patients with Possible Neurally Mediated Syncope e 1,*
, Tomoyoshi Komiyama 2,*
, Misaki Hasegawa 1
, Tetsuri Sakai 1, Masahiro Morise 1,
ama 1, Atsuhiko Yagishita 1, Mari Amino 1, Yuji Ikari 1
and Koichiro Yoshioka 1 Kengo Ayabe 1,*
, Tomoyoshi Komiyama 2,*
, Misaki Hasegawa 1
, Tetsuri Sakai 1, Masahiro Morise 1,
Susumu Sakama 1, Atsuhiko Yagishita 1, Mari Amino 1, Yuji Ikari 1
and Koichiro Yoshioka 1 1
Department of Cardiology, Tokai University School of Medicine, Isehara 259-1193, Kanagawa, Japan;
299947@cc.u-tokai.ac.jp (M.H.); st219820@tsc.u-tokai.ac.jp (T.S.); m-morise@tokai.ac.jp (M.M.);
ss014572@tsc.u-tokai.ac.jp (S.S.); ayagishita@tsc.u-tokai.ac.jp (A.Y.); mariam@is.icc.u-tokai.ac.jp (M.A.);
ikari@is.icc.u-tokai.ac.jp (Y.I.); ko1@is.icc.u-tokai.ac.jp (K.Y.) 1
Department of Cardiology, Tokai University School of Medicine, Isehara 259-1193, Kanagawa, Japan;
299947@cc.u-tokai.ac.jp (M.H.); st219820@tsc.u-tokai.ac.jp (T.S.); m-morise@tokai.ac.jp (M.M.);
ss014572@tsc.u-tokai.ac.jp (S.S.); ayagishita@tsc.u-tokai.ac.jp (A.Y.); mariam@is.icc.u-tokai.ac.jp (M.A.);
ikari@is.icc.u-tokai.ac.jp (Y.I.); ko1@is.icc.u-tokai.ac.jp (K.Y.) jp
jp
2
Department of Clinical Pharmacology, Tokai University School of Medicine,
Isehara 259-1193 Kanagawa Japan jp
jp
2
Department of Clinical Pharmacology, Tokai University School of Medicine, 2
Department of Clinical Pharmacology, Tokai University School of Medicine,
Isehara 259-1193, Kanagawa, Japan epa t
e t o C
ca
a
aco ogy, oka U
ve s ty Sc oo o Med c
e,
Isehara 259-1193, Kanagawa, Japan g
p
*
Correspondence: kengo.ayabe@fuji.tokai-u.jp (K.A.); komiyama@tokai-u.jp (T.K.) Simple Summary: Several diseases can cause syncope, which is commonly known as fainting;
however, syncope triggered by a reflex mechanism, also termed neurally mediated syncope (NMS),
is one of the most common forms. While NMS is considered a benign disease, it can cause critical
clinical events, such as severe trauma due to syncope. The head-up tilt test (HUTT) is one of the
modalities for the diagnosis of NMS. The clinical significance of HUTT in the prognosis of NMS, such
as recurrence rate of syncope and mortality, are still to be elucidated. This research aimed to clarify
the value of HUTT for the diagnosis of NMS, and to investigate the prognosis of patients with NMS
by analyzing the data of 101 patients with syncope and their close long-term (four years at the longest)
follow-up. Furthermore, as insertable cardiac monitors (ICMs) are considered effective in patients
with syncope, this study also aimed to evaluate the usefulness of ICM in patients with negative
HUTT results. Finally, our research contributes to the improvement of the clinical management for
patients with syncope. biology biology biology biology 1. Introduction Syncope is a common chief complaint encountered in daily clinical practice. It is
defined as the transient loss of consciousness due to global cerebral hypoperfusion [1],
which is characterized by a rapid onset and spontaneous recovery. Depending on the
underlying etiology (benign or life-threatening conditions or environmental triggers),
syncope can be neurally mediated (reflex), cardiac, or orthostatic. Furthermore, some
neurologic diseases can cause symptoms that mimic syncope [2]. Although the severity
and clinical significance of syncope might vary according to the patient’s background,
cardiogenic syncope was found to be associated with poor prognosis [3,4]. The main causes
of cardiogenic syncope are ischemic heart diseases, valvular diseases, and life-threatening
arrhythmias, such as ventricular tachycardia, ventricular fibrillation, and conduction
disorders (complete heart block and sick sinus syndrome). On the contrary, neurally
mediated syncope (NMS) is non-life-threatening and represents a benign disorder with a
better prognosis [5]. NMS comprises a relatively wide variety of types, such as vasovagal,
situational, carotid sinus, and others [3]. To clarify the cause of syncope, circulatory
dynamics are usually investigated in patients with NMS using high-resolution Holter
electrocardiography and correlation analysis of changes in adenylate cyclase activity, blood
pressure, and pulse during the head-up tilt test (HUTT) [6,7]. Additionally, the mechanism
of the molecular interaction and the polymorphisms of the alpha-2 adrenoreceptor (α2B-
AR) gene as the potential psychiatric cause of incentive stress are analyzed [8]. Despite its benign nature, NMS prevents patients from performing their regular daily
activities due to the unanticipated onset of the disease and a paucity of treatment options [9]. Therefore, the categorization of NMS as a benign disorder is questionable, and further
research is warranted. While obtaining the details of clinical history is very important, the HUTT is one of
the standard diagnostic procedures for NMS [10]. According to the guidelines on syncope
published by the Japanese Society of Cardiology (2012), European Society of Cardiology,
and American College of Cardiology and American Heart Association, NMS is classified
into four types (vasopressor, cardioinhibitory, mixed, and orthostatic hypotension types)
based on the results of this test [2,11]. The clinical importance of the HUTT has been studied
widely. However, the clinical sensitivity and specificity of the HUTT have not yet been
adequately established [12,13]. Herein, we focus on the clinical significance of HUTT in
patients with syncope and whose probable diagnosis was NMS.
Citation: Ayabe, K.; Komiyama, T.;
Hasegawa, M.; Sakai, T.; Morise, M.;
Sakama, S.; Yagishita, A.; Amino, M.;
Ikari, Y.; Yoshioka, K. Clinical
Significance of the Head-Up Tilt Test
in Improving Prognosis in Patients
with Possible Neurally Mediated
Syncope. Biology 2021, 10, 919. https://doi.org/10.3390/
biology10090919 Abstract: Syncope is commonly encountered in daily clinical practice. Depending on its etiology
(benign or life-threatening conditions or environmental triggers), syncope can be neurally mediated
(reflex), cardiac, or orthostatic. Furthermore, neurologic disease can cause symptoms that mimic
syncope. However, there is limited research on neurally mediated syncope (NMS), which is consid-
ered a benign disorder, and close follow-ups are rarely performed. NMS can cause serious clinical
events, including severe trauma and car accidents. The head-up tilt test (HUTT) is the gold standard
for diagnosing NMS; however, its clinical significance remains unknown, and its relevance to NMS
prognosis requires further research. This retrospective study aimed to assess the clinical significance
of the HUTT for NMS. We reviewed the charts of 101 patients who underwent HUTT at Tokai
University Hospital in Japan between January 2016 and March 2019. During the HUTT, 72 patients
(69.2%) experienced syncope. Patients were followed up for 886.1 ± 457.7 days (interquartile range:
518–1293 days). The syncope recurrence rate was 16.9%; however, no significant difference was
observed between the two groups (HUTT positive vs. negative) (13.8% vs. 18.1%, p = 0.772). Four
of 29 (13.9%) and two of 72 (2.8%) patients in the negative and positive HUTT groups, respectively,
experienced cardiac events (p = 0.019). Negative HUTT results may assist in anticipating unexpected
clinical events within a few years. A negative HUTT result may allow us to reconsider the NMS
diagnosis based on clinical information. Close outpatient follow-up of patients with negative HUTT
results is warranted. Academic Editor: Vincenzo Lionetti Received: 6 August 2021
Accepted: 8 September 2021
Published: 15 September 2021 Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Copyright: © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
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terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). Keywords: atrial fibrillation; atrioventricular block; hypotension; sinoatrial node; tilt-table test;
vasovagal syncope https://www.mdpi.com/journal/biology Biology 2021, 10, 919. https://doi.org/10.3390/biology10090919 2 of 11 Biology 2021, 10, 919 2.1. Ethics Statement The Institutional Review Board of Tokai University School of Medicine approved our
study (approval number: 14R-053). 1. Introduction Limited studies concerning
the long-term follow-up of patients with syncope have been reported [14]. The prognosis
of NMS remains to be elucidated. Therefore, we followed up our patients for a maximum
of 3 years. The specificity of the HUTT has been reported to be as high as 90% [3,15]. Hence, we also focused on the clinical importance of negative HUTT results because close
follow-up of these patients is occasionally not performed due to the belief that NMS is
a benign disorder. Negative HUTT results suggest that the etiology of syncope remains
to be determined by more detailed examination. Insertable cardiac monitors (ICMs) are
widely used in patients with syncope of unknown etiologies [16]. In addition, ICMs are
effective in detecting atrial fibrillation (AF), one of the many causes of syncope due to sinus
node pause [17]. Although we did not perform ICM implantation in our patients, we also
aimed to evaluate the usefulness of ICM in patients with syncope whose HUTT results
were negative. 2.3. Head-Up Tilt Test (HUTT)
2 3 Head Up Tilt Test (HUTT) The HUTT was performed as previously described [6]. All study patients were
admitted to our hospital a day before the test. We performed the test in the morning after
sufficient night rest. The tilt table was set to a standing position at 70 degrees (70◦). The
patient initially lay on the table and wore belts to prevent accidental injury if syncope
occurred. We then placed a continuous blood pressure monitoring and ECG electrode
patch on the patient, using the tilt test monitoring device developed by Nihon Koden
(Nihon Kohden, Tokyo, Japan). Blood pressure, heart rate, and ECGs were monitored
continuously. The room light and air conditioner were turned off during the test. After
confirming that the patient was in a stable condition with his/her security belts on, we
moved up the study patient to 70◦. The patient was instructed to stand for 20 min before
administering nitroglycerin sublingually. Afterwards, the patient was instructed to stand
for another 10 min. When the patient complained of presyncopal symptoms or developed
syncope, we defined the HUTT result as positive. If syncope occurred, the tilt bed was
leveled immediately, and vital signs were maintained. The protocol of the HUTT is
shown in Figure 1. 2.3. Head-Up Tilt Test (HUTT)
The HUTT was performed as previously described [6]. All study patients were admitted
to our hospital a day before the test. We performed the test in the morning after sufficient night
rest. The tilt table was set to a standing position at 70 degrees (70°). The patient initially lay on
the table and wore belts to prevent accidental injury if syncope occurred. We then placed a
continuous blood pressure monitoring and ECG electrode patch on the patient, using the tilt
test monitoring device developed by Nihon Koden (Nihon Kohden, Tokyo, Japan). Blood
pressure, heart rate, and ECGs were monitored continuously. The room light and air
conditioner were turned off during the test. After confirming that the patient was in a stable
condition with his/her security belts on, we moved up the study patient to 70°. The patient
was instructed to stand for 20 min before administering nitroglycerin sublingually. Afterwards, the patient was instructed to stand for another 10 min. When the patient
complained of presyncopal symptoms or developed syncope, we defined the HUTT result as
positive. If syncope occurred, the tilt bed was leveled immediately, and vital signs were
maintained. 2.2. Patient Information and Data Collection We performed a retrospective chart review of 101 patients who underwent the HUTT
at Tokai University Hospital in Japan between January 2016 and March 2019. 3 of 11 Biology 2021, 10, 919 All patients presented with syncope once or more times at our hospital, and were
initially evaluated by a cardiologist. Laboratory analyses, electrocardiography (ECG),
echocardiography, and chest radiography were also performed to rule out cardiac diseases,
such as coronary artery disease and cardiomyopathy. Echocardiography was performed to
rule out systolic and diastolic dysfunctions and structural abnormalities using standard
methods. Additionally, electroencephalography and computed tomography of the head
were performed in some patients to rule out epilepsy. NMS was diagnosed based on
systemic inquiry, thoughtful clinical history taking, and clinical tests. HUTT was performed
in patients whose most likely diagnosis was NMS. Patients with any possibility of cardiac
or neurological causes were excluded from the study. Patients’ information, including age,
past medical history, history related to syncope, and social history, were collected from
their medical charts. at Tokai University Hospital in Japan between January 2016 and March 2019. All patients presented with syncope once or more times at our hospital, and were
initially evaluated by a cardiologist. Laboratory analyses, electrocardiography (ECG),
echocardiography, and chest radiography were also performed to rule out cardiac
diseases, such as coronary artery disease and cardiomyopathy. Echocardiography was
performed to rule out systolic and diastolic dysfunctions and structural abnormalities
using standard methods. Additionally, electroencephalography and computed
tomography of the head were performed in some patients to rule out epilepsy. NMS was
diagnosed based on systemic inquiry, thoughtful clinical history taking, and clinical tests. HUTT was performed in patients whose most likely diagnosis was NMS. Patients with
any possibility of cardiac or neurological causes were excluded from the study. Patients’
information, including age, past medical history, history related to syncope, and social
history were collected from their medical charts 2.3. Head-Up Tilt Test (HUTT)
2 3 Head Up Tilt Test (HUTT) The protocol of the HUTT is shown in Figure 1. Figure 1. HUTT protocol. This figure illustrates the HUTT protocol. HUTT was performed till the end without
Figure 1. HUTT protocol. This figure illustrates the HUTT protocol. HUTT was performed till the end without
any syncope If syncope occurred the tilt table was moved back to 0◦immediately If This figure illustrates the HUTT protocol. HUTT was performed till the end without
any syncope. If syncope occurred, the tilt table was moved back to 0° immediately. If
syncope did not occur for 20 min, nitroglycerin was sublingually administered. The total
time for HUTT was 30 min
This figure illustrates the HUTT protocol. HUTT was performed till the end without
any syncope. If syncope occurred, the tilt table was moved back to 0◦immediately. If
syncope did not occur for 20 min, nitroglycerin was sublingually administered. The total
time for HUTT was 30 min. 2.5. Follow-Up in the Patients after the HUTT Patients were instructed to perform the tilt training at home by standing against a
wall twice a day for a planned duration of up to 30 min, regardless of the HUTT results. The effectiveness of this tilt training was recommended by a previous study [18]. Patients
were followed up for a maximum of 3 years at an outpatient clinic regarding syncope
recurrence. Additionally, data of any unexpected events, such as death or unanticipated
syncopal problems, were collected. If patients did not present to the outpatient clinic, we
contacted them asking the same questions that were asked at the clinic. 2 4 Evaluation of the HUTT Results
2.4. Evaluation of the HUTT Results 2.4. Evaluation of the HUTT Results
Blood pressure, heart rate, and ECG were continuously monitored during the test. We
classified the HUTT results into four types according to the latest guidelines for syncope Biology 2021, 10, 919 4 of 11 published by the Japanese Society of Cardiology: vasopressor, cardioinhibitory, mixed,
or orthostatic hypotension. The cardioinhibitory type was defined as a heart rate of
<40 beats/min that lasted for 10 s, or cardiac arrest lasting >3 s before syncope. The
vasopressor type was characterized by a reduction in blood pressure without bradycardia. The mixed type was comprised of both of the above-mentioned characteristics. Classical
orthostatic hypotension was defined as a reduction in blood pressure that was sufficient to
cause syncope within 3 min of a change in position from supine to standing. A positive test
result was defined as the occurrence of presyncope or syncope during the test, regardless
of the necessity of sublingual nitroglycerin administration. We calculated each percentage
of the four NMS types listed above and analyzed the patients’ data for each NMS group. An unexpected cardiac event was defined as a cardiac issue that was not noticeable at the
point of the HUTT, and required an invasive procedure or hospital admission for further
treatment. Sudden deaths were also included in this category. 2.6. Statistical Analyses All statistical analyses were performed using the statistical software EZR (Saitama
Medical Center, Jichi Medical University, Saitama, Japan), which is a graphical user interface
for R (The R Foundation for Statistical Computing, Vienna, Austria). More precisely, it is a
modified version of R commander designed to add statistical functions frequently used
in biostatistics [19]. Log-rank analysis and a Mann–Whitney U test were used to analyze
the data. 3.1. Patients’ Characteristics 3.1. Patients’ Characteristics 3.1. Patients’ Characteristics Between March 2016 and June 2019, we performed 101 HUTTs in the patients whose
probable diagnosis was NMS based on their clinical history and diagnostic tests, such as
blood tests, ECG, 24-h Holter electrocardiography, and echocardiography, performed by
cardiologists at our institute (Table 1). Table 1. Baseline clinical characteristics of the study patients. Negative (n = 29)
Positive (n = 72)
p Value
Age
51.8 ± 19.7 years old
48.8 ± 21.6 years old
0.51
Male
72.4% (21)
63.9% (46)
0.49
Hypertension
41.4% (12)
25% (18)
0.15
RAS inhibitor
27.6% (8)
18.1% (13)
0.49
α blocker
3.4% (1)
4.2% (3)
1
β blocker
13.8% (4)
6.9% (5)
0.27
Diuretics
13.8% (4)
7.8% (2)
0.06
Calcium channel blocker
20.7% (6)
15.3% (11)
0.56
CVA
3.4% (1)
0% (0)
0.29
Diabetes mellitus
13.8% (4)
11.1% (8)
0.74
Atrial fibrillation
6.8% (2)
5.5% (4)
1
Ischemic heart disease
13.8% (4)
6.9% (5)
0.27
Non-ischemic heart disease
6.8% (2)
1.4% (1)
0.2
Ejection fraction of Left
ventricle
64.9 ± 10.7%
68.8 ± 8.1%
0.05
History of Smoking
51.7% (15)
43.1% (31)
0.31
Epilepsy
0% (0)
1.4% (1)
1
Abbreviations: CVA, Cerebrovascular attack; RAS, renin-angiotensin system. Table 1. Baseline clinical characteristics of the study patients. 5 of 11 Biology 2021, 10, 919 There was no significant difference in baseline patient characteristics between the
positive HUTT group and the negative HUTT group. The median age was 49.6 ± 21.0 years and there were 67 male patients (66.3%). Patients with cardiac diseases, such as ischemic heart disease and conduction disease that
required immediate treatment were excluded. Regarding blood test results of all patients,
hemoglobin levels and electrolyte levels, such as sodium, potassium, and calcium, were
within normal limits. Of all included patients, 28.9% had hypertension. The study included
patients who were on renin-angiotensin system inhibitors (20.2%), α-blockers (3.9%), β-
blockers (8.65%), diuretics (5.8%), and calcium channel blockers (16.4%). Twelve patients
(11.5%) had diabetes mellitus, which was well controlled with medications. Two patients
(2.0%) had a family history of NMS. Before the HUTT, we confirmed that the patients’ cardiac condition was stable enough
to tolerate the test. The mean left ventricle ejection fraction measured using echocardio-
graphy was 67.7 ± 9.0%. There was no significant difference in the electrocardiographic
findings between the positive and negative HUTT groups. One patient had a history of
epilepsy. 3.1. Patients’ Characteristics She was evaluated by a neurologist, and no association between syncope and
epilepsy was confirmed. All patients presented with syncope without any other provoca-
tion. 3.2. HUTT Result During the HUTT, 72 patients (69.2%) experienced syncope. No adverse events (AEs),
except for syncope, were documented during the test. Blood pressure, heart rate, or both
dropped when the patient experienced syncope. However, the patients were managed
appropriately by the bedside physician. The types of syncope are shown in Figure 2. The syncope was classified as vasopressor, cardioinhibitory, mixed type, and orthostatic
hypotension in 30 (27.9%), 10 (9.6%), 27 (25.9%), and five (4.8%) patients, respectively
(Figure 2). There was no significant difference between the two groups in terms of the use
of medications listed in Table 1, presence of a history of cardiac diseases, diabetes mellitus,
hypertension, AF, and stroke. There was no significant difference in age (51.8 ± 19.7 vs. 48.8 ± 21.6 years, p = 0.59) and left ventricle ejection fraction (64.9 ± 10.7 vs. 68.8 ± 8.1%,
p = 0.13) between the two groups. EW
6 of 12 Figure 2. HUTT results are classified according to the NMS type. Negative included the patients
who did not presented with syncope during HUTT. Figure 2. HUTT results are classified according to the NMS type. Negative included the patients
who did not presented with syncope during HUTT. Figure 2. HUTT results are classified according to the NMS type. Negative included the patients
who did not presented with syncope during HUTT. Figure 2. HUTT results are classified according to the NMS type. Negative included the patients
who did not presented with syncope during HUTT. 3.3. Details of 12 Lead ECG Analysis
3.3. Details of 12 Lead ECG Analysis 3.3. Details of 12 Lead ECG Analysis
3.3. Details of 12 Lead ECG Analysis f
y
We performed analysis of 12 lead ECG of each patient who underwent HUTT. The
only significant differences were shorter QRS intervals and QT intervals in patients with
a positive HUTT compared to that of those with a negative HUTT (Table 2). We performed analysis of 12 lead ECG of each patient who underwent HUTT. The only
significant differences were shorter QRS intervals and QT intervals in patients with a
positive HUTT compared to that of those with a negative HUTT (Table 2). 6 of 11 Biology 2021, 10, 919 Table 2. Analysis of baseline electrocardiogram. 3.4. Recurrence of Syncope after the HUTT and ICM Placement The patients were followed up for 886.1 ± 457.7 days (interquartile range: 518–1293 days). The recurrence rate of syncope was 16.9%, and there was no significant difference between the
two groups in recurrence rate (13.8% vs. 18.1%, p = 0.772, Figure 3). We performed log-rank
analysis and found no significant difference between the two groups (p = 0.772). EW
7 of 12 The patients were followed up for 886.1 ± 457.7 days (interquartile range: 518–1293 days). The recurrence rate of syncope was 16.9%, and there was no significant difference between the
two groups in recurrence rate (13.8% vs. 18.1%, p = 0.772, Figure 3). We performed log-rank
analysis and found no significant difference between the two groups (p = 0.772). IEW
7 of 12 Figure 3. Kaplan Meier curves depict the recurrence rate of syncope according to the HUTT results. The black line stands for the patients whose HUTT was negative. The red line stands for the patients
whose HUTT was positive. Figure 3. Kaplan Meier curves depict the recurrence rate of syncope according to the HUTT results. The black line stands for the patients whose HUTT was negative. The red line stands for the patients
whose HUTT was positive. Figure 3. Kaplan Meier curves depict the recurrence rate of syncope according to the HUTT results. The black line stands for the patients whose HUTT was negative. The red line stands for the patients
whose HUTT was positive. Figure 3. Kaplan Meier curves depict the recurrence rate of syncope according to the HUTT results. The black line stands for the patients whose HUTT was negative. The red line stands for the patients
whose HUTT was positive. 3.5. Unexpected Cardiac Events after the HUTT
Regular follow-up of patients revealed six unexpected cardiac events (5.9%). Four
out of 29 (13.9%) patients in the negative HUTT group and two out of 72 (2.8%) in the
positive HUTT group experienced cardiac events. Of the four patients in the negative
Two patients (6.9%) in the negative HUTT group underwent ICM placement. However,
no significant arrhythmia was detected to explain the cause of syncope. None of the patients
in the positive HUTT group underwent ICM placement, and none of the patients received
any prescription for the treatment of NMS. 3.2. HUTT Result HUTT
p Value
Negative (n = 29)
Positive (n = 71)
HR
68 ± 14
62 ± 14
0.06
PR
163 ± 30.6
162 ± 23.8
0.88
Axis
65.2 ± 79.2
46.3 ± 39.0
0.1
QRS
113 ± 61.9
94.4 ± 19.3
0.03
QTc
430 ± 33.9
413 ± 26.9
0.01
RBBB
3 (10.3%)
10 (14.1%)
0.75
LBBB
2 (6.9%)
0 (0%)
0.08
Brugada
1 (3.4%)
2 (2.8%)
-
DP
0 (0%)
1 (1.4%)
-
ERP
3 (10.3%)
13 (18.3%)
0.547
Abbreviations: HR, heart rate (beats per minute); PR, PR interval (ms); Axis, electronic axis (degree); QRS, QRS
interval (ms); RBBB, right bundle branch block; LBBB, left bundle branch block; DP, delayed potentials; ERP, early
repolarization. Abbreviations: HR, heart rate (beats per minute); PR, PR interval (ms); Axis, electronic axis (degree); QRS, QRS
interval (ms); RBBB, right bundle branch block; LBBB, left bundle branch block; DP, delayed potentials; ERP, early
repolarization. 3.4. Recurrence of Syncope after the HUTT and ICM Placement HUTT group, one patient required a pace
atrioventricular conduction block One pat
3.5. Unexpected Cardiac Events after the HUTT atrioventricular conduction block. One patient required an implantable cardioverter
defibrillator for syncope associated with ventricular tachycardia due to possible
sarcoidosis. One patient underwent catheter ablation for AF with a rapid ventricular
response (RVR). Sudden death occurred in the last patient 417 days after the HUTT. Among the two patients in the positive HUTT group, one patient required pacemaker
Regular follow-up of patients revealed six unexpected cardiac events (5.9%). Four out
of 29 (13.9%) patients in the negative HUTT group and two out of 72 (2.8%) in the positive
HUTT group experienced cardiac events. Of the four patients in the negative HUTT group,
one patient required a pacemaker implantation due to an advanced atrioventricular con- 7 of 11 Biology 2021, 10, 919 duction block. One patient required an implantable cardioverter defibrillator for syncope
associated with ventricular tachycardia due to possible sarcoidosis. One patient underwent
catheter ablation for AF with a rapid ventricular response (RVR). Sudden death occurred
in the last patient 417 days after the HUTT. Among the two patients in the positive HUTT
group, one patient required pacemaker implantation due to sick sinus syndrome, and the
other required hospital admission because of AF with RVR. Details of all events are listed in
Table 3. We performed log-rank analysis and found significant differences in the occurrence
rate of cardiac events between the two groups (p = 0.019, Figure 4). Table 3. Details of cardiac events in each patient. Positive HUTT
Patient
Sex
Age
The Type of
NMS
Days after
HUT Test
The Details of Cardiac Event
1
Female
70
Vasopressor
549
Although no AF was detected prior to
HUTT, the patient presented with
syncope due to AF with rapid
ventricular response. She underwent
catheter ablation because her AF was
refractory to antiarrhythmic
medications. 2
Female
73
Vasopressor
1111
Although no AF was detected prior to
HUTT, the patient presented with
syncope due to AF with rapid
ventricular response. She was told to
undergo catheter ablation, however, she
refused the procedure. Negative HUT test
3
Female
75
N/A
23
The patient presented with syncope and
found to have 5 sec of long pause with
faintness at the emergency room. The
patient required pacemaker
implantation due to sick sinus
syndrome. 4
Male
82
N/A
516
The patient presented with bradycardia
and syncope and was brought to the
emergency room. He was found out to
have advanced atrioventricular
conduction block and required
pacemaker implantation. 4. Discussion This retrospective clinical study assessed the clinical significance of the HUTT in
patients with NMS. The results demonstrated that vasopressors and mixed types of NMS
were more common than the cardioinhibitory type. While the pre-test probability was
high, the rate of positive test results was not as high as anticipated. Although we ruled
out possible diseases that could cause syncope before the test, the patients’ condition on
the test date might have affected the test results. There are several studies on the HUTT,
and our results are comparable to previous research data [20]. Sublingual nitroglycerin
administration during the HUTT has also made the results obtained more accurate [21] g
[
]
NMS is sometimes underestimated in daily clinical settings because its prognosis is
believed to be benign. Outpatient follow-up is sometimes discontinued at the patient’s or
physician’s discretion [22]. A limited variety of treatment options, such as medications
and tilt training, have also contributed to inadequate outpatient follow-up [23]. Therefore,
there was a paucity of studies of syncope recurrence after the HUTT. We followed up our
patients for a relatively long period and found that the recurrence rate was 16.9%. It has
been reported that syncope recurrence in the elderly was as high as 32.5% [22]. Since our
patients had a median age of 49.6 ± 21.0 years, the recurrence rate was lower than the
average rate reported in previous studies [24]. Of note, there was no significant difference
between the negative and positive HUTT result groups. We did not compare our patients
with syncope to patients who did not undergo the HUTT. However, the test itself and
education for syncope may help patients avoid unexpected syncope recurrence in their
daily life. We educated all included patients to perform the tilt training after they were
discharged home from the hospital. Although there are conflicting results regarding the
efficacy of the tilt training, a high compliance rate with this training in our patients may
have contributed to the low recurrence rate of syncope [18,22]. More research is needed to
elucidate how a high compliance rate with tilt training can improve the rate of syncope
recurrence. None of our patients received pharmacological treatment because there is a
lack of evidence for the efficacy of pharmacological treatment in patients with NMS [25]. HUTT group, one patient required a pace
atrioventricular conduction block One pat
3.5. Unexpected Cardiac Events after the HUTT 5
Male
55
N/A
417
The patient had history of old
myocardial infarction (ejection fraction
of 44%) of left anterior descending
artery. He was found to be dead at home
due to unknown etiology. After the
investigation, we decided that the most
likely cause of death was cardiogenic
disease. 6
Female
61
N/A
1
The patient presented with syncope and
the monitor electrocardiogram
demonstrated unstable ventricular
tachycardia with heart rate was 180
beats per minute. The syncope occurred
on the day when we performed HUTT. She was diagnosed as cardiac
sarcoidosis and
required ICD placement. Abbreviations: HUTT, head-up tilt test; NMS, neurally mediated syncope; AF, Atrial Fibrillation, ICD, Implantable
Cardioverter Defibrillator. Table 3. Details of cardiac events in each patient. 8 of 11
bl Biology 2021, 10, 919
Abb Figure 4. KAPLAN Meier curves depict the occurrence rate of unanticipated cardiac events
classified according to the HUTT results. The black line stands for the patients whose HUTT was
negative. The red line stands for the patients whose HUTT was positive. Figure 4. KAPLAN Meier curves depict the occurrence rate of unanticipated cardiac events classified
according to the HUTT results. The black line stands for the patients whose HUTT was negative. The
red line stands for the patients whose HUTT was positive. Figure 4. KAPLAN Meier curves depict the occurrence rate of unanticipated cardiac events
classified according to the HUTT results. The black line stands for the patients whose HUTT was
negative. The red line stands for the patients whose HUTT was positive. Figure 4. KAPLAN Meier curves depict the occurrence rate of unanticipated cardiac events classified
according to the HUTT results. The black line stands for the patients whose HUTT was negative. The
red line stands for the patients whose HUTT was positive. 4. Discussion Although there have been several reports regarding the usefulness of the HUTT in the
last decade, we suggest that two important findings regarding the clinical significance of
the test should be noted [20,26]. First, if the test is positive, we could confirm that the cause
of syncope is NMS. It is very important to rule out other etiologies of syncope before the
test. It has been reported that 15.5% of all patients with syncope admitted to the emergency
department (ED) experienced AEs within a year [27]. It should be noted that the etiology
itself was unknown when patients present with syncope at the ED for the first time and
that patients who are brought to the ED tend to be in a more critical condition than those
who visit the outpatient clinic. Therefore, it is reasonable that the occurrence rate of AEs 9 of 11 Biology 2021, 10, 919 was higher in patients who presented to the emergency room than in our study patients. If
a patients HUTT results are negative, such a patient should not be diagnosed with NMS. However, we found that patients with negative HUTT results could encounter unexpected
cardiac events more frequently than those with positive HUTT results. Therefore, close
outpatient monitoring, including 24-h Holter electrocardiography and blood tests, should
be recommended. In addition, ICM is also recommended for unexplained syncope. was higher in patients who presented to the emergency room than in our study patients. If
a patients HUTT results are negative, such a patient should not be diagnosed with NMS. However, we found that patients with negative HUTT results could encounter unexpected
cardiac events more frequently than those with positive HUTT results. Therefore, close
outpatient monitoring, including 24-h Holter electrocardiography and blood tests, should
be recommended. In addition, ICM is also recommended for unexplained syncope. All current guidelines published in the United States and Europe are in general agree-
ment that the decision to use an ICM for syncope should consider patients’ characteristics,
frequency of syncope, and pre-test probability of arrhythmic cause [28]. Several studies re-
ported that ICM placement led to a 36.6–51.8% of diagnostic yield during the 17–39 months
of follow-up period [29,30]. Our findings suggest that a negative HUTT requires further
investigation to determine the etiology of syncope. All our patients presented with unex-
pected cardiac events. Arrhythmia related to AF is a common cause of syncope among the
elderly [31]. Limitations This was a single-center study with a small number of patients. Due to the retrospec-
tive nature of the study, selection bias could not be excluded. It has been reported that
female patients might develop NMS more frequently than their male counterparts [32]. Thus, our study does not reflect the real-world scenario. Further research with a larger
number of patients is required to validate our findings. Closer attention should have been
paid to the characteristics of patients with syncope. Our patients were selected because
they had a high likelihood of NMS to take the HUTT. Therefore, selection bias cannot be
ignored. In other words, although the initial diagnosis appears to be NMS, we should
endeavor to determine the etiology of syncope when the HUTT is negative. We found that
negative HUTT result is associated with more cardiac events; however, further studies are
needed to support this finding. While ICM is recommended as per the current guidelines for unknown etiology
syncope, only two patients in our study underwent ICM placement. This may affect the
analysis of the recurrence rate of NMS. 4. Discussion Therefore, patients with negative HUTT results and older age should undergo
ICM implantation for possible intracardiac conduction disorder and AF. 5. Conclusions Negative HUTT results may assist in anticipating unexpected clinical events within a
few years in patients with syncope. A negative HUTT result may allow us to reconsider
the diagnosis of NMS based on clinical information. However, close outpatient follow-up
for patients with negative HUTT results is warranted. Author Contributions: Conceptualization, K.A. and T.K.; methodology, K.A. and T.K.; validation,
K.A. and K.Y.; formal analysis, K.A.; investigation, K.A. and T.K.; resources, K.A., M.H., T.S., M.M.,
S.S., A.Y., M.A., Y.I. and K.Y.; data curation, K.A.; writing—original draft preparation, K.A. and
T.K.; writing—review and editing, K.A. and T.K.; supervision, Y.I. and K.Y; project administration,
K.A. and T.K.; funding acquisition, K.A. and T.K. All authors have read and agreed to the published
version of the manuscript. Funding: This work was supported by KAKENHI, grant number 20K08498 and 21K16037. Institutional Review Board Statement: This study was conducted under the approval of the Ethics
Review Committee and the Medical Ethics Committee of Tokai University School of Medicine, Clinical
Research Review Board (No. 14R-53) [5] and was in accordance with the Declaration of Helsinki. Institutional Review Board Statement: This study was conducted under the approval of the Ethics
Review Committee and the Medical Ethics Committee of Tokai University School of Medicine, Clinical
Research Review Board (No. 14R-53) [5] and was in accordance with the Declaration of Helsinki. Informed Consent Statement: Written informed consent has been obtained from the patients to
publish this paper. None of the patients had brain or heart disease. Informed Consent Statement: Written informed consent has been obtained from the patients to
publish this paper. None of the patients had brain or heart disease. Data Availability Statement: Not applicable. Acknowledgments: We thank the Support Center for Medical Research and Education of Tokai
University for the technical assistance. Acknowledgments: We thank the Support Center for Medical Research and Education of Tokai
University for the technical assistance. 10 of 11 Biology 2021, 10, 919 Conflicts of Interest: The authors declare no conflict of interest. References Hasegawa, M.; Komiyama, T.; Ayabe, K.; Sakama, S.; Sakai, T.; Lee, K.H.; Morise, M.; Yagishita, A.; Amino, M.; Sasaki, A.; et al. Diagnosis and prevention of the vasodepressor type of neurally mediated syncope in Japanese patients PLoS ONE 2021 16 y
p
6. Komiyama, T.; Nagata, E.; Hashida, T.; Sakama, S.; Ayabe, K.; Kamiguchi, H.; Sasaki, A.; Yoshioka, K.; Kobayashi, H. Neurally
mediated syncope diagnosis based on adenylate cyclase activity in Japanese patients. PLoS ONE 2019, 14, e0214733. [CrossRef] mediated syncope diagnosis based on adenylate cyclase activity in Japanese patients. PLoS ONE 2019, 14, e0214733. [CrossRef]
7. Hasegawa, M.; Komiyama, T.; Ayabe, K.; Sakama, S.; Sakai, T.; Lee, K.H.; Morise, M.; Yagishita, A.; Amino, M.; Sasaki, A.; et al. Diagnosis and prevention of the vasodepressor type of neurally mediated syncope in Japanese patients. PLoS ONE 2021, 16,
e0251450. [CrossRef] [PubMed] 8. Komiyama, T.; Hirokawa, T.; Sato, K.; Oka, A.; Kamiguchi, H.; Nagata, E.; Sakura, H.; Otsuka, K.; Kobayashi, H. Relationship
between human evolution and neurally mediated syncope disclosed by the polymorphic sites of the adrenergic receptor gene
α2B-AR. PLoS ONE 2015, 10, e0120788. [CrossRef] [PubMed] 9. Kaufmann, H.; Bhattacharya, K. Diagnosis and treatment of neurally mediated syncope. Neurologist 2002, 8, 175–185. [CrossRef] 9. Kaufmann, H.; Bhattacharya, K. Diagnosis and treatment of neurally mediated syncope. Neurologist 2002, 8, 175–185. [CrossRef]
10
Brignole M ; Menozzi C ; Del Rosso A ; Costa S ; Gaggioli G ; Bottoni N ; Bartoli P; Sutton R New classification of 9. Kaufmann, H.; Bhattacharya, K. Diagnosis and treatment of neurally mediated syncope. Neurologist 2002, 8, 175–185. [CrossRef]
10. Brignole, M.; Menozzi, C.; Del Rosso, A.; Costa, S.; Gaggioli, G.; Bottoni, N.; Bartoli, P.; Sutton, R. New classification of
haemodynamics of vasovagal syncope: Beyond the VASIS classification: Analysis of the pre-syncopal phase of the tilt test without
and with nitroglycerin challenge. Europace 2000, 2, 66–76. [CrossRef] 11. Shen, W.K.; Sheldon, R.S.; Benditt, D.G.; Cohen, M.I.; Forman, D.E.; Goldberger, Z.D.; Grubb, B.P.; Hamdan, M.H.; Krahn, A.D.;
Link, M.S. 2017 ACC/AHA/HRS guideline for the evaluation and management of patients with syncope. J. Am. Coll. Cardiol. 2017, 70, e39–e110. [CrossRef] 12. Grubb, B.P.; Kosinski, D. Current trends in etiology, diagnosis, and management of neurocardiogenic syncope. Curr. Opin. Cardiol. 1996, 11, 32–41. [CrossRef] 13. Christou, G.A.; Kouidi, E.J.; Anifanti, M.A.; Sotiriou, P.G.; Deligiannis, A.P. A novel strategy for evaluating tilt test in athletes
with syncope. Eur. J. Prev. Cardiol. References 2016, 23, 1003–1010. [CrossRef] [PubMed] 14. Racco, F.; Sconocchini, C.; Alesi, C.; Zappelli, L.; Pratillo, G. Long-term follow-up after syncope: A group of 183 patients observed
for 5 years. Minerva Cardioangiol. 2000, 48, 69–78. y
g
15. Krahn, A.D.; Klein, G.J.; Yee, R.; Hoch, J.S.; Skanes, A.C. Cost implications of testing strategy in
Randomized assessment of syncope trial. J. Am. Coll. Cardiol. 2003, 42, 495–501. [CrossRef] y
p
J
,
,
[
]
16. Sakhi, R.; Theuns, D.A.M.J.; Szili-Torok, T.; Yap, S.C. Insertable cardiac monitors: Current indications and devices. Expert Rev. Med. Devices 2019, 16, 45–55. [CrossRef] [PubMed] 16. Sakhi, R.; Theuns, D.A.M.J.; Szili-Torok, T.; Yap, S.C. Insertable cardiac monitors: Current indications
Med. Devices 2019, 16, 45–55. [CrossRef] [PubMed] 17. Hindricks, G.; Pokushalov, E.; Urban, L.; Taborsky, M.; Kuck, K.H.; Lebedev, D.; Rieger, G.; Pürerfellner, H. Performance of a new
leadless implantable cardiac monitor in detecting and quantifying atrial fibrillation results of the XPECT Trial. Circ. Arrhythm
Electrophysiol. 2010, 3, 141–147. [CrossRef] 18. Di Girolamo, E.; Di Iorio, C.; Leonzio, L.; Sabatini, P.; Barsotti, A. Usefulness of a tilt training progr
refractory neurocardiogenic syncope in adolescents: A controlled study. Circulation 1999, 100, 1798–18 19. Kanda, Y. Investigation of the freely available easy-to-use software “EZR” for medical statistics. Bone Marrow Transplant. 2013, 48,
452–458. [CrossRef] [PubMed] [
] [
]
20. Raviele, A.; Gasparini, G.; Di Pede, F.; Delise, P.; Bonso, A.; Piccolo, E. Usefulness of head-up tilt test in evaluating patients with
syncope of unknown origin and negative electrophysiologic study. Am. J. Cardiol. 1990, 65, 1322–1327. [CrossRef]
lb
l
l
l
/
d lb
[
f] 20. Raviele, A.; Gasparini, G.; Di Pede, F.; Delise, P.; Bonso, A.; Piccolo, E. Usefulness of head-up tilt test in
syncope of unknown origin and negative electrophysiologic study. Am. J. Cardiol. 1990, 65, 1322–1327. 21. Alboni, P.; Furlan, R. Vasovagal Syncop; Springer: Berlin/Heidelberg, Germany, 2015. [CrossRef] 22. Foglia-Manzillo, G.; Giada, F.; Gaggioli, G.; Bartoletti, A.; Lolli, G.; Dinelli, M.; Del Rosso, A.; Santarone, M.; Raviele, A.; Brignole,
M. Efficacy of tilt training in the treatment of neurally mediated syncope. A randomized study. Europace 2004, 6, 199–204. [CrossRef] 23. Rowe, P.C.; Calkins, H.; DeDusk, K.; McKenzie, R.; Anand, R.; Sharma, G.; Cuccherini, B.A.; Soto, N.; Hohman, P.; Snader, S. Fludrocortisone acetate to treat neurally mediated hypotension in chronic fatigue syndrome: A randomized controlled trial. J. Am. Med. Assoc. 2001, 285, 52–59. [CrossRef] [PubMed] 24. References 1. Moya, A.; Sutton, R.; Ammirati, F.; Blanc, J.J.; Brignole, M.; Dahm, J.B.; Deharo, J.-C.; Gajek, J.; Gjesdal, K. Guidelines for the
diagnosis and management of syncope, 2009 version. Eur. Heart J. 2009, 30, 2631–2671. [CrossRef] [PubMed]
2. Brignole, M.; Moya, A.; de Lange, F.J.; Deharo, J.C.; Elliott, P.M.; Fanciulli, A.; van Dijk, J.G. Practical Instructions for the 2018 ESC
Guidelines for the diagnosis and management of Syncope. Eur. Heart J. 2018, 38, e43–e80. [CrossRef] 1. Moya, A.; Sutton, R.; Ammirati, F.; Blanc, J.J.; Brignole, M.; Dahm, J.B.; Deharo, J.-C.; Gajek, J.; Gjesdal, K. Guidelines for the
diagnosis and management of syncope, 2009 version. Eur. Heart J. 2009, 30, 2631–2671. [CrossRef] [PubMed] g
g
y
p
2. Brignole, M.; Moya, A.; de Lange, F.J.; Deharo, J.C.; Elliott, P.M.; Fanciulli, A.; van Dijk, J.G. Practical Inst
Guidelines for the diagnosis and management of Syncope. Eur. Heart J. 2018, 38, e43–e80. [CrossRef] 2. Brignole, M.; Moya, A.; de Lange, F.J.; Deharo, J.C.; Elliott, P.M.; Fanciulli, A.; van Dijk, J.G. Practical Instructions for the 2018 ESC
Guidelines for the diagnosis and management of Syncope. Eur. Heart J. 2018, 38, e43–e80. [CrossRef]
3. Saklani, P.; Krahn, A.; Klein, G. Syncope. Circulation 2013, 127, 1330–1339. [CrossRef] [PubMed] 2. Brignole, M.; Moya, A.; de Lange, F.J.; Deharo, J.C.; Elliott, P.M.; Fanciulli, A.; van Dijk, J.G. Practical Inst
Guidelines for the diagnosis and management of Syncope. Eur. Heart J. 2018, 38, e43–e80. [CrossRef] Guidelines for the diagnosis and management of Syncope. Eur. Heart J. 2018, 38, e43–e80. [CrossRef]
3. Saklani, P.; Krahn, A.; Klein, G. Syncope. Circulation 2013, 127, 1330–1339. [CrossRef] [PubMed] g
g
y
p
J
3. Saklani, P.; Krahn, A.; Klein, G. Syncope. Circulation 2013, 127, 1330–1339. [CrossRef] [PubMed] y
p
4. Soteriades, E.S.; Evans, J.C.; Larson, M.G.; Chen, M.H.; Chen, L.; Benjamin, E.J.; Levy, D. Incidence and prognosis of syncope. N. Engl. J. Med. 2002, 347, 878–885. [CrossRef] g
5. Walsh, C.A. Syncope and sudden death in the adolescent. Adolesc Med. 2001, 12, 105–132. 5. Walsh, C.A. Syncope and sudden death in the adolescent. Adolesc Med. 2001, 12, 105–132. 6. Komiyama, T.; Nagata, E.; Hashida, T.; Sakama, S.; Ayabe, K.; Kamiguchi, H.; Sasaki, A.; Yoshioka, K.; Kobayashi, H. Neurally
mediated syncope diagnosis based on adenylate cyclase activity in Japanese patients. PLoS ONE 2019, 14, e0214733. [CrossRef]
7. 27.
Henderson, S.S.; Reed, M.J.; Newby, D.E.; Gray, A.J. 018 One-year prognosis after syncope and the failure of the ROSE decision
instrument to predict 1-year adverse events. Emerg. Med. J. 2011, 28, A8–A9. [CrossRef] 28.
Giancaterino, S.; Lupercio, F.; Nishimura, M.; Hsu, J.C. Current and future use of insertable cardiac monitors. JACC Clin.
Electrophysiol. 2018, 4, 1383–1396. [CrossRef] p y
29.
Li, Y.; Nantsupawat, T.; Olson, M.; Tholakanahalli, V.; Adabag, S.; Wang, Z.; Benditt, D.G.; Li, J.-M. A single center experience on
the clinical utility evaluation of an insertable cardiac monitor. J. Electrocardiol. 2018, 51, 583–587. [CrossRef] [PubMed] 29.
Li, Y.; Nantsupawat, T.; Olson, M.; Tholakanahalli, V.; Adabag, S.; Wang, Z.; Benditt, D.G.; Li, J.-M. A single center experience on
the clinical utility evaluation of an insertable cardiac monitor. J. Electrocardiol. 2018, 51, 583–587. [CrossRef] [PubMed]
30.
Burkowitz, J.; Merzenich, C.; Grassme, K.; Brüggenjürgen, B. Insertable cardiac monitors in the diagnosis of syncope and the
detection of atrial fibrillation: A systematic review and meta-analysis. Eur. J. Prev. Cardiol. 2016, 23, 1261–1272. [CrossRef]
31.
Dalgaard, F.; Pallisgaard, J.L.; Numé, A.K.; Lindhardt, T.B.; Gislason, G.H.; Torp-Pedersen, C.; Ruwald, M.H. Rate or rhythm
control in older atrial fibrillation patients: Risk of fall-related injuries and syncope. J. Am. Geriatr. Soc. 2019, 67, 2023–2030. the clinical utility evaluation of an insertable cardiac monitor. J. Electrocardiol. 2018, 51, 583–587. [CrossRef] [PubMed]
30.
Burkowitz, J.; Merzenich, C.; Grassme, K.; Brüggenjürgen, B. Insertable cardiac monitors in the diagnosis of syncope and the
detection of atrial fibrillation: A systematic review and meta-analysis. Eur. J. Prev. Cardiol. 2016, 23, 1261–1272. [CrossRef] p y
29.
Li, Y.; Nantsupawat, T.; Olson, M.; Tholakanahalli, V.; Adabag, S.; Wang, Z.; Benditt, D.G.; Li, J.-M. A single center experience on
the clinical utility evaluation of an insertable cardiac monitor. J. Electrocardiol. 2018, 51, 583–587. [CrossRef] [PubMed]
30.
Burkowitz, J.; Merzenich, C.; Grassme, K.; Brüggenjürgen, B. Insertable cardiac monitors in the diagnosis of syncope and the p y
29.
Li, Y.; Nantsupawat, T.; Olson, M.; Tholakanahalli, V.; Adabag, S.; Wang, Z.; Benditt, D.G.; Li, J.-M. A single center experience on
the clinical utility evaluation of an insertable cardiac monitor. J. Electrocardiol. 2018, 51, 583–587. [CrossRef] [PubMed]
30.
Burkowitz, J.; Merzenich, C.; Grassme, K.; Brüggenjürgen, B. Insertable cardiac monitors in the diagnosis of syncope and the
detection of atrial fibrillation: A systematic review and meta-analysis. Eur. J. Prev. Cardiol. 2016, 23, 1261–1272. [CrossRef]
31.
Dalgaard, F.; Pallisgaard, J.L.; Numé, A.K.; Lindhardt, T.B.; Gislason, G.H.; Torp-Pedersen, C.; Ruwald, M.H. Rate or rhythm
control in older atrial fibrillation patients: Risk of fall-related injuries and syncope. J. Am. Geriatr. Soc. 2019, 67, 2023–2030.
[CrossRef]
32.
Park, J.; Jang, S.Y.; Yim, H.R.; On, Y.K.; Huh, J.; Shin, D.H.; Kim, J.H.; Kim, J.S. Gender difference in patients with recurrent 32.
Park, J.; Jang, S.Y.; Yim, H.R.; On, Y.K.; Huh, J.; Shin, D.H.; Kim, J.H.; Kim, J.S. Gender difference in patients with recurrent
neurally mediated syncope. Yonsei Med. J. 2010, 51, 499–503. [CrossRef] [PubMed] 31.
Dalgaard, F.; Pallisgaard, J.L.; Numé, A.K.; Lindhardt, T.B.; Gislason, G.H.; Torp-Pedersen, C.; Ruwald, M.H. Rate or rhythm
control in older atrial fibrillation patients: Risk of fall-related injuries and syncope. J. Am. Geriatr. Soc. 2019, 67, 2023–2030.
[CrossRef] References Ungar, A.; Galizia, G.; Morrione, A.; Mussi, C.; Noro, G.; Ghirelli, L.; Masotti, G.; Rengo, F.; Marchionni, N.; Abete, P. Two-year
morbidity and mortality in elderly patients with syncope. Age Ageing 2011, 40, 696–702. [CrossRef] [PubMed] 24. Ungar, A.; Galizia, G.; Morrione, A.; Mussi, C.; Noro, G.; Ghirelli, L.; Masotti, G.; Rengo, F.; Marchionni, N.; Abete, P. Two-year
morbidity and mortality in elderly patients with syncope. Age Ageing 2011, 40, 696–702. [CrossRef] [PubMed]
25. Salim, M.A.; Di Sessa, T.G. Effectiveness of fludrocortisone and salt in preventing syncope recurrence in children: A double-blind,
l
b
t
ll d
d
i
d t i l J Am Coll Cardiol 2005 45 484 488 [C
R f] 25. Salim, M.A.; Di Sessa, T.G. Effectiveness of fludrocortisone and salt in preventing syncope recurren
placebo-controlled, randomized trial. J. Am. Coll. Cardiol. 2005, 45, 484–488. [CrossRef] 26. Ninni, S.; Kouakam, C.; Szurhaj, W.; Baille, G.; Klug, D.; Lacroix, D.; Derambure, P. Usefulness of head-up tilt test combined with
video electroencephalogram to investigate recurrent unexplained atypical transient loss of consciousness. Arch. Cardiovasc. Dis. 2019, 112, 82–94. [CrossRef] 11 of 11 11 of 11 Biology 2021, 10, 919 27. Henderson, S.S.; Reed, M.J.; Newby, D.E.; Gray, A.J. 018 One-year prognosis after syncope and the failure of the ROSE decision
instrument to predict 1-year adverse events. Emerg. Med. J. 2011, 28, A8–A9. [CrossRef] p
y
g
J
28. Giancaterino, S.; Lupercio, F.; Nishimura, M.; Hsu, J.C. Current and future use of insertable cardiac monitors. JACC Clin. Electrophysiol. 2018, 4, 1383–1396. [CrossRef] p y
29. Li, Y.; Nantsupawat, T.; Olson, M.; Tholakanahalli, V.; Adabag, S.; Wang, Z.; Benditt, D.G.; Li, J.-M. A single center experience on
the clinical utility evaluation of an insertable cardiac monitor. J. Electrocardiol. 2018, 51, 583–587. [CrossRef] [PubMed] y
30. Burkowitz, J.; Merzenich, C.; Grassme, K.; Brüggenjürgen, B. Insertable cardiac monitors in the diagnosis of syncope and the
detection of atrial fibrillation: A systematic review and meta-analysis. Eur. J. Prev. Cardiol. 2016, 23, 1261–1272. [CrossRef] y
y
31. Dalgaard, F.; Pallisgaard, J.L.; Numé, A.K.; Lindhardt, T.B.; Gislason, G.H.; Torp-Pedersen, C.; Ruwald, M.H. Rate or rhythm
control in older atrial fibrillation patients: Risk of fall-related injuries and syncope. J. Am. Geriatr. Soc. 2019, 67, 2023–2030. [CrossRef] 32. Park, J.; Jang, S.Y.; Yim, H.R.; On, Y.K.; Huh, J.; Shin, D.H.; Kim, J.H.; Kim, J.S. Gender difference in patients with recurrent
neurally mediated syncope. Yonsei Med. J. 27.
Henderson, S.S.; Reed, M.J.; Newby, D.E.; Gray, A.J. 018 One-year prognosis after syncope and the failure of the ROSE decision
instrument to predict 1-year adverse events. Emerg. Med. J. 2011, 28, A8–A9. [CrossRef]
28.
Giancaterino, S.; Lupercio, F.; Nishimura, M.; Hsu, J.C. Current and future use of insertable cardiac monitors. JACC Clin.
Electrophysiol. 2018, 4, 1383–1396. [CrossRef]
29.
Li, Y.; Nantsupawat, T.; Olson, M.; Tholakanahalli, V.; Adabag, S.; Wang, Z.; Benditt, D.G.; Li, J.-M. A single center experience on
the clinical utility evaluation of an insertable cardiac monitor. J. Electrocardiol. 2018, 51, 583–587. [CrossRef] [PubMed]
30.
Burkowitz, J.; Merzenich, C.; Grassme, K.; Brüggenjürgen, B. Insertable cardiac monitors in the diagnosis of syncope and the
detection of atrial fibrillation: A systematic review and meta-analysis. Eur. J. Prev. Cardiol. 2016, 23, 1261–1272. [CrossRef]
31.
Dalgaard, F.; Pallisgaard, J.L.; Numé, A.K.; Lindhardt, T.B.; Gislason, G.H.; Torp-Pedersen, C.; Ruwald, M.H. Rate or rhythm
control in older atrial fibrillation patients: Risk of fall-related injuries and syncope. J. Am. Geriatr. Soc. 2019, 67, 2023–2030.
[CrossRef]
32.
Park, J.; Jang, S.Y.; Yim, H.R.; On, Y.K.; Huh, J.; Shin, D.H.; Kim, J.H.; Kim, J.S. Gender difference in patients with recurrent
neurally mediated syncope. Yonsei Med. J. 2010, 51, 499–503. [CrossRef] [PubMed] y
30.
Burkowitz, J.; Merzenich, C.; Grassme, K.; Brüggenjürgen, B. Insertable cardiac monitors in the diag
detection of atrial fibrillation: A systematic review and meta-analysis. Eur. J. Prev. Cardiol. 2016, 23, 12 instrument to predict 1 year adverse events. Emerg. Med. J. 2011, 28, A8 A9. [CrossRef]
28.
Giancaterino, S.; Lupercio, F.; Nishimura, M.; Hsu, J.C. Current and future use of insertable cardiac monitors. JACC Clin.
Electrophysiol. 2018, 4, 1383–1396. [CrossRef]
29.
Li, Y.; Nantsupawat, T.; Olson, M.; Tholakanahalli, V.; Adabag, S.; Wang, Z.; Benditt, D.G.; Li, J.-M. A single center experience on
the clinical utility evaluation of an insertable cardiac monitor. J. Electrocardiol. 2018, 51, 583–587. [CrossRef] [PubMed]
30
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d th References 2010, 51, 499–503. [CrossRef] [PubMed] 32. Park, J.; Jang, S.Y.; Yim, H.R.; On, Y.K.; Huh, J.; Shin, D.H.; Kim, J.H.; Kim, J.S. Gender difference in patients with recurrent
neurally mediated syncope. Yonsei Med. J. 2010, 51, 499–503. [CrossRef] [PubMed] 32. Park, J.; Jang, S.Y.; Yim, H.R.; On, Y.K.; Huh, J.; Shin, D.H.; Kim, J.H.; Kim, J.S. Gender difference in patients with recurrent
neurally mediated syncope. Yonsei Med. J. 2010, 51, 499–503. [CrossRef] [PubMed]
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On the Bright Side: Covid-19, A Perverse Once-in-One-Hundred Year Opportunity
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Abstract The Covid-19 pandemic, challenging as it is, provides an opportunity to rethink employment
relations arrangements in New Zealand in a broader context of economic policy change, in
circumstances which echo the challenges of the 1930s. Major transformation will require a
combination of political imagination and will, novel economic policy initiatives, and strong
commitment from the social partners. Keywords: New Zealand elections, economic policy, employment relations, pandemic New Zealand Journal of Employment Relations, 45(1): 47-58 New Zealand Journal of Employment Relations, 45(1): 47-58 Commentary: On the Bright Side: Covid-19, a Perverse Once-in-
One-Hundred Year Opportunity NIGEL HAWORTH* * Emeritus Professor of Human Resource Development, Department of Management and International
Business, University of Auckland, New Zealand New Zealand Journal of Employment Relations, 45(1): 47-58 Employment relations is always a political consideration, for it lies at the heart of economic
arrangements and political voice in the liberal democracies. It has the potential to contribute
significantly to radical transformation as it will be the focus of reform and reconfiguration in
the alternative model. It follows from this that a new Labour-led government, intent on radical
change, would make labour market policy and employment relations a key facet of its
interventions, and that the parties – employers’ representatives and trade unions – would be
actively involved, by choice and by encouragement, in the formulation of a new
accommodation. As I discuss below, this expectation emphasises the combination of factors required to
configure the labour market and employment relations dimensions of the accommodation –
clear and well-developed policy, strong and energetic political leadership (especially at
ministerial level), employer and union parties staffed and sufficiently grounded in the policy
to make tripartism function effectively, institutions for engagement and dialogue that command
loyalty and respect. Introduction As we approach the October 2020 General Election, the spectre of the Covid-19 pandemic
hovers over New Zealand’s politics and economic performance. Employment relations might
seem to be small beer in this context, with labour market disruption and multiple emergency
interventions notionally crowding out any interest in employment relations and bargaining
arrangements. In terms of short term measures to mitigate the effects of Covid-19, support for
the labour market is most important, but, equally, employment relations arrangements and
labour market interventions will go hand-in-hand in the long-term post-Covid-19 recovery. The corollary of Covid-19’s impact is the opportunity that it creates for radical transformation
of economic arrangements in general, and of employment relations in particular. This is the
focus of this commentary. It suggests that a Labour-led government, should it be returned
strongly to power in the 2020 election, might undertake simultaneously both the short-term
recovery measures required by the Covid-19 pandemic, and the medium-to-long-term piloting
of the economy, away from the siren calls of a renewed neo-liberal model, to a contemporary
version of the 1930s “Keynesian Accommodation”. Both phases require major innovation in
labour market and employment relations settings. The sub-text of this argument, though not developed in detail here, is that the alternative to a
new accommodation is likely to be recourse to a renewed and stringent neo-liberalism, that is,
a pervading emphasis on cutting state expenditures and reinforcing market-based measures for
economic stimulus and employment relations. This discussion assumes, for historical and
analytical reasons, a binary reality in current policy settings. In other words, the recent history,
ideological strength and institutional power of neo-liberalism, domestically and internationally,
is unlikely to permit “third ways”. This view differs in some ways from that of, for example,
Piketty, but draws on his and other recent analysts of contemporary Capitalism (Piketty, 2014). 47 New Zealand Journal of Employment Relations, 45(1): 47-58 New Zealand Journal of Employment Relations, 45(1): 47-58 New Zealand Journal of Employment Relations, 45(1): 47-58 attempt to recast employment relations in New Zealand in a modern form of industry
bargaining derived substantially from the efforts of the late Helen Kelly, then President of the
New Zealand Council of Trade Unions (CTU), supported by affiliates. The Greens, in general,
supported the idea; New Zealand First was much less enthusiastic. National and ACT were
implacably opposed. A paucity of urgency and agreement across the governing parties resulted
in the proposal languishing. If the flagship policy drifted, there was important work undertaken elsewhere. Overall, global
conditions and macroeconomic policy have contrived to keep unemployment low. Business
advice has been given a nod in a Business Advisory Council. Labour market development has
been promoted by tax credits for research and development, regionalisation of skills strategy,
and abatement thresholds to promote the move from unemployment to work. The Equal Pay
Amendment Act is a major initiative, as was the attempted reintroduction of collective
bargaining for screen workers and contractors. Meal and rest breaks have been restored and the
‘90-day trial’ provision has been significantly limited. Before the Great Disruption: the lacuna around Industry Standards
Agreements The outcome of the 2017 General Election, understandably, surprised many commentators. The upsurge in Labour’s fortunes, following its change of leadership close to the election date,
was striking, as was the assuredness with which the new Labour leader came to the role. Whilst
New Zealand First’s decision to ally with Labour was more likely than not, given the
relationship between New Zealand First and National, it could not be taken for granted. Equally, National’s performance in the election shocked its supporters and pundits. The
outcome was a government, at best, modestly prepared for power, with relatively few senior
politicians with experience of ministerial office, and simultaneously grappling with the
complexities of a challenging three-party MMP arrangement. Here one must also recognise the limitations of the three year term, especially in the context of
an inconsistent policy and implementation capability in central government, variable expertise
(particularly in employment relations) among public servants, and, in some cases, resistance to
change they consider “radical”. Even a highly experienced, homogeneous and well-prepared
government, coming to power after nine years in opposition, must work extraordinarily hard
and successfully to make major legislative changes before the demands of the next general
election impinge. Given the election outcome, and the three-party MMP arrangement that it
permitted, the workload expectations of the incoming government were most challenging. It is fair to suggest, also, that contemporary Labour-in-power has moved significantly from the
democratic socialist perspective of its founders and Constitution. Its current broad
configuration is less class-based, more interest-based, in line with a modern Social Democrat
perspective. A view exists that modern Labour is, today, perhaps less a Social Democrat, and
more a Social Interest, party. It may follow from this that employment relations issues no longer
capture fully the attention and imagination of Labour’s policy makers, reflecting also a decline
of influence of organised labour in the party. In the complex post-election environment, labour market and employment relations issues were
relatively small beer. The flagship employment relations policy for Labour was a commitment
to Industry Standards Agreements, renamed, in a tetchy debate, Fair Pay Agreements. This 48 New Zealand Journal of Employment Relations, 45(1): 47-58 For government, there was no blue-print for a response. The comprehensive challenge posed
by Covid-19 required rapid and comprehensive action in a constantly evolving inchoate
situation. The scope of the crisis marginalised significantly other government initiatives, which
though continuing, faced reprioritisation in terms of primacy and budgets. It also recast the
structure of political leadership in New Zealand, focussing de facto authority in a relatively
small group of ministers, officials and advisers. We should recognise the pressure brought to
bear by a crisis of this magnitude on leadership and decision-making. Short-term Responses: Saving the Labour Market Here, I address rather narrowly, and briefly, the immediate labour market responses to Covid-
19 undertaken by the government. These nest within a wider range of health, social, educational
and other interventions, some of which have indirect labour market consequences (NZ
Treasury, 2020a). At the heart of the labour market response has been expenditure of over $12 billion on wage
subsidies designed to cushion the employment impact of Covid-19 by sustaining the
relationship between employer and employee. This includes sick leave provisions designed to
support workers who might be forced to self-isolate (New Zealand Work and Income, 2020). Accompanying the wage subsidy have been measures to support leave taken from work,
workers displaced as a result of Covid-19, and migrant workers. Business support, indirectly supporting employment, includes $2.8 billion committed to tax
changes to support business activity; $600 million to support crucial supply chains and $900
million to support Air New Zealand; $6.25 billion in a Business Finance Guarantee programme
to reduce debt pressure on companies; measures to support potentially insolvent enterprises. There appears to be a consensus that the government has acted promptly and decisively in
intervening to support the labour market and business operations. Fortunately, government
books were healthy when the pandemic arose, government is spending heavily and holds
considerable further spending potential in reserve. It remains to be seen whether the course of
the pandemic, in terms of both epidemiological and vaccine development, will allow a “v-
shaped” economic recovery (the most positive scenario modelled by Treasury) or will entail a
much longer and potentially far more difficult adjustment. Current government modelling
across three scenarios sees GDP declining between 13.5 per cent and 34 per cent in 2021;
unemployment sitting between 4.4 per cent and 6.4 per cent by 2024; nominal GDP
cumulatively down between 2020 and 2024, by between $121 billion and $150-217 billion. At
the time of writing, thinking is towards the lower end of the estimates, but with government
debt (core Crown debt as a percentage of GDP) forecast to grow from an actual 19 per cent in
2019 to a daunting 53 per cent in 2023. The Great Disruption Government is a dialectic between what the ruling party (parties) seek(s) to achieve, and the
contingent crises and attacks that seek to derail well-made plans. There is a traditional
management problem of strategy and tactics, exacerbated by MMP. MMP tends to dilute
ideological impact on policy implementation, making the agreed policy programme more
contingent and piecemeal that perhaps was the case historically. Other factors drive this
contingency, such as, in Labour’s case, its evolution into a post-modern party of interests,
rather than class. Notwithstanding this evolutionary change, government usually has a
programme and, in any three year term, understands that it is likely to achieve a handful of
major changes, and a penumbra of the minor. Depending on the balance of forces in parliament,
government is more or less challenged by the opposition, which, as recent political cycles show,
is often distracted and frustrated by its distance from effective power. Since 2017, numbers in
the House have been tight, and the government alliance has required careful management. That
challenge has a small silver lining, as tight numbers in the House permit the “we wanted to do
X, but were stymied by our partners” argument to be used sparingly. The 2017-2020 government has faced normal management challenges – ministerial
performance, MP behaviour, rifts in the government alliance and so on – and has emerged
reasonably unscathed. However, the terrorist attack in Christchurch was a major disruptor, as
was the White Island eruption. These two events have now been complemented by the Covid-
19 pandemic, a once-in-a-hundred-year crisis, the full ramifications of which are still to be
understood. Covid-19 is a comprehensive crisis, in scope as yet indefinable and fluid. It challenges the
performance of New Zealand’s political apparatus – government and Civil Service – in a way
not seen since the Great Depression or the Second World War. It disrupts economic activity –
production, distribution and international trade – at national and international levels in ways
still emerging. It strikes at the fabric of social order in terms of security of employment, social
cohesion and order, physical and mental wellbeing, and provision of support services
(especially medical services). 49 New Zealand Journal of Employment Relations, 45(1): 47-58 The Longer Term: a New Accommodation or Neo-Liberalism “on Steroids” The economic consequences of the Covid-19 pandemic, generally, and its impact on
government books particularly, attracted ab initio significant attention in political and policy
circles. Government’s application to the short-term human consequences was accompanied by
a growing concern about the post-Covid-19 economy and its recuperation. 50 New Zealand Journal of Employment Relations, 45(1): 47-58 We can see the Covid-19 crisis in terms of two phases. The first is the immediate response to
mitigate the impact of lockdowns, enterprise difficulties, unemployment and faltering global
trade and connections. As the core Crown debt figures suggest, this has been addressed by
massive expenditure, fortunately in an economy in good heart at the beginning of the crisis. Despite the usual search for political advantage, the current consensus seems to be that
government acted swiftly and proportionately. However, the focus will, in time, turn to a second phase – the rebuild phase. This has national
and international dimensions. The international aspect relates primarily to rebuilding global
trade performance, from transport systems to market recuperation. Competitiveness will
become a key feature determining post-Covid19 success in international trade and must
therefore play its part in the domestic rebuild. The configuration of the domestic rebuild is heavily contested and quite different from the
context in which domestic economies rebuilt after the Great Depression. Putting aside the
argument that the Second World War was a key catalyst for growth between the 1950s and
1970s, the “package” of measures employed from the mid-1930s to mitigate economic crisis
and provide a platform for growth, and its ideological underpinning (Keynesianism and the
Welfare State), developed in a context different from current conditions. The defining
difference is the contemporary strength and “hold” of neo-liberalism in politics and policy
making after over 40 years of primacy. Neo-liberal orthodoxy has not been weakened by
Covid-19, which can be presented, not as an economic crisis challenging that orthodoxy, but
as an Act of God requiring the more fulsome application of neo-liberal precepts. Covid-19,
unlike the Great Depression, does not challenge directly the neo-liberal position, and, indeed,
for some may strengthen it. Moreover, the hold of neo-liberalism over key policy-makers and
institutions cannot be underestimated. It may be that the leadership of the Reserve Bank
displays greater heterodoxy than has been the case in recent years, but the staff cadre of both
Treasury and the Reserve Bank is, in general, inured to orthodoxy by training and experience. New Zealand Journal of Employment Relations, 45(1): 47-58 New Zealand Journal of Employment Relations, 45(1): 47-58 at some point, all major parties in parliament seeing some merit in its future. In sum, in the
binary clash in train, an effective alternative to the resurgence of neo-liberalism “on steroids”
is a challenge. at some point, all major parties in parliament seeing some merit in its future. In sum, in the
binary clash in train, an effective alternative to the resurgence of neo-liberalism “on steroids”
is a challenge. One should also note that the challenge is made all the more difficult because, in practical
political terms, it may be better to pretend that the accommodation per se does not exist, and,
instead, seek coherent, long-term change by means of apparently unrelated, contingent
measures, which over time aggregate to the required outcome. This “change by stealth”
approach mirrors the way the 1930s Accommodation was introduced, but differs in two ways. The first has already been mentioned – the contemporary undiminished power of neo-liberal
orthodoxy. The second is more prosaic. Reading contemporary documents about Labour-in-
power from 1935, there was a simple contingency at play. Labour did not innovate with
reference to a guiding blueprint, for, then, there was no Keynesian Accommodation. Equally,
Treasury was less ideologically driven and more open to supporting what seemed to work, and
inter-party political antipathies under first-past-the-post arrangements were less pronounced
and more amenable to consensual “national” solutions. The Longer Term: a New Accommodation or Neo-Liberalism “on Steroids” From a political and policy perspective, this poses a binary choice for government. The
approach to rebuilding of national and global economies will be a contest between a neo-
liberalism arguing for “more market” solutions, especially where government debt has grown
massively. Pressure will be exerted to reduce that debt by cuts in public expenditure. The
anticipated size of that debt will tend to inflate the proposed cuts. The dislocation faced by the
business sector as a result of Covid-19 will be seen as a rationale to promote efficiency and
competition, which in New Zealand has, since the 1980s, translated into a real decline in the
labour share. The implications of this outcome for employment relations and labour market
dynamics need little exposition. Hence, the striking question for the future of economic and social development in New
Zealand, and particularly for its employment relation system, is whether or not there is a
commitment by government to an alternative to neo-liberal orthodoxy. One cannot stress
enough the challenges involved in making that commitment. There are five challenges that
arise immediately. First, it requires the intellectual foundation able to challenge nearly a half
century of neo-liberal orthodoxy. Second, it requires the political will to challenge that
orthodoxy and, also steer an alternative through the democratic process. And MMP is a model
for compromise, not radical change. Third, populist voices broadly consistent with neo-liberal
orthodoxy are, in the era of social media and opinion-based journalism, powerful opponents. Fourth, it requires important sectors of Capital to see the value in a new accommodation. Fifth,
it will require several consecutive terms in government to establish a new accommodation, and, 51 A New Accommodation: Key Elements The idea of a comprehensive, indeed radical, overhaul of economic thinking in New Zealand
has emerged as a result of Covid-19 (McCrone, 2020). Here are, laid out simply, the six key
elements of an alternative to neo-liberalism, before considering their implications for
employment relations. Figure 1 The components of accommodation. One might agree that we are in an epoch in which economic recovery can no longer be
considered outwith its environmental context. For now, let us accept that any alternative
economic settings must conform to environmental standards that sustain life on Earth. The
implications of this commitment permeate production, consumption and trade. Environment
Taxation
High
Performance
Tripartism
Collective
Bargaining
Trade Figure 1 The components of accommodation. One might agree that we are in an epoch in which economic recovery can no longer be
considered outwith its environmental context. For now, let us accept that any alternative
economic settings must conform to environmental standards that sustain life on Earth. The
implications of this commitment permeate production, consumption and trade. One might agree that we are in an epoch in which economic recovery can no longer be
considered outwith its environmental context. For now, let us accept that any alternative
economic settings must conform to environmental standards that sustain life on Earth. The
implications of this commitment permeate production, consumption and trade. 52 New Zealand Journal of Employment Relations, 45(1): 47-58 New Zealand Journal of Employment Relations, 45(1): 47-58 The final building block is high performance work and a wider suite of productivity-related
measures, involving up-skilling in the delivery of both goods and services, and support from
training and active labour market policies. The final building block is high performance work and a wider suite of productivity-related
measures, involving up-skilling in the delivery of both goods and services, and support from
training and active labour market policies. Underpinning these key elements of an accommodation would be other macroeconomic
measures that, particularly, deal with the accumulated debt created by Covid-19 related
government expenditures. Contemporary heterodox economic thinking on policy responses to
the long-term adverse consequences of the pandemic takes many forms, but is broadly united
in rejecting neo-liberal arguments for austerity and “small government” responses. For
example, the economic consequences of Covid-19 have given life to the debate around Modern
Monetary Theory, which inverts much contemporary economic thinking, and makes a strong
case for increased government spending whilst there is under-used economic capacity and
unemployment. In the same vein, Adair Turner (2016) has argued strongly for quantitative
easing based on direct transfers to private or government consumption (rather than into private
sector financial or commercial operations). Such arguments are challenging, yet demand
attention in a situation in which economic orthodoxy appears increasingly ineffectual. New Zealand Journal of Employment Relations, 45(1): 47-58 New Zealand Journal of Employment Relations, 45(1): 47-58 Wealth and taxation are a second fundamental focus of a new accommodation. Growth in
wealth inequalities, especially since the early 1970s, has been noted by a shift from Labour to
Capital in the Capital-Labour share data. Figure 2: New Zealand Wage and Salary Share of GDP compared to OECD
(Rosenberg, 2018) Figure 2: New Zealand Wage and Salary Share of GDP compared to OECD
(Rosenberg, 2018) Wealth inequality not only represents a growing unfairness in rewards distribution, but also
may threaten social cohesion in potentially dangerous fashion. A sustainable accommodation
would include taxation arrangements that reverse the post-1970s oncome advantage assumed
by Capital. Wealth taxes, carefully positioned, are the obvious means to achieve this
rebalancing. Tripartism is a fundamental aspect of any accommodation. It transcends bargaining
arrangements, in contemporary terms now involving partnership from the enterprise to national
economic strategy, as well as its extension into social and trade settings. Important is the reassertion of collective bargaining – traditional and innovative - to rebalance
rewards to Capital and Labour. The Employment Contracts Act (ECA) triggered the shift of
rewards from Labour to Capital seen in the 1990s, a shift that has not been rectified since (see
later discussion). This is why the standing commitment to Fair Pay Agreements, and the
anticipation of their enactment, are important. Just as the Keynesian Accommodation of the 1930s was intimately linked to a commitment to
growth in trade, so must a modern accommodation be associated with a continued commitment
to fair trade. Fairness in trade is a powerful modern condition of acceptable trade relations, as
is trade conducted to appropriate environmental standards. 53 New Zealand Journal of Employment Relations, 45(1): 47-58 level with employers and employer associations, but has not taken advantage of the opportunity
for strategic tripartite arrangements. In this situation, the reemergence of tripartism as an
effective form of decision-making and enforcement depends on government taking a strong
lead. Again, the proposed Industry Transformation Plans are a promising initiative as is the
Future of Work programme. The reemergence of collective bargaining, central to a new accommodation, should be
considered in conjunction with a complementary focus on a wider industrial democracy. As
mentioned previously, Labour has a model for reformed employment relations in the Fair Pay
Agreements, but it has found it difficult to progress this initiative. This blockage has to be
overcome if an accommodation is to be achieved. However, such agreements are perhaps a
necessary but not sufficient condition for a sustainable accommodation. There is an
opportunity, even necessity, to develop appropriate forms of industrial democracy, in particular
to embed necessary high performance production arrangements. New Zealand’s dalliance with
partnership since the early 2000s has been unconvincing. Clearly, a renewed interest in
industrial democracy would have to be fostered energetically, in the context of an extant
employment relations model with little previous experience of modern, high-performing
industrial democracy. A renewed focus on industrial democracy and workplace voice speaks also to the need for
continuing support for workplace reform. High performance initiatives in New Zealand have
been attempted for at least two decades, with Labour-led governments taking the lead with the
creation of agencies such as the Partnership Resource Centre. Since 2016, Labour currently has
had a central policy theme in the “Future of Work”, with an associated Future of Work
Tripartite Forum (NZ Treasury, 2020b). This workstream has been sustained since 2017, but
impacts consequent on its outputs are more difficult to determine. A post-Covid-19 recovery
strategy would, one suggests, place renewed emphasis on high performance systems, if only
because of the trade advantages they would foster. There is much to be done in the area of labour market development. It is trite to restate the
importance of high-quality training arrangements, and their integration with the compulsory
education system. However, given the importance of “green transformation” and “Just
Transition” and the emphasis on high-performance work arrangements, active labour market
policies associated with multiple pathways into training and retraining will be vital. Tripartism
should provide a supportive platform to support the creation of those pathways. A New Accommodation: Implications for Employment Relations The implications of a new accommodation for employment relations and labour market policy
are many, and here I will discuss only some of the most salient. Government measures taken post-2017 in relation to Taranaki and its energy sector illustrate
the steps along the “green transformation” path, which all modern economies are considering
to a greater or lesser extent. Similarly, new approaches to rural land-use are seeking to deal
with the politically-sensitive emissions issues associated with rural production. The trade union
movement has committed to a “Just Transition” approach to climate issues (Huggard, 2019). Powerful voices within the business community are also speaking clearly about climate change
(see, for example, the Sustainable Business Council, 2020). At the heart of this growing
pressure for change is the reconfiguration of production, distribution and consumption
practices in tune with sustainability goals. This carries with it major long-term implications for
investment decisions, production and distribution systems, local and national labour markets,
training provisions, work organisation practices and accountabilities. A positive initiative is the
proposed industry policy with its commitment to Industry Transformation Plans (MBIE, 2020). These plans are relevant to the subsequent discussion of tripartism and industrial democracy. The magnitude of this challenge, and an attached urgency, confronts the tripartite parties
inescapably. One must be concerned about the current scope and quality of thinking about these
issues. Taking into account the reducing timeframes for effective change predicted by science,
one anticipates increased urgency and application in this policy area. Central to a new accommodation is a renewed commitment to tripartism. This is a looming
challenge, for tripartite institutions and practices in New Zealand have been sorely weakened
since the 1980s. The three parties are each, in their different ways, inexperienced and tentative
about renewed tripartite arrangements. The relative weakness of the trade union movement
since the ECA was introduced challenges its authority as a tripartite party, as do some forces
within the CTU membership, which are at best chary of such engagement. Employer
associations are both inexperienced in and questioning of tripartism. The Labour-led
government maintains cordial relationships with the CTU, and engages consistently at high 54 New Zealand Journal of Employment Relations, 45(1): 47-58 What is to be Done? It falls to government to manage both the short-term impacts of Covid-19, in themselves
oppressive, whilst also charting the long-term recovery for New Zealand. It is a daunting task,
made all the more challenging by little political consensus about how that course should be
laid. Unity in recognising the Covid-19 challenge is not immediately reflected in agreed ways
forward. Aspects of that course are less contentious. For example, most agree that a renewed
focus on trade is a vital component of recovery. But not only is there little agreement about a
new accommodation or an alternative thereto, there is also little public debate to date about the
options for the future. Government has publicly recognised the need for a long-term response, as it has also
highlighted the crushing public debt that is being accrued. Details of that response are sparse. Political savants will have marked the absence of Labour’s usual election manifesto, which
might normally be expected to give some clues about Labour’s longer-term thinking. That said,
the magnitude of the Covid-19 crisis is such that government might reasonably expect some
flexibility in demands made of it. Will a new version of the 1930s Keynesian Accommodation emerge? Much depends on four
factors – the will of government, voter choice, employer commitment and trade union recovery. These factors interplay in the difficult context of contemporary populism and weakened liberal
democracy. Government will be the first mover on a new accommodation. Its support is fundamental in
terms of leadership, resources and political authority. The current government has manifested
strong leadership and authority across several crises, and, in the context of its Covid-19
response, has released significant funding. That strength of response, impressive as it is, has
still to be translated into a post-Covid-19 vision, in which the vision of an accommodation,
explicit or otherwise, is lodged. Noting a point already made, that is, too explicit a formulation
of a road to accommodation may threaten politically its emergence, the jury is out on the
strategic direction the government is plotting for the next three and more years. However, a note of concern has been sounded above. Accommodation requires strong
tripartism and a firm political will to move away from the binary option of intensified neo-
liberalism. I do not discount the impact of core civil service ideological preferences, more
confident and empowered than, for example, in the 1930s. New Zealand Journal of Employment Relations, 45(1): 47-58 Sovereign states have the responsibility to manage immigration policies in an open and
transparent fashion. Reasonably, these policies must enjoy the confidence of the community. This becomes more complex and challenging in periods of economic distress, especially in
terms of labour market disruption. Governments must strike a balance between active labour
market policies to promote the engagement of domestic labour, and the continued use of
migrant labour. Some forms of migrant labour – for example, that which is associated with
long-established seasonal work and/or with an aid component – may be unscathed by post-
Covid-19 arrangements. Equally, constraints on general migration may be appropriate when
major labour market disruption arises. Effective planning – perhaps through Industry
Transformation Plans – coupled with an unequivocal, transparent statement of the rationale for
regulation are important. 55 New Zealand Journal of Employment Relations, 45(1): 47-58 New Zealand Journal of Employment Relations, 45(1): 47-58 New Zealand Journal of Employment Relations, 45(1): 47-58 Business New Zealand, regional employer organisations and Chambers of Commerce
preferences. Trades unions have not recovered from the impact of the ECA. Union density remains at 18
per cent, and is centred in large private sector organisations and in the state sector. In this sense,
union voice is doubly unbalanced – in terms of the vast layers of unorganized small and
medium enterprises (SMEs) in the New Zealand economy, and in terms of the growth of state
sector unions versus the flat-lining of private sector voice. The CTU remains a strong nd
creative voice, but, Janus-like, must face inwards to the internal pressures within the union
movement, and outwards to the challenges facing New Zealand, whilst managing on a modest
budget. In sum, a new accommodation would require the Covid-19 crisis to galvanise both employer
and trades union partners into, in the case of the former, very different, pluralist thinking about
the oversight of New Zealand’s future, and, in the case of the latter, significantly greater
coherence in terms of industrial democracy, broadly defined. One might speculate on the
potential role of government in driving those changes. The other important condition is the political process and voter behaviour, in a context in which
liberal democracy’s hold over the voter is weakened, in part because of new technology’s
capacity to “manage” voter behavior, in part because of a cynical denigration of the liberal
democratic process under neo-liberalism. The short three-year electoral cycle plays against the
establishment of a new accommodation, requiring a Labour-led government to be in power for
at least two further cycles. In a period of instability such as we face, and where Labour’s
prominence is markedly dependent on its leader, that requirement is not guaranteed. One should
also recognise that the vagaries of MMP may intervene to qualify or derail radical policy
directions. What is to be Done? Labour, the dominant party in the
government coalition, has in recent decades moved to the political centre from its founding
democratic socialist principles. If it has, indeed, become a party of social identity, then it is
unlikely that an historic accommodation is imagined. This points unerringly to the stark option
facing Labour. It has been both blessed and cursed to be in power in an epochal crisis. To it
falls the choice of effective transformational change or the status quo as it plans for the next
decade or more. Were that government choice to be truly transformational, then the role of the social partners
comes into play. Overall, this is also a challenging prospect. In general, employer associations
have for 30 years or more eschewed tripartism as a fundamental economic and social building
block. When Labour is in power, a nod to tripartism is usually offered, but that commitment is
easily parked when National is in power. There are individual (large) employers, and some
employer associations (e.g. in the environmental context) who are more open to tripartism and
partnership. I suggest that this is a minority presence in comparison with the general tenor of 56 New Zealand Journal of Employment Relations, 45(1): 47-58 A Final Word The Covid-19 pandemic has delivered, internationally, a body blow to communities and
nations. We are still to experience the full extent of its harm. Commentaries already speak of a
decade of recovery. New Zealand has, to date, responded successfully to Covid-19’s immediate
depredations and must chart its course through an extended recovery phase. This commentary
argues, first, that there is a powerful alternative to a return to neo-liberalism available to
government and policy makers. That alternative rests on a new, domestic accommodation
binding together the social partners. A modern accommodation will be driven by the same
motivations as that of the 1930s, but will take a different form, primarily because of the impact
of climate change. Second, if that alternative is to be realised, it will be driven by a government
committed to fundamental transformation, and willing to forge the bonds that unite the tripartite
parties in that endeavor. 57 New Zealand Journal of Employment Relations, 45(1): 47-58 Turner, A. (2016). Between Debt and the Devil: Money, Credit and fixing Global Finance.
Princeton University Press. References Huggard, S. (2019). CTU releases agenda to achieve a just transition. New Zealand Council
of Trade Unions. https://www.union.org.nz/ctu-releases-agenda-to-achieve-a-just-
transition/ McCrone, J. (2020). A kinder, greener, fairer economics to replace neoliberalism? Questioning
New
Zealand's
chances
of
making
the
move. Stuff. https://www.stuff.co.nz/national/politics/122379921/a-kinder-greener-fairer-
economics-to-replace-neoliberalism-questioning-new-zealands-chances-of-making-
the-move MBIE (Ministry of Business, Innovation and Employment). (2020). Industry Policy. https://www.mbie.govt.nz/business-and-employment/economic-
development/industry-policy/ NZ
Treasury. (2020a). COVID-19
Economic
Response
Measures. https://www.treasury.govt.nz/information-and-services/new-zealand-economy/covid-
19-economic-response/measures NZ Treasury. (2020b). Future of Work Tripartite Forum. https://treasury.govt.nz/information-
and-services/nz-economy/future-work-tripartite-forum NZ Work and Income. (2020), Covid-19. https://workandincome.govt.nz/covid-19/index.html Piketty, T. (2014). Capital in the Twenty-First Century. Harvard University Press. Rosenberg, B. (2018). Workers out of pocket $11500 a year as a result of decades of poor
government
policy. New
Zealand
Council
of
Trade
Unions. https://www.union.org.nz/workers-out-of-pocket-11500-a-year-as-a-result-of-
decades-of-poor-government-policy/ Sustainable
Business
Council. (2020). Pre-election
Brief. https://www.sbc.org.nz/resources/reports/sbc-reports/pre-election-brief-2020 Turner, A. (2016). Between Debt and the Devil: Money, Credit and fixing Global Finance. Princeton University Press. 58
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Psychometric properties and factor structure of the Korean version of the screen for child anxiety related emotional disorders (SCARED)
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© The Author(s). 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the
data made available in this article, unless otherwise stated in a credit line to the data. Open Access Psychometric properties and factor
structure of the Korean version of the
screen for child anxiety related emotional
disorders (SCARED) Jiyoon Shin1, Kyoung Min Kim2, Kyung Hwa Lee1, Soon-Beom Hong1, Jung Lee3, Chi-Hyun Choi4, Ji Youn Han1,
Seong Hae Kim1, Da Eun Suh1, Soo-Churl Cho5 and Jae-Won Kim1* Abstract Background: The aim of this study was to examine the psychometric properties of the Korean version of Screen
for Child Anxiety Related Emotional Disorders (SCARED) on a sample of Korean youths and to examine the cross-
cultural differences in adolescents’ anxiety. Methods: Our study included 147 adolescents (ages 12–17, 92 girls), 93 with major depressive disorder and 54 as
controls. Participants were evaluated using the Kiddie-Schedule for Affective Disorders and Schizophrenia for
School-Age Children-Present and Lifetime Version (K-SADS-PL), SCARED, Child Behavior Checklist (CBCL), Disruptive
Behavioral Disorder Scale (DBD) and Attention Deficit Hyperactivity Disorder Rating Scale (ADHD-RS). Pearson’s r and
Cronbach’s α values of the SCARED were calculated, and exploratory factor analysis was conducted. Results: The Korean SCARED scores were correlated with the total anxiety scores of K-SADS-PL (r = 0.74) and the
CBCL anxious/depressed subscale scores (r = 0.35). Results showed a five-factor structure with good internal
consistency, in which some items were loaded on different factors compared to previous studies. Conclusions: The Korean SCARED demonstrated promising psychometric properties, and could be a valid scale for
screening anxiety symptoms in primary care. The fact that different items comprised the factors may reflect the
cultural difference between United States and Korea in experiencing anxiety. Keywords: SCARED, Validity, Reliability, Factor structures, Anxiety disorder [1]. In Korean children and adolescents aged 6 to 18, the
one-year prevalence rate of anxiety disorder was 11.7%
[2]. Another study of Korean children aged 6 to 12
showed that the past-year prevalence of anxiety disor-
ders was 10.3% [3]. Despite these high prevalence rates,
anxiety disorders are often underdiagnosed and remain
untreated for the following reasons: first, they are not as
evident as behavioral disorders [4]; second, they are fre-
quently comorbid with other psychiatric disorders that
gain more clinical attention, such as depressive disorders
and substance abuse [5, 6]. Background Anxiety disorders are the most prevalent psychiatric dis-
orders in children and adolescents worldwide. In the
United States, the point prevalence rate of adolescents’
anxiety disorders based on DSM-IV diagnosis was 15%
and the 12-month prevalence rate was as high as 25% * Correspondence: snuh.may@gmail.com
1Division of Child and Adolescent Psychiatry, Department of Psychiatry, Seoul
National University College of Medicine, 103 Daehak-Ro, Chongno-Gu, Seoul
03080, Republic of Korea
Full list of author information is available at the end of the article * Correspondence: snuh.may@gmail.com
1Division of Child and Adolescent Psychiatry, Department of Psychiatry, Seoul
National University College of Medicine, 103 Daehak-Ro, Chongno-Gu, Seoul
03080, Republic of Korea
Full list of author information is available at the end of the article Shin et al. BMC Psychiatry (2020) 20:89
https://doi.org/10.1186/s12888-020-02505-3 Shin et al. BMC Psychiatry (2020) 20:89
https://doi.org/10.1186/s12888-020-02505-3 * Correspondence: snuh.may@gmail.com
1Division of Child and Adolescent Psychiatry, Department of Psychiatry, Seoul
National University College of Medicine, 103 Daehak-Ro, Chongno-Gu, Seoul
03080, Republic of Korea
Full list of author information is available at the end of the article Page 2 of 12 Shin et al. BMC Psychiatry (2020) 20:89 Page 2 of 12 Shin et al. BMC Psychiatry (2020) 20:89 Korean version of the SCARED to assist better diagnosis
and treatment of anxiety disorders in Korean youth. In South Korea, there is a cultural emphasis on aca-
demic achievement [7], which creates an excessive aca-
demic burden, an overly competitive atmosphere, and
university entrance-oriented education [8, 9]. As a result,
adolescents’ anxiety and depression tend to increase as
the grade level increases in schools [8–10]. According to
a report by the Korean National Youth Policy Institute,
20.9% of Korean youth have thought about committing
suicide in one year mainly due to academic stress and
anxiety [11]. Anxiety is known to be an important pre-
dictive factor for suicidality [10]. Thus, early detection
and intervention of Korean youths’ anxiety disorders are
important, considering the severity and consequences of
these disorders. Due to an historical background of Confucianism,
there exists a strong sense of community in South Korea
[21, 22]. Children are often brought up to be considerate
of others and to be attentive to how they are viewed by
others, a character that is called ‘Nun-chi’ in Korean [22,
23]. In social atmospheres as seen in Korea and Japan,
there is a culture-specific social fear regarding concern
at offending others, called ‘Taein Kongpo’ in Korean, or
‘Taijin Kyofusho’ in Japanese [24, 25]. In a study of Ko-
rean middle and high school students, 13% of middle
school students and 14.8% of high school students
thought that they would cause harm to others because
of their social anxiety [23]. Children and adolescents’ ex-
cessive social anxiety cause difficulties in peer relation-
ships and academic ability, school refusal, abandonment
of school activities, and deterioration of their psycho-
social functions [26, 27]. Due to the cultural specificity
of Korea, it is possible that the factor structure of the
Korean version of the SCARED might differ from that of
the English SCARED. Both the Korean versions of the State-Trait Anxiety
Inventory (STAIC) and the Revised Children’s Manifest
Anxiety Scale (RCMAS) measure youth anxiety. The
STAIC and RCMAS are used to evaluate anxiety in vari-
ous aspects. The STAIC includes both the state and trait
scales. While the state scale measures the current feeling
of anxiety, the trait scale measures a more stable and
pervasive tendency to experience anxiety. The three sub-
scales of RCMAS assess worry/oversensitivity, fear/con-
centration,
and
physiological
anxiety. Although
the
STAIC and RCMAS measure general anxiety symptoms,
both have limitations. First, they do not provide infor-
mation regarding specific anxiety disorders. Second, they
have some limitations regarding discriminant validity
such that they did not distinguish definitely anxiety dis-
orders from behavioral disorders such as ADHD [12]. In this study, we aimed to establish the reliability and
validity of the Korean SCARED and investigated the fac-
tor structure of the scale. We hypothesized that the Ko-
rean SCARED would be a valid and reliable scale to
assess anxiety symptoms in Korean youth. In addition,
we hypothesized that the cross-cultural differences in ex-
periencing social anxiety would be reflected in the factor
structure of the Korean SCARED. The Screen for Child Anxiety Related Emotional Disor-
ders (SCARED) is a screening questionnaire for anxiety
disorders in youth. It is a rating scale completed by chil-
dren or parents. Although it has been used in some clin-
ical studies conducted in Korea [13, 14], the psychometric
properties of the Korean version are yet to be determined. The scale has several advantages compared to other anx-
iety scales mentioned above. First, the SCARED can assess
specific anxiety disorders in addition to assessing general
anxiety symptoms. Second, it can be applied to a wider
age range of youth, from 6 to 19 years [15, 16], compared
to the STAIC, which is indicated for youth ages 9–12. Third, the English SCARED shows good psychometric
properties, specifically in terms of discriminant validity,
and can differentiate children with an anxiety disorder
from depression or disruptive disorder-only groups [17]. Internal consistency and factor structure were also shown
to be robust when applied to different cultures and races,
including European countries, South Africa, China, non-
Hispanic White and African Americans, and Arabia [18,
19]. In addition, the SCARED is a self-report measure,
which is more practical compared to diagnostic clinical in-
terviews [20]. Given such advantages of the SCARED, it is
meaningful to examine the psychometric properties of the Assessments At baseline, all participants were assessed using the K-
SADS-PL, SCARED, Child Behavior Checklist (CBCL),
Disruptive Behavioral Disorder Scale (DBD) and ADHD
Rating Scale (ADHD-RS). At baseline, all participants were assessed using the K-
SADS-PL, SCARED, Child Behavior Checklist (CBCL),
Disruptive Behavioral Disorder Scale (DBD) and ADHD
Rating Scale (ADHD-RS). g
The SCARED is a 41-item self-report that screens for
anxiety disorders and can be completed by child and
parent. In our study, the SCARED child version was
used. In a validation study of the Korean SCARED, the
researcher team translated the original SCARED items
into Korean, back-translated them to English by a bilin-
gual researcher, and re-checked the back-translated ver-
sion. Finally, the scale was confirmed by a researcher
with Ph.D. in clinical psychology [33]. Our sample size satisfied the minimum required sam-
ple size for a factor analysis [38], which allowed us to
conduct factor analysis to investigate the factor structure
of the Korean SCARED. Since the data was not normally
distributed [39], principal axis factoring was used to ex-
tract factors. Scree test was used to decide the number
of factors. Lastly, promax rotation, a method used for
analyzing correlated factors [39], was performed to de-
termine the factor structure. All primary data were ana-
lyzed with SPSS version 22.0. During assessment, a psychiatrist (J.-W.K) who was
blind to the SCARED scores administered the K-SADS-
PL to the participants and their parents. To investigate
the correlation between the SCARED and K-SADS-PL
anxiety symptoms, we calculated a total score by adding
up the following subscale scores as per screen section:
panic disorder (1 item), separation anxiety disorder (5
items), social phobia (2 items) and generalized anxiety
disorder (4 items). Finally, a sensitivity analysis was conducted to assess the
robustness and reproducibility of the factor structure we
elicited, using an independent dataset. From the ‘Valid-
ation of depression-related scales in child and adolescent
psychiatric outpatients’ study (IRB No. 1908–088-1055),
the sample consisted of 464 participants (278 of whom
were girls) aged 7 to 19, recruited from the child and ado-
lescent psychiatric outpatient clinic of Seoul National Uni-
versity Hospital between August 2015 and July 2019. Inclusion criteria were to have completed a semi-
structured interview and the same questionnaires as men-
tioned above in the Assessment section for the intake as-
sessment. Demographic and clinical data were collected in
the same manner. Methods
Participants Our study included 95 depressed participants between
the ages of 12–17 years. They were part of a study that
investigated the biomarkers of the antidepressant re-
sponse and suicidal events in depressed youth (NRF-
2015R1A2A2A01004501). Major
depressive
disorder
(MDD) diagnoses were made using the Kiddie-Schedule
for Affective Disorders and Schizophrenia for School-
Age Children-Present and Lifetime Version (K-SADS-
PL) [7, 28, 29], which is based on Diagnostic and Statis-
tical Manual of Mental Disorders-5th Edition (DSM-5)
[30] criteria. The participants were recruited from the
child and adolescent psychiatric outpatient clinic at the
Seoul National University Hospital between August 2015
and June 2018. Participants were included in the study if they were di-
agnosed with MDD, had symptoms lasting for at least 4
weeks or more without psychotic features, scored 40 or
higher
on the
Children’s Depression Rating Scale-
Revised (CDRS-R) [31], and scored 4 or higher points on
the Clinical Global Impression-Severity scale [32]. Exclu-
sion criteria were intelligence quotient (IQ) under 70, a Page 3 of 12 Shin et al. BMC Psychiatry (2020) 20:89 Shin et al. BMC Psychiatry (2020) 20:89 items), ODD (8 items) and conduct disorder (CD) (15
items) symptoms [35, 36]. In our study, we used the CD
subscale to assess behavioral symptoms only. The ODD
subscale also shows behavioral symptoms, however, they
might not be prominent to the parents if the behavioral
problems are only confined to the school or outside the
home. Thus, we selected CD subscale, which would be
more evident to parents. Each item is rated on a 4-point
Likert scale. The ADHD-RS is an 18-item self-report
used to screen for ADHD [37]. The scale measures two
features
of
ADHD:
inattention
and
hyperactivity-
impulsivity. Each item is rated on a 4-point Likert scale. The ADHD-RS is known to specifically evaluate ADHD
symptoms, which can be used to screen, diagnose, and
evaluate the effect of treatment for ADHD [37]. For this
reason, we chose the ADHD-RS over the ADHD sub-
scales of the CBCL and the DBD. history of chronic medical and neurological diseases,
diagnosis of psychotic disorders such as schizophrenia,
diagnosis of bipolar disorders and developmental disor-
ders such as autism, substance abuse within the past 6
months, a diagnosis of bipolar I disorder among immedi-
ate relatives, and taking any psychiatric medication. To-
tally, 57 healthy controls were recruited via school flyers. Statistical analyses Demographic variables were analyzed using ANOVA or
Chi-square tests. To examine the criterion and discrim-
inant validity of the SCARED, Pearson’s correlation coef-
ficients were measured. ANOVA was used to compare
the clinical variables among anxiety + depression (A +
D), depression only (D only) and control groups. A
Tukey’s honest significance test or Dunnett T3, depend-
ing on whether the equality of variances was met or not,
was done as a post hoc analysis, to examine the differ-
ences in the Korean SCARED total and subscale scores
among A + D, D only and control groups. Methods
Participants They visited our clinic and were initially screened using
the K-SADS-PL. Among the initially recruited 152 subjects, 2 depressed
participants and 3 healthy controls withdrew their par-
ticipation consent and therefore were excluded from the
study. Thus, a total of 147 subjects (92 of which were
girls) were included in the analyses; these were divided
into depression and anxiety comorbid (n = 44), depres-
sion only (n = 49) and control (n = 54) groups based on
the psychiatric diagnoses from the K-SADS-PL. The study was approved by the Institutional Review
Board for Human Subjects of Seoul National University
Hospital. All the parents and youth were provided with
detailed information about the study. Written informed
consent was obtained from all participants before enter-
ing the study. Criterion validity y
As shown in Table 2, the Korean SCARED showed sig-
nificant correlation with the K-SADS-PL anxiety sub-
scale total scores (r = 0.74, p < 0.001). We calculated a
total score of the K-SADS-PL anxiety subscales by sum-
ming up panic disorder (PD), Separation Anxiety Dis-
order (SAD), social phobia (SP), and generalized anxiety
disorder (GAD) subscale scores. The Korean SCARED
scores were correlated with all K-SADS-PL anxiety sub-
scales (rs > 0.214, p-values ≤0.009), of which the GAD Assessments Among the sample, subjects included in Parents completed the CBCL, DBD, and ADHD-RS. The CBCL is a 113-item scale measuring six DSM ori-
ented scales- affective, anxiety, ADHD, conduct, oppos-
itional defiant disorder (ODD), and somatic problems
[34]. In our study, we used the anxious/depressed sub-
scale, internalizing and externalizing scales of CBCL. The DBD is a 41-item scale used to measure ADHD (18 Page 4 of 12 Shin et al. BMC Psychiatry (2020) 20:89 groups in scores on the Korean SCARED, CBCL intern-
alizing scales and the K-SADS-PL anxiety subscale. Post
hoc analyses revealed that CBCL anxious/depressed,
CBCL externalizing scales, ADHD and CD scores dif-
fered significantly between the D only and control
groups, but not between the A + D and D only groups
(Table 1). the primary factor analyses were excluded. After applying
the inclusion and exclusion criteria, the sample consisted
of 431 participants (257 of whom were girls) aged 7 to 19. Among them, 262 were diagnosed with MDD, 49 with bi-
polar disorder, 69 with anxiety disorder, 11 with ADHD, 5
with conduct disorder, 2 with tic disorder, 3 with autism,
and 29 with eating disorder. One participant had no psy-
chiatric disorder. Confirmatory factor analysis (CFA) using
the maximum-likelihood method was performed on the
independent dataset. CFA was conducted with R version
1.2.5019, Lavaan package and internal consistencies were
calculated with SPSS version 22.0. Demographics and clinical characteristics No significant difference was found in age, gender and
IQ between the A + D, D only, and control groups. How-
ever, there were significant differences between three Table 1 Demographic and clinical characteristics of primary dataset
§ Anxiety + Depression (n = 44)
§§ Depression only (n = 4 Table 1 Demographic and clinical characteristics of primary dataset
§ Anxiety + Depression (n = 44)
§§ Depression only (n = 49)
Control (n = 54)
statistics
p-value
Gender, n (%)
χ2 = 1.88
0.39
Male
14 (31.8)
17 (34.7)
24 (44.4)
Female
30 (68.2)
32 (65.3)
30 (55.6)
Age, mean (SD)
14.8 (1.7)
14.7 (1.6)
14.4 (1.6)
F = 0.80
0.45
IQ, mean (SD)
104.6 (14.0)
106.1 (14.2)
108.5 (11.6)
F = 1.09
0.34
Anxiety diagnosis
Social phobia
15 (34.1)
Agoraphobia
3 (6.8)
GAD
28 (63.6)
Panic
5 (11.4)
Separation anxiety
3 (6.8)
PTSD
4 (9.1)
Specific phobia
1 (2.3)
†K-SADS-PL_anxiety total
21.0 (4.0)
16.3 (2.4)
12.7 (1.6)
F = 105.47
< 0.001
†SCARED
43.6 (15.1)
32.4 (14.9)
10.6 (9.7)
F = 79.17
< 0.001
CBCL
†CBCL_anx/dep
58.8 (16.5)
56.2 (13.3)
43.9 (10.6)
F = 17.62
< 0.001
†CBCL_ext
50.1 (11.8)
50.3 (12.7)
41.8 (9.6)
F = 9.40
< 0.001
†CBCL_int
67.4 (8.7)
62.0 (9.8)
45.0 (10.5)
F = 72.27
< 0.001
†ADHD
8.9 (8.4)
12.1 (11.4)
3.7 (5.2)
F = 12.40
< 0.001
†CD
1.8 (3.0)
2.5 (4.0)
0.4 (0.9)
F = 7.01
0.001
§ Anxiety + Depression: participants with co-morbid anxiety disorders and MDD
§§ Depression only: participants with MDD only
GAD generalized anxiety disorder; PTSD post traumatic stress disorder
SCARED The Screen for Child Anxiety Related Emotional Disorders
K-SADS-PL Kiddie-Schedule for Affective Disorders and Schizophrenia-Present and Lifetime version
CBCL Child Behavior Checklist
CBCL_anx/dep CBCL anxious/depressed subscale
CBCL ext CBCL externalizing scale Shin et al. BMC Psychiatry Page 5 of 12 Shin et al. Factor structure Factor analysis showed that the Korean version of the
SCARED was comprised of five factors, which reflected
generalized anxiety (GAD), panic/somatic symptoms
(PD), social anxiety (SP), separation anxiety (SAD) and
school avoidance (SA) (Table 3). We determined the
number of the factors using Cattell’s scree test, which di-
rects the dropping of components after showing a gradi-
ent decline in the scree plot. Our scree test suggested
retention of five or six factors; thus, analyses were car-
ried out to assess the interpretability and factor structure
of both five- and six-factor structures. The six-factor so-
lution resulted in a factor which contained only two var-
iables, which did not satisfy the general principle that a Demographics and clinical characteristics BMC Psychiatry (2020) 20:89 Table 2 Correlations among SCARED, CBCL_anx/dep, CBCL_int, CBCL_ext, CD and ADHD
SCARED
K-SADS-PL_anxiety
CBCL_anx/dep
CBCL_int
CBCL_ext
CD
ADHD
SCARED
1
K-SADS-PL_anxiety
.74**
1
CBCL_anx/dep
.35**
.37**
1
CBCL_int
.57**
.60**
.78**
1
CBCL_ext
.12
.21*
.68**
.59**
1
CD
.10
.12
.25**
.32**
.48**
1
ADHD
.15
.14
.46**
.49**
.54**
.55**
1
** p < 0.01, * p < 0.05
SCARED: The Screen for Child Anxiety Related Emotional Disorders
K-SADS-PL: Kiddie-Schedule for Affective Disorders and Schizophrenia-Present and Lifetime version
CBCL Child Behavior Checklist
CBCL_anx/dep CBCL anxious/depressed subscale
CBCL_ext CBCL externalizing scale
CBCL_int CBCL internalizing scale
ADHD Attention Deficit Hyperactivity Disorder Rating Scale (ADHD-RS)
CD conduct disorder assessed by Disruptive Behavioral Disorder Scale (DBD) subscale
(r = 0.75,
p < 0.001)
showed
the
strongest
correlation. factor is more stable when it contains at least 3 items or
more [39]. In addition, the factor did not yield any sig-
nificant independent factor based on K-SADS-PL nor
DSM-V [40]. Therefore, a five-factor structure was
chosen for better interpretation [39]. Every item with the
exception of item 4, which had a factor loading of 0.23,
exceeded the factor loading of 0.30, the minimum re-
quired loading of an item [41]. Two items, items 10 and
15, showed cross loading, which means that two or more
items had factor loading of more than 0.32 [41], for the
GAD factor (0.34 and 0.33, respectively) and the PD fac-
tor (0.66 and 0.42, respectively). The explained variance
of the factor structure was 58.9%. The Korean SCARED and CBCL anxious/depressed
subscale also showed significant correlation, although it
was relatively low (r = 0.35, p < 0.001). Discriminant validity The correlation between the Korean SCARED and the
externalizing problem of CBCL was not significant (r =
0.13, p = 0.14). On the contrary, the Korean SCARED
and the internalizing problem of CBCL showed moder-
ate correlation (r = 0.57, p < 0.001). The Korean SCARED
scores did not correlate with CD of the DBD (r = 0.29,
p = 0.25), as well as with the ADHD-RS (r = 0.15, p =
0.07) (Table 2). The GAD factor consisted of 12 items, and of these
items, ‘I worry about people liking me’ had the highest
factor loading (1.01). Factor loadings for all items ranged
from 0.37 to 1.01. The PD factor consisted of 11 items,
and the item ‘When I get frightened, I feel like I am
choking’ scored the highest factor loading (0.99). Factor
loadings for PD ranged from 0.42 to 0.99. The SP factor
was composed of 8 items, and the factor loadings ranged
from 0.23 to 0.93. The item ‘I feel shy with people I
don’t know well’ showed the highest factor loading. SAD
included 6 items and their factor loadings ranged from
0.53 to 0.79. ‘I am afraid to be alone in the house’
showed the greatest factor loading. The SA factor was
composed of 4 items with factor loadings of these items
ranging from 0.36 to 0.90. (Table 3). Internal consistency As shown in Table 3, internal consistencies of five fac-
tors (for details, see 5. Factor structure) ranged from
0.89 to 0.94. Overall internal consistency was good
(Cronbach’s α =0.96). Comparison of SCARED scores between anxiety group
and non-anxiety groups The comparison of the SCARED scores based on our
five-factor structures among the A + D, D only and con-
trol groups is presented in Table 4. There were signifi-
cant group differences in the Korean SCARED scores for
generalized anxiety, social anxiety, separation anxiety Page 6 of 12 Shin et al. BMC Psychiatry (2020) 20:89 Table 3 Factor loadings and factor internal consistency (N = 147)
Factor
Item
Factor
loading
Cronbach
α
Generalized
anxiety
0.91
5
I worry about other people liking me
1.01
0.90
21
I worry about things working out for me
0.83
0.90
33
I worry about what is going to happen in the future
0.80
0.90
14
I worry about being as good as other kids
0.78
0.90
23
I am a worrier
0.78
0.90
28
People tell me that I worry too much
0.74
0.90
35
I worry about how well I do things
0.74
0.90
37
I worry about things that have already happened
0.73
0.90
20
I have nightmares about something bad happening to me
0.61
0.91
9
People tell me I look nervous
0.55
0.91
7
I am nervous
0.49
0.91
19
I get shaky
0.37
0.91
Panic/somatic
symptoms
0.89
27
When I get frightened, I feel like I am choking
0.99
0.86
6
When I get frightened, I feel like passing out
0.83
0.90
12
When I get frightened, I feel like I am going crazy. 0.83
0..86
1
When I feel frightened, it is hard to breathe
0.82
0.86
38
When I get frightened, I feel dizzy. 0.73
0.86
34
When I get frightened, I feel like throwing up
0.69
0.86
24
I get really frightened for no reason at all
0.64
0.87
30
I am afraid of having anxiety (or panic) attacks
0.62
0.87
18
When I get frightened, my heart beats fast
0.47
0.87
22
When I get frightened, I sweat a lot. 0.46
0.87
15
When I get frightened, I feel like things are not real. Comparison of SCARED scores between anxiety group
and non-anxiety groups 0.42
0.87
Social anxiety
0.88
32
I feel shy with people I don’t know well
0.93
0.87
26
It is hard for me to talk with people I don’t know well
0.83
0.87
41
I am shy
0.80
0.87
3
I don’t like to be with people I don’t know well
0.69
0.87
40
I feel nervous about going to parties, dances, or any place where there will be people that I don’t
know well
0.67
0.86
10
I feel nervous with people I don’t know well
0.66
0.86
39
I feel nervous when I am with other children or adults and I have to do something while they
watch me (e.g. read aloud, speak, play a game, play a sport)
0.53
0.88
4
I get scared if I sleep away from home
0.23
0.89
Separation
anxiety
0.78
25
I am afraid to be alone in the house
0.79
0.73
29
I don’t like to be away from my family
0.74
0.74
13
I worry about sleeping alone
0.72
0.73
16
I have nightmares about something bad happening to my parents
0.67
0.76
31
I worry that something bad might happen to my parents
0.64
0.74 Shin et al. BMC Psychiatry (2020) 20:89
Page 7 of 12 Page 7 of 12 Shin et al. BMC Psychiatry (2020) 20:89 Table 3 Factor loadings and factor internal consistency (N = 147) (Continued)
Factor
Item
Factor
loading
Cronbach’s
α
8
I follow my mother or father wherever they go
0.53
0.75
School
avoidance
0.86
36
I am scared to go to school
0.90
0.78
17
I worry about going to school
0.88
0.78
2
I get headaches when I am at school
0.40
0.83
11
I get stomachaches at school
0.36
0.87
Total Cronbach’s alpha
0.95
p < 0.01 and school avoidance. The scores of these factors were
in the following order: A + D, D only, and control
groups. However, A + D and D only group did not show
any differences in scores of panic symptoms. English SCARED done in clinical samples, in which
Cronbach’s α of subscales ranged from 0.79 to 0.89 [6]. The Korean SCARED also demonstrated good criter-
ion validity. The Korean SCARED total scores had a
high correlation with K-SADS-PL anxiety subscales, and
a moderate correlation with the CBCL anxious/de-
pressed subscale and the CBCL internalizing scale. Comparison of SCARED scores between anxiety group
and non-anxiety groups These findings may imply the discrepancies between the
reports of the participants and their parents because the
CBCL was completed by parents. Parents tend to under-
report their children’s internalizing symptoms such as
depression and anxiety compared to externalizing symp-
toms because the latter are more evident to parents [44]. In addition, the CBCL anxious/depressed subscale not
only measures anxiety, but also depressive symptoms,
which may have contributed to the weakened correlation
between the SCARED and the CBCL anxious/depressed
subscale. Moreover, the Korean SCARED was not asso-
ciated with the CBCL externalizing scale, CD of the
DBD or ADHD-RS, which supports high discriminant
validity of the Korean SCARED. Taken together, the Ko-
rean SCARED would be a reliable and valid screening
tool for anxiety symptoms in youth. Sensitivity analysis The absolute fit of the five-factor SCARED we elicited
was tested on the independent clinical sample. The
model yielded χ2/df value of 2.63, (χ2 = 2021.13, df =
769, p-value < 0.001) which is acceptable [42]. Root
Mean Square Error of Approximation (RMSEA) was
0.063 and Standardized Root Mean Square Residual
(SRMR) was 0.078, which showed adequate fit to the
data [42]. However, relative fit indices showed a moder-
ate fit. The comparative fit index (CFI) was 0.86 and the
Tucker-Lewis index (TLI) showed 0.85, which did not
reach the optimal cutoff of 0.95 [42, 43]. The standard-
ized factor loadings of the Korean SCARED for the sec-
ond sample are presented in Table 5. Factor loadings
were all higher than 0.36 (Table 5). Discussion As
expected,
our
results
showed
that
the
Korean
SCARED showed high internal consistency with each
subscale demonstrating high internal consistency. This
finding is consistent with other validation studies of the In our sample, exploratory factor analysis produced
five factors: GAD, PD, SP, SAD, and SA. This factor
structure was comparable to the factor structures pro-
duced in other cultures, which generally showed four Table 4 Comparison of SCARED among Anxiety + Depression(A + D), Depression only(D only), and Control groups
Factor
§ Anxiety + Depression (n = 44)
§§ Depression only (n = 49)
Control (n = 54)
statistics
p-value
Total†
43.57 (15.08)
32.35 (14.85)
10.61 (9.73)
F = 79.17
< 0.001
Generalized anxiety†
16.91 (5.12)
13.31 (6.42)
4.26 (4.19)
F = 75.77
< 0.001
Panic/somatic symptoms††
6.55 (5.78)
4.47 (4.44)
0.96 (1.45)
F = 22.73
< 0.001
Social anxiety†
10.61 (4.04)
7.94 (4.51)
3.83 (3.27)
F = 36.93
< 0.001
Separation anxiety†
4.18 (3.30)
2.65 (2.66)
1.06 (1.86)
F = 17.31
< 0.001
School avoidance†
5.32 (2.31)
3.63 (2.52)
0.48 (0.97)
F = 73.74
< 0.001
§ Anxiety + Depression: participants with co-morbid anxiety disorders and MDD
§§ Depression only: participants with MDD only
† A + D > D only > Control group
†† A + D = D only > Control group Shin et al. Discussion BMC Psychiatry (2020) 20:89 Page 8 of 12 Table 5 Standardized factor loadings and factor internal consistency on independent dataset (N = 431)
Factor
Item
Factor
loading
Cronbach
α
Generalized
anxiety
0.91
5
I worry about other people liking me
0.71
0.90
21
I worry about things working out for me
0.67
0.90
33
I worry about what is going to happen in the future
0.72
0.90
14
I worry about being as good as other kids
0.73
0.90
23
I am a worrier
0.75
0.90
28
People tell me that I worry too much
0.69
0.90
35
I worry about how well I do things
0.74
0.90
37
I worry about things that have already happened
0.75
0.90
20
I have nightmares about something bad happening to me
0.60
0.91
9
People tell me I look nervous
0.58
0.91
7
I am nervous
0.58
0.91
19
I get shaky
0.63
0.91
Panic/somatic
symptoms
0.89
27
When I get frightened, I feel like I am choking
0.81
0.86
6
When I get frightened, I feel like passing out
0.36
0.90
12
When I get frightened, I feel like I am going crazy. 0.77
0.86
1
When I feel frightened, it is hard to breathe
0.75
0.86
38
When I get frightened, I feel dizzy. 0.76
0.86
34
When I get frightened, I feel like throwing up
0.71
0.86
24
I get really frightened for no reason at all
0.69
0.86
30
I am afraid of having anxiety (or panic) attacks
0.62
0.87
18
When I get frightened, my heart beats fast
0.64
0.87
22
When I get frightened, I sweat a lot. 0.55
0.87
15
When I get frightened, I feel like things are not real. 0.63
0.87
Social anxiety
0.88
32
I feel shy with people I don’t know well
0.73
0.86
26
It is hard for me to talk with people I don’t know well
0.71
0.86
41
I am shy
0.73
0.86
3
I don’t like to be with people I don’t know well
0.69
0.87
40
I feel nervous about going to parties, dances, or any place where there will be people that I don’t
know well
0.80
0.86
10
I feel nervous with people I don’t know well
0.81
0.86
39
I feel nervous when I am with other children or adults and I have to do something while they
watch me (e.g. Discussion The result
might reflect that the factor structure of the Korean
SCARED explains anxiety disorders in Korea youth well. However, the prominent difference in the explained vari-
ance value can be due to our sample characteristics,
which was a clinical sample with a high proportion of
the youth having mood problems, whereas the majority
of previous SCARED factor analyses were conducted
with a community sample. There were differences in
some items that comprise the factors compared to Bir-
maher’s factor structure [5]. Item 4, ‘I get scared when I
sleep away from home’, belonged to social anxiety rather
than separation anxiety as identified in Birmaher’s study
[5]. Item 9, ‘People tell me I look nervous’, and 19, ‘I get
shaky’ were included in the generalized anxiety factor,
not panic disorders as in Birmaher’s analysis. Finally,
item 20, ‘I have nightmares about something bad hap-
pening to me’ belonged to generalized anxiety, not sep-
aration anxiety as in the original study. (GAD, PD, SP, and SAD) to five (GAD, PD, SP, SAD,
and SA) factors [5, 6, 18, 45–47]. The explained variance
in our factor structure (58.9%) was higher than the ex-
plained variances from other five-factor solution studies,
which ranged between 36.3 and 39.5% [18]. The result
might reflect that the factor structure of the Korean
SCARED explains anxiety disorders in Korea youth well. However, the prominent difference in the explained vari-
ance value can be due to our sample characteristics,
which was a clinical sample with a high proportion of
the youth having mood problems, whereas the majority
of previous SCARED factor analyses were conducted
with a community sample. There were differences in
some items that comprise the factors compared to Bir-
maher’s factor structure [5]. Item 4, ‘I get scared when I
sleep away from home’, belonged to social anxiety rather
than separation anxiety as identified in Birmaher’s study
[5]. Item 9, ‘People tell me I look nervous’, and 19, ‘I get
shaky’ were included in the generalized anxiety factor,
not panic disorders as in Birmaher’s analysis. Finally,
item 20, ‘I have nightmares about something bad hap-
pening to me’ belonged to generalized anxiety, not sep-
aration anxiety as in the original study. Another example showing the cultural difference is
that item 9, ‘people tell me I look nervous’, can be
thought of as a question of how adolescents perceive
others’ view of them. Discussion read aloud, speak, play a game, play a sport)
0.66
0.87
4
I get scared if I sleep away from home
0.49
0.89
Separation
anxiety
0.76
25
I am afraid to be alone in the house
0.72
0.73
29
I don’t like to be away from my family
0.57
0.74
13
I worry about sleeping alone
0.66
0.73
16
I have nightmares about something bad happening to my parents
0.54
0.76
31
I worry that something bad might happen to my parents
0.58
0.74 Shin et al. BMC Psychiatry (2020) 20:89
Page 9 of 12 Page 9 of 12 Shin et al. BMC Psychiatry (2020) 20:89 Table 5 Standardized factor loadings and factor internal consistency on independent dataset (N = 431) (Continued)
Factor
Item
Factor
loading
Cronbach’s
α
8
I follow my mother or father wherever they go
0.54
0.75
School
avoidance
0.86
36
I am scared to go to school
0.93
0.78
17
I worry about going to school
0.93
0.78
2
I get headaches when I am at school
0.65
0.83
11
I get stomachaches at school
0.56
0.87
Total Cronbach’s alpha
0.95
p < 0.01 factor loadings and factor internal consistency on independent dataset (N = 431) (Continued) western sports camps in that it requires obligatory par-
ticipation. At the school retreat, Korean children are
often required to collaborate with unfamiliar classmates. In this context, it is possible that a Korean child may in-
terpret item 4 as a situation in which unwanted social
interactions are required. This may cause them to have
worries about how other people view them, ‘Nun-chi’ in
Korean, and social fear, ‘Taein Kongpo’ in Korean. Con-
sistent with this interpretation, item 4 was included in
the social phobia factor, highly correlating with items
such as ‘I am shy’, ‘I feel shy with people I don’t know
well’ and ‘I feel nervous about going to parties, dances,
or any place where there will be people that I don’t
know well’. In addition, factor loading was relatively low
(0.23) compared to other items, which might partially
explain the different result. (GAD, PD, SP, and SAD) to five (GAD, PD, SP, SAD,
and SA) factors [5, 6, 18, 45–47]. The explained variance
in our factor structure (58.9%) was higher than the ex-
plained variances from other five-factor solution studies,
which ranged between 36.3 and 39.5% [18]. Discussion However, we in-
cluded a control group that can mitigate selection bias. Additionally, participants’ ages were between 12 to 17
years, which can limit the generalizability to younger chil-
dren. However, sensitivity analysis suggests that the factor
structure can be applied to a wider age range of children
and adolescents. Another limitation is that parents com-
pleted all the questionnaires with the exception of the Ko-
rean SCARED, and their reports may significantly differ
from the participants’ report regarding the internalizing
symptoms such as anxiety and depression [44]. Neverthe-
less, there are some studies about child and parent agree-
ment that revealed concordance between child and parent
reports to be moderate to high [56, 57]. This study was
also limited in that the anxiety only group was not in-
cluded and only the anxious/depressed comorbid group
was included in the analysis. Despite this limitation, it is
important to note that anxiety disorders are highly comor-
bid with other psychiatric disorders in adolescents, and
thus discriminating anxiety only subjects may be a chal-
lenging task. Lastly, the small sample size was another
limitation of our study. However, our sample size met the
minimum sample size for factor analysis as suggested by
Mundfrom [38] and other studies, which state that sample
size should be at least 3 times the number of variables or a
minimum size of 100 [58, 59]. We further investigated how the Korean SCARED can
be used to discriminate the A + D, D only and control
groups, according to the elicited factor structures. All of
the anxiety subscales, excluding PD, significantly distin-
guished the three groups: scores were the highest in the
A + D group and the lowest in the control group. The
PD subscale score also followed the same order, but the
difference between the A + D and the D only group was
not significant. Although the panic disorder is catego-
rized as an anxiety disorder according to DSM-5 [30],
depressive disorder is also highly comorbid with panic
symptoms [52]. In this sense, the Korean SCARED could
not clearly distinguish the A + D comorbid group from
the D only group in terms of PD. Nevertheless, the PD
subscale distinguished the A + D and the D only groups
from the control group. Discussion GAD worries tend to strongly
focus on interpersonal difficulties [50] and prominent
self-consciousness [51]. The fact that item 4 and 9
belonged to a different factor compared to Birmaher’s
original study [5] may reflect the Korean cultural ten-
dency to worry about other people’s views and assess-
ments rather than their own sense of the self, panic or
somatic symptoms. Therefore, these differences in the
items comprising the factors might reflect the cultural
differences between South Korea and the U.S. As for item 4, the difference in factor structure may be
due to the different age range of participants. In contrast
to Birmaher’s study which included children from the
age of 9 to 18 years old, our participants were all adoles-
cents, with the age range between 12 to 17 years [5]. Rates of separation anxiety are highest in younger chil-
dren [48]. However, the SCARED factor structures
found in the research of different countries with similar
age ranges as our study, resemble the original study by
Birmaher. In those studies, item 4 was included in SAD
[45, 49]. Another reason for the different results may be
related to the cultural differences between South Korea
and the United States. For example, in South Korea,
sleeping away from home could be because of school re-
treats (Suhak Yeohaeng in Korean), an educational activ-
ity that students are required to attend once or twice a
year. This event is conceptually different from the The social anxiety scores prominently differed between
our sample and the US clinical sample. The mean scores
of A + D group (10.6) and D only group (7.9) in our
sample were higher than those from a study with a cor-
responding US clinical sample (3.7 in anxiety only group
and 2.7 in depression only group) [5]. This indicates that
Korean adolescents tend to feel more anxious in inter-
personal and social situations. This result is in line with
the above-mentioned result that Korean adolescents
tend to understand item 4 as a social interaction related
anxiety rather than separation-related anxiety. Shin et al. BMC Psychiatry (2020) 20:89 Page 10 of 12 Page 10 of 12 Shin et al. BMC Psychiatry (2020) 20:89 Shin et al. BMC Psychiatry (2020) 20:89 population, and depressed patients were recruited from an
outpatient clinic. This may obscure the generalizability of
the results to the general population. Discussion In this respect, the Korean
SCARED might be useful as an anxiety assessing tool
that can fairly discriminate between the subcategories of
anxiety disorders. y
Sensitivity analyses demonstrated that our factor struc-
ture had a good fit measured by absolute fit indices, SRMR
and RMSEA, but a moderate fit by relative fit indices, CFI
and TLI. Several factors may have influenced the inad-
equacy of relative fit indices. First, limitations of our factor
structure may have influenced the results, because there
were items with cross-loadings (e.g. item 10 and 15) and
low factor loading (e.g. item 4). Second, sample size of our
primary sample may have affected the results, which met
the minimal sample size needed for the factor analysis,
but not the optimal size [38]. In addition, composition dif-
ference between our primary sample and the independent
clinical sample may have affected the results. Our sample
was composed of youths with mood disorders and healthy
controls, whereas all but one of the independent clinical
sample had psychiatric disorders. Our results of low CFI/
TLI values and adequate SRMR/RMSEA of our factor
structure may be due to the fact that the CFI/TLI are rela-
tive fit indices, while the SRMR/RMSEA are absolute indi-
ces. Relative fit indices compare the model with null
hypothesis, which assumes that all variables are not corre-
lated [53]. Lower than optimal value of relative fit indices
may reflect the moderate correlations between inter-factor
items, although intra-factor items were highly correlated
[54]. However, absolute fit indices are determined by how
far the model is from the perfect fit, which is presumed to
have a fit of zero [42, 53, 55]. The adequate SRMR sug-
gested that our factor structure captures the data well, and
the good RMSEA index indicated that our model fits well
relative to degree of freedom [54], which indicates that
our factor structure is adaptable to clinical samples. Dif-
ferent modeling formulas seem to have caused the differ-
ence in the results, lowering the relative fit indices. h
l l
h
d
h
l Despite the above-noted limitations, our study showed
that the Korean SCARED is a reliable and valid screen-
ing tool for assessing adolescent anxiety with high criter-
ion and discriminant validity. Discussion Taking into account the
high prevalence and the negative influence on the daily
function of adolescents’ anxiety disorders, the Korean
SCARED can serve as a utilitarian method to screen
anxiety disorders and provide a diagnostic impression
about the types of anxiety disorders. Furthermore, inves-
tigation of the factor structure suggested [5] a cultural
difference of anxiety symptoms between Korean and
Western adolescents. Future studies that utilize the
SCARED
to
explore
sub-anxiety
differences
among
countries are needed, which might reveal additional cul-
tural differences. Acknowledgements Not applicable. 6. Birmaher B, Brent DA, Chiappetta L, Bridge J, Monga S, Baugher M. Psychometric properties of the screen for child anxiety related emotional
disorders (SCARED): a replication study. J Am Acad Child Adolesc Psychiatry. 1999;38(10):1230–6. Funding
Th 10. Kim MY, Kim JM. A study on the influencing mental health factors to
suicidal ideation in adolescents. Korean J Youth Stud. 2013;20(12):267–93. g
This research was supported by Basic Science Research Program through the
National Research Foundation of Korea (NRF) funded by the Ministry of
Science, ICT and Future Planning (NRF-2015R1A2A2A01004501) and was
supported by Promising-Pioneering Research Program through Seoul Na-
tional University (SNU) in 2015. The funders had no role in study design, data
collection and analysis, decision to publish, or preparation of the manuscript. 11. Mo SH, Kim HJ, Lee SY. A study on mental health improvement policy for
children and adolescents : general report. National Youth Policy Institute; 2013. 12. Perrin S, Last CG. Do childhood anxiety measures measure anxiety? J
Abnorm Child Psychol. 1992;20(6):567–78. 13. Lim YB, Kim JW, Hong S-B, Kim J-W. Association between BDNF and
antidepressant effects of exercise in youth: A preliminary study. J Korean
Acad Child Adolesc Psychiatry. 2016;27(1):72–81. Availability of data and materials The datasets used and/or analysed during the current study are available
from the corresponding author on reasonable request. 14. Kim JY, Lee CH, Kim H-M. Behavioral consequences of children with sleep-
disordered breathing after adenotonsillectomy. World J Pediatr. 2018;14(1):
57–65. Received: 16 September 2019 Accepted: 20 February 2020 22. Song JY, Park KH. The sociocultural variables influencing social anxiety with
concern for offending others: focusing on Che-myeon, nun-chi, and self-
construal. Korean J Health Psychol. 2009;14(2):329–43. Conclusion Our study suggests that the Korean SCARED is a prom-
ising screening tool for assessing adolescent anxiety to
be used practically in community settings as well as clin-
ical environments including primary care. The fact that
different items comprised the factors may reflect cultural
differences in experiencing anxiety between youth in the
United States and Korea; Korean youth report higher so-
cial fears and worry about how other people view them. There are several limitations to this study. The sample
of the study was not randomly selected from the general Page 11 of 12 Page 11 of 12 Page 11 of 12 Shin et al. BMC Psychiatry (2020) 20:89 Shin et al. BMC Psychiatry Shin et al. BMC Psychiatry (2020) 20:89 Author’s contribution JS, KK., SC, and JK contributed to conception and design of the study. JL, CC,
JH, SK., DS, and JK were involved in data acquisition. JS, KK, KL, SH, and JK
participated in data analysis. JS, KK, KL, SH, JL, CC, SC and JK contributed to
interpretation of the data. JS, KK, KL, JL, CC, DS and JK drafted the
manuscript or substantively revised it. All authors agreed to the manuscript
for submission and publication. All authors have agreed both to be
personally accountable for the author’s own contributions and to ensure
that questions related to the accuracy or integrity of any part of the work. The author(s) read and approved the final manuscript. 7. Kim KM, Nam S, Choi JW, Jung AH, Hong SB, Kim JW, et al. Psychometric
properties and factor structures of the Korean version of Children's
depression rating scale-revised. J Child Adolesc Psychopharmacol. 2018;
28(4):285–92. 8. Wu Y, Bang MY. Analysis of variables influencing social anxiety of at-risk
adolescents. J Emotional Behav Disord. 2012;28(2):235–53. 9. Kim J-B. “A study of influencing factors to teenagers’ maladjustment at
school life”- the main focus on maladjustment teenagers. Korean J Clin Soc
Work. 2009;6(2):25–48. p
g
No conflict of interest. 18. Hale WW, Crocetti E, Raaijmakers QA, Meeus WH. A meta-analysis of the
cross-cultural psychometric properties of the screen for child anxiety related
emotional disorders (SCARED). J Child Psychol Psychiatry. 2011;52(1):80–90. Consent for publication
Not applicable. Consent for publication
Not applicable. 17. Monga S, Birmaher B, Chiappetta L, Brent D, Kaufman J, Bridge J, et al. Screen for child anxiety-related emotional disorders (SCARED): convergent
and divergent validity. Depress Anxiety. 2000;12(2):85–91. Ethics approval and consent to participate 15. Weitkamp K, Romer G, Rosenthal S, Wiegand-Grefe S, Daniels J. German
screen for child anxiety related emotional disorders (SCARED): reliability,
validity, and cross-informant agreement in a clinical sample. Child Adolesc
Psychiatry Ment Health. 2010;4:19. Ethics approval and consent to participate
The study was approved by the Institutional Review Board for Human
Subjects of Seoul National University Hospital (IRB No. 1504–113-668). Detailed information about the study was provided to the parents and youth
and written informed consent was obtained from all participants before
entering the study. The study was approved by the Institutional Review Board for Human
Subjects of Seoul National University Hospital (IRB No. 1504–113-668). Detailed information about the study was provided to the parents and youth
and written informed consent was obtained from all participants before
entering the study. 16. Hale WW, Raaijmakers QAW, García-López LJ, Fernández LE, Muela JA,
MdMD C. Psychometric Properties of the Screen for Child Anxiety Related
Emotional Disorders for Socially Anxious and Healthy Spanish Adolescents. Span J Psychol. 2013;16:E25. Author details
1 1Division of Child and Adolescent Psychiatry, Department of Psychiatry, Seoul
National University College of Medicine, 103 Daehak-Ro, Chongno-Gu, Seoul
03080, Republic of Korea. 2Department of Psychiatry, Dankook University
College of Medicine, Cheonan 31116, Republic of Korea. 3Integrative Care
Hub, Seoul National University Children’s Hospital, Seoul 03080, Republic of
Korea. 4Department of Psychiatry, Seoul National University Boramae Medical
Center, Seoul 07061, Republic of Korea. 5Department of Psychiatry, Korea
Armed Forces Capital Hospital, Bundang, Republic of Korea. 19. Hariz N, Bawab S, Atwi M, Tavitian L, Zeinoun P, Khani M, et al. Reliability
and validity of the Arabic screen for child anxiety related emotional
disorders (SCARED) in a clinical sample. Psychiatry Res. 2013;209(2):222–8. 20. Caporino NE, Sakolsky D, Brodman DM, McGuire JF, Piacentini J, Peris TS,
et al. Establishing clinical cutoffs for response and remission on the screen
for child anxiety related emotional disorders (SCARED). J Am Acad Child
Adolesc Psychiatry. 2017;56(8):696–702. 21. Kim EJ, Cho YR. The relationship of social phobia with the concern for
offending others, anger-related variables, and individualism-collectivism. Korean J Clin Psychol. 2008;27(3):613–32. Received: 16 September 2019 Accepted: 20 February 2020 Received: 16 September 2019 Accepted: 20 February 2020 Received: 16 September 2019 Accepted: 20 February 2020 Abbreviations disorders in the national comorbidity survey replication adolescent
supplement. Arch Gen Psychiatry. 2012;69(4):372–80. disorders in the national comorbidity survey replication adolescent
supplement. Arch Gen Psychiatry. 2012;69(4):372–80. A + D (Anxiety + Depression): Participants with co-morbid anxiety disorders
and MDD; ADHD-RS: ADHD Rating Scale; CBCL: Child Behavior Checklist;
CDRS-R: Children’s Depression Rating Scale-Revised; CFI: Comparative fit
index; D only: Participants with MDD only; DBD: Disruptive Behavioral
Disorder Scale; DSM-5: Diagnostic and Statistical Manual of Mental Disorders-
5th Edition; GAD: Generalized anxiety; IQ: Intelligence quotient; K-SADS-
PL: Kiddie-Schedule for Affective Disorders and Schizophrenia for School-Age
Children-Present and Lifetime Version; MDD: Major depressive disorder;
PD: Panic/somatic symptoms; RCMAS: Revised Children’s Manifest Anxiety
Scale (RCMAS); RMSEA: Root Mean Square Error of Approximation; SA: School
avoidance; SAD: Separation anxiety; SCARED: Screen for Child Anxiety Related
Emotional Disorders; SP: Social anxiety; SRMR: Standardized Root Mean
Square Residual; STAIC: State-Trait Anxiety Inventory; TLI: Tucker-Lewis index 2. Park S, Kim B-N, Cho S-C, Kim J-W, Shin M-S, Yoo H-J. Prevalence, correlates,
and comorbidities of DSM-IV psychiatric disorders in children in Seoul,
Korea. Asia Pac J Public Health. 2015;27(2):NP1942–NP51. Korea. Asia Pac J Public Health. 2015;27(2):NP1942–NP51. 3. Kim B-N, Park E-J, Choi T-Y, Kwak Y-S. Prevalence and risk factors of
psychiatric disorders in child and adolescent population-shool based
research. Ministry of Health and Welfare, Korean mental health technology
R&D project; 2018. 4. Wren FJ, Berg EA, Heiden LA, Kinnamon CJ, Ohlson LA, Bridge JA, et al. Childhood anxiety in a diverse primary care population: parent-child reports,
ethnicity and SCARED factor structure. J Am Acad Child Adolesc Psychiatry. 2007;46(3):332–40. 5. Birmaher B, Khetarpal S, Brent D, Cully M, Balach L, Kaufman J, et al. The
screen for child anxiety related emotional disorders (SCARED): scale
construction and psychometric characteristics. J Am Acad Child Adolesc
Psychiatry. 1997;36(4):545–53. References 23. Oh K-S, Huh M-Y, Lee S-H. Correlations of Social Anxiety and Socio-Cultural
Factors. J Korean Neuropsychiatr Assoc. 1999;38(1). 1. Kessler RC, Avenevoli S, Costello EJ, Georgiades K, Green JG, Gruber MJ,
et al. Prevalence, persistence, and sociodemographic correlates of dsm-iv Page 12 of 12 Page 12 of 12 Page 12 of 12 Shin et al. BMC Psychiatry (2020) 20:89 Shin et al. BMC Psychiatry (2020) 20:89 Shin et al. BMC Psychiatry (2020) 20:89 24. Association AP. Diagnostic and statistical manual of mental disorder. W hi
DC A
i
P
hi
i A
i i
1994 24. Association AP. Diagnostic and statistical manual of mental diso
Washington, DC: American Psychiatric Association; 1994. 24. Association AP. Diagnostic and statistical manual of mental disor evidence for its reliability and validity. Anxiety Stress Coping. 1999;12(4):
411–25. evidence for its reliability and validity. Anxiety Stress Coping. 1999;12(4):
411–25. Washington, DC: American Psychiatric Association; 1994. 48. Costello EJ, Mustillo S, Erkanli A, Keeler G, Angold A. Prevalence and
development of psychiatric disorders in childhood and adolescence. Arch
Gen Psychiatry. 2003;60(8):837–44. 25. Cho YR, Kim EJ. Social phobia with concern for offending o 25. Cho YR, Kim EJ. Social phobia with concern for offending others: reliability
and validity of a Korean version of the TKS. Korean J Clin Psychol. 2005;
24(2):397–411. 26. Lee E. Construction of a structural model about male and female
adolescents' alienation, depression, and suicidal thoughts. Taehan Kanho
Hakhoe chi. 2007;37(4):576–85. 49. Boyd RC, Ginsburg GS, Lambert SF, Cooley MR, Campbell KD. Screen for
child anxiety related emotional disorders (SCARED): psychometric properties
in an African-American parochial high school sample. J Am Acad Child
Adolesc Psychiatry. 2003;42(10):1188–96. 27. Ivarsson T, Skarphedinsson G, Andersson M, Jarbin H. The validity of the
screen for child anxiety related emotional disorders revised (SCARED-R)
scale and sub-scales in Swedish youth. Child Psychiatry Hum Dev. 2018;
49(2):234–43. 50. Rapee RM. The development of generalized anxiety. Dev Psychopathol
Anxiety. 2001:481–503. 51. Schoenleber M, Chow PI, Berenbaum H. Self-conscious emotions in worry
and generalized anxiety disorder. Br J Clin Psychol. 2014;53(3):299–314. 28. Kaufman J, Birmaher B, Brent D, Rao U, Flynn C, Moreci P, et al. Schedule for
affective disorders and schizophrenia for school-age children-present and
lifetime version (K-SADS-PL): initial reliability and validity data. J Am Acad
Child Adolesc Psychiatry. 1997;36(7):980–8. 52. Roy-Byrne PP, Stang P, Wittchen H-U, Ustun B, Walters EE, Kessler RC. References Lifetime panic–depression comorbidity in the National Comorbidity Survey:
association with symptoms, impairment, course and help-seeking. Br J
Psychiatry. 2000;176(3):229–35. 29. Kaufman JB, B.; Brent, D.; Rao, U.M.A.; Flynn, C., Moreci, P. Schedule for
affective disorders and schizophrenia forSchool aged children: present and
lifetime version for DSM-5(K-SADS-PL DSM-5): Western psychiatric institute
and Yale University; 2016. 53. Hu L, Bentler PM. Cutoff criteria for fit indexes in covariance structure
analysis: conventional criteria versus new alternatives. Struct Equ Model
Multidiscip J. 1999;6(1):1–55. 54. Prudon P. Confirmatory Factor Analysis as a Tool in Research Using
Questionnaires: A Critique. Compr Psychol. 2015;4:03.CP.4.10. 30. Association AP. Diagnostic and statistical manual of mental disorders (DSM-
5®): American Psychiatric Publishing; 2013. 55. Kenny DA. Measuring Model Fit. www.davidakenny.net/cm/fit.htm. Accessed
10 Feburary, 2020. 31. Poznanski EO, Mokros HB. Children's depression rating scale-revised (CDRS-
R) manual. Los Angeles: Western Psychological Services; 1996. 56. Wren FJ, Bridge JA, Birmaher B. Screening for childhood anxiety symptoms
in primary care: integrating child and parent reports. J Am Acad Child
Adolesc Psychiatry. 2004;43(11):1364–71. 32. Guy W ECDEU assessment manual for psychopharmacology. Rockville, Md.:
U.S. Dept. of Health, Education, and Welfare, Public Health Service, Alcohol,
Drug Abuse, and Mental Health Administration, National Institute of Mental
Health, Psychopharmacology Research Branch, Division of Extramural
Research Programs; 1976. 57. Rappaport BI, Pagliaccio D, Pine DS, Klein DN, Jarcho JM. Discriminant
validity, diagnostic utility, and parent-child agreement on the screen for
child anxiety related emotional disorders (SCARED) in treatment-and non-
treatment-seeking youth. J Anxiety Disord. 2017;51:22–31. 57. Rappaport BI, Pagliaccio D, Pine DS, Klein DN, Jarcho JM. Discriminant
validity, diagnostic utility, and parent-child agreement on the screen for
child anxiety related emotional disorders (SCARED) in treatment-and non-
treatment-seeking youth. J Anxiety Disord. 2017;51:22–31. 33. Kim M-J. A validation study of the SCARED: for the elementary school upper
grades and middle school students. Seoul: Sookmyung Women's University;
2010. 58. Gorsuch RL. Factor analysis (2nd ed.). Hillsdale, NJ: Lawrence Erlbaum
Associates, Inc; 1983. 34. Nakamura BJ, Ebesutani C, Bernstein A, Chorpita BF. A psychometric analysis
of the child behavior checklist DSM-oriented scales. J Psychopathol Behav
Assess. 2009;31(3):178–89. 59. Cattell RB. The scientific use of factor analysis. New York: Plenum; 1978. 59. Cattell RB. The scientific use of factor analysis. New York: Plenum; 1978. 35. Kent KM, Pelham WE Jr, Molina BS, Sibley MH, Waschbusch DA, Yu J, et al. The academic experience of male high school students with ADHD. References J
Abnorm Child Psychol. 2011;39(3):451–62. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 36. Silva RR, Alpert M, Pouget E, Silva V, Trosper S, Reyes K, et al. A rating scale
for disruptive behavior disorders, based on the DSM-IV item pool. Psychiatry
Q. 2005;76(4):327–39. 37. Pappas D. ADHD rating scale-IV: checklists, norms, and clinical interpretation. J Psychoeduc Assess. 2006;24(2):172–8. 38. Mundfrom DJ, Shaw DG, Ke TL. Minimum sample size recommendations for
conducting factor analyses. Int J Test. 2005;5(2):159–68. 39. Costello AB, Osborne J. Best practices in exploratory factor analysis: four
recommendations for getting the Most from your analysis. Pract Assess Res
Eval. 2005;10:173–8. 40. Gratz KL, Roemer L. Multidimensional assessment of emotion regulation and
Dysregulation: development, factor structure, and initial validation of the
difficulties in emotion regulation scale. J Psychopathol Behav Assess. 2004;
26(1):41–54. 41. Tabachnick BG, Fidell LS. Using multivariate statistics. Boston: Allyn and
Bacon; 2001. 42. Hooper D, Coughlan J, Mullen MR. Structural equation modelling: guidelines
for determining model fit. Electron J Bus Res Methods. 2008;6(1):53–60. 43. Vahedi S, Farrokhi F. A confirmatory factor analysis of the structure of
abbreviated math anxiety scale. Iran J Psychiatry. 2011;6(2):47. 44. Cantwell DP, Lewinsohn PM, Rohde P, Seeley JR. Correspondence between
adolescent report and parent report of psychiatric diagnostic data. J Am
Acad Child Adolesc Psychiatry. 1997;36(5):610–9. 45. Crocetti E, Hale WW, Fermani A, Raaijmakers Q, Meeus W. Psychometric
properties of the screen for child anxiety related emotional disorders
(SCARED) in the general Italian adolescent population: a validation and a
comparison between Italy and the Netherlands. J Anxiety Disord. 2009;23(6):
824–9. 46. Muris P, Merckelbach H, Ollendick T, King N, Bogie N. Three traditional and
three new childhood anxiety questionnaires: their reliability and validity in a
normal adolescent sample. Behav Res Ther. 2002;40(7):753–72. 47. Muris P, Merckelbach H, Van Brakel A, Mayer AB. The revised version of the
screen for child anxiety related emotional disorders (scared-r): further
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Neural activity in a hippocampus-like region of the teleost pallium are associated with navigation and active sensing
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Title: Neural activity in a hippocampus-like region of the teleost pallium are
associated with navigation and active sensing Fotowat H1, Lee C2, Jun JJ3, Maler L2 Fotowat H1, Lee C2, Jun JJ3, Maler L2 Fotowat H1, Lee C2, Jun JJ3, Maler L2
1Department of Molecular and Cellular Biology, Harvard University, Cambridge, MA, USA. 2Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, Canada. 3 Center for Computational Biology, Flatiron Institute, New York, NY, USA. Fotowat H , Lee C , Jun JJ , Maler L
1Department of Molecular and Cellular Biology, Harvard University, Cambridge, MA, USA. 2Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, Canada. 3 Center for Computational Biology, Flatiron Institute, New York, NY, USA. 1Department of Molecular and Cellular Biology, Harvard University, Cambridge, MA, USA. 2Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, Canada. 3 Center for Computational Biology, Flatiron Institute, New York, NY, USA. 3 Center for Computational Biology, Flatiron Institute, New York, NY, USA. .
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bioRxiv preprint Title: Neural activity in a hippocampus-like region of the teleost pallium are
associated with navigation and active sensing Abstract Neural mechanisms underlying spatial navigation in fish are unknown and little is known, for
any vertebrate, about the relationship between active sensing and the formation of spatial maps. The weakly electric fish, Gymnotus Carapo, uses their active electric sense for spatial
navigation. The electric organ discharge rate (EODr) undergoes transient increases during
navigation to enhance electrosensory sampling. Gymnotus also uses stereotyped forward/
backward swimming as a second form of active sensing that brings objects towards the
electroreceptor-dense head region. We wirelessly recorded neural activity from the pallium of
freely swimming Gymnotus. Spiking activity was sparse and occurred only during swimming. Notably, some units exhibited significant place specificity and/or association with both forms of
active sensing. Our results provide the first characterization of neural activity in a hippocampal-
like region of a teleost fish brain and connects active sensing via sensory sampling rate and
directed movements to higher order encoding of spatial information. . CC-BY 4.0 International license
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bioRxiv preprint Introduction It is made available
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ioRxiv preprint range active electrosensory system. This study further demonstrated that, in the process
of learning, Gymnotus use several active sensing strategies. These include increasing the
rate of their electric organ discharge (EOD), which results in an increased rate of sensory
sampling, as well as back and forth swimming (B-scans) past landmarks (Jun et al 2016). These fish therefore provide an excellent model system for reading out the dynamics of
sensory sampling and “attentive state” and relating this information to neuronal activity
associated with landmarks during spatial navigation. Interestingly, once the fish have
learned about the location of food, they appear to identify landmarks they encounter
along their current trajectory, and then move towards the food location despite not being
able to electrosense other landmarks or food from afar. Based on this finding, Jun et al
(2016) hypothesized that fish’s trajectories from a learned landmark to food location were
based on path integration. Changes in electric field caused by the presence of landmarks are sensed by thousands of
electroreceptors located on the fish’s skin. Primary afferents relay this information to the
electrosensory lateral line lobe which then projects to the mid-brain torus semicircularis
that provides electrosensory input to tectum (Krahe and Maler 2014, Carr et al 1982). Cells in the fish’s tectum respond to both electrosensory and visual object motion
(Bastian 1982) and would therefore be expected to discharge as the fish swims past
landmarks. The tectal cells responsive to object motion project to the preglomerular
nucleus (PG), an analog or homolog of the mammalian thalamus (Giassi et al 2012b;
Wallach et al. 2018), which in turn projects to DL. Based on its connectivity and gene
expression, DL has characteristics of both mammalian cortex and the hippocampus
(Elliott et al 2017). Introduction Neural mechanisms underlying spatial navigation has been intensely studied for decades
in mammals and, especially, in rodents (Eichenbaum 2017, Moser et al 2017, Chersi and
Burgess 2015). Various cell types in different areas of the hippocampal formation have
been identified to encode various self, environmental, and social cues that enable the
animal to successfully navigate towards a goal. These cells include place cells (O’Keefe
and Dostrovsky 1971), boundary cells (Saveli et al 2008, Solstad et al 2008), grid cells
(Saveli et al 2017), head direction cells (Taub 2007), goal direction cells (Sarel et al
2017), and more recently social place cells (Danjo et al 2018, Omer et al 2018). Remarkably, there is a large degree of similarity in the neural representation of space
among phylogenetically distant mammals (e.g. between echolocating bats and rodents:
Ulanovsky and Moss 2007). It is known that teleost fish, whose common ancestor with
mammals lived approximately 450 million years ago are also capable of spatial learning
(Rodriguez et al 2002, Jun et al 2016). Whether these fish utilize the same neural
mechanisms for spatial learning as mammals do remains completely unknown. In
goldfish, studies based on lesion and cytochrome oxidase histochemistry have identified
the dorsolateral pallium (DL) as selectively essential for spatial learning (Ocana et al
2017, Uceda et al 2015, Rodriguez 2002, Duran et al 2010, Broglio et al 2010). Based on
these studies as well as patterns of connectivity and gene expression, it has been
hypothesized that DL has similar connectivity and perhaps is even homologous to the
mammalian hippocampus (Elliot et al 2017; Harvey-Girard et al 2012). Although one
study reported recordings from one putative place cell near the medial edge of DL of gold
fish (Canfield and Mizumori 2004), to our knowledge no studies have quantitatively
demonstrated the presence of place-associated cells in the teleost pallium. We chose to study the neural activity of the pallium of pulse-type weakly electric fish
Gymnotus sp. in the context of spatial navigation. Through detailed analysis of their
spatial learning behavior, Jun et al (2016) have shown that these fish can learn the
location of food relative to landmarks in complete darkness relying mainly on their short- 2 . CC-BY 4.0 International license
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not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. Introduction DL projects massively and in a highly convergent manner to the
intermediate subdivision of dorsal pallium (DDi); DDi then provides strong feedback to
DL via a magnocellular component of DD (DDmg, Giassi et al 2012c, Trinh et al 2016,
Elliott et al 2017). DL has vastly more neurons than either DDi or DDmg (Supplementary
Figure 1, Trinh et al 2016), and they are far more densely packed (Giassi et al 2012c). We
therefore decided that sampling DDi would be far more efficient than sampling DL and
would still give us an idea of the kind of spatial information that might be extracted by
the teleost pallium. 3 3 . CC-BY 4.0 International license
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ioRxiv preprint A recent paper has suggested that DDi has similar connectivity, and might be
homologous to, the mammalian CA3 region and might therefore be expected to contain
cells responsive to spatial and/or motion features of the environment (Elliott et al 2017). We therefore used a wireless transmitter system to record neural activity from DDi as the
fish swam freely in the dark in an experimental tank (open maze) containing differently
shaped landmarks – we used the same tank and landmarks as in the Jun et al (2016) study
so that we could directly compare behavioral and physiological data. We simultaneously
tracked the fish’s position and recorded its EOD signal using electrodes placed inside the
tank (Jun et al 2014a). Introduction We asked: what are the neural dynamics of cells in DDi and how
do they relate to the rate of sensory sampling, the fish’s location and scanning
movements relative to landmarks. 4 . CC-BY 4.0 International license
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bioRxiv preprint Spikes were sparse and occurred mainly during movement It is known that at very low speeds, that is during moments of behavioral quiescence
or “down-states”, the EOD rate is lower than when the fish is active (generally less than
50 Hz down states in Gymnotus sp., Jun et al 2014b), resulting in a reduction in sensory
sampling rate. Consistently, we found that spikes were highly unlikely during down-states
(Figure 3C, notice the absence of spikes at EODr < 50 Hz) indicating that spikes in this
region are likely linked to both sensory and motor activity. Spikes were sparse and occurred mainly during movement Figure 1 shows the wireless transmitter, the tetrode and their assembly prior to (A-C), and
after implantation (D). Extracellular recordings from neurons within the dorsal pallium
(DD) were wirelessly transmitted as the fish freely swam in a large circular tank that
contained differently shaped landmarks (Figure 1E, see Methods). We aimed our tetrodes
to the intermediate subdivision of DD: DDi (see Methods, Supplementary Figure 1). Figure 2A shows an example extracellular recording together with the raster plot for the
four units that could be sorted based on their shape. Figure 2B shows the shape of the
sorted units and their first three principle components that were used for clustering units
(see Methods). The EOD rate (bottom red trace, Fig. 2A) was calculated using the EOD
signal that was simultaneously recorded by the tank electrodes (see Methods). Figure 3A
shows the distribution of the average firing rates of all units recorded from all the fish and
across all trials, highlighting sparsity of spiking in this region (25 units, 5 fish, 23 trials,
20 hours and 36 min of recording). We found that that units in DDi fired at strikingly low
rates, and that it was very unlikely to encounter a spike at low swimming speeds or during
periods of quiescence. Figure 3B shows the histogram of swim speeds calculated across
all time bins and trials (purple) and those in time bins where there was a spike (green). Notice a peak at low swim speeds in the purple histogram, which is missing in the green
one. It is known that at very low speeds, that is during moments of behavioral quiescence
or “down-states”, the EOD rate is lower than when the fish is active (generally less than
50 Hz down states in Gymnotus sp., Jun et al 2014b), resulting in a reduction in sensory
sampling rate. Consistently, we found that spikes were highly unlikely during down-states
(Figure 3C, notice the absence of spikes at EODr < 50 Hz) indicating that spikes in this
region are likely linked to both sensory and motor activity. Notice a peak at low swim speeds in the purple histogram, which is missing in the green
one. .
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bioRxiv preprint Relation between spiking activity, EOD rate, swim speed and sampling density The electric organ discharge rate (EODr) continuously varies in time (Figure 2, red trace). Higher EODrs indicate higher sensory acquisition rates, and large, fast transients in the 5 5 . CC-BY 4.0 International license
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oRxiv preprint EODr has been previously reported to occur near landmarks in the context of spatial
learning (Jun et al 2016). Fish swim speed is variable and is also associated with
proximity to landmarks and changes during learning (Jun et al 2016). Sampling density,
the number of EOD pulses per unit length, depends on both EODr and swim speed and
therefore also varies strongly with the fish’s location near landmarks (Jun et al 2016). Below, we describe the relation between DDi spiking and EODr, swim speed and,
consequently, with sampling density. EODr: To examine the relation between sensory acquisition rate and spiking activity of
DDi units we calculated spike-triggered-EODr (stEODr) averages for all units that fired
more than 10 spikes in a trial (see example in Figure 4A). We found that for the majority
of units (15 out of 21), the mean EODr in an 8 second window around the spike time was
significantly higher than that calculated for randomly time-shifted spikes (Fig 4A black
trace). Moreover, we found that for many units the mean EODr increased prior to spike
time and peaked within a few hundred milliseconds around the time of the spike. 13 out
of the 21 units showed a significant peak in the stEODr average. Figure 4A shows an example unit with a significant peak in its stEODr average (stEODr
for all the other units are presented in Supp. Fig 2). Figure 4B shows the probability
density histogram of timing of peaks in EODr relative to individual spikes from all units
and all fish (orange bars). Relation between spiking activity, EOD rate, swim speed and sampling density The peaks were more likely to occur around the timing of the
spike; within a second prior to and 0.5 s after spike time (median peak time was zero). The histogram for the timing of stEODr calculated using randomly time-shifted spike
trains did not show such a peak around the spike time (grey bars). Swim speed: We next considered the correlation between swim speed and spiking of the
units. Interestingly, we observed that the fish’s spike-triggered-swim-speed (stSpeed)
often decreased to a minimum (dip) before the time of spike, followed by a peak after
(Figure 4C, blue and orange arrows, respectively. see also Supp Fig 2). 14 out of 21 units
showed a significant peak in stSpeed average after the spike time. 10 out of these 14
units also had a significant peak in their stEODr average, with all stEODr average peaks
except one occurring after the spike time (Supp. Fig 2, Fish 5, 1st unit). Figure 4D shows
the distribution of the timing of speed dips (blue bars) and peaks (orange bars) across all 6 6 . CC-BY 4.0 International license
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bioRxiv preprint units and fish (median stSpeed dip time =-0.56 s median stSpeed peak time = 0.2 s). Unlike the stEODr, the timing of the dips and peaks in stSpeed were significantly shifted
to negative and positive values i.e. before and after the timing of the spike, respectively
(for dips: p= 4.4 e-24, for peaks: p=8.5e-11, non-parametric sign test). This pattern was
not evident for the timing of peaks and dips of stSpeed calculated for randomly time-
shifted spikes (grey bars show the peak times, similar pattern was observed for the dips,
data not shown). Relation between spiking activity, EOD rate, swim speed and sampling density CC-BY 4.0 International license
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oRxiv preprint with the results of Jun et al (2016), which shows that sampling density increases in the
vicinity of landmarks. The net effect of these coordinated changes in EODr and swim
speed leads to strongly enhanced electrosensory sampling (SmpD) over the trajectory
traversed ~1-3 s before a spike followed by reduced sampling for up to 3 s after the
occurrence of the spike. Spiking occurred near boundaries and landmarks Units in DDi tended to fire in multiple locations within the experimental tank often close
to the tank boundaries and landmarks. Figure 5 shows examples of swimming trajectories,
spiking locations, and firing rate maps for 8 units recorded in 5 fish. To quantify place-
specificity of each unit’s activity we calculated the “place information” in bits/spike (see
Methods) for the 21 units that fired more than 10 spikes during the trial. The average of
information across all units and trials was 1.58 bits/spike (SD= 1.15). For each unit and
trial, we tested the statistical significance of place information level by comparing it to
that calculated from randomly time-shifting the spike train relative to swim trajectory. Examples of the firing pattern of units that conveyed significant place information, and
those that did not are given in Figure 5A and B, respectively. 11 of the 21 recorded units
in 4 fish (3,3,3,2 units in each fish respectively) showed significant place specificity. Examples of the firing pattern of units that conveyed significant place information, and
those that did not are given in Figure 5A and B, respectively. 11 of the 21 recorded units
in 4 fish (3,3,3,2 units in each fish respectively) showed significant place specificity. Interestingly, 8 out of 11 units with significant place selectivity also had significant peaks
in their stEODr averages (Supplementary Figures 2 and 3). Four of these units (2 fish)
further showed a clear peak in SmpD before spike time. There was no clear correlation
between lack of place specificity and absence of a peak in stEODr (5 out of the 10 units
that were not place specific, also showed a significant peak in their stEODr average, and
the other 5 did not, Supplementary Figure 3). Interestingly, 8 out of 11 units with significant place selectivity also had significant peaks
in their stEODr averages (Supplementary Figures 2 and 3). Four of these units (2 fish)
further showed a clear peak in SmpD before spike time. There was no clear correlation
between lack of place specificity and absence of a peak in stEODr (5 out of the 10 units
that were not place specific, also showed a significant peak in their stEODr average, and
the other 5 did not, Supplementary Figure 3). Interestingly, changes in landmark configurations often resulted in changes in the firing
patterns of the units and gain or loss of significance in conveyed place information. Relation between spiking activity, EOD rate, swim speed and sampling density Sampling density: We next used units that showed significant peaks in both stEODr and
stSpeed averages (10 units) and calculated the spike-triggered sampling density as the
ratio of stEODr to stSpeed (stSmpD, exemplar unit is shown in Figure 4E, see Supp. Fig
2 for all units). The sampling density has units of EOD pulses emitted per unit length
(pulses/cm), it is a measure of electrosensory spatial acuity, and has been previously
proposed to be an indicator of spatial attention (Jun et al 2016). Mirroring stSpeed, we
found that for most units the stSmpD average showed a peak before spike time and a dip
after it (Figure 4F orange and blue arrows, respectively). Figure 4F shows the probability
distribution for the peaks (orange bars) and dips in stSmpD (blue bars) for all units and all
fish (median stSmpD peak time =-0.56 s, median stSmpD dip time = 0.24 s). The timing
of the peak and dip in stSmpD were not significantly different from the timing of dip and
peak in stSpeed, and occurred significantly before and after spike time, respectively (for
peaks: p= 2.68 e-24, for dips: 1.1 e-10, non-parametric sign test). This pattern was not
present in the timing of dips and peaks calculated for stSmpD of randomly time-shifted
spikes (grey bars show the peak times, similar pattern for the dips, data not shown). In summary, despite a large degree of variability in the dynamics of EODr and speed
around individual spikes as indicated by the width of the timing histograms, we found
that DDi spikes were most likely to occur after a dip in swim speed. EODr often
increased prior to a spike and peaked around the time of the spike. The combination of
the pre-spike decreasing swim speed and increasing EODr resulted in a strong increase in
SmpD before the spike. Similarly, the post-spike increasing swim speed and decreasing
EODr resulted in a strong SmpD dip post-spike. The changes in swim speed were clearly
the dominant factor contributing to this change in SmpD. This is completely consistent 7 7 . CC-BY 4.0 International license
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bioRxiv preprint . Spiking occurred near boundaries and landmarks Interestingly, changes in landmark configurations often resulted in changes in the firing
patterns of the units and gain or loss of significance in conveyed place information. Figure 6A shows examples of the effect of changes in landmark configuration on spiking
activity of three units. Figure 6B shows a summary plot of the effect of landmark removal
on the firing rate of the units in a 10 cm radius around the location of the landmark (16
trials and 10 units, 12 out of 16 trials showed a reduction). For example, removing
landmarks often resulted in a reduction in firing rate of the unit around the location of the Figure 6A shows examples of the effect of changes in landmark configuration on spiking
activity of three units. Figure 6B shows a summary plot of the effect of landmark removal
on the firing rate of the units in a 10 cm radius around the location of the landmark (16
trials and 10 units, 12 out of 16 trials showed a reduction). For example, removing
landmarks often resulted in a reduction in firing rate of the unit around the location of the 8 8 . CC-BY 4.0 International license
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bioRxiv preprint missing landmark. Remarkably, in one case where the landmark was moved to a new
location, the unit shifted its preferred firing rate to the new location of that same
landmark (Figure 6A-iii, small triangle). Spiking occurred near boundaries and landmarks Further, comparison of the firing rates in the two
conditions normalized to the largest rate showed that the rate was significantly reduced
with landmark removal (Figure 6B, inset). Therefore, we conclude that a subset of DDi
units fire in a location- specific manner, and that their spatial specificity is tightly linked
to the presence of landmarks. Swim direction and relative landmark location preference Gymnotus can swim in both forward and backward directions. Backward swims are often
observed in the context of prey capture and spatial navigation and serve to bring prey or
landmarks that the fish has swam past, back near the fish’s head and rostral trunk
(Pedraja et al 2018, Jun et al 2016, Nelson and Maciver 1999), the regions containing the
highest density of electroreceptors (Carr et al 1982 and Castello et al 2000). Interestingly, we found that most units in DDi showed preference for spiking during
backward swims. Figure 7A shows the distribution of the swim direction preference
indices (see Methods) for all units in all fish. The distribution showed a significant bias
towards negative values that correspond to backward swims (mean (SD) =-0.196 (0.33),
p=0.0072, non-parametric sign test). We next asked, do units in DDi have a preferred landmark location, i.e. are they more
likely to fire when a landmark has a specific location relative to the body of the animal? To answer this question, we calculated a probability map for landmark locations when a
given unit was active. To do this we divided spike-triggered landmark locations by
position-triggered landmark locations (see Methods). Figure 7B shows normalized
landmark probability at the time of spiking of four exemplar units. For each unit, we then
calculated an anterior-posterior and a left/right preference index (see Methods). Figure
7C shows preference vectors plotted using these preference indices for all units in all fish. Vectors corresponding to exemplar units in Figure 7B are indicated within this plot. We
found that for most units the probability of landmark presence was higher in the region 9 9 . CC-BY 4.0 International license
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bioRxiv preprint posterior to the body of the fish (Figure 7D, 14 out of 21 units). Swim direction and relative landmark location preference This bias was not present
for left- versus right location for the landmarks (Figure 7E, 10 out of 21 units preferred
spiking to contralateral objects). Because in all fish the tetrode was implanted in the left
lobe of the pallium, these results indicate that activity in DDi is not unilateral. In
summary, most DDi units we recorded spiked in response to objects located in the region
posterior to the body of the fish as fish was swimming backwards. These units therefore
appear to correlate to a scanning movement that would lead to relocating these objects
from the trunk to the head and more anterior parts of the body, which contain the highest
density of electroreceptors. 10 10 . CC-BY 4.0 International license
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bioRxiv preprint neurons to looming/receding and longitudinal object motion. We note that forward object
motion is equivalent to the backward swimming component of B-scans. Similarly,
backward object motion is equivalent to the forward swim direction. We found that DDi units only fired when the fish was moving and the EODr was high
(Figure 3, Up state: Jun et al. 2014b). Discharge typically occurred at multiple locations
distributed within the experimental tank and often near tank boundaries and landmarks. Spikes from about half of the units we recorded conveyed significant spatial information
(Figure 5). The spatial pattern of spiking and its spatial specificity changed when the
landmark configuration was altered (Figure 6A). We found that in the majority of units,
spikes were linked to the presence of landmarks and that removing landmarks resulted in
a reduction in the firing rate in the location of the missing landmark(Figure 6B). These
findings demonstrate that cells in DDi encode the presence of landmarks or boundaries,
albeit in a stochastic manner, as spikes were not fired at every instance the animal visited
a given location. Individual spikes of many DDi cells are precisely linked to the types of active sensing
(EODr and sampling density increases and B-scans) that occur when the fish is learning
the spatial layout of the open maze environment (Jun et al 2016). We found that over the
whole recording session, for many units on average, the spike-triggered EODr average
started increasing prior to spike time and continued till slightly after the spike (13 out of
21 units, Figure 4 A, B). In many cells (14 out of 21 units), the spike-triggered speed
showed a dip prior to a spike and dramatically increased post-spike (Fig. 4C, D). This
combination resulted in an increased sampling density before and during the spike
followed by its reduction post-spike. Discussion In this study, we wirelessly recorded and characterized neural activity within the dorsal
pallium (DDi) of freely swimming pulse-type weakly electric fish Gymnotus sp. This is
the first study to report on location and movement related response properties of cells in a
region of a teleost fish’s pallium that has similar connectivity, and may be homologous
to, the CA3 area of mammalian hippocampus (Elliot et al 2017). A previous study (Elliott
et al., 2015), using a related (immobilized) gymnotiform fish (Apteronotus
leptorhynchus), found that, in the absence of sensory input, DDi cells were completely
silent. In response to electrocommuncation and acoustic signals, DDi cells discharged
very sparsely, at long latencies and with a small number of spikes; these results are
comparable to our data. Further work will be required to determine whether different DDi
cells respond to electrolocation versus electrocommunication signals. Gymnotiform fish utilize two active sensing behaviors. Pulse type fish (e.g Gymnotus sp.)
will increase their EODr and sampling density near landmarks and food (Jun et al 2016);
Apteronotus is a ‘wave type’ fish and maintains a constant EODr when foraging. Both
Gymnotus (this paper; Jun et al., 2016; Pedraja et al 2018) and Apteronotus (Nelson and
Maciver 1999) will use back-and-forth scanning movements (B-scans) in proximity to
salient landmarks. In the discussion below we first summarize our most important results and then interpret
them with respect to neuroanatomy (effectively identical in Apteronotus and Gymnotus,
Giassi et al. 2012a-c) and the results presented in Jun et al (2016). Critical to our
interpretation is that our experiments were carried out in naïve fish, i.e., animals that had
not learned the spatial layout of the tank (open maze) environment. We therefore
compare our data to the ‘early learning’ results of Jun et al, where the fish also first
encountered landmarks in the same open maze environment and, by using active sensing,
learned to identify landmarks and their spatial relation to food. We also incorporate the
recent results of Wallach et al. (2018), who examined the response of Apteronotus PG 11 11 . CC-BY 4.0 International license
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bioRxiv preprint . Discussion Wallach et al (2018) report that many PG cells fire
as an object approaches the fish (Apteronotus). We hypothesize that, in Gymnotus, the
increased EODr and sampling density will also strongly drive PG spiking and therefore
DL spiking activity. The only sensory input to DDi is from DL which leads us to
conclude that DDi spikes will likely feedback (via DDmg) to DL while DL is activated
by PG input. We further discuss this point below. 12 . CC-BY 4.0 International license
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bioRxiv preprint In the context of active sensing these fish exhibit stereotyped forward/backward
swimming motions (B-scans) that are thought to be important for learning about
landmarks in the context of spatial navigation (Pedraja et al 2018, Jun et al 2016). Likewise, during prey capture, the fish tend to swim backwards once they have passed a
prey item to align the prey with the head region where the highest density of
electroreceptors is found (Nelson and Maciver 1999). Jun et al (2016) demonstrated that
EODr and sampling density are highest during the backward phase of B-scans suggesting
that PG will be very strongly driven by this phase of B-scans. Remarkably, Wallach et al
(2018) described PG units that responded strongly and specifically throughout the
forward movement of an object, i.e., the same relative motion that would occur during
backward swimming. Most appropriately, we found that most units we recorded (17 out
of 21) showed a preference for spiking during the backward swim phase of B-scans
(Figure 7A). Moreover, we found that most units (12 out of 17) with preference for
spiking during backward swims spiked most when objects were initially located near the
trunk region (Figure 7C, D). Discussion In other words, these units spiked during a movement that
would result in the object ending up near the head – the region with the highest density of
electroreceptors. We hypothesize that this PG activity drives DDi cells (via DL) during
back-swimming. The DDi spikes will feedback (via DDmg) to DL while it still being
activated by its strong ongoing PG input. Under these conditions there will be three
temporally overlapping sources of excitatory synaptic input to DL cells: (1) PG spiking
driven by the backward scanning of the landmark, (2) DL spiking driven by its local
recurrent connectivity (Trinh et al 2016), and (3) feedback input from DDi (via DDmg). As we have previously noted, DL is likely the site for storage of spatial memory. We
therefore further hypothesize that the spatial learning described by Jun et al is driven by
synaptic plasticity at one or more of these synaptic inputs to DL neurons. Finally, we pose the question: are the spatially-specific units we find in this
hippocampus-like region of the fish brain functionally similar to the location/landmark
responsive cells found in the mammalian hippocampus? There are five clear aspects of
DDi cell discharge that suggest similarity to these cells. 1. Hippocampal place and/or grid
cells exhibit sparse firing (Diamantakis et al 2016; Hainmuller et al 2018; Rolls 2015) 13 13 . CC-BY 4.0 International license
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bioRxiv preprint and only during movement (Chen et al 2013; Winter et al 2015; Song et al 2005; Harvey
et al 2018). 2. Like place cells, the spatially specific DDi cells discharge is closely tied to
the presence of a landmark (Muller and Kubie 1993) and, like place cells, they will
discharge upon an early encounter with a landmark (Alme et al 2014, Wilson and
McNaughton 1993). 3. Discussion In a ‘large environment’, place cells will exhibit multiple place
fields (Fenton et al 2008, Park et al 2011) much like the DDi cell discharge near multiple
landmarks. 4. Place cell discharge is very variable across different visits to their preferred
place field (Fenton and Muller 1998) much like the variability we observed in DDi cell
discharge across visits to the same landmark. 5. Lastly, and most interestingly, discharge
of these DDi units near landmarks is associated with active sensing, i.e., increased EODr
and sampling density and scanning behavior (B-scans). Rodents use head-scans as ‘a
spatially directed investigative behavior’ (Poulter et al 2018); there is a clear functional
analogy between head-scans and B-scans. An important recent study showed that head-
scans drive formation or strengthening of place field discharge of hippocampal cells
(Monaco et al 2014). We hypothesize that, during B-scans, DDi feedback to DL will also
drive the formation of place/object- associated discharge of DL cells, and that this is a
key element of spatial learning in gymnotiform fish. In blind rats, place cells can have place fields far from any landmark (Save et al 1998). Unfortunately, the fish hardly ever swam far from the tank boundary and landmarks and
so we cannot determine whether this is also true for DDi cells. Further experiments with
fish that have been extensively trained in the experimental tank and willing to traverse
long empty spaces will be required to investigate this critical issue. We propose that place and/or landmark-associated cells are not unique to the mammalian
hippocampus but, instead, have evolutionary precursors stretching back 450 million years
to the last common ancestor of mammals and teleosts fish (Jun et al 2014b). A critical
objective of future experiments will be to improve our ability to record neural activity
across distinct pallial regions (e.g., DD, DC and DL, see Giassi et al 2012b) in freely
swimming fish and over many days of exploration and spatial learning. This will allow us
to gain a better understanding of the core neural mechanisms underlying spatial learning 14 14 . CC-BY 4.0 International license
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oRxiv preprint by revealing commonalities and differences between the mechanisms responsible for
memory guided navigation in the teleost versus mammalian brain. 15 15 . CC-BY 4.0 International license
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bioRxiv preprint Wireless transmitter and tetrode fabrication A wireless transmitter/receiver system (Figure 1A, TBSI-W16, Triangular Biosystems Intl,
Durham, NC) was used for transmitting and receiving neural recordings in freely swimming fish. Tetrodes were constructed using 12-micron stablohm wires (stablohm 650, California Fine Wire
Company, Grover Beach, CA) and wound using a Neuralynx Tetrode Spinner (Neuralynx,
Bozeman, MT). Each tetrode was made 15-cm long and passed through slightly shorter flexible
polyethylene tubing (PE, PE10, 0.61 mm OD x 0.28 ID, Warner Instruments Corp, Hamden, CT)
such that either end of the tetrode was sticking outside the tube (Figure 1B). The one end of the
tetrode to be implanted was further passed through a 0.5 cm long 180-micron diameter polyimide
tubing (PI, Microlumen, 068-I, Lot#24331) and fixed in place using a mixture of Krazy glue and
dental cement (Jet denture repair powder, Lang Dental Mfg. Co Inc., Wheeling, IL) for
additional rigidity (Figure 1B). The PE tubing containing the tetrode was attached to a glass
capillary, which could be solidly inserted inside an electrode holder attached to a micro-
manipulator (Figure 1C). Melted Polyethylene glycol (PEG) was used to attach the tubing to the
glass capillary. At room temperature PEG solidifies and acts as a water-soluble glue. Once the
electrode was implanted, the tubing could be separated from the glass capillary by gently pouring
water on the solidified PEG. The other end of the tetrode protruding from the PE tubing was
also stabilized inside the PE tubing using another piece of PI tubing and glue. Individual tetrode
wires were then separated at that end and attached to the input ports of the electrode interface
board (EIB) which could then be plugged in to the transmitter. One of the 4 electrodes was used
as reference. At this point the electrodes were first electroplated using Neuralynx gold plating
solution and then with a solution of Ethylene Dioxythiopene monomer (EDOT) and Polystyrene
sulfonate (PSS) using nanoZ plating protocols and software (MultiChannel Sytems MCS GmbH,
Germany). Individual tetrode impedances varied between 100-200 kOhms. The EIB was then
attached to the transmitter-battery ensemble and they were then put inside a cut-open Ping-Pong
ball, which was used as a float for the transmitter system. A few pieces of vibration absorbing
gel (Z8006, Kyosho, Lake Forest, CA) were added inside the ball and around the transmitter
system to prevent movement and vibrations that could result in transmission noise. .
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bioRxiv preprint Wireless transmitter and tetrode fabrication CC-BY 4.0 International license
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bioRxiv preprint Pong ball was then closed back (Fig 1C) and water proofed using mouldable glue (Sugru,
London, UK). Wireless transmitter and tetrode fabrication The Ping- A wireless transmitter/receiver system (Figure 1A, TBSI-W16, Triangular Biosystems Intl,
Durham, NC) was used for transmitting and receiving neural recordings in freely swimming fish. Tetrodes were constructed using 12-micron stablohm wires (stablohm 650, California Fine Wire
Company, Grover Beach, CA) and wound using a Neuralynx Tetrode Spinner (Neuralynx,
Bozeman, MT). Each tetrode was made 15-cm long and passed through slightly shorter flexible
polyethylene tubing (PE, PE10, 0.61 mm OD x 0.28 ID, Warner Instruments Corp, Hamden, CT)
such that either end of the tetrode was sticking outside the tube (Figure 1B). The one end of the
tetrode to be implanted was further passed through a 0.5 cm long 180-micron diameter polyimide
tubing (PI, Microlumen, 068-I, Lot#24331) and fixed in place using a mixture of Krazy glue and
dental cement (Jet denture repair powder, Lang Dental Mfg. Co Inc., Wheeling, IL) for
additional rigidity (Figure 1B). The PE tubing containing the tetrode was attached to a glass
capillary, which could be solidly inserted inside an electrode holder attached to a micro-
manipulator (Figure 1C). Melted Polyethylene glycol (PEG) was used to attach the tubing to the
glass capillary. At room temperature PEG solidifies and acts as a water-soluble glue. Once the
electrode was implanted, the tubing could be separated from the glass capillary by gently pouring
water on the solidified PEG. The other end of the tetrode protruding from the PE tubing was
also stabilized inside the PE tubing using another piece of PI tubing and glue. Individual tetrode
wires were then separated at that end and attached to the input ports of the electrode interface
board (EIB) which could then be plugged in to the transmitter. One of the 4 electrodes was used
as reference. At this point the electrodes were first electroplated using Neuralynx gold plating
solution and then with a solution of Ethylene Dioxythiopene monomer (EDOT) and Polystyrene
sulfonate (PSS) using nanoZ plating protocols and software (MultiChannel Sytems MCS GmbH,
Germany). Individual tetrode impedances varied between 100-200 kOhms. The EIB was then
attached to the transmitter-battery ensemble and they were then put inside a cut-open Ping-Pong
ball, which was used as a float for the transmitter system. A few pieces of vibration absorbing
gel (Z8006, Kyosho, Lake Forest, CA) were added inside the ball and around the transmitter
system to prevent movement and vibrations that could result in transmission noise. The Ping- 16 16 . Animal preparation and electrode implantation CC-BY 4.0 International license
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bioRxiv preprint DD and at a site rostral to the very caudal DDmg. The penetration depth was adjusted to pass
through DDs but remain confined to DDi (Supplementary Figure 1). Once the electrode was implanted, the opening of the skull was covered with small pieces of thin
plastic sheets (0.5 mil thick FEP film made with Teflon fluoroplastic, CS Hyde Company, Lake
Villa, IL). The sheets were then secured to the rest of the skull using a UV curable sealant (Aegis
Pit & Fissure Sealant, Keystone Industries, Germany), which was also used to seal any other
small remaining openings. After curing with UV light, a mixture of dental cement and Krazy
glue was used to further seal the opening and to cover the incision areas on the fish’s skin. At
this point the MS-222 solution was slowly diluted with DI water and the PE tubing containing
the tetrode was released from the glass capillary by applying a gentle flow of water. Once the
fish resumed breathing, it was gently taken out of the setup and transferred to the experimental
tank and allowed to recover overnight (Figure 1D). Recordings were obtained the next day in four out of 5 fish and on day 4 after surgery in one fish
that took longer to recover. The recordings were obtained as long as the battery lasted. This was
between 5-6 hours in 3 out of 5 fish. For the fish that took a long time to recover (i.e. Animal preparation and electrode implantation to resume
normal activity level and to swim consistently around the tank) we could only record for about
an hour during the 4th day before the battery ended, as we had attempted recording the days
before, when the fish was not swimming reliably. For the fifth fish, we have a little over 2 hours
of recording after which the fish pulled out the implant and had to be sacrificed right after. At the
end of a recording session, we deeply anaesthetized the fish and perfused it in a standard manner
(Giassi et al 2012a). We attempted to remove the tetrode and extract the brain with minimal
damage and to then section and stain (Cresyl Violet, Giassi et al 2012a) in order to identify the
tetrode location. We were successful in locating the tetrode track in two fish (Supplementary
Figure 1). Animal preparation and electrode implantation All animal procedures were performed in accordance with the regulations of the animal care
committee of the University of Ottawa. Gymnotus sp. of either sex were used for all experiments. Before implanting, tetrodes were first cleaned by submersion in 70% ethanol for 15 minutes and
then in sterile saline solution (0.9% NaCl) for another 15 minutes to rinse off the ethanol. They
were then further sterilized using UV illumination. Fish were anesthetized in a small container
with tricane methanesulfonate (MS-222; Aqua Life, Syndel Laboratories) in tank water solution. They were then transferred to a holder outside of water where their head and body could be
stabilized in preparation for surgery and electrode implantation. The MS-222 solution in
oxygenated deionized (DI) water was continuously administered in this setup through a tube that
was inserted in the mouth, and the fish’s body was covered with wet sponges and Kimwipes to
protect the skin. Before opening the skull, it was first completely dried, then some crazy glue
was applied on the contralateral side of the planned implant to make the skull surface rough. This
procedure helped with the final closure step as the dental cement mixture could better adhere to
the remaining pieces of roughed bone. Additionally, a few indentations were made using a
dentist drill on the surface of the contralateral skull. These indentations served as extra
attachment points as they were filled with the dental cement mixture at the closing stage. The
dorsal pallium was exposed by a small craniotomy and the tetrode was micro-manipulated to the
DD region. DD of gymnotiform fish is divided into superficial (DDs), intermediate (DDi) and magnocellular
(DDmg) sub-regions (Giassi et al 2012a). Elliott et al (2017) suggested that DDi, on the basis of
its connectivity pattern, was similar and perhaps homologous to the CA3 hippocampal field. We
directed our tetrodes towards DDi using the data of Giassi et al (2012a), an Atlas of the
Gymnotus brain (Corrêa et al 1998) and a high-resolution lab atlas of the Gymnotus brain for
guidance. This atlas has previously successfully directed tracer injections precisely into DDi
(Giassi et al 2012c; Elliott et al 2017). Surface sulci delimiting DD from the more medial
dorsomedial pallium and more lateral dorsolateral pallium were used to guide the electrodes to 17 17 . Experimental setup and trials Landmarks were made of acrylic and were
secured to the bottom of the tank using suction cups and could be added or removed. Each trial
lasted between 30min – 1hour during which the landmark configuration was stable. Landmarks
were sometimes removed or displaced to test the effect on the firing properties of the units. 2104a, 2016). The length of the tetrode (15cm) was chosen such that the wireless transmitter
float would not exert any force on fish’s head. Landmarks were made of acrylic and were
secured to the bottom of the tank using suction cups and could be added or removed. Each trial
lasted between 30min – 1hour during which the landmark configuration was stable. Landmarks
were sometimes removed or displaced to test the effect on the firing properties of the units. Electric Organ Discharge (EOD) signals were captured using 4 pairs of graphite electrodes (Mars
Carbon 2-mm type HB, Staedler, Germany) attached to the tank walls at equal spacing (Jun et al
2014a). All experiments were performed in the dark and the animal’s behavior was monitored
under IR illumination using a camera (C910, Logitech, IR filter removed) that was mounted
above the tank. The camera acquired images at 1600x1200 resolution and had a frame rate of 15
Hz. Wireless data reception and spike sorting. Analog signals received at the receiver were digitized
using (CED mkII, Cambridge Electronic Design, UK) and further analyzed using CED’s Spike2
software. EOD signals sensed by four pairs of tank electrodes were also acquired simultaneously
using the CED acquisition system. Neural recordings also contained spikes from the EOD. To
facilitate spike sorting, EOD spikes were removed from the recording offline, by setting the
neural recording trace in the time-window -2.8:2.8 ms around each EOD spike to zero. Figure 2A
shows an example recording: the three blue traces are extracellular recordings from the three
tetrode channels after removing EOD spikes. and the red trace shows instantaneous EOD rate
calculated based on tank electrodes. Spike sorting was done using Spike2 software based on
spike waveform shape. The threshold for spike detection was set high and kept constant for all
trials in one fish, therefore, only units with high signal to noise ratio were kept for subsequent
analysis. Initial sorting by shape was followed by fine tuning spike clusters using principle
component analysis and visual inspection of individual spikes (Figure 2B). Experimental setup and trials The experimental tank was 1.5 m in diameter and fish were tested in shallow water (~10 cm) to
facilitate video tracking by restricting fish’s swimming trajectory in 2 dimensions (Figure 1E). A
full description of the tank construction and the landmark shapes can be found in (Jun et al 18 18 . CC-BY 4.0 International license
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ioRxiv preprint 2104a, 2016). The length of the tetrode (15cm) was chosen such that the wireless transmitter
float would not exert any force on fish’s head. Landmarks were made of acrylic and were
secured to the bottom of the tank using suction cups and could be added or removed. Each trial
lasted between 30min – 1hour during which the landmark configuration was stable. Landmarks
were sometimes removed or displaced to test the effect on the firing properties of the units. Electric Organ Discharge (EOD) signals were captured using 4 pairs of graphite electrodes (Mars
Carbon 2-mm type HB, Staedler, Germany) attached to the tank walls at equal spacing (Jun et al
2014a). All experiments were performed in the dark and the animal’s behavior was monitored
under IR illumination using a camera (C910, Logitech, IR filter removed) that was mounted
above the tank. The camera acquired images at 1600x1200 resolution and had a frame rate of 15
Hz. 2104a, 2016). The length of the tetrode (15cm) was chosen such that the wireless transmitter
float would not exert any force on fish’s head. Experimental setup and trials Due to low firing rate
of units, clusters were sometimes not completely separable and therefore some units may be
considered as multi-unit. Analysis of EOD rate – spike relationship. The following data analysis were all performed in
MATLAB (MathWorks Inc.). Spike-triggered EOD rate (stEODr) and speed (stSpeed) averages
were calculated in an 8s window around the timing of each spike (+/- 4 s). Spike-triggered
sampling density (stSmpD) was calculated by dividing stEODr by stSpeed for each spike. For 19 19 . CC-BY 4.0 International license
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ioRxiv preprint each unit then the spike-triggered averages were calculated using all spikes fired by that unit
across all trials. The same procedure was repeated 100 times for spikes circularly shifted by a
random time (by at least 30 s and at most the length of the trial minus 30 s) for comparison. The
average of stEODr over the entire 8 s window for each spike was compared to that calculated for
the stEODr for randomly time shifted spikes using Kruskal-Wallis test. To calculate the
significance of the peak in stEODr and stSpeed averages, the value of the stEODr and stSpeed
for each spike at the time of the peak in the average was calculated. These values were then
compared to average EODr and speed calculated over the whole window for all spikes using the
Wilcoxon sign rank test. To calculate probability density functions for peak times in stEODr,
stSpeed and stSmpD, the timing of the largest peak in EODr, Speed or SmpD was measured for
each spike. Experimental setup and trials It is made available
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bioRxiv preprint that unit. Only bins with more than 5 visits were included in the analysis. To calculate statistical
significance of spatial information, this information measure was recalculated for 1000 randomly
time shifted spike trains superimposed on the same swimming trajectory. The spatial information
conveyed by a unit was considered significant if it exceeded 95th percentile of the distribution of
the information calculated for the randomly shifted spike trains. To examine the effect of removing a landmark on the firing rate of a given unit we calculated the
average firing rate for the bins that were within a 10-cm radius of the landmark, before and after
its removal. Swimming direction and landmark location preference analysis. Spike rate during forward
(backward) swim was calculated as the number of spikes that occurred during forward
(backward) swim divided by the total time spent swimming forward (backward). Because of the
small number of spikes, we pooled forward(backward) turns with forward (backward) swims. Direction preference index was calculated as the difference of the firing rate during forward
swims and backward swims divided by their sum. Negative values of the direction preference
index indicated preference for spiking during backward swims. To calculate the spike-triggered
landmark (STLM) matrix, first a 160x120 -element matrix corresponding to the absolute location
of landmarks and tank boundary as viewed from the video recording was constructed (each
matrix element corresponded to a 10x10 pixels area in the video recording). Matrix elements that
contained landmarks or tank boundaries were set to 1 whereas other elements were set to zero. Next, at the time of each spike of a given unit, this matrix was shifted and rotated such that fish’s
position was centred in the matrix and its head was facing north. The matrix sum was then
calculated for all spikes from a given unit. Similarly, a Position- triggered Landmark (PTLM)
matrix was calculated as the sum of such rotated and shifted landmark matrix calculated every
1.33 seconds (the fish’s trajectory, which had a resolution of 15 Hz, was down-sampled 20
times). PTLM matrix elements that were smaller than the lower 10 percentile of all elements
were excluded from the analysis. STLM was then normalized to PTLM to calculate the
probability of presence of landmarks within 10 cm around the fish. Experimental setup and trials To calculate the histogram of timings of the dip in stSpeed and stSmpD, the timing of
the smallest local minimum was used. The same procedure was repeated for randomly time-
shifted spike trains. Analysis of fish’s swimming trajectory and spatial firing rates. Position, and swimming direction
of the fish in the experimental tank was calculated using custom software as well as those
available from Ty Hedrick’s lab (Hedrick, 2008). To calculated spatial firing properties of the
units, the area of the experimental tank was divided into 16x16 cm bins and the total number of
spikes fired in each bin was divided by the time-spent in that bin. Bins that had less than 5 visits
during the whole trial were not included in the analysis. A visit was counted when the fish’s head
first arrived at a given bin. If the fish stayed within a bin for more than 1 frame (video frame rate
=15 Hz), visit number was still counted as 1, and was allowed to increase only when the fish left
the bin and returned to it another time. For visualization purposes color range shown in the firing
rate map plots was clipped at 97 percentile of firing rate of that unit across all bins. This was
done to avoid bins where the fish spent a very small amount of time to saturate the color plot. The maximum firing rate per bin is indicated above these plots (Figure 5). Spatial information in
bits per spike was calculated using the firing rate maps as described previously (Skaggs et al
1993, Rubin et al 2014): 𝑝𝑝𝑟𝑟𝑙𝑙𝑙𝑟𝑟 Spatial information (bits/spike)= ∑
𝑝𝑝𝑝𝑝ቀ
𝑟𝑟𝑟𝑟
𝑟𝑟𝑟𝑟ቁ𝑙𝑙𝑙𝑙𝑙𝑙2(
𝑟𝑟𝑟𝑟
𝑟𝑟𝑟𝑟) Where pi is the probability of the animal being in the ith bin, calculated as the ratio of time spent
in bin i divided by the total trial time, ri is the firing rate in bin i and rm is the mean firing rate for 20 . CC-BY 4.0 International license
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ioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. Experimental setup and trials This distance was chosen as a
conservative upper range for object detectability with the electric sense based on Jun et al 2016. We then divided the area around the fish into four regions: Left and right side of the fish, each of
which was further divided into two regions: anterior 1/3 and posterior 2/3 of the fish’s body. The Swimming direction and landmark location preference analysis. Spike rate during forward
(backward) swim was calculated as the number of spikes that occurred during forward
(backward) swim divided by the total time spent swimming forward (backward). Because of the
small number of spikes, we pooled forward(backward) turns with forward (backward) swims. Next, at the time of each spike of a given unit, this matrix was shifted and rotated such that fish’s
position was centred in the matrix and its head was facing north. The matrix sum was then
calculated for all spikes from a given unit. Similarly, a Position- triggered Landmark (PTLM)
matrix was calculated as the sum of such rotated and shifted landmark matrix calculated every
1.33 seconds (the fish’s trajectory, which had a resolution of 15 Hz, was down-sampled 20
times). PTLM matrix elements that were smaller than the lower 10 percentile of all elements
were excluded from the analysis. STLM was then normalized to PTLM to calculate the
probability of presence of landmarks within 10 cm around the fish. This distance was chosen as a
conservative upper range for object detectability with the electric sense based on Jun et al 2016. We then divided the area around the fish into four regions: Left and right side of the fish, each of
which was further divided into two regions: anterior 1/3 and posterior 2/3 of the fish’s body. The 21 21 . CC-BY 4.0 International license
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this version posted December 13, 2018. Experimental setup and trials It is made available
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bioRxiv preprint Experimental setup and trials ;
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ioRxiv preprint region located around the anterior third of the fish, corresponds to the regions near fish’s head
and upper trunk (gill region) that contains the largest number of electroreceptors (Carr et al 1982;
Castello et al 2000). We then calculated a left - right preference index as the difference between
the maximum probability on the left side and the right side divided by the sum of the two. We
similarly calculated an anterior-posterior preference. Positive left- right (anterior-posterior)
preferences corresponded to locations to the right side (anterior) of the fish. For each cell, we
then calculated a preference vector with its x and y value equal to the left- right and anterior
posterior preference indices, respectively (Figure 7E). For each unit, we used the amplitude and
direction of this vector as an indicator of the strength and orientation of preferred landmark
location for that unit. Because in all fish the tetrode was implanted on the left hemisphere,
landmarks to the left side of the fish were ipsilateral to the location of the electrode and those to
the right of the fish were contralateral. region located around the anterior third of the fish, corresponds to the regions near fish’s head
and upper trunk (gill region) that contains the largest number of electroreceptors (Carr et al 1982;
Castello et al 2000). We then calculated a left - right preference index as the difference between
the maximum probability on the left side and the right side divided by the sum of the two. We
similarly calculated an anterior-posterior preference. Positive left- right (anterior-posterior)
preferences corresponded to locations to the right side (anterior) of the fish. For each cell, we
then calculated a preference vector with its x and y value equal to the left- right and anterior
posterior preference indices, respectively (Figure 7E). For each unit, we used the amplitude and
direction of this vector as an indicator of the strength and orientation of preferred landmark
location for that unit. Because in all fish the tetrode was implanted on the left hemisphere,
landmarks to the left side of the fish were ipsilateral to the location of the electrode and those to
the right of the fish were contralateral. 22 22 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. Acknowledgements We would like to thank Florian Engert for his helpful comments, suggestions and support for this
manuscript. We also thank Bill Ellis for technical support and Erik Harvey-Girard, Armin Bahl,
Martin Haesemeyer and Roy Harpaz for their helpful suggestions. This research was supported
by NSERC grant 04336 to LM. 23 . CC-BY 4.0 International license
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not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
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bioRxiv preprint Competing interests Authors of this manuscript do not have any financial or non-financial competing int Authors of this manuscript do not have any financial or non-financial competing interests. 38 38 . CC-BY 4.0 International license
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bioRxiv preprint References Alme CB, Miao C, Jezek K, Treves A, Moser EI, Moser M-B (2014) Place cells in the
hippocampus: eleven maps for eleven rooms. PNAS. 111:18428–18435. Bastian J (1982) Vision and Electroreception - Integration of sensory information in the optic
tectum of the weakly electric fish Apteronotus-Albifrons. J Comp Physiol 147:287–297. Bastian J (1982) Vision and Electroreception - Integration of sensory information in the optic
tectum of the weakly electric fish Apteronotus-Albifrons. J Comp Physiol 147:287–297. Broglio C, Rodríguez F, Gómez A, Arias JL, Salas C (2010) Selective involvement of the
goldfish lateral pallium in spatial memory. Behav Brain Res 210:191–201. Broglio C, Rodríguez F, Gómez A, Arias JL, Salas C (2010) Selective involvement of the
goldfish lateral pallium in spatial memory. Behav Brain Res 210:191–201. Eichenbaum H (2017) The role of the hippocampus in navigation is memory. J Neurophysiol
117:1785–1796. Elliott SB, Harvey-Girard E, Giassi ACC, Maler L (2017) Hippocampal-like circuitry in the
pallium of an electric fish: Possible substrates for recursive pattern separation and completion. J
Comp Neurol 525:8–46. Elliott SB, Maler L (2015) Stimulus-induced up states in the dorsal pallium of a weakly electric
fish. J Neurophysiol 114:2071-6. Canfield JG, Mizumori SJY (2004) Methods for chronic neural recording in the telencephalon of
freely behaving fish. J Neurosci Methods 133:127–134. Carr CE, Maler L, Sas E (1982) Peripheral organization and central projections of the
electrosensory nerves in gymnotiform fish. J Comp Neurol 211:139–153. Castelló ME, Aguilera PA, Trujillo-Cenóz O, Caputi AA (2000) Electroreception in Gymnotus
carapo: pre-receptor processing and the distribution of electroreceptor types. J Exp Biol
203:3279–3287. Chen G, King JA, Burgess N, O'Keefe J (2013) How vision and movement combine in the
hippocampal place code. PNAS 110:378–383. Chersi F, Burgess N (2015) The Cognitive Architecture of Spatial Navigation: Hippocampal and
Striatal Contributions. Neuron 88:64–77. 39 39 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. ;
https://doi.org/10.1101/495887
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. References ;
https://doi.org/10.1101/495887
doi:
bioRxiv preprint Corrêa SA, Corrêa FM, Hoffmann A (1998) Stereotaxic atlas of the telencephalon of the weakly
electric fish Gymnotus carapo. J Neurosci Methods 84:93–100. Danjo T, Toyoizumi T, Fujisawa S (2018) Spatial representations of self and other in the
hippocampus. Science 359:213–218. Diamantaki M, Frey M, Berens P, Preston-Ferrer P, Burgalossi A (2016) Sparse activity of
identified dentate granule cells during spatial exploration. eLife 2016;5:e20252 Durán E, Ocaña FM, Broglio C, Rodríguez F, Salas C (2010) Lateral but not medial
telencephalic pallium ablation impairs the use of goldfish spatial allocentric strategies in a “hole-
board” task. Behav Brain Res 214:480–487. Fenton AA, Muller RU (1998) Place cell discharge is extremely variable during individual
passes of the rat through the firing field. PNAS 95:3182–3187. Fenton, AA, Kao, HY, Neymotin, SA, Olypher, A, Vayntrub, Y, Lytton, WW, & Ludvig, N
(2008). Unmasking the CA1 ensemble place code by exposures to small and large environments:
more place cells and multiple, irregularly arranged, and expanded place fields in the larger
space. J Neurosci. 28(44), 11250-62. Giassi ACC, Harvey-Girard E, Valsamis B, Maler L (2012a) Organization of the gymnotiform
fish pallium in relation to learning and memory: I. Cytoarchitectonics and cellular morphology. J
Comp Neurol 520:3314–3337. Giassi ACC, Duarte TT, Ellis W, Maler L (2012b) Organization of the gymnotiform fish pallium
in relation to learning and memory: II. Extrinsic connections. J Comp Neurol 520:3338–3368. Giassi ACC, Ellis W, Maler L (2012c) Organization of the gymnotiform fish pallium in relation
to learning and memory: III. Intrinsic connections. J Comp Neurol 520:3369–3394. Hainmueller T, Bartos M (2018) Parallel emergence of stable and dynamic memory engrams in
the hippocampus. Nature 558:292–296. Harvey RE, Rutan SA, Willey GR, Siegel JJ, Clark BJ, Yoder RM (2018) Linear Self-Motion
Cues Support the Spatial Distribution and Stability of Hippocampal Place Cells. Curr Biol
28:1803–1810.e1805. 40 40 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. ;
https://doi.org/10.1101/495887
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. References It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. ;
https://doi.org/10.1101/495887
doi:
bioRxiv preprint Harvey-Girard E, Giassi ACC, Ellis W, Maler L (2012) Organization of the gymnotiform fish
pallium in relation to learning and memory: IV. Expression of conserved transcription factors
and implications for the evolution of dorsal telencephalon. J Comp Neurol 520:3395–3413. Harvey-Girard E, Giassi ACC, Ellis W, Maler L (2012) Organization of the gymnotiform fish
pallium in relation to learning and memory: IV. Expression of conserved transcription factors
and implications for the evolution of dorsal telencephalon. J Comp Neurol 520:3395–3413. Hedrick TL (2008) Software techniques for two- and three-dimensional kinematic measurements
of biological and biomimetic systems. Bioinspir Biomim 3:034001. Hedrick TL (2008) Software techniques for two- and three-dimensional kinematic measurements
of biological and biomimetic systems. Bioinspir Biomim 3:034001. Jun, J. J., Longtin, A., & Maler, L. (2014a). Long-term behavioral tracking of freely swimming
weakly electric fish. J Vis Exp (85):50962. Jun, J. J., Longtin, A., & Maler, L. (2014a). Long-term behavioral tracking of freely swimming
weakly electric fish. J Vis Exp (85):50962. Jun JJ, Longtin A, Maler L (2014b) Enhanced sensory sampling precedes self-initiated
locomotion in an electric fish. J Exp Biol 217:3615–3628. Jun JJ, Longtin A, Maler L (2016) Active sensing associated with spatial learning reveals
memory-based attention in an electric fish. J Neurophysiol 115:2577–2592. Krahe R, Maler L (2014) Neural maps in the electrosensory system of weakly electric fish. Curr
Opin Neurobiol 24:13–21. Monaco JD, Rao G, Roth ED, Knierim JJ (2014) Attentive scanning behavior drives one-trial
potentiation of hippocampal place fields. Nature 17:725–731. Moser EI, Moser M-B, McNaughton BL (2017) Spatial representation in the hippocampal
formation: a history. Nature 20:1448–1464. Muller RU, Kubie JL (1987) The effects of changes in the environment on the spatial firing of
hippocampal complex-spike cells. J Neurosci 7:1951–1968. Nelson M, MacIver M (1999) Prey capture in the weakly electric fish Apteronotus albifrons:
sensory acquisition strategies and electrosensory consequences. J Exp Biol 202:1195–1203. O'Keefe J, Dostrovsky J (1971) The hippocampus as a spatial map. Preliminary evidence from
unit activity in the freely-moving rat. Brain Res 34:171–175. Ocaña FM, Uceda S, Arias JL, Salas C, Rodríguez F (2017) Dynamics of Goldfish Subregional
Hippocampal Pallium Activity throughout Spatial Memory Formation. Brain Behav Evol
90:154–170. 41 . References CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. ;
https://doi.org/10.1101/495887
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made availab
The copyright holder for this preprint (which w
this version posted December 13, 2018. ;
https://doi.org/10.1101/495887
doi:
bioRxiv preprint Omer DB, Maimon SR, Las L, Ulanovsky N (2018) Social place-cells in the bat hippocampus. Science 359:218–224. Park E, Dvorak D, Fenton AA (2011) Ensemble Place Codes in Hippocampus: CA1, CA3, and
Dentate Gyrus Place Cells Have Multiple Place Fields in Large Environments. PLoS ONE
6:e22349. Pedraja F, Hofmann V, Lucas KM, Young C, Engelmann J, Lewis JE (2018) Motion parallax in
electric sensing. PNAS 115:573–577. Poulter S, Hartley T, Lever C (2018) The Neurobiology of Mammalian Navigation. Curr Biol
28:R1023–R1042. Rodrı́guez F, López JC, Vargas JP, Gómez Y, Broglio C, Salas C (2002) Conservation of Spatial
Memory Function in the Pallial Forebrain of Reptiles and Ray-Finned Fishes. J Neurosci. 22:2894–2903. Rolls ET (2016) Pattern separation, completion, and categorisation in the hippocampus and
neocortex. Neurobiol Learn Mem 129:4–28. Rubin A, Yartsev MM, Ulanovsky N (2014) Encoding of head direction by hippocampal place
cells in bats. J Neurosci 34:1067–1080. Sarel A, Finkelstein A, Las L, Ulanovsky N (2017) Vectorial representation of spatial goals in
the hippocampus of bats. Science 355:176–180. Save E, Cressant A, Thinus-Blanc C, Poucet B (1998) Spatial firing of hippocampal place cells
in blind rats. J Neurosci. 18:1818–1826. Savelli F, Yoganarasimha D, Knierim JJ (2008) Influence of boundary removal on the spatial
representations of the medial entorhinal cortex. Hippocampus 18:1270–1282. Savelli F, Luck JD, Knierim JJ (2017) Framing of grid cells within and beyond navigation
boundaries. eLife 2017;6:e21354 Skaggs WE, McNaughton BL, Wilson MA, Barnes CA (1996) Theta phase precession in
hippocampal neuronal populations and the compression of temporal sequences. Hippocampus
6:149–172. 42 42 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. References ;
https://doi.org/10.1101/495887
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. ;
https://doi.org/10.1101/495887
doi:
bioRxiv preprint Solstad T, Boccara CN, Kropff E, Moser MB (2008) Representation of geometric borders in the
entorhinal cortex. Science 322:1865-1868. Song EY, Kim YB, Kim YH, Jung MW (2005) Role of active movement in place-specific firing
of hippocampal neurons. Hippocampus 15(1): 8-17. Taube JS (2007) The head direction signal: origins and sensory-motor integration. Annu Rev
Neurosci 30:181–207. Trinh A-T, Harvey-Girard E, Teixeira F, Maler L (2016) Cryptic laminar and columnar
organization in the dorsolateral pallium of a weakly electric fish. J Comp Neurol 524:408–428. Uceda S, Ocaña FM, Martín-Monzón I, Rodríguez-Expósito B, Durán E, Rodríguez F (2015)
Spatial learning-related changes in metabolic brain activity contribute to the delimitation of the
hippocampal pallium in goldfish. Behav Brain Res 292:403–408. Ulanovsky N, Moss CF (2007) Hippocampal cellular and network activity in freely moving
echolocating bats. Nature 10:224–233. Wallach A, Harvey-Girard E, Jun JJ, Longtin A, Maler L (2018) A Time-stamp
mechanism may provide temporal information necessary for egocentric to allocentric
spatial transformations. eLife 2018;7:e36769 Wilson MA, McNaughton BL (1993) Dynamics of the hippocampal ensemble code for space. Science 261:1055–1058. Winter SS, Mehlman ML, Clark BJ, Taube JS (2015) Passive Transport Disrupts Grid Signals in
the Parahippocampal Cortex. Curr Biol 25:2493–2502. 43 43 . CC-BY 4.0 International license
under a
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bioRxiv preprint 15 cm
Fish’s home
Water filter
Landmarks
ransmitter
Battery
PE tube
with tetrode inside
attached to glass capillary
Fish + Transmitter float
PI tube
Transmitter sealed
inside the ball
B
C
E
Fig 1. Experimental setup and example wireless recording A. References Wireless transmitter system used for recordings. B. A
long tetrode was constructed and mounted on an electrode holder to be attached to a micromanipulator. C. The other
end of the tetrode was connected to the transmitter, and the ensemble was placed in a ping-pong ball and sealed. D. Pictures of a fish after tetrode implantation together with the transmitter float (picture from a related species with the
same size). E. Recordings were performed in a large experimental tank containing various landmarks made with clear
and opaque plexiglass, as well as a water filtering system. . CC-BY 4.0 International license
under a
y p
)
,
g
p y
p
p
p
p
y A
Wireless transmitter
Battery PE tube
with tetrode inside
attached to glass capillary
PI tube
B Transmitter sealed
inside the ball
C B C A Transmitter sealed
inside the ball Wireless transmitter Battery 15 cm
Fish’s home
Water filter
Landmarks
Fish + Transmitter float
E E D Landmarks Fish’s home Water filter Fig 1. Experimental setup and example wireless recording A. Wireless transmitter system used for recordings. B. A
long tetrode was constructed and mounted on an electrode holder to be attached to a micromanipulator. C. The other
end of the tetrode was connected to the transmitter, and the ensemble was placed in a ping-pong ball and sealed. D. Pictures of a fish after tetrode implantation together with the transmitter float (picture from a related species with the
same size). E. Recordings were performed in a large experimental tank containing various landmarks made with clear
and opaque plexiglass, as well as a water filtering system. Fig 1. Experimental setup and example wireless recording A. Wireless transmitter system used for recordings. B. A
long tetrode was constructed and mounted on an electrode holder to be attached to a micromanipulator. C. The other
end of the tetrode was connected to the transmitter, and the ensemble was placed in a ping-pong ball and sealed. D. Pictures of a fish after tetrode implantation together with the transmitter float (picture from a related species with the
same size). E. Recordings were performed in a large experimental tank containing various landmarks made with clear
and opaque plexiglass, as well as a water filtering system. References Time (s)
0
400
800
1200
1600
40
60
0.5 mV
(
)
1 ms
0.5 mV
Unit 1
Unit 2
Unit 3
Unit 4
0.1
PC3
0.1 0.1
0.05
-0.1
0.05
0
PC1
0
PC2
-0.05
-0.05
-0.1
-0.1
A
B
Fig 2. Example recordings in one fish and four isolated units. A. The blue traces show extracellular recordings on the
three of the four tetrode channels after EOD spike removal (see Methods). The fourth channel was used as reference. The red trace shows instantaneous EOD rate calculated based on EOD recordings obtained by electrodes inside the
experimental tank. Raster plots show spike timing corresponding to the four units. B. Average (SD) of waveforms of
the isolated units from this recording and their first three principle components (PCs). . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. ;
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bioRxiv preprint B
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not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. ;
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bioRxiv preprint Time (s)
0
400
800
1200
1600
40
60
0.5 mV
EOD rate (Hz)
A
CC-BY 4.0 Internationa
under a
y p
)
g 1 ms
0.5 mV
Unit 1
Unit 2
Unit 3
Unit 4
0.1
PC3
0.1 0.1
0.05
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0.05
0
PC1
0
PC2
-0.05
-0.05
-0.1
-0.1
B
. al license A 0.1
PC3
0.1 0.1
0.05
-0.1
0.05
0
PC1
0
PC2
-0.05
-0.05
-0.1
-0.1
B
. al license B EOD rate (Hz) Fig 2. Example recordings in one fish and four isolated units. A. The blue traces show extracellular recordings on the
three of the four tetrode channels after EOD spike removal (see Methods). The fourth channel was used as reference. The red trace shows instantaneous EOD rate calculated based on EOD recordings obtained by electrodes inside the
experimental tank. Raster plots show spike timing corresponding to the four units. B. Average (SD) of waveforms of
the isolated units from this recording and their first three principle components (PCs). Fig 2. References Example recordings in one fish and four isolated units. A. The blue traces show extracellular recordings on the
three of the four tetrode channels after EOD spike removal (see Methods). The fourth channel was used as reference. The red trace shows instantaneous EOD rate calculated based on EOD recordings obtained by electrodes inside the
experimental tank. Raster plots show spike timing corresponding to the four units. B. Average (SD) of waveforms of
the isolated units from this recording and their first three principle components (PCs). Average firing rate Hz
0
0.02
0.04
0.06 0.08
0.1
0
0.1
0.2
0.3
Probability
Swim speed (cm/s)
Probability density
0
4
8
12
16
20
0
0.04
0.08
0.12
0.16
All swimming speeds
Swim speeds at
the time of spikes
EOD rate (Hz)
A
50
60
70
80
0
0.04
0.08
0.12
0.16
All EOD rates
EOD rates at
the time of a spike
B
C
Fig 3. DDi units spiked sparsely during periods swimming and active sensing. A. Probability histogram of average firing
rates observed in all units and all trials (25 units, 23 trials, 5 fish). B. Probability density function of all observed swim
speeds (purple bars), and swim speeds at the time of a spikes (green bars). Spikes were unlikely at very low swimming
speeds. C. Probability density function of all observed EOD rates (purple bars) and those observed at the time of spikes
(green bars). Spikes were unlikely at low EOD rates (<50 Hz) corresponding to down states. . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. ;
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bioRxiv preprint Average firing rate Hz
0
0.02
0.04
0.06 0.08
0.1
0
0.1
0.2
0.3
Probability
Swim speed (cm/s)
Probability density
0
4
8
12
16
20
0
0.04
0.08
0.12
0.16
All swimming speeds
Swim speeds at
the time of spikes
EOD rate (Hz)
A
50
60
70
80
0
0.04
0.08
0.12
0.16
All EOD rates
EOD rates at
the time of a spike
B
C
. CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. References ;
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doi:
bioRxiv preprint A
-4 -2 0
2
4
53.4
53.8
54.2
54.6
EODr (Hz) -4
-3
-2
-1
0
1
2
3
4
0
0.1
0.2
B
Probability density B A -4
-3
-2
-1
0
1
2
3
4
0
0.1
0.2
A
B
C
D
E
F
-4
-3
-2
-1
0
1
2
3
4
0
0.1
0.2
-4
-3
-2
-1
0
1
2
3
4
0
0.1
0.2
-4 -2 0
2
4
53.4
53.8
54.2
54.6
-4 -2 0
2
4
4.8
5.2
5.6
6
-4 -2 0
2
4
11
12
13
14
EODr (Hz)
Speed (cm/s)
Sampling density (EOD pulses/cm)
Time (s)
Time (s)
Probability density
Probability density
Probability density
Fig 4. Examples stEODr, stSpeed and stSmpD averages. A. StEODr average for an exemplar unit (solid red curve, dotted
curve: standard error). The black curve shows the stEODr average for 100 random time shifts of the same spike train. The
dashed vertical line corresponds to the spike time (zero). B. Probability density of timing of stEODr peaks around individual
spikes for units with significant peak in stEODr average (orange bars, 13 units in 5 fish) and for 100 random time shifts of the
same spike trains (grey bars). There was a clear peak of stEODr around zero that did not exist in the random data. C. StSpeed average (red curve) for the same unit shown in A, and the corresponding average for randomly shifted spike times
(black curve). Arrows point to the dip and peak in the stSpeed pre- and post- spike respectively. D. Probability density of
speed dips (blue) preceding the spike and peaks (orange) after spikes for units with a significant peak in stSpeed average (1
units in 5 fish, grey: randomly time-shifted spike trains). E. stSmpD average for the same unit. stSmpD showed a clear peak
before the spike and sharply decreased immediately post-spike, with the minimum occurring after spike time. F. Probability
distribution of timing of the peak (orange) and dip (blue) in sampling density for individual spikes of units with significant peak
in both stEODr and stSpeed shows the same pattern of a pre-spike increase followed by a post-spike decrease (10 units in 5
fish). Fits in all histograms are non-parametric fits with Gaussian kernels. References It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. ;
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doi:
bioRxiv preprint C B C A Average firing rate Hz Fig 3. DDi units spiked sparsely during periods swimming and active sensing. A. Probability histogram of average firing
rates observed in all units and all trials (25 units, 23 trials, 5 fish). B. Probability density function of all observed swim
speeds (purple bars), and swim speeds at the time of a spikes (green bars). Spikes were unlikely at very low swimming
speeds. C. Probability density function of all observed EOD rates (purple bars) and those observed at the time of spikes
(green bars). Spikes were unlikely at low EOD rates (<50 Hz) corresponding to down states. Fig 3. DDi units spiked sparsely during periods swimming and active sensing. A. Probability histogram of average firing
rates observed in all units and all trials (25 units, 23 trials, 5 fish). B. Probability density function of all observed swim
speeds (purple bars), and swim speeds at the time of a spikes (green bars). Spikes were unlikely at very low swimming
speeds. C. Probability density function of all observed EOD rates (purple bars) and those observed at the time of spikes
(green bars). Spikes were unlikely at low EOD rates (<50 Hz) corresponding to down states. . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. ;
https://doi.org/10.1101/495887
doi:
ioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. References ;
https://doi.org/10.1101/495887
doi:
bioRxiv preprint 0
0.05
0.1
0.15
I_place=1.57 bits/spike
p_place=0.0087
Max FR/bin =0.18 Hz
0
0.02
0.04
0.06
0
0.01
0.02
0
0.1
0.2
0
0.1
0.2
0
0.05
0.1
0
0.1
0.2
0.3
Firing rate/bin (Hz)
B
I_place=1.9 bits/spike
p_place=0.02
Max FR/bin =0.11 HZ
I_place=1.4 bits/spike
p_place=0.03
Max FR/bin =0.06 Hz
I_place=0.68 bits/spike
p_place=0.02
Max FR/bin =0.48 Hz
Firing rate/bin (Hz)
Firing rate/bin (Hz)
Firing rate/bin (Hz)
I_place=1.41 bits/spike
p_place=0.1
Max FR/bin =0.84 Hz
Firing rate/bin (Hz)
I_place=1.46 bits/spike
p_place=0.58
Max FR/bin =0.43 Hz
Firing rate/bin (Hz)
I_place=0.66 bits/spike
p_place=0.55
Max FR/bin =0.2 Hz
I_place=0.41 bits/spike
p_place=0.89
Max FR/bin =0.41 Hz
Firing rate/bin (Hz)
Firing rate/bin (Hz)
0
0.05
0.1
. CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
py g
p
p
(
p
,
;
p
g
p
p A 0
0.05
0.1
0.15
I_place=1.57 bits/spike
p_place=0.0087
Max FR/bin =0.18 Hz
0
0.02
0.04
0.06
0
0.01
0.02
0
0.1
0.2
0
0.1
0.2
0
0.05
0.1
0
0.1
0.2
0.3
Firing rate/bin (Hz)
A
B
I_place=1.9 bits/spike
p_place=0.02
Max FR/bin =0.11 HZ
I_place=1.4 bits/spike
p_place=0.03
Max FR/bin =0.06 Hz
I_place=0.68 bits/spike
p_place=0.02
Max FR/bin =0.48 Hz
Firing rate/bin (Hz)
Firing rate/bin (Hz)
Firing rate/bin (Hz)
I_place=1.41 bits/spike
p_place=0.1
Max FR/bin =0.84 Hz
Firing rate/bin (Hz)
I_place=1.46 bits/spike
p_place=0.58
Max FR/bin =0.43 Hz
Firing rate/bin (Hz)
I_place=0.66 bits/spike
p_place=0.55
Max FR/bin =0.2 Hz
I_place=0.41 bits/spike
p_place=0.89
Max FR/bin =0.41 Hz
Firing rate/bin (Hz)
Firing rate/bin (Hz)
0
0.05
0.1
. References CC-BY 4.0 International license
under a
y p
)
,
g
p y
p
p
p
p
y 0
0.1
0.2
0
0.05
0.1
I_place=1.41 bits/spike
p_place=0.1
Max FR/bin =0.84 Hz
Firing rate/bin (Hz)
I_place=1.46 bits/spike
p_place=0.58
Max FR/bin =0.43 Hz
Firing rate/bin (Hz)
I_place=0.66 bits/spike
p place=0.55 0
0.05
0.1
0.15
I_place=1.57 bits/spike
p_place=0.0087
Max FR/bin =0.18 Hz
0
0.02
0.04
0.06
Firing rate/bin (Hz)
I_place=1.9 bits/spike
p_place=0.02
Max FR/bin =0.11 HZ
Firing rate/bin (Hz) 0.1
0.2
Firing rate/bin (Hz) Firing rate/bin (Hz) 0
0.05
0.1
0
0.02
0.04
0.06
0
0.01
0.02
0
0.1
0.2
0
0.1
0.2
0
0.05
0.1
0
0.1
0.2
0.3
ng rate/bin (Hz)
I_place=1.9 bits/spike
p_place=0.02
Max FR/bin =0.11 HZ
I_place=1.4 bits/spike
p_place=0.03
Max FR/bin =0.06 Hz
I_place=0.68 bits/spike
p_place=0.02
Max FR/bin =0.48 Hz
Firing rate/bin (Hz)
Firing rate/bin (Hz)
Firing rate/bin (Hz)
ng rate/bin (Hz)
I_place=1.46 bits/spike
p_place=0.58
Max FR/bin =0.43 Hz
Firing rate/bin (Hz)
I_place=0.66 bits/spike
p_place=0.55
Max FR/bin =0.2 Hz
I_place=0.41 bits/spike
p_place=0.89
Max FR/bin =0.41 Hz
Firing rate/bin (Hz)
Firing rate/bin (Hz)
0
0.05
0.1
Fig 5. Spatial properties of DDi units. A. Left columns: Examples of spiking patterns of four units in four fish that
conveyed significant place information. Grey curves show fish’s swimming trajectory, and black dots represent spikes. Right column: Firing rate maps of the same units shown to the left. Firing rate per bin is calculated by dividing the total
number of spikes by the time spent in that bin. Only bins where the fish visited more than 5 times are used for the plot. The range of the color plot was clipped to the 97th percentile of the data for visual representation purposes (see
Methods). The value of the maximum firing rate/ bin (Max FR/bin) is indicated above the plot. The place information for
the unit and its level of significance compared to randomly time shifted spike trains are indicated as I_place and
p_place, respectively. B. Same as A but for units that did not show statistically significant place specificity. The green
rectangle corresponds to fish’s home, the black trapezoid in the bottom three plots show the location of a water filter. Other shapes represent various landmarks placed in the tank. Note that the fish could go inside the home area, but not
other landmarks. Small cyan squares denote bins excluded from analysis due to visit counts less than 5 (see
Methods). References D
-4
-3
-2
-1
0
1
2
3
4
0
0.1
0.2
Probability density C
E
-4 -2 0
2
4
4.8
5.2
5.6
6
Speed (cm/s) D C E
-4 -2 0
2
4
-4 -2 0
2
4
11
12
13
14
Sampling density (EOD pulses/cm)
Time (s) F
-4
-3
-2
-1
0
1
2
3
4
0
0.1
0.2
Time (s)
Probability density E F F Fig 4. Examples stEODr, stSpeed and stSmpD averages. A. StEODr average for an exemplar unit (solid red curve, dotted
curve: standard error). The black curve shows the stEODr average for 100 random time shifts of the same spike train. The
dashed vertical line corresponds to the spike time (zero). B. Probability density of timing of stEODr peaks around individual
spikes for units with significant peak in stEODr average (orange bars, 13 units in 5 fish) and for 100 random time shifts of the
same spike trains (grey bars). There was a clear peak of stEODr around zero that did not exist in the random data. C. StSpeed average (red curve) for the same unit shown in A, and the corresponding average for randomly shifted spike times
(black curve). Arrows point to the dip and peak in the stSpeed pre- and post- spike respectively. D. Probability density of
speed dips (blue) preceding the spike and peaks (orange) after spikes for units with a significant peak in stSpeed average (14
units in 5 fish, grey: randomly time-shifted spike trains). E. stSmpD average for the same unit. stSmpD showed a clear peak
before the spike and sharply decreased immediately post-spike, with the minimum occurring after spike time. F. Probability
distribution of timing of the peak (orange) and dip (blue) in sampling density for individual spikes of units with significant peaks
in both stEODr and stSpeed shows the same pattern of a pre-spike increase followed by a post-spike decrease (10 units in 5
fish). Fits in all histograms are non-parametric fits with Gaussian kernels. B
. CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. References Firing rate was
significantly lower in after landmarks were removed. Kruskal-Wallis p value is indicated on the plot. I_place=0.52 bits/spike
p_place=0.0007
I_place=0.34 bits/spike
p_place=0.0045
ii
iii I_place=1.3 bits/spike
p_place=0.99 I_place=0.34 bits/spike
p_place=0.0045 0
0.02
0.04
0.06
0.08
Firing rate (Hz)
LM
present
LM
removed
B
0
0.2
0.4
0.6
0.8
1
LM
present
LM
removed
p=0.0027 B Fig 6. Removing landmarks often resulted in reduction of firing rate near the missing landmark
A E
l
f th
ff
t
f
i
di
l
i
l
d
k i
th
it i
th
fi h I
i Fig 6. Removing landmarks often resulted in reduction of firing rate near the missing landmark. A. Examples of the effect of removing or displacing a landmark in three units in three fish. In i and ii the home was
removed and in iii the small triangle was moved to a new location. Note that spikes now occur near the triangle in its
new location. Place information and its significance level compared to randomly time-shifted spikes are shown above
each panel. Arrows point to the location of the moved landmark. B. Summary plot of the effect of landmark removal on
the firing rate of 10 units in 3 fish, 16 trials. In 12 out of 16 trials the firing rate decreased near the removed landmark. Inset: comparison of the normalized firing rates between the two conditions for the same data set. Firing rate was
significantly lower in after landmarks were removed. Kruskal-Wallis p value is indicated on the plot. Fig 6. Removing landmarks often resulted in reduction of firing rate near the missing landmark. A. Examples of the effect of removing or displacing a landmark in three units in three fish. In i and ii the home was
removed and in iii the small triangle was moved to a new location. Note that spikes now occur near the triangle in its
new location. Place information and its significance level compared to randomly time-shifted spikes are shown above
each panel. Arrows point to the location of the moved landmark. B. Summary plot of the effect of landmark removal on
the firing rate of 10 units in 3 fish, 16 trials. In 12 out of 16 trials the firing rate decreased near the removed landmark. Inset: comparison of the normalized firing rates between the two conditions for the same data set. References ;
https://doi.org/10.1101/495887
doi:
bioRxiv preprint 0
0.02
0.04
0.06
0.08
Firing rate (Hz)
LM
present
LM
removed
A
B
I_place=0.52 bits/spike
p_place=0.0007
I_place=0.55 bits/spike
p_place=0.4
I_place=0.34 bits/spike
p_place=0.0045
I_place=1.3 bits/spike
p_place=0.99
I_place=1.22 bits/spike
p_place=0.65
I_place=1.7 bits/spike
p_place=0.86
i
ii
iii
0
0.2
0.4
0.6
0.8
1
LM
present
LM
removed
p=0.0027
CC-BY 4.0 Intern
under a
not certified by peer review) is the author/funder, who has granted bioRxiv
this version posted Dec
;
https://doi.org/10.1101/495887
doi:
bioRxiv preprint A
B
I_place=0.52 bits/spike
p_place=0.0007
I_place=0.55 bits/s
p_place=0.4
I_place=0.34 bits/spike
p_place=0.0045
I_place=1.3 bits/sp
p_place=0.99
I_place=1.22 bits/spike
p_place=0.65
I_place=1.7 bits/spi
p_place=0.86
i
ii
iii
CC-BY
under a
not certified by peer review) is the author/funder, who has grant
this version
;
https://doi.org/10.1101/495887
doi:
bioRxiv preprint A
I_place=0.52 bits/spike
p_place=0.0007
I_place=0.34 bits/spike
p_place=0.0045
I_place=1.22 bits/spike
p_place=0.65
i
ii
iii
not certified by peer review) is the auth
https://doi.org/10.11
doi:
bioRxiv preprint 0
0.02
0.04
0.06
0.08
Firing rate (Hz)
LM
present
LM
removed
A
B
I_place=0.52 bits/spike
p_place=0.0007
I_place=0.55 bits/spike
p_place=0.4
I_place=0.34 bits/spike
p_place=0.0045
I_place=1.3 bits/spike
p_place=0.99
I_place=1.22 bits/spike
p_place=0.65
I_place=1.7 bits/spike
p_place=0.86
i
ii
iii
0
0.2
0.4
0.6
0.8
1
LM
present
LM
removed
p=0.0027
CC-BY 4.0 Inter
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not certified by peer review) is the author/funder, who has granted bioRxiv
this version posted De
;
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doi:
bioRxiv preprint A
bio 0
0.02
0.04
0.06
0.08
Firing rate (Hz)
LM
present
LM
removed
B
I_place=0.52 bits/spike
p_place=0.0007
I_place=0.55 bits/spike
p_place=0.4
I_place=0.34 bits/spike
p_place=0.0045
I_place=1.3 bits/spike
p_place=0.99
i
ii
iii
0
0.2
0.4
0.6
0.8
1
LM
present
LM
removed
p=0.0027
Fig 6. Removing landmarks often resulted in reduction of firing rate near the missing landmark. A. Examples of the effect of removing or displacing a landmark in three units in three fish. In i and ii the home was
removed and in iii the small triangle was moved to a new location. Note that spikes now occur near the triangle in its
new location. Place information and its significance level compared to randomly time-shifted spikes are shown above
each panel. Arrows point to the location of the moved landmark. B. Summary plot of the effect of landmark removal on
the firing rate of 10 units in 3 fish, 16 trials. In 12 out of 16 trials the firing rate decreased near the removed landmark. Inset: comparison of the normalized firing rates between the two conditions for the same data set. References Firing rate/bin (Hz) Firing rate/bin (Hz) 0
0.01
0.02
0
0.1
0.2
I_place=1.4 bits/spike
p_place=0.03
Max FR/bin =0.06 Hz
I_place=0.68 bits/spike
p_place=0.02
Max FR/bin =0.48 Hz
Firing rate/bin (Hz)
Firing rate/bin (Hz) Firing rate/bin (Hz) Firing rate/bin (Hz) Firing rate/bin (Hz) Firing rate/bin (Hz) Fig 5. Spatial properties of DDi units. A. Left columns: Examples of spiking patterns of four units in four fish that
conveyed significant place information. Grey curves show fish’s swimming trajectory, and black dots represent spikes. Right column: Firing rate maps of the same units shown to the left. Firing rate per bin is calculated by dividing the total
number of spikes by the time spent in that bin. Only bins where the fish visited more than 5 times are used for the plot. The range of the color plot was clipped to the 97th percentile of the data for visual representation purposes (see
Methods). The value of the maximum firing rate/ bin (Max FR/bin) is indicated above the plot. The place information for
the unit and its level of significance compared to randomly time shifted spike trains are indicated as I_place and
p_place, respectively. B. Same as A but for units that did not show statistically significant place specificity. The green
rectangle corresponds to fish’s home, the black trapezoid in the bottom three plots show the location of a water filter. Other shapes represent various landmarks placed in the tank. Note that the fish could go inside the home area, but not
other landmarks. Small cyan squares denote bins excluded from analysis due to visit counts less than 5 (see
Methods). 0
0.02
0.04
0.06
0.08
Firing rate (Hz)
LM
present
LM
removed
A
B
I_place=0.52 bits/spike
p_place=0.0007
I_place=0.55 bits/spike
p_place=0.4
I_place=0.34 bits/spike
p_place=0.0045
I_place=1.3 bits/spike
p_place=0.99
I_place=1.22 bits/spike
p_place=0.65
I_place=1.7 bits/spike
p_place=0.86
i
ii
iii
0
0.2
0.4
0.6
0.8
1
LM
present
LM
removed
p=0.0027
. CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made availa
The copyright holder for this preprint (which
this version posted December 13, 2018. References Firing rate was
significantly lower in after landmarks were removed. Kruskal-Wallis p value is indicated on the plot. Probability density
Swim direction preference index
A
Forward swims
Backward swims
-0.8
-0.4
0
0.4
0.8
0
0.5
1
1.5
1 Probability density
Swim direction preference index
A
Forward swims
Backward swims
-0.8
-0.4
0
0.4
0.8
0
0.5
1
1.5
L-R preference index
A-P preference index
LM Ant
LM Post
Location preference index
Probability density
LM right
LM left
0
0.2
0.4
0.6
0.8
1
10 cm
d
Location preference index
-0.4
-0.2
0
0.2
0.4
-0.4
-0.2
0
0.2
0.4
a
b
c
d
B
C
D
E
-0.4
-0.3 -0.2 -0.1
0
0.1
0.2
0
1
2
3
4
-0.2
-0.1
0
0.1
0.2
0.3
0.4
0
1
2
3
4
5
a
b
c
d
Fig 7. Relationship between swimming direction and preferred landmark location. A. Probability
distribution of direction preference index (21 units, 5 fish). Negative values correspond to preference
for spiking during backward swims, with the maxima +/-1 corresponding to spiking only during forward
or backward swims, respectively. The red curve shows a non-parametric fit with Gaussian kernels. There was a significant bias for spiking for negative swim direction preference indices (p = 0.0072, non-
parametric sign test). B. Examples of normalized landmark location probability. Units b and c are from
the same fish and other units are from three other fish. C. Vector plot of the direction preference
indices for anterior-posterior (AP) and left- right (LR) preference indices. Small letters next to the
arrows correspond to exemplar units shown in panel B. D. Most units showed preference index for
landmarks that were located on the posterior 2/3 of the body (blue shaded area). E. Left- right
preference indices were equally likely to be positive or negative. . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made av
The copyright holder for this preprint (wh
this version posted December 13, 2018. References ;
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doi:
bioRxiv preprint 0
0.2
0.4
0.6
0.8
1
0 cm
d
a
b
c
d
B 10 cm
a
b
c
B B B A 0
0.2
0.4
0.6
0.8
1
d
d d Swim direction preference index LM right
LM left
Location preference index
E
-0.4
-0.3 -0.2 -0.1
0
0.1
0.2
ay the preprint in perpetuity. It is made av
The copyright holder for this preprint (wh
. L-R preference index
A-P preference index
LM Ant
LM Post
Location preference index
Probability density
-0.4
-0.2
0
0.2
0.4
-0.4
-0.2
0
0.2
0.4
C
D
0
1
2
3
4
-0.2
-0.1
0
0.1
0.2
0.3
0.4
0
1
2
3
4
5
a
b
c
d
. CC-BY 4.0 International license
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not certified by peer review) is the author/funder, who has granted bioRxiv a license to displa
this version posted December 13, 2018. ;
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bioRxiv preprint E D C Location preference index L-R preference index Fig 7. Relationship between swimming direction and preferred landmark location. A. Probability
distribution of direction preference index (21 units, 5 fish). Negative values correspond to preference
for spiking during backward swims, with the maxima +/-1 corresponding to spiking only during forward
or backward swims, respectively. The red curve shows a non-parametric fit with Gaussian kernels. There was a significant bias for spiking for negative swim direction preference indices (p = 0.0072, non-
parametric sign test). B. Examples of normalized landmark location probability. Units b and c are from
the same fish and other units are from three other fish. C. Vector plot of the direction preference
indices for anterior-posterior (AP) and left- right (LR) preference indices. Small letters next to the
arrows correspond to exemplar units shown in panel B. D. Most units showed preference index for
landmarks that were located on the posterior 2/3 of the body (blue shaded area). E. Left- right
preference indices were equally likely to be positive or negative. tetrode location
Fig S1. Cresyl violet stained section through the pallium of an implanted fish illustrating the location of the
tetrode. Small arrows (right side) indicate the sulci used as an aid in placing the tetrode. Note that the tetrode
track passed through the superficial DD (DDs) and ended within DDi. The much lower cell density in DDi
compared to DL is evident in this section. .
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not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
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bioRxiv preprint References DC: central division of dorsal telencephalon
DDi: intermediate division of the dorsal portion of dorsal telencephalon (DD, pallium)
DDs: superficial division of the dorsal portion of DD DL: dorsolateral pallium
DM: dorsomedial pallium tetrode location tetrode location Fig S1. Cresyl violet stained section through the pallium of an implanted fish illustrating the location of the
tetrode. Small arrows (right side) indicate the sulci used as an aid in placing the tetrode. Note that the tetrode
track passed through the superficial DD (DDs) and ended within DDi. The much lower cell density in DDi
compared to DL is evident in this section. DC: central division of dorsal telencephalon
DDi: intermediate division of the dorsal portion of dorsal telencephalon (DD, pallium)
DDs: superficial division of the dorsal portion of DD DL: dorsolateral pallium
DM: dorsomedial pallium Fig S1. Cresyl violet stained section through the pallium of an implanted fish illustrating the location of the
tetrode. Small arrows (right side) indicate the sulci used as an aid in placing the tetrode. Note that the tetrode
track passed through the superficial DD (DDs) and ended within DDi. The much lower cell density in DDi
compared to DL is evident in this section. DC: central division of dorsal telencephalon
DDi: intermediate division of the dorsal portion of dorsal telencephalon (DD, pallium)
DDs: superficial division of the dorsal portion of DD DL: dorsolateral pallium
DM: dorsomedial pallium Fish 1 Fish 1 . CC-BY 4.0 International license
under a
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The copyright holder for this preprint (which was
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doi:
bioRxiv preprint 56.2
56.6
57
57.4
4
4.4
4.8
5.2
5.6
14
16
18
20
56.5
57.5
58.5
4
4.4
4.8
5.2
5.6
14
16
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56.4
56.8
57.2
57.6
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58
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S
S
S
NS
NS
EODr (Hz)
Speed (cm/s)
Sampling density
(spiks/cm)
Time (s)
Time (s)
Time (s)
P
P
P
S
S
S
NS
NS 56.2
56.6
57
57.4
4
4.4
4.8
5.2
5.6
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16
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20
56.4
56.8
57.2
57.6
3.8
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4.4
4.8
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17
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21
S
S
EODr (Hz)
Speed (cm/s)
Sampling density
(spiks/cm)
P
P
S
S 0
Sampling density
(spiks/cm) 0
Sampling density
(spiks/cm) 19 56.5
57.5
58.5
S
P 4
4.4
4.8
5.2
5.6
S 4
4.4
4.8
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14
16
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S 56
57
58
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NS -4
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0
2
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3
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5
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0
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17
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21
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Time (s)
Time (s)
NS -4
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0
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57.2
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NS
Time (s) -4
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0
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5
Time (s)
NS Time (s) Fish 2 Sampling density
. CC-BY 4.0 International license
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bioRxiv preprint Sampling density
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bioRxiv preprint 56.6
56.8
57
57.2
57.4
4.2
4.4
4.6
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16
16.5
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56.7
56.9
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Speed (cm/s)
Sampling density
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Time (s)
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P
P
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S
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certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpet
py g
p
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under a Sampling density
(spiks/cm)
. cense 56.6
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57.2
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24
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Time (s)
Time (s)
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S
S 57.4
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58.2
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4
4.4
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4.5
5.5
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12
16
20
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Time (s)
Time (s)
S Figure S2 Figure S2 Fish 3
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bioRxiv preprint Fish 3
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bioRxiv preprint -4
-2
0
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62
63
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16
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EODr (Hz)
Speed (cm/s)
Sampling density
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Time (s)
Time (s)
Time (s)
S
S
. CC-BY 4.0 International license
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bioRxiv preprint -4
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0
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4
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7
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Sampling density
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EODr (Hz)
Time (s)
S Time (s) Figure S2 Fish 4 53.6
54
54.4
54.8
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5.5
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13
15
17
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53.8
54.2
54.6
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12
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14
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53.8
54
54.2
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5.4
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14
15
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54
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15
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14
18
22
26
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NS
EODr (Hz)
Speed (cm/s)
Sampling density
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Fish 4
NS
S
S
S
S
S
P
P
P
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xiv preprint 15 53.6
54
54.2
54.6
4.8
5.2
5.6
12
13
14
15
16
S
S 53.6
54
54.2
54.6
S 4.6
5
5.4
13
14
15
16
S 53.6
53.8
54
54.2
54.4
S
P 53.4
53.8
54.2
54.6
S
P 53.5
54.5
55.5
4.4
4.8
5.2
5.6
6
12
14
16
S
NS 53.5
54.5
55.5
S 3.5
4.5
5.5
6.5
10
14
18
22
26
S 53.5
54.5
55.5
NS 4
-4
-2
0
2
4
3.5
4.5
5.5
6.5
7.5
-4
-2
0
2
4
10
14
18
22
Time (s)
Time (s)
S -4
-2
0
2
4
53.5
54
54.5
55
-4
-2
0
2
4
3.5
4.5
5.5
6.5
7.5
-4
-2
0
2
4
10
14
18
22
NS
Time (s)
Time (s)
Time (s)
S
P Time (s) Figure S2 Figure S2 Fish 5 62
64
66
68
4
6
8
10
10
14
18
22
S
EODr (Hz)
Speed (cm/s)
Sampling density
(spiks/cm)
-4
-2
0
2
4
62
64
66
68
-4
-2
0
2
4
4
5
6
7
8
-4
-2
0
2
4
12
16
20
NS
Time (s)
Time (s)
Time (s)
P
S
NS
. CC-BY 4.0 International license
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The copyright holder for this preprint (which was
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bioRxiv preprint 62
64
66
68
4
6
8
10
10
14
18
22
S
EODr (Hz)
Speed (cm/s)
Sampling density
(spiks/cm)
-4
-2
0
2
4
62
64
66
68
-4
-2
0
2
4
4
5
6
7
8
-4
-2
0
2
4
12
16
20
NS
Time (s)
Time (s)
Time (s)
P
S
NS
Fig S2. stEOD, stSpeed and stSmpD averages for all units and all fish (red curves). Black curves show the
average for 100 random time- shifts of the same spike train. Dashed curves are standard errors. Units with
significant (non-significant) peak in their stEOD average are labeled with S (NS). Units that further showed
significant place specificity are denoted with a ‘P’. . CC-BY 4.0 International license
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oRxiv preprint 53.6
54
54.4
54.8
4.5
5.5
6.5
11
13
15
17
S
EODr (Hz)
Speed (cm/s)
Sampling density
(spiks/cm)
Fish 4
S
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The copyright holder for this preprint (which was
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bioRxiv preprint 53.6
54
54.4
54.8
4.5
5.5
6.5
11
13
15
17
53.4
53.8
54.2
54.6
4.8
5.2
5.6
6
11
12
13
14
15
53.6
53.8
54
54.2
54.4
4.6
5
5.4
13
14
15
16
53.6
54
54.2
54.6
4.8
5.2
5.6
12
13
14
15
16
53.5
54.5
55.5
4.4
4.8
5.2
5.6
6
12
14
16
S
S
S
S
S
53.5
54.5
55.5
3.5
4.5
5.5
6.5
10
14
18
22
26
-4
-2
0
2
4
53.5
54
54.5
55
-4
-2
0
2
4
3.5
4.5
5.5
6.5
7.5
-4
-2
0
2
4
10
14
18
22
NS
NS
EODr (Hz)
Speed (cm/s)
Sampling density
(spiks/cm)
Time (s)
Time (s)
Time (s)
NS
S
S
S
S
S
S
P
P
P
. CC-BY 4.0 International license
under a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in p
The copyright hol
this version posted December 13, 2018. References It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. ;
https://doi.org/10.1101/495887
doi:
ioRxiv preprint -4
-2
0
2
4
4
5
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8
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0
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4
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16
20
Time (s)
Time (s)
NS Fig S2. stEOD, stSpeed and stSmpD averages for all units and all fish (red curves). Black curves show the
average for 100 random time- shifts of the same spike train. Dashed curves are standard errors. Units with
significant (non-significant) peak in their stEOD average are labeled with S (NS). Units that further showed
significant place specificity are denoted with a ‘P’. Fig S2. stEOD, stSpeed and stSmpD averages for all units and all fish (red curves). Black curves show the
average for 100 random time- shifts of the same spike train. Dashed curves are standard errors. Units with
significant (non-significant) peak in their stEOD average are labeled with S (NS). Units that further showed
significant place specificity are denoted with a ‘P’. . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. ;
https://doi.org/10.1101/495887
doi:
ioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted December 13, 2018. ;
https://doi.org/10.1101/495887
doi:
bioRxiv preprint 0.3
0.4
0.5
0.6
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0.9
1
1-P place
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
1-P stEODr average
Fig S3. Significance levels for place information and the peak amplitude for the stEODr average for each of the 21 units
recorded in 5 fish (1- p values). 11 out of 21 units conveyed significant place information (1-p> 0.95, red and purple
circles), 8 of which also had a significant peak in their stEODr average (red circles). Out of the 10 units which did not show
place specificity, 5 had significant peaks in their stEODr average (green circles). 0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
1-P place
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
1-P stEODr average Fig S3. References Significance levels for place information and the peak amplitude for the stEODr average for each of the 21 units
recorded in 5 fish (1- p values). 11 out of 21 units conveyed significant place information (1-p> 0.95, red and purple
circles), 8 of which also had a significant peak in their stEODr average (red circles). Out of the 10 units which did not show
place specificity, 5 had significant peaks in their stEODr average (green circles).
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Coronary Arteries Segmentation Based on the 3D Discrete Wavelet Transform and 3D Neutrosophic Transform
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BioMed research international
| 2,015
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cc-by
| 5,436
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Shuo-Tsung Chen,1,2,3 Tzung-Dau Wang,4 Wen-Jeng Lee,5 Tsai-Wei Huang,6
Pei-Kai Hung,1 Cheng-Yu Wei,7,8 Chung-Ming Chen,1 and Woon-Man Kung7,9 Shuo-Tsung Chen,1,2,3 Tzung-Dau Wang,4 Wen-Jeng Lee,5 Tsai-Wei Huang,6
Pei-Kai Hung,1 Cheng-Yu Wei,7,8 Chung-Ming Chen,1 and Woon-Man Kung7,9
1Institute of Biomedical Engineering, National Taiwan University, Taipei 10617, Taiwan
2Department of Applied Mathematics, Tunghai University, Taichung 40704, Taiwan
3Sustainability Research Center, Tunghai University, Taichung 40704, Taiwan
4Cardiovascular Center and Division of Cardiology, Department of Internal Medicine,
National Taiwan University Hospital, Taipei 10048, Taiwan
5Department of Medical Imaging, National Taiwan University Hospital, Taipei 10048, Taiwan
6Department of Nursing, College of Medicine and Nursing, Hungkuang University, Taichung 43302, Taiwan
7Department of Exercise and Health Promotion, College of Education, Chinese Culture University, Taipei 11114, Taiwan
8Department of Neurology, Chang Bing Show Chwan Memorial Hospital, Changhua 50544, Taiwan
9Department of Neurosurgery, Lo-Hsu Foundation, Lotung Poh-Ai Hospital, Luodong, Yilan 26546, Taiwan 1Institute of Biomedical Engineering, National Taiwan University, Taipei 10617, Taiwan
2Department of Applied Mathematics, Tunghai University, Taichung 40704, Taiwan 1Institute of Biomedical Engineering, National Taiwan University, Taipei 10617, Taiwan
2D
f A
li d M h
i
T
h i U i
i
T i h
0 0
T i Department of Exercise and Health Promotion, College of Education, Chinese Culture University, Taipei 11114, Taiw Department of Neurology, Chang Bing Show Chwan Memorial Hospital, Changhua 50544, Taiwan Department of Neurosurgery, Lo-Hsu Foundation, Lotung Poh-Ai Hospital, Luodong, Yilan 26546, Taiwan orrespondence should be addressed to Chung-Ming Chen; chung@ntu.edu.tw and Woon-Man Kung; nskungwm Correspondence should be addressed to Chung-Ming Chen; chung@ntu.edu.tw and Woon-Man Kung; nskungw Received 19 July 2014; Accepted 11 October 2014 Received 19 July 2014; Accepted 11 October 2014 Received 19 July 2014; Accepted 11 October 2014 Academic Editor: Kuo-Sheng Hung Academic Editor: Kuo-Sheng Hung Copyright © 2015 Shuo-Tsung Chen et al. This is an open access article distributed under the Creative Commons Attribution
License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly
cited. Purpose. Most applications in the field of medical image processing require precise estimation. To improve the accuracy of
segmentation, this study aimed to propose a novel segmentation method for coronary arteries to allow for the automatic and
accurate detection of coronary pathologies. Methods. The proposed segmentation method included 2 parts. First, 3D region growing
was applied to give the initial segmentation of coronary arteries. Next, the location of vessel information, HHH subband coefficients
of the 3D DWT, was detected by the proposed vessel-texture discrimination algorithm. Hindawi Publishing Corporation
BioMed Research International
Volume 2015, Article ID 798303, 9 pages
http://dx.doi.org/10.1155/2015/798303 Hindawi Publishing Corporation
BioMed Research International
Volume 2015, Article ID 798303, 9 pages
http://dx.doi.org/10.1155/2015/798303 Hindawi Publishing Corporation
BioMed Research International
Volume 2015, Article ID 798303, 9 pages
http://dx.doi.org/10.1155/2015/798303 Shuo-Tsung Chen,1,2,3 Tzung-Dau Wang,4 Wen-Jeng Lee,5 Tsai-Wei Huang,6
Pei-Kai Hung,1 Cheng-Yu Wei,7,8 Chung-Ming Chen,1 and Woon-Man Kung7,9 Based on the initial segmentation, 3D DWT
integrated with the 3D neutrosophic transformation could accurately detect the coronary arteries. Results. Each subbranch of the
segmented coronary arteries was segmented correctly by the proposed method. The obtained results are compared with those
ground truth values obtained from the commercial software from GE Healthcare and the level-set method proposed by Yang
et al., 2007. Results indicate that the proposed method is better in terms of efficiency analyzed. Conclusion. Based on the initial
segmentation of coronary arteries obtained from 3D region growing, one-level 3D DWT and 3D neutrosophic transformation can
be applied to detect coronary pathologies accurately. Research Article
Coronary Arteries Segmentation Based on the 3D Discrete
Wavelet Transform and 3D Neutrosophic Transform Shuo-Tsung Chen,1,2,3 Tzung-Dau Wang,4 Wen-Jeng Lee,5 Tsai-Wei Huang,6
Pei-Kai Hung,1 Cheng-Yu Wei,7,8 Chung-Ming Chen,1 and Woon-Man Kung7,9 1. Introduction they usually obtain a seriously narrowed segmentation in
the neighborhood of a branch point in the vessel. Level-set
approaches [6–13] are computationally expensive. They also
suffer from leakage at places where the intensity gradients
of the edges are relatively weak and are very sensitive to
the placement of the initial contour of the propagating
front. Metz et al. [14] used the minimum cost path of
the specified start and end points in vessel to detect the
coronary arteries centerline. This is not an automatic method;
detecting branches is difficult. Friman [15] proposed multiple
hypothesis template tracking, which follows the direction of Efficient and automatic image segmentation methods are
useful for the isolation and visualization of vessels in com-
puted tomographic angiography (CTA). There are many
proposed methods for the segmentation of vessels [1–14]. A
vessel filter [1] can be used to enhance tubular structure;
however, it cannot address the problem of the image force
and veins, which can lead to a narrowed or broken seg-
mentation of vessels. Parametric shape models [2–5] do not
directly allow for the detection of topological changes, and 2 2 BioMed Research International centerline obtained in advance. However, it is difficult to
detect small branches and vessels by using this method. where 𝑖and 𝑛are the dilation and translation parameters. Orthogonal wavelet basis functions not only provide a simple
method to calculate coefficient expansion but also span 𝐿2(R)
in signal processing. As a result, signal 𝑆(𝑡) ∈𝐿2(R) can
be expressed as a series expansion of orthogonal scaling
functions and wavelets. More specifically, y
g
In this study, we propose a new method for automatically
and correctly segmenting coronary arteries from CTA data
sets. In image preprocessing, we detected the aorta auto-
matically by using methods proposed in the literature [5,
16]. The proposed coronary arteries segmentation method is
summarized as follows. First of all, we automatically obtained
the seed point of a 3D region growing by the difference
between the two adjacent slices due to the small changes
of the aorta between two adjacent slices. Next, 3D region
growing was applied to initially search for the probable
location of coronary arteries, which was then dilated by 3
voxels. Based on the dilation of the probable location, we
detected the coronary arteries accurately by applying the 3D
discrete wavelet transformation (DWT) and 3D neutrosophic
transformation to the CTA volume. 1. Introduction The location of vessel
information, in HHH subband coefficients, was detected
by the proposed vessel-texture discrimination algorithm. Accordingly, HHH subband coefficients were used, which
were characterized and classified by 𝛼-means operation and
𝐾-means clustering. Finally, the proposed method was tested
on several CTA data sets, and the experimental results
indicated that the proposed method had a good performance.h 𝑆(𝑡) = ∑
ℓ
𝑐𝑗0 (ℓ) 𝜑𝑗0,𝑘(𝑡) + ∑
𝑘
∞
∑
𝑗=𝑗0
𝑑𝑗(𝑘) 𝜓𝑗,𝑘(𝑡) ,
(2) (2) where 𝑐𝑗(ℓ) = ∫R 𝑆(𝑡)𝜑𝑗,ℓ(𝑡)𝑑𝑡and 𝑑𝑗(𝑘) = ∫R 𝑆(𝑡)𝜓𝑗,𝑘(𝑡)𝑑𝑡
are the low-pass and high-pass coefficients, respectively; 𝑗0 is
an integer to define an interval on which 𝑆(𝑡) is a piecewise
constant. The two-scale equations for scaling and wavelet
basis function are given as follows: 𝜑(𝑡) = √2 ∑
𝑚∈Z
ℎ𝑚𝜑(2𝑡−𝑚) ,
(3)
𝜓(𝑡) = √2 ∑
𝑚∈Z
𝑔𝑚𝜑(2𝑡−𝑚) ,
(4) (3) (4) where 𝑔𝑚= (−1)𝑚ℎ1−𝑚. The coefficient ℎ𝑚in (3) has to meet
several conditions for the set of the wavelet basis function
to be unique and orthonormal and have a certain degree of
regularity.hfi The rest of this study is organized as follows. Section 2
reviews some preliminaries, and Section 3 uses 3D region
growing and 3D DWT to propose a new method for segment-
ing coronary arteries. Section 4 contains the experiments and
discussion, and the conclusions are drawn in Section 5. The coefficients ℎ𝑚and 𝑔𝑚play a very crucial role in a
given DWT. Performing the wavelet transformation does not
require the explicit forms of 𝜑(𝑡) and 𝜓(𝑡) but only depends
on ℎ𝑚and 𝑔𝑚. The final output of the wavelet decomposition
includes a set of 𝑗-level wavelet coefficients. One method to
implement DWT is to use a filter bank that provides perfect
reconstruction. DWT involves local analysis of frequency in
space and time domains, and it provides multiscale image
details step by step. If the scale becomes smaller, every part
becomes more accurate, and ultimately all imaging details
can be focalized accurately. If DWT is applied to a volume,
it will produce the highest-frequency, middle-frequency, and
lowest-frequency parts. Figure 1 shows the results of applying
3D DWT to a volume, which includes eight parts: LLL,
LLH, LHL, LHH, HLL, HLH, HHL, and HHH. The lowest-
frequency and highest-frequency parts are LLL and HHH,
respectively [16, 17]. 3. The Proposed Segmentation Method growing. We chose a 26-connected neighborhood for our
adjacent pixel relationship, and then the 3D region growing
method was applied with a set of prespecified seed voxel(s)
and grown from these seeds by merging neighboring voxels
whose properties were most similar to the premerged region.hif growing. We chose a 26-connected neighborhood for our
adjacent pixel relationship, and then the 3D region growing
method was applied with a set of prespecified seed voxel(s)
and grown from these seeds by merging neighboring voxels
whose properties were most similar to the premerged region. The homogeneity criterion was defined as the difference
between the intensity of the candidate voxel and the average
intensity of the premerged region. The selection of the seed
point was initially intended to check which slice began the
information of the coronary arteries. Next, the homogeneity
criterion was applied to group voxels with the same or similar
intensities into one region. If the homogeneity criterion was
satisfied, the candidate voxel was merged with the premerged
region. The process was repeated until no more voxels
were assigned to the region, and then the number of all
merged voxels was calculated. In order to avoid leakage,
the total number of merged voxels was limited to 12000;
otherwise, 3D region growing was restarted by automatically
using an improved homogeneity criterion. Finally, the initial
segmentation of the coronary arteries in a volume was
completed. In order to segment coronary arteries accurately from CTA
data sets, 3D region growing was initially applied to search
for the probable location of the coronary arteries. Next, we
used the 3D DWT and 3D neutrosophic transformation to
accurately detect the coronary arteries. 3.1. Initial Segmentation of Coronary Arteries. This section
discusses the initial segmentation of coronary arteries using
3D region growing. In image preprocessing, we found the
aorta automatically by using methods proposed in the liter-
ature [5, 16]. The selection of the seed point of 3D region
growing was initially made to check which slice began
the information of the coronary arteries. Due to the small
changes in aorta area between the two adjacent slices, we
automatically obtained the seed points by the difference
between the two adjacent slices.f As shown in Figure 2, we use the difference between the
two adjacent slices (a) and (b) to automatically obtain the
seed points bounded by the blue line in (c) which indicates
the boundary of coronary arteries. 2. Preliminaries In this section, we will briefly introduce the concepts of DWT
and provide an overview of some fundamental mathematical
concepts that are used in this study. 2.1. Region Growing. Region growing is a simple, well-
developed, region-based image segmentation technique [17]. It postulates that neighboring voxels within the same region
have similar intensity values and is also classified as a voxel-
based image segmentation method since it involves the
selection of initial seed points. In other words, this method
of segmentation examines neighboring voxels of initial seed
points and determines whether neighboring voxels should be
added to the region. Consequentially, the general concept of
region growing is to group voxels with the same or similar
intensities to one region according to the given seed points
and a homogeneity criterion. 2.3. 𝐾-Means Clustering. 𝐾-means clustering is a method of
cluster analysis which aims to partition 𝑛observations into 𝑘
clusters in which each observation belongs to the cluster with
the nearest mean. Given a set of observations (𝑥1, 𝑥2, . . . , 𝑥𝑛),
where each observation is a 𝑑-dimensional real vector, 𝑘-
means clustering aims to partition the 𝑛observations into
𝑘(𝑘≤𝑛) sets {𝑠1, 𝑠2, . . . , 𝑠𝑘} so as to minimize the within-
cluster sum of squares: 2.2. Discrete Wavelet Transform. Wavelet transform is
obtained by a single prototype function 𝜓(𝑥) which is
regulated with scaling and shift parameters. To construct
𝜓(𝑥), a scaling function 𝜑(𝑥) is determined. The discrete
normalized scaling and wavelet basis functions are defined arg min
𝑘
∑
𝑖=1
∑
𝑥𝑗∈𝑠𝑖
𝑥𝑗−𝜇𝑖
2 ,
(5) as (5) 𝜑𝑖,𝑛(𝑡) = 2𝑖/2𝜑(2𝑖𝑡−𝑛) ,
𝜓𝑖,𝑛(𝑡) = 2𝑖/2𝜓(2𝑖𝑡−𝑛) , 𝜑𝑖,𝑛(𝑡) = 2𝑖/2𝜑(2𝑖𝑡−𝑛) ,
𝜓𝑖,𝑛(𝑡) = 2𝑖/2𝜓(2𝑖𝑡−𝑛) ,
(1) (1) where 𝜇𝑖is the mean of points in 𝑠𝑖. where 𝜇𝑖is the mean of points in 𝑠𝑖. BioMed Research International 3 3 Rows
Columns
Slices
Original
volume
LxLyLz
LxLyHz
LxHyLz
LxHyHz
HxLyLz
HxLyHz
HxHyLz
HxHyHz
LA ↓
LA ↓
LA ↓
LA ↓
LA ↓
LA ↓
LA ↓
HA ↓
HA ↓
HA ↓
HA ↓
HA ↓
HA ↓
HA ↓
Figure 1: The structure of applying 3D DWT to a volume. HA ↓ Figure 1: The structure of applying 3D DWT to a volume. 3. The Proposed Segmentation Method The boundary of coronary
arteries denotes the high-frequency subband 𝑑𝑗(𝑘) in (2)
when comparing vessel lumen and background. 3.2. Vessel-Texture Discrimination. According to Parseval’s
theorem, the energy in a signal 𝑆(𝑡) is given as follows [16, 17]: Since coronary arteries do not exhibit abrupt intensity
changes along their centerline [4], a rough tubular mask of
coronary arteries can be easily constructed by 3D region ∫|𝑆(𝑡)|2 𝑑𝑡=
∞
∑
𝑙=−∞
|𝑐(𝑙)|2 +
∞
∑
𝑗=0
∞
∑
𝑘=−∞
𝑑𝑗(𝑘)
2 . (6) (6) BioMed Research International BioMed Research International 4 BioMed Research International This equation implies that the energy of a signal is the sum-
mation of low-frequency and high-frequency coefficients. DWT is a good analytic tool for image texture analysis or
line-based patterns [18–21]. Since a vessel is a type of 3D line-
based pattern in CT volume, we used 𝑙2-norm of these wavelet
coefficients to find the energy of line-based patterns. 𝑙2-norm
was defined as Next, the subbands HHH were characterized by 3 member-
ship sets 𝑇, 𝐹, and 𝑈. Consider This equation implies that the energy of a signal is the sum-
mation of low-frequency and high-frequency coefficients. This equation implies that the energy of a signal is the sum-
mation of low-frequency and high-frequency coefficients. DWT is a good analytic tool for image texture analysis or
line-based patterns [18–21]. Since a vessel is a type of 3D line-
based pattern in CT volume, we used 𝑙2-norm of these wavelet
coefficients to find the energy of line-based patterns. 𝑙2-norm
was defined as Next, the subbands HHH were characterized by 3 member-
ship sets 𝑇, 𝐹, and 𝑈. Consider This equation implies that the energy of a signal is the sum-
mation of low-frequency and high-frequency coefficients. q
y
g
q
yfi
DWT is a good analytic tool for image texture analysis or
line-based patterns [18–21]. Since a vessel is a type of 3D line-
based pattern in CT volume, we used 𝑙2-norm of these wavelet
coefficients to find the energy of line-based patterns. 3. The Proposed Segmentation Method 𝑙2-norm
was defined as 𝑇HHH (𝑖, 𝑗, 𝑘) = HHH (𝑖, 𝑗, 𝑘) −HHHmin
HHHmax −HHHmin
,
𝐹HHH (𝑖, 𝑗, 𝑘) = 1 −𝑇HHH (𝑖, 𝑗, 𝑘) ,
𝑈HHH (𝑖, 𝑗, 𝑘) = 𝛿(𝑖, 𝑗, 𝑘) −𝛿min
𝛿max −𝛿min
,
(10) 𝑇HHH (𝑖, 𝑗, 𝑘) = HHH (𝑖, 𝑗, 𝑘) −HHHmin
HHHmax −HHHmin
, (10) 𝐸(𝐶) = ‖𝐶‖2 =
𝑝
∑
𝑖=1
𝑐𝑖
2 ,
(7) (7) where the vector 𝐶= [𝑐𝑖]1×𝑝was the wavelet coefficients of
a frequency channel. The searching algorithm is summarized
as follows. where HHHmin = min {HHH (𝑖, 𝑗, 𝑘)} ,
HHHmax = max {HHH (𝑖, 𝑗, 𝑘)} , Algorithm 1. (1) Transform a given vessel volume into fre-
quency channels by a specified number of decomposition
levels. We usually set the number to one in the first search. 𝛿(𝑖, 𝑗, 𝑘) = HHH (𝑖, 𝑗, 𝑘) −HHH (𝑖, 𝑗, 𝑘),
(11) 𝛿(𝑖, 𝑗, 𝑘) = HHH (𝑖, 𝑗, 𝑘) −HHH (𝑖, 𝑗, 𝑘),
𝛿min = min {𝛿(𝑖, 𝑗, 𝑘)} ,
𝛿max = max {𝛿(𝑖, 𝑗, 𝑘)} . (11) (11) yi
(2) Use (7) to calculate the average 𝑙2-norm of each
channel and maximum of 𝐸(𝐶) for the vessel volume.i yi
(2) Use (7) to calculate the average 𝑙2-norm of each
channel and maximum of 𝐸(𝐶) for the vessel volume.i 𝛿min = min {𝛿(𝑖, 𝑗, 𝑘)} ,
𝛿max = max {𝛿(𝑖, 𝑗, 𝑘)} . (3) If the maximum of 𝐸(𝐶) was significantly greater than
another channel’s 𝐸(𝐶), the search was stopped. Otherwise,
the number of decomposition levels was increased followed
by a repeat of step 1. That is, a pixel could be represented as a neutrosophic domain
𝑃(𝑡, 𝑓, 𝑢) which means the pixel is 𝑡% true, 𝑓% false, and 𝑢%
uncertain, where 𝑡varies in 𝑇, 𝑓varies in 𝐹, and 𝑢varies in
𝑈. In order to reduce the uncertainty 𝑢%, 𝛼-means operation
was employed as follows: By using the above algorithm, we observed that the most
significant information of the vessel texture often appeared
in the high frequency channels. Thus, we used the subband
HHH to detect vessels in this study. 𝑇(𝛼) = {𝑇,
if 𝑈< 𝛼,
𝑇𝛼,
if 𝑈≥𝛼, 𝑇(𝛼) = {𝑇,
if 𝑈< 𝛼,
𝑇𝛼,
if 𝑈≥𝛼, 3.3. Accurate Detection of Coronary Arteries. The initial
segmentation of coronary arteries in a volume was completed
by 3D region growing as described in Section 3.1. 3. The Proposed Segmentation Method Since
region growing is a simple region-based image segmentation
method, it was only used to search for the initial location
of the coronary arteries. We then accurately detected the
coronary arteries by applying DWT to each slice in the
volume, as described in this subsection. 𝐹(𝛼) = {𝐹,
if 𝑈< 𝛼,
𝐹𝛼,
if 𝑈≥𝛼,
(12) (12) 𝑈𝛼(𝑖, 𝑗, 𝑘) =
𝛿𝑇(𝑖, 𝑗, 𝑘) −𝛿𝑇min
𝛿𝑇max −𝛿𝑇min
, First, the initial location of the coronary arteries obtained
from 3D region growing was dilated by 3 voxels. Next,
we used the Haar wavelet bases in (1) to transform the
host images into the orthogonal DWT domain by one-level
decomposition. Only HHH subbands were employed for
further processes, because most of the information on the
coronary arteries and boundaries were in the HHH subbands. We calculated the mean energy using coefficients of HHH
subbands in a local window 𝑤as follows: where the parameter 𝛼is a positive number and where the parameter 𝛼is a positive number and 𝑇𝛼(𝑖, 𝑗, 𝑘) =
1
𝑤× 𝑤× 𝑤
𝑟
∑
𝑙=𝑖
𝑠
∑
𝑚=𝑗
𝑡
∑
𝑛=𝑘
𝑇(𝑙, 𝑚, 𝑛) ,
𝐹𝛼(𝑖, 𝑗, 𝑘) =
1
𝑤× 𝑤× 𝑤
𝑟
∑
𝑙=𝑖
𝑠
∑
𝑚=𝑗
𝑡
∑
𝑛=𝑘
𝐹(𝑙, 𝑚, 𝑛) ,
𝛿𝑇(𝑖, 𝑗, 𝑘) =
𝑇(𝑖, 𝑗, 𝑘) −𝑇(𝑖, 𝑗, 𝑘)
,
𝑇(𝑖, 𝑗, 𝑘) =
1
𝑤× 𝑤× 𝑤
𝑟
∑
𝑙=𝑖
𝑠
∑
𝑚=𝑗
𝑡
∑
𝑛=𝑘
𝑇(𝑙, 𝑚, 𝑛) . (13 𝑇𝛼(𝑖, 𝑗, 𝑘) =
1
𝑤× 𝑤× 𝑤
𝑟
∑
𝑙=𝑖
𝑠
∑
𝑚=𝑗
𝑡
∑
𝑛=𝑘
𝑇(𝑙, 𝑚, 𝑛) , 𝐹𝛼(𝑖, 𝑗, 𝑘) =
1
𝑤× 𝑤× 𝑤
𝑟
∑
𝑙=𝑖
𝑠
∑
𝑚=𝑗
𝑡
∑
𝑛=𝑘
𝐹(𝑙, 𝑚, 𝑛) , We calculated the mean energy using coefficients of HHH
subbands in a local window 𝑤as follows: (13) HHH (𝑖, 𝑗, 𝑘) =
1
𝑤× 𝑤× 𝑤
𝑟
∑
𝑙=𝑖
𝑠
∑
𝑚=𝑗
𝑡
∑
𝑛=𝑘
HHH (𝑙, 𝑚, 𝑛) ,
(8) 𝛿𝑇(𝑖, 𝑗, 𝑘) =
𝑇(𝑖, 𝑗, 𝑘) −𝑇(𝑖, 𝑗, 𝑘)
,
𝑇(𝑖, 𝑗, 𝑘) =
1
𝑤× 𝑤× 𝑤
𝑟
∑
𝑙=𝑖
𝑠
∑
𝑚=𝑗
𝑡
∑
𝑛=𝑘
𝑇(𝑙, 𝑚, 𝑛) . (8) where where 𝑟= round (𝑖+ 𝑤
2 ) ,
𝑠= round (𝑗+ 𝑤
2 ) ,
𝑡= round (𝑘+ 𝑤
2 ) . (9) The inverse DWT was then applied to obtain a new volume
which possessed the true subset. 3. The Proposed Segmentation Method Finally, we applied 𝐾-means
clustering (𝐾= 3) in (2) to differentiate vessel lumen, vessel
boundary (true subset), and background. The true subset 𝑇
was retained, respectively. (9) BioMed Research International 5 (a)
(b)
(c)
Figure 2: The 3D region growing seed points in (c) were automatically obtained by using the difference between the two areas bounded by
the blue lines in adjacent slices (a) and (b). (b) (a) (b) (a) (c) (c) Figure 2: The 3D region growing seed points in (c) were automatically obtained by using the difference between the two areas bounded by
the blue lines in adjacent slices (a) and (b). Figure 2: The 3D region growing seed points in (c) were automatically obtained by using the difference between the two areas bounded by
the blue lines in adjacent slices (a) and (b). 4. Experiments and Discussion line are coronary arteries. The segmenting efficiency was
compared with the manually delineated ground truth data 𝑁𝑅
in Figure 3(a) by using OM which was defined as To test the proposed method, CTA volumes obtained from
a CT system were segmented for coronary arteries. The slice
thickness was 0.625 mm and the volume was 512∗512∗(⋅) in
different data sets. The window size 𝑤was set to 3 which
was enough to capture the local texture characteristics. The
parameter 𝛼was set to 0.2. We tested 20 data sets, most of
which were segmented successfully except for a few small
branches that were lost in 2 of the data sets due to the local
failure in region growing. To evaluate the performance of
our segmented coronary arteries, we compared our results
with that obtained from the ground truth values obtained
from the commercial software from GE Healthcare and the
level-set method. We used the overlapping metric (OM) and
Hausdorff distance (𝑑𝐻) to analyze the efficiency of each
method. OM = 2 (𝑁𝑇∩𝑁𝑅
𝑁𝑇+ 𝑁𝑅
) ,
(14) (14) where 𝑁𝑇indicates the pixels/voxels of the segmented coro-
nary arteries. The OM was close to 1 when the segmenta-
tion was well matched to the reference ground truth and
approached zero when the results had no similarity to the
reference. In the 6 slices in Figure 3(b), the segmentation results
showed that the proposed method detected coronary arteries
accurately. As shown in Table 1, the average OM of the
proposed method was 0.96. 4.2. The Segmenting Efficiency on a 3D Volume. The first focus
of the comparison was the correctness of the 4 main branches:
the right coronary artery (RCA), the left anterior descending
artery (LAD), the circumflex (CRX), and the first diagonal 4.1. The Segmenting Efficiency of 2D Imaging. Figure 3(b)
shows the results of 6 slices in 1 CTA volume obtained
using the proposed method. The areas bounded by the red 6 BioMed Research International 6 (a) Ground truth data
(b) The segmented results
Figure 3: Comparison of the 2D segmentation (b) with respect to the ground truth data (a). (DA). Figures 4 and 5 show the detected coronary
s in the CTA volume obtained from the GE Health-
nd the proposed method, and the proposed method
nted these 4 main branches correctly compared to the
n branches in Figure 5
Another test of performance is the correctness of the
remaining branches. 4. Experiments and Discussion Due to the multiresolution of the DWT,
each subbranch in Figures 3 and 5 was correctly segmented. Furthermore, the coronary arteries obtained from the pro-
posed method were much better than those obtained from (a) Ground truth data
(b) The segmented results
Figure 3: Comparison of the 2D segmentation (b) with respect to the ground truth data (a). (a) Ground truth data (b) The segmented results (b) The segmented results (a) Ground truth data (a) Ground truth data Figure 3: Comparison of the 2D segmentation (b) with respect to the ground truth data (a). Another test of performance is the correctness of the
remaining branches. Due to the multiresolution of the DWT,
each subbranch in Figures 3 and 5 was correctly segmented. Furthermore, the coronary arteries obtained from the pro-
posed method were much better than those obtained from artery (DA). Figures 4 and 5 show the detected coronary
arteries in the CTA volume obtained from the GE Health-
care and the proposed method, and the proposed method
segmented these 4 main branches correctly compared to the
4 main branches in Figure 5. BioMed Research International 7 Figure 4: The 3D coronary arteries manually edited by a radiologist
using an AW workstation (GE Healthcare, Wisconsin, USA). 150
150
150
200
200
250
100
100
100
50
50
50
3D coronary tree
Figure 6: The 3D coronary arteries in the CTA volume obtained
from the level-set approach. 150
150
150
200
200
250
100
100
100
50
50
50
3D coronary tree Figure 6: The 3D coronary arteries in the CTA volume obtained
from the level-set approach. Figure 4: The 3D coronary arteries manually edited by a radiologist
using an AW workstation (GE Healthcare, Wisconsin, USA). 200
150
100
100
100
50
50
50
150
150
Figure 5: The 3D coronary arteries in the CTA volume obtained
from the proposed method. 150
100
100
100
50
50
50
150
150 Table 3: Comparison of the cross-sectional diameter. Table 2 lists the mean OM and mean Hausdorff distance for
the proposed method and the method of Yang et al. [11]. The
results show that the proposed method was much better than
that of Yang et al. [11] in terms of both OM and Hausdorff
distance. 4.3. Diameter Measurement. In this subsection, we computed
the diameters of segmented coronary arteries using the
proposed method and the method of Yang et al. 5. Conclusions [3] D. Nain, A. Yezzi, and G. Turk, “Vessel segmentation using a
driven flow shape,” in Proceeding of International Conference
on Medical Image Computing Computer-Assisted Intervention-
MICCAI 2004, vol. 3216 of Lecture Notes in Computer Science,
pp. 51–59, 2004. Accurate extraction of coronary arteries is important to assess
artery lesions in clinical practice. In this study, we propose
a novel method to segment coronary arteries automatically. Based on the initial segmentation obtained from 3D region
growing, one-level 3D DWT and 3D neutrosophic transfor-
mation were applied to detect coronary arteries accurately. The location of vessel information, in HHH subband coef-
ficients of DWT, was successfully detected by the proposed
vessel-texture discrimination algorithm. Accordingly, the
HHH subband coefficients were used and characterized and
classified by 3D neutrosophic transformation and 𝐾-means
clustering. The experimental results verify the efficiency of
the proposed method. [4] H. Tek, Y. Zheng, M. A. Gulsun, and G. Funka-Lea, “An
automatic system for segmenting coronary arteries from CTA,”
in Proceedings of the MICCAI Workshop on Computing and
Visualization for Intravascular Imaging (MICCAI-CVII ’11), pp. 47–54, 2011. [5] A. Hennemuth, T. Boskamp, D. Fritz et al., “One-click coronary
tree segmentation in CT angiographic images,” International
Congress Series, vol. 1281, pp. 317–321, 2005. [6] Y. Yang, A. Tannenbaum, and D. Giddens, “Knowledge-based
3D segmentation and reconstruction of coronary arteries using
CT images,” in Proceedings of the 26th Annual International
Conference of the IEEE Engineering in Medicine and Biology
Society (EMBC ’04), vol. 1, pp. 1664–1666, San Francisco, Calif,
USA, September 2004. 4. Experiments and Discussion Many
efficient algorithms have been proposed to extract the tube
centerline. We applied the algorithm proposed by Lee et
al. [23] to extract the centerline of the segmented coronary
arteries. Using these extracted centerlines, we obtained the
cross sections of the segmented coronary arteries, as shown
in Figure 7. By computing the area 𝐴of each cross section,
the diameter 𝑟was estimated as follows: Figure 5: The 3D coronary arteries in the CTA volume obtained
from the proposed method. Table 1: Comparison of the 2D image segmentation results. the level-set method, which had several leakages as seen in
Figure 6.f 𝑟≈√𝐴
𝜋. (16) (16) In addition to the OM, the difference between the
segmented vessel surface and the manually delineated ground
truth data was measured by the Hausdorff distance [22] which
was defined as follows: Table 3 shows the estimated diameter of the same cross
section for the proposed method and the method of Yang et
al. [11]. The diameter of the proposed method was closer to
the diameter in ground truth data at the same cross section
than to that obtained from the method of Yang et al. 𝑑𝐻(𝑋, 𝑌) = max {sup
𝑥∈𝑋
inf
𝑦∈𝑌𝑑(𝑥, 𝑦) , sup
𝑦∈𝑌
inf
𝑥∈𝑋𝑑(𝑥, 𝑦)} , (15) where 𝑋and 𝑌are the vertices of the mesh surfaces of the
arteries corresponding to the segmentation results and the
ground truth and 𝑑(𝑥, 𝑦) measure the Euclidean distance
between points 𝑥and 𝑦belonging to vertices 𝑋and 𝑌. 4.4. Experimental Environment and Execution Time. The
proposed method was implemented in MATLAB (R2011a)
on a standard specification PC with a 3.2 GHz CPU and
12 GB RAM. The average execution time was 58 seconds to 8 8 BioMed Research International (b) (a)
(b)
Figure 7: (a) The cross section of the segmented coronary arteries. (b) Magnified view of (a). (b) (a) Figure 7: (a) The cross section of the segmented coronary arteries. (b) Magnified view of (a). [2] P. J. Yim, J. J. Cebral, R. Mullick, H. B. Marcos, and P. L. Choyke,
“Vessel surface reconstruction with a tubular deformable
model,” IEEE Transactions on Medical Imaging, vol. 20, no. 12,
pp. 1411–1421, 2001. extract the entire coronary tree, compared to approximately
47 seconds for the method by Yang et al. for the same process. Conflict of Interests The authors declare that there is no conflict of interests
regarding the publication of this paper. [7] H. Shikata, G. McLennan, E. A. Hoffman, and M. Sonka,
“Segmentation of pulmonary vascular trees from thoracic 3D
CT images,” International Journal of Biomedical Imaging, vol. 2009, Article ID 636240, 11 pages, 2009. Acknowledgments [8] T. Brox and J. Weickert, “Level set segmentation with multiple
regions,” IEEE Transactions on Image Processing, vol. 15, no. 10,
pp. 3213–3218, 2006. This study was supported by the National Taiwan University
Hospital and the National Science Council, Taiwan, under the
NSC Grant: NSC 98-2221-E-002-098-MY3. [9] W. K. Pratt, Digital Image Processing, John Wiley & Sons, Los
Altos, Calif, USA, 4th edition, 2007. [10] L. Wang, L. He, A. Mishra, and C. Li, “Active contours driven
by local Gaussian distribution fitting energy,” Signal Processing,
vol. 89, no. 12, pp. 2435–2447, 2009. References [1] A. F. Frangi, W. J. Niessen, K. L. Vincken, and M. A. Viergever,
“Multiscale vessel enhancement filtering,” in Medical Image
Computing and Computer-Assisted Interventation—MICCAI’98,
vol. 1496 of Lecture Notes in Computer Science, pp. 130–137,
Springer, Berlin, Germany, 1998. [11] Y. Yang, A. Tannenbaum, D. Giddens, and A. Stillman, “Auto-
matic segmentation of coronary arteries using bayesian driven
implicit surfaces,” in Proceedings of the 4th IEEE International
Symposium on Biomedical Imaging: From Nano to Macro (ISBI
’07), pp. 189–192, April 2007. BioMed Research International BioMed Research International 9 [12] Y. Wang and P. Liatsis, An Automatic Method for Segmentation
of Coronary Arteries X-Ray in Coronary CT Imaging, IEEE
Computer Society Developments in E-Systems Engineering,
2010. [13] Y. Wang and P. Liatsis, “Automatic segmentation of coronary
arteries in CT imaging in the presence of kissing vessel artifacts,”
IEEE Transactions on Information Technology in Biomedicine,
vol. 16, no. 4, pp. 782–788, 2012. [14] C. T. Metz, M. Schaap, A. C. Weustink, N. R. Mollet, T. Van
Walsum, and W. J. Niessen, “Coronary centerline extraction
from CT coronary angiography images using a minimum cost
path approach,” Medical Physics, vol. 36, no. 12, pp. 5568–5579,
2009. [15] O. Friman, M. Hindennach, C. K¨uhnel, and H.-O. Peitgen,
“Multiple hypothesis template tracking of small 3D vessel
structures,” Medical Image Analysis, vol. 2010, no. 14, pp. 160–
171, 2010. [16] S. C. Saur, C. K¨uhnel, T. Boskamp, G. Szekely, and P. C. Cattin,
“Automatic ascending aorta detection in CTA datasets,” in
Bildverarbeitung f¨ur die Medizin 2008, pp. 323–327, Springer,
Berlin, Germany, 2008. [17] T. Pavlidis and Y.-T. Liow, “Integrating region growing and edge
detection,” IEEE Transactions on Pattern Analysis and Machine
Intelligence, vol. 12, no. 3, pp. 225–233, 1990. [18] M. Unser, “Local linear transforms for texture measurements,”
Signal Processing, vol. 11, no. 1, pp. 61–79, 1986. [19] T. Chang and C. C. J. Kuo, “Texture analysis and classification
with tree-structured wavelet transform,” IEEE Transactions on
Image Processing, vol. 2, no. 4, pp. 429–441, 1993. [20] M. Unser, “Texture classification and segmentation using
wavelet frames,” IEEE Transactions on Image Processing, vol. 4,
no. 11, pp. 1549–1560, 1995. [21] Z.-Z. Wang and J.-H. Yong, “Texture analysis and classification
with linear regression model based on wavelet transform,” IEEE
Transactions on Image Processing, vol. 17, no. 8, pp. 1421–1430,
2008. [22] R. T. Rockefellar and R. J.-B. Wets, Variational Analysis, vol. 317,
Springer, New York, NY, USA, 1988. [23] T. C. Lee, R. L. Kashyap, and C. N. Chu, “Building skeleton
models via 3-D medial surface axis thinning algorithms,”
Graphical Models and Image Processing, vol. 56, no. 6, pp. 462–
478, 1994.
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Moral and Contextual Dimensions of “Inappropriate” Antibiotic Prescribing in Secondary Care: A Three-Country Interview Study
|
Frontiers in sociology
| 2,020
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cc-by
| 8,894
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ORIGINAL RESEARCH
published: 20 February 2020
doi: 10.3389/fsoc.2020.00007 Moral and Contextual Dimensions of
“Inappropriate” Antibiotic
Prescribing in Secondary Care: A
Three-Country Interview Study Carolyn Tarrant 1*, Eva M. Krockow 2, W. M. I. Dilini Nakkawita 3, Michele Bolscher 4,
Andrew M. Colman 2, Edmund Chattoe-Brown 5, Nelun Perera 6, Shaheen Mehtar 4 and
David R. Jenkins 6 Carolyn Tarrant 1*, Eva M. Krockow 2, W. M. I. Dilini Nakkawita 3, Michele Bolscher 4,
Andrew M. Colman 2, Edmund Chattoe-Brown 5, Nelun Perera 6, Shaheen Mehtar 4 and
David R. Jenkins 6 1 Department of Health Sciences, University of Leicester, Leicester, United Kingdom, 2 Department of Neuroscience,
Psychology and Behaviour, University of Leicester, Leicester, United Kingdom, 3 Faculty of Medicine, General Sir John
Kotelawala Defence University, Colombo, Sri Lanka, 4 Tygerberg Academic Hospital and Faculty of Health Sciences,
Stellenbosch University, Cape Town, South Africa, 5 School of Media, Communication and Sociology, University of Leicester,
Leicester, United Kingdom, 6 Department of Clinical Microbiology, University Hospitals of Leicester NHS Trust, Leicester,
United Kingdom Keywords: antibiotic prescribing, antimicrobial resistance, hospital, qualitative investigation, international Edited by:
Nicola Kay Gale,
University of Birmingham,
United Kingdom Overuse of broad-spectrum antibiotics in secondary care is a key contributor to
the emergence and spread of antimicrobial resistance (AMR); efforts are focused on
minimizing antibiotic overuse as a crucial step toward containing the global threat of AMR. The concept of overtreatment has, however, been difficult to define. Efforts to address
the overuse of medicine need to be informed by an understanding of how prescribers
themselves understand the problem. We report findings from a qualitative interview
study of 46 acute care hospital prescribers differing in seniority from three countries:
United Kingdom, Sri Lanka and South Africa. Prescribers were asked about their
understanding of inappropriate use of antibiotics. Prescriber definitions of inappropriate
use included relatively clear-cut and unambiguous cases of antibiotics being used
“incorrectly” (e.g., in the case of viral infections). In many cases, however, antibiotic
prescribing decisions were seen as involving uncertainty, with prescribers having to make
decisions about the threshold for appropriate use. Decisions about thresholds were
commonly framed in moral terms. Some prescribers drew on arguments about their
duty to protect public health through having a high threshold for prescribing, while others
made strong arguments for prioritizing risk avoidance for the patients in front of them,
even at a cost of increased resistance. Notions of whether prescribing was inappropriate
were also contextually dependent: high levels of antibiotic prescribing could be seen as a
rational response when prescribers were working in challenging contexts, and could be
justified in relation to financial and social considerations. Inappropriate antibiotic use is
framed by prescribers not just in clinical, but also in moral and contextual terms; this has
implications for the design and implementation of antibiotic stewardship interventions
aiming to reduce inappropriate use of antibiotics globally. Reviewed by:
Brian Godman,
Karolinska Institutet (KI), Sweden
Laurie Denyer Willis,
University of Cambridge,
United Kingdom *Correspondence:
Carolyn Tarrant
ccp3@le.ac.uk Specialty section:
This article was submitted to
Medical Sociology,
a section of the journal
Frontiers in Sociology Specialty section:
This article was submitted to
Medical Sociology,
a section of the journal
Frontiers in Sociology
Received: 31 October 2019
Accepted: 04 February 2020
Published: 20 February 2020 Received: 31 October 2019
Accepted: 04 February 2020
Published: 20 February 2020 Design g
This study used a qualitative interview design, involving
interviews with prescribers in secondary care in Sri Lanka, South
Africa and the United Kingdom. Semi-structured interviews were
conducted between 2016 and 2017. Interviews were conducted in
each country by local researchers. We used a detailed shared topic
guide (see Appendix A), containing 17 questions about antibiotic
use. The guide included questions exploring a range of aspects
of antibiotic use, with several questions focusing specifically
on identifying the participant’s understanding of inappropriate
prescribing and asking for examples. In developing the guide we
drew on previous research into the determinants of prescribing in
hospitals (Krockow et al., 2019), as well as theoretical literature
on social dilemmas as this was our overarching theoretical
perspective for the study (Tarrant et al., 2019). We piloted and
revised the topic guide based on interviews with two junior
doctors. We conducted in-depth training and practice interviews
for researchers, and held regular telephone meetings to discuss
emerging findings through the course of data collection. The
interviews were audio recorded and ranged in length between 20
and 80 min. Written consent was obtained from participants for
recording of interviews and use of anonymised quotes in reports
and publications. All data were anonymised prior to analysis, and
participating institutions were offered debriefs about the research
findings. Ethical approval was obtained separately in Sri Lanka,
South Africa and the United Kingdom. One challenge for stewardship is that it may be difficult
to pinpoint what inappropriate or excessive antibiotic use
means in practice, although efforts have been undertaken to
try to develop consensus definitions and quality indicators
for antibiotic prescribing (Spivak et al., 2016). Defining and
measuring inappropriate or suboptimal use is complicated by
the tensions that exist between the aim of reducing antibiotic
prescribing in order to tackle the growing systemic problem
of AMR, and the risks of failing to administer medication to
individual patients when there is a potential risk of mortality and
morbidity (Fitzpatrick et al., 2019). While prescribing antibiotics
in the absence of bacterial infection is clearly inappropriate,
clinicians have to base the majority of initial prescribing
decisions on clinical judgement–prescribing empirically based
on indicative signs and symptoms as opposed to a definitive
diagnosis. This is particularly the case for acute medical
patients presenting with a spectrum of symptoms that could
possibly be indicative of infection. Citation: Tarrant C, Krockow EM,
Nakkawita WMID, Bolscher M,
Colman AM, Chattoe-Brown E,
Perera N, Mehtar S and Jenkins DR
(2020) Moral and Contextual
Dimensions of “Inappropriate”
Antibiotic Prescribing in Secondary
Care: A Three-Country Interview
Study. Front. Sociol. 5:7. doi: 10.3389/fsoc.2020.00007 February 2020 | Volume 5 | Article 7 Frontiers in Sociology | www.frontiersin.org 1 “Inappropriate” Antibiotic Prescribing Tarrant et al. Design This initial decision could
be supported by guidelines and anti-biograms (Liang et al.,
2016) where available, and subsequently be refined based
on microbiological results or review as part of a hospital’s
stewardship programme. For individual physicians, however,
making these initial treatment decisions under conditions of
uncertainty often involves balancing risks; their views about what
constitutes the “correct” or most appropriate course of action
may differ. INTRODUCTION not to prescribe an antibiotic, and whether to use a broad-
spectrum antibiotic as the primary treatment. This variety of
conflicting opinions may be grounded in different contextual
influences of their medical training, past clinical experiences
and current work situation, as well as their orientation toward
the uncertainties and risks involved in managing patients with
potentially serious conditions. Antimicrobial
resistance
(AMR)
is
a
health
threat
with
potentially devastating global consequences (O’Neill, 2016). A
key contributor to resistance is the overuse of antibiotics in
healthcare; there are a range of drivers including unregulated
access to antibiotics in the community in some lower-
income settings, and unnecessary and excessive prescribing in
community and hospital settings. Previous research indicates
that more than one third of antibiotic prescriptions for hospital
patients globally may be inappropriate (Zarb et al., 2010). Drawing on qualitative interview data involving prescribers
from a range of different international hospital contexts, this
article aims to provide insights into the opinions held by
prescribers about what counts as inappropriate prescribing, and
the factors that mediate their judgements. Appropriate prescribing choices are typically defined as the
right drug, administered at the right time, using the right dose,
for the right duration (Dryden et al., 2011). Antimicrobial
stewardship interventions in hospitals focus on reducing the
excessive use of antibiotics, and avoiding the use of inappropriate
types of antibiotic, broad-spectrum antibiotics in particular
(Hood et al., 2019). Broad-spectrum antibiotics are effective
against a wider range of pathogens than narrow-spectrum
antibiotics. While they are typically necessary in situations where
information is lacking about the cause of an infection, broad-
spectrum antibiotics come at the cost of being stronger drivers of
AMR (Karam et al., 2016), and ideally their use should be limited
to emergency cases (e.g., severe sepsis of unknown origin). Stewardship programmes have been implemented in hospitals
worldwide, although with more difficulty in some contexts (Cox
et al., 2017; Charani et al., 2019), resulting in positive but variable
impact (Hulscher and Prins, 2017; Nathwani et al., 2019). Frontiers in Sociology | www.frontiersin.org Participants dose, and duration existed, but the prescriber failed to prescribe
in accordance with these guidelines without justification–
resulting in the patient receiving an inappropriate antibiotic or
the incorrect dose or duration of treatment. We interviewed a total of 46 participants: 18 participants in Sri
Lanka, 13 participants in South Africa, and 15 participants in
the United Kingdom. The majority of participants were doctors
and ranged in seniority from junior doctors to consultants. In
the United Kingdom, two advanced nurse prescribers were also
included in the sample. If there’s a clear clinical scenario of infection that we know this
is hospital-acquired pneumonia, and you know what kind of
antibiotic is that, and you start prescribing a very broad spectrum,
then you are not following guidelines, then you are just harming the
patient. (SA 009) RESULTS Participants also pointed to situations in which the diagnosis
was unambiguous, where clear guidelines about antibiotic choice, Participants also pointed to situations in which the diagnosis
was unambiguous, where clear guidelines about antibiotic choice,
dose, and duration existed, but the prescriber failed to prescribe
in accordance with these guidelines without justification–
resulting in the patient receiving an inappropriate antibiotic or
the incorrect dose or duration of treatment. Data Analysis A related type of inappropriate prescribing described by
participants was the use of antibiotics in the absence of
any symptoms pointing to a bacterial infection. For example,
participants reported cases where the mere acuity of a patient
triggered a prescription of antibiotics despite the absence of any
infection-specific symptoms. All
interview
recordings
were
transcribed
verbatim
and
anonymised data were analyzed by the United Kingdom-based
research team using the constant comparative method (Charmaz,
2014). Starting with open, descriptive coding of a selection of
transcripts, an initial coding framework was created using
NVivo Software. This was followed by an iterative process of
coding and evolution of the coding framework, with reference to
existing literature and theoretical concepts (Tarrant et al., 2019). Drawing on this coded data, we focused on codes specifically
pertaining to participants’ understanding of inappropriate
antibiotic prescribing. We generated data summaries for key
themes. Visual methods were used to display data extracts and
clusters of codes, and to map themes. They just come into the emergency unit, and [they are...] getting
antibiotics, even though they have a multitude of other reasons for
their admission. (SA 012)
So the inappropriate use will be you don’t have any evidence that the
patient’s having bacterial infection. The patient might be unwell due
to other reasons, for example they might have asthma exacerbation
with very little evidence of infection. (UK 007) They just come into the emergency unit, and [they are...] getting
antibiotics, even though they have a multitude of other reasons for
their admission. (SA 012) So the inappropriate use will be you don’t have any evidence that the
patient’s having bacterial infection. The patient might be unwell due
to other reasons, for example they might have asthma exacerbation
with very little evidence of infection. (UK 007) “Incorrect” Use of Antibiotics “Incorrect” Use of Antibiotics
Prescriber definitions of inappropriate use included examples of
relatively clear-cut and unambiguous cases of antibiotics being
used “incorrectly.” These definitions included situations where
antibiotics were prescribed but where infection was unlikely to be
the cause of symptoms, for example, in cases in which symptoms
or patient presentation indicated a different root cause such as
a viral infection. Indeed, the vast majority of study participants
across all countries and hospitals discussed detailed examples
of patients being treated with antibiotics for viral illnesses such
as the flu. This was seen as problem for patients in primary
care settings, but also in hospitals, particularly in ambulatory
emergency care. Recruitment of participants was conducted using a snowball
sampling approach: researchers were introduced to potential
participants via email or personal introduction by the local
contact in each hospital, or by previous interviewees. We
aimed to purposively sample participants to include prescribers
with different roles and levels of seniority. We aimed for a
minimum sample size of 12 participants per country (total of
36 participants) as our previous experience indicted that this
would be a reasonable number to enable us to fully explore the
issues. We continued to recruit participants to interviews in each
country until the team agreed we had reached a point of data
saturation (Aldiabat and Le Navenec, 2018). I think the most common scenario, too common personally in
my experience, where [...] antibiotics in general are prescribed
inappropriately, are viral illnesses. [...] especially in, in the
ambulatory [emergency] care setting. (UK 001) Some patients
clearly having viral infections but they are on antibiotics. (SL 013) Participants Our study participants included prescribers from three different
countries (Sri Lanka, South Africa and the United Kingdom),
recruited from a total of seven different hospitals across the
three countries. These countries and participating hospitals were
selected based on existing collaborations between the research
team, and included high and lower resource settings, with diverse
challenges in terms of resourcing and patient population. In Sri Lanka and South Africa a significant proportion of
medical care happens in the private sector (in Sri Lanka around
50% of outpatient and 10% of inpatient care is in the private
sector (The Economist, 2014), and doctors commonly work
across both sectors; around 20% of the South African population
are seen in the private sector; Meyer et al., 2017) In both these
countries we included public and private hospital settings to One of the underlying challenges to antimicrobial stewardship
is a lack of agreement amongst physicians on what constitutes
a “right” choice when making decisions about whether or February 2020 | Volume 5 | Article 7 Frontiers in Sociology | www.frontiersin.org 2 “Inappropriate” Antibiotic Prescribing Tarrant et al. explore how these different contexts shaped prescribing. Public
health care makes up the majority of care the United Kingdom
(Klein, 2005) (and is often used combination with public
healthcare) hence both hospitals chosen for the study were public
(National Health Service) hospitals. In Sri Lanka we included
one private hospital and one public hospital located in a major
city, and a publicly funded hospital located in a rural area. In
South Africa we included two different hospitals located in a
major city. One hospital was publicly funded while the other
belonged to a chain of private hospitals. The two hospitals in the
UK included a large city teaching hospital and a smaller hospital
in an urban area. what they judged to be a “correct” decision. Excessive antibiotic
use, and high levels of reliance on broad spectrum antibiotics
could be justified based on arguments about the duties of a
doctor/healthcare professional to their individual patients, and as
being appropriate given the local context. Ambiguities of Inappropriate Use: Uncertainty and
Moral Framing of Antibiotic Prescribing Decisions Ambiguities of Inappropriate Use: Uncertainty and
Moral Framing of Antibiotic Prescribing Decisions
Beyond these shared definitions of incorrect antibiotic use,
participants described gray areas of inappropriate use, where
the appropriateness of prescribing decisions was less objectively
clear. Participants recognized that many antibiotic prescribing
decisions involved decision-making under uncertainty, where
clinicians were using their clinical judgement to assess the
likelihood of infection, the likely source of infection and infective
agent, and therefore the best course of action. Prescribers had
to make decisions about the threshold at which they would
prescribe antibiotic treatment, and their certainty over whether
they could use a targeted narrow-spectrum antibiotic as opposed
to a broad spectrum antibiotic. This threshold might vary from
patient to patient, depending on their vulnerability and level of
risk (e.g., young children, frail older people), but also individual
prescribers were seen to vary in their approach. It’s kind of a public health like obligation, isn’t it, to make sure that
you’re giving decent antibiotics correctly, to reduce resistant strains. (UK 009)
So we have to balance that risk constantly. And I would say
obviously people can argue that your individual patient takes
priority, but then other considerations would be society as a whole,
or the broader community has to be taken as the priority. [...] You
have to be cognizant of the fact that these treatment decisions you
make on this patient has an impact on the next one and society as
a whole. (SA 010) It’s kind of a public health like obligation, isn’t it, to make sure that
you’re giving decent antibiotics correctly, to reduce resistant strains. (UK 009) So we have to balance that risk constantly. And I would say
obviously people can argue that your individual patient takes
priority, but then other considerations would be society as a whole,
or the broader community has to be taken as the priority. [...] You
have to be cognizant of the fact that these treatment decisions you
make on this patient has an impact on the next one and society as
a whole. (SA 010) They made critical judgements about other clinicians who were
quick to prescribe antibiotics or relied too heavily on broad
spectrum antibiotics. They made critical judgements about other clinicians who were
quick to prescribe antibiotics or relied too heavily on broad
spectrum antibiotics. [There] are generally two camps that you get with dealing with
uncertainty. I think I try to do what is good for the patient and that is the only
thing [...] The only agenda I have is that. (SL 007)
As a doctor, the most important is the patient’s interests, you know,
so you try and do the right thing for that specific patient, and then,
the other interests are probably less important. (SA 006)
I have that sense at a societal level [of the problem of AMR], but my
job as a doctor is to treat the person in front of me. [...] so I don’t
balance... [...I’m] just doing what I can to make the patient better.
(UK 012) Ambiguities of Inappropriate Use: Uncertainty and
Moral Framing of Antibiotic Prescribing Decisions So you get the one which is very prone to jump in
and do something, and that might be prescribing antibiotics [...],
which may or may not be appropriate. And then you get the other,
which is more likely to just, to try to investigate and work out what’s
happening before giving an antibiotic. (UK 004) For the vast majority of cases, the use of broad-spectrum antibiotics
is [...] a consequence of lackadaisical or poorly worked up clinical
decision-making. [...] You’ve got a better chance of getting [the
patient] better quicker, because you’re covering all possible ills. But
it’s not good medicine. (UK 002) Under conditions of uncertainty, where judgements had to be
made about where to set a threshold for prescribing, antibiotic
use was less easy to classify as appropriate or inappropriate
in objective terms. Participants recognized that setting a low
threshold–i.e., erring on the side of caution and prescribing
antibiotics to acutely ill patients “when in doubt,” was an easy
and low risk approach to avoiding the risks of deterioration
and death for their patients. They also recognized, however, that
overuse of antibiotics had negative consequences for society by
contributing to the problem of AMR. The tension between the
interests of different stakeholders was well-understood by most. Where prescribers were prepared to set the threshold was seen
as reflecting, to some extent, their experience and confidence in
assessing risk and tolerating uncertainty. While this reasoning sits in line with broader goals of
antibiotic stewardship, conversely, other participants made
counterarguments to this position, also grounded in moral terms. Although recognizing the tensions in balancing the interests of
individuals and society, some participants framed their duty,
and correspondingly their understanding, of what it meant
to be a good doctor or healthcare professional, in terms of
prioritizing the wellbeing of the individual patients in front
of them. Although they recognized the clinical importance of
treating patients appropriately, they minimized the risk of AMR
and their responsibility for the problem, in comparison with the
risks and their responsibilities for sick patients in front of them. When I started working in this setting, I would be very over-careful
of missing something. I think, as I got more confident, I start the
conversation with “I don’t like prescribing antibiotics. If I feel your
child needs an antibiotic, I will give it. Findings: Definitions of Inappropriate
Antibiotic Use Our findings highlighted diverse definitions of inappropriate use. There was consensus that some cases of antibiotic use could be
seen to be objectively “incorrect” based on the patient’s condition
or symptoms, but participants’ accounts demonstrated that there
was often significant ambiguity and lack of consensus about Overall, participants from all hospitals and countries shared
similar opinions about what constituted an unambiguously
clinically “incorrect” decision about antibiotic prescribing, or
suboptimal antibiotic use. These types of incorrect or suboptimal February 2020 | Volume 5 | Article 7 Frontiers in Sociology | www.frontiersin.org 3 “Inappropriate” Antibiotic Prescribing Tarrant et al. uses of antibiotics were commonly seen as reflecting unjustified
individual preferences and habits, a lack of appropriate
knowledge, or, for more junior doctors a lack of experience or
senior supervision. Organizational systems and processes were
also seen as playing into this, for example, a lack of access to
guidelines, workload and demand on practitioners, or inefficient
systems for monitoring and regulating antibiotic use. Participants
shared the view that these types of incorrect uses could and
should be tackled to reduce antibiotic overuse. participants on drew on moral arguments in relation to balancing
the interests of the different stakeholders. These arguments
reflected participants’ underpinning beliefs about what it meant,
for them, to be a good doctor or good healthcare professional,
and resulted in nuanced, and sometimes contradictory, accounts,
of what was inappropriate and why. Some
participants
made
moral
arguments
about
the
importance of considering their duty to broader society (and
protecting public health) when making decisions about antibiotic
use under uncertainty. For some, appropriate antibiotic use was
seen as being grounded in a consideration of the risks to society
of excessive antibiotic use, balanced against their duty to their
individual patients. Ambiguities of Inappropriate Use: Uncertainty and
Moral Framing of Antibiotic Prescribing Decisions But I would prefer to rather
wait and see” (SA 007) In considering how they judged whether their own, and
others’, levels of prescribing were inappropriately high or low, February 2020 | Volume 5 | Article 7 Frontiers in Sociology | www.frontiersin.org 4 “Inappropriate” Antibiotic Prescribing Tarrant et al. We are seeing a lot of [...] infections in our wards because we
[don’t] have the facilities, I mean like the beds are very close and
they are not in separate parts, cubicles. (SL 015) We are seeing a lot of [...] infections in our wards because we
[don’t] have the facilities, I mean like the beds are very close and
they are not in separate parts, cubicles. (SL 015) These participants drew on such arguments as justification for
using antibiotics, and particularly broad spectrum antibiotics,
when in doubt, even if this was at a cost of increased resistance. We are seeing a lot of [...] infections in our wards because we
[don’t] have the facilities, I mean like the beds are very close and
they are not in separate parts, cubicles. (SL 015) As a doctor we need to save patients, [...] even if we think that this
is broad-spectrum antibiotics, and [we should be concerned about]
resistance with the [hospital] trust, but at that time I think the most
important thing is to treat your patient well. (UK 005) In these cases, it was not the antibiotic use that was seen as wrong
or inappropriate, but the precipitating conditions. Participants
felt they were able to respond to these conditions only in the best
way that they could. While these problems–access to hospitals
and use of antibiotics in the community, and insanitary hospital
environments–remained as they were, participants were able to
justify high levels of antibiotic use and saw little opportunity for
reducing their use. As such, judgements about the appropriateness of antibiotic
prescribing decisions could not always be pinned down in
objective clinical terms. Instead, how participants justified
their approach to antibiotic prescribing under conditions
of uncertainty reflected their orientation to risk, and their
position about what it meant to be a good doctor in
terms of moral responsibilities. Participants took different
standpoints in relation to where their duties as a doctor or
healthcare professional lay, and therefore, what was and was not
appropriate practice. Ambiguities of Inappropriate Use: Uncertainty and
Moral Framing of Antibiotic Prescribing Decisions g
Other contextual factors that shaped views about whether
antibiotic prescribing was the “right” thing to do, even at
a cost of increased resistance, related to financial and social
considerations. Although some participants flagged the problem
of costs of excessive use of antibiotics for their organizations,
others argued that financial and social considerations for patients
could make antibiotic use the appropriate choice. In private
hospitals, some argued that using broad-spectrum antibiotics
could help reduce costs for patients arising from length of stay. In lower income settings, participants recognized that a hospital
stay could be financially devastating for wage earners in families
and had an impact on the economy: treating patients aggressively
to get them well and out of hospital quickly was seen in some
cases as a priority. Ambiguities of Inappropriate Use: Inappropriate
Prescribing as Contextually Dependent Notions of whether levels of antibiotic prescribing were
considered to be inappropriate were also contextually dependent:
what could potentially be seen as over-use of antibiotics, or
excessive reliance on broad-spectrum antibiotics, was re-framed
in some cases by participants as a rational and appropriate
response to the conditions in which they worked. Although they
recognized such antibiotic use as excessive, they did not always
see it as inappropriate in the context of the demands they faced
and the resources available to them. This was a particularly
common response from participants in low resource settings. Most people with private medical insurance, they have to [...] get
out of the hospital as soon as possible. They work for themselves, a
lot of the people, they cannot afford to stay long in the hospital. So
if you give [...] a good broad-spectrum antibiotic to start offwith
[...] it’s a win-win situation all the way. (SA 004) Most people with private medical insurance, they have to [...] get
out of the hospital as soon as possible. They work for themselves, a
lot of the people, they cannot afford to stay long in the hospital. So
if you give [...] a good broad-spectrum antibiotic to start offwith
[...] it’s a win-win situation all the way. (SA 004)
Broad-spectrum benefit was, [...] start medications, there will be
improvement, so these people are working, I mean, going back to
working. (SL 005) Such challenging circumstances in low resource settings
included conditions of high patient throughput–including high
numbers of patients presenting at a late stage when they were
acutely ill. Problems also arose when patients who had already
taken (often unspecified) antibiotics in the community prior
to coming into hospital–including antibiotics that had been
prescribed without any microbiological testing, or had been
purchased. This constrained the choices about how these patients
could be treated once they arrived in hospital. It also meant that
that waiting for microbiological tests prior to prescribing was
commonly seen as futile, and this futility was exacerbated in some
contexts by the lack of rapid and high quality testing services. DISCUSSION AND CONCLUSIONS The interview findings from doctors and nurse prescribers across
three countries and different hospital sites suggest ambiguities
in opinions about what counts as inappropriate antibiotic
prescribing and antibiotic over-use in hospital settings. Our
focus in this paper was on how prescribers made judgements
about the appropriateness of antibiotic use, and how they
justified their own and others’ use of antibiotics. In terms
of prescribers’ own understanding of appropriateness, there
was consensus that antibiotic use under certain circumstances
could be judged to be clinically “incorrect” (e.g., “incorrect”
the use of antibiotics for viral illnesses). Not all decisions
about antibiotic use could, however be judged as objectively
appropriate/inappropriate in clinical terms. There was significant
ambiguity about judgements of appropriateness of antibiotic use
in case of diagnostic uncertainty. Such judgements were mediated
by personal perceptions of working within the frames of risk
and uncertainty, and participants’ comfort in tolerating risk. As identified in previous research, this could vary dependent
on individual training, experience, and seniority, but also on When the patients come very late [i.e., present at hospital with
infections at an advanced stage] by that time they will have at least
more than one system affected. [...] so we will again be using the
broad spectrum even without [waiting] for the cultures and things
like that (SL 003)
Unfortunately, because our diagnostic tests are not that great, and
turnaround times are poor, and sensitivities etc. are not that good,
you might have to go [with] broad [spectrum antibiotics] (SA 012) When the patients come very late [i.e., present at hospital with
infections at an advanced stage] by that time they will have at least
more than one system affected. [...] so we will again be using the
broad spectrum even without [waiting] for the cultures and things
like that (SL 003) Unfortunately, because our diagnostic tests are not that great, and
turnaround times are poor, and sensitivities etc. are not that good,
you might have to go [with] broad [spectrum antibiotics] (SA 012) Unsanitary and overcrowded environments were seen as vastly
increasing the risk of hospital-associated infections, increasing
the need to rely on antibiotics. February 2020 | Volume 5 | Article 7 Frontiers in Sociology | www.frontiersin.org 5 “Inappropriate” Antibiotic Prescribing Tarrant et al. the extent of concern about the impact of negative patient
outcomes, and the risk of personal and reputational damage
(Krockow et al., 2019). DISCUSSION AND CONCLUSIONS tending to the needs of the population as a whole has
been recognized as a central ethical problem in diverse areas of
medicine, particularly preventative medicine (Rosenberg, 1998;
Griffiths et al., 2006). Our study highlights how this tension
underpinned moral judgements about antibiotic use: what one
prescriber judged to be excessive antibiotic use, based on their
perceptions of duty to consider public health, could be seen
by another as an appropriate response based on their sense
of responsibility to minimize risk to the individual patient
in front of them. These findings raise questions about what
good practice can mean within existing health care systems:
with attendant regulatory and structural drivers that prioritize
immediate patient outcomes; and formalized ethical principles
for professional practice (General Medical Council, 2019; Sri
Lanka Medical Association, 2019)1 that define being a “good
doctor” in terms of making the care of the individual patient their
primary concern, and protecting the life of their patients. J d
t
b
t th
i t
l
fl
t d th Our study has limitations. We included participants from
three countries, including high and lower resource settings,
hence the generalizability of our findings to other international
settings is necessarily limited. We conducted interviews with
a small number of participants in each hospital, although we
included prescribers with different roles and different levels
of seniority and experience. Our study design did not allow
us to explore how practitioners actually behaved in practice
in relation to decision-making about antibiotic use. Also, our
analysis focused specifically on antibiotic prescribing decisions;
we did not explore other dimensions of antibiotic use such as
medication review, stopping or switching antibiotics. Reviewing
antibiotic prescribing is an important focus for stewardship,
providing a way of updating or correcting initial prescribing
decisions particularly in the light of new information that can
provide more certainty about the best clinical course of action. Activities around reviewing, stopping and switching antibiotics
present a range of different challenges (Schouten et al., 2007)
which were not the focus of our study. y
A strength of our study is the inclusion of a range of different
organizations across three international contexts, including high
and lower-income settings, and public and private hospitals. We did not include a private hospital in the United Kingdom,
because the majority of acute healthcare provision is through
publicly-funded NHS providers. DISCUSSION AND CONCLUSIONS et al., 2010,?; Pearson et al., 2018; Wilkinson et al., 2019): our
study shows how these factors also played into prescribers’
reasoning about appropriateness of antibiotic use. “Excessive”
antibiotic use could be recognized as such by prescribers but
nonetheless be seen as representing a reasonable response to
local conditions. In this sense, although levels of prescribing
were seen as excessive, they were not seen as inappropriate. As
such, judgements about the appropriateness of antibiotic use did
not solely reflect a fixed individual moral position, but were
situated in context of the local systems and structures of care, and
the temporality of the patient’s presentation. It is apparent that
the way doctors and other prescribers make judgements about
appropriateness are grounded in individual moral reasoning,
and are highly contextualized: they cannot be reduced to purely
technical criteria. Judgements about the appropriateness of antibiotic use also
drew on moral reasoning about what it meant to be a good doctor
or healthcare professional. This reflects what has been referred
to as relational ethical reasoning: reasoning aimed at working
out “what is the right thing to do” based on an individual’s
role, and relationship with and responsibility for others (Austin
et al., 2003; Pollard, 2015). In the context of medicine, relational
ethical reasoning is directed at answering such questions as:
What makes a good doctor or health professional? Am I a
good doctor or healthcare professional (Lindseth, 1992)? This
reasoning reflects not only individual skills and experience,
but also how an individual sees themselves as positioned, and
where their responsibilities lie, in relation to their patients
and other stakeholders (Sørlie et al., 2001). Prescribers see
themselves as “acting wisely in the face of inevitable uncertainty”
(Tanenbaum, 1993), but make different interpretations of what
it means to do so. Individual participants varied in their views
of their responsibilities in relation to public health and for
considering wider society in their decision making; some felt
the individual patient was their only concern. This finding
builds on other research demonstrating that individual prescriber
decisions about antibiotic use are underpinned by different
perceptions: the extent to which they are oriented toward AMR
and infectious diseases (Björkman et al., 2010) as opposed to
having a dominating focus on the care of the patient. This
tension between attending to the needs of individual patients
vs. 1Africa HPCoS. Ethical guidelines for good practice in the health care professions
[Available
from:
https://www.hpcsa.co.za/Uploads/Professional_Practice/
Ethics_Booklet.pdf]. DISCUSSION AND CONCLUSIONS A further strength is the conduct
of the interviews in each locality by local researchers, who
were familiar with local health systems and could build rapport
effectively with participants. Although contextual factors, patient
characteristics, and stewardship activities varied significantly
between countries and hospitals, it is notable that we found
strong concordance across the settings in terms of definitions of
“incorrect” use, and of uncertainty and moral aspects of decision-
making. Findings relating to contextual influences mainly came
from the interviews in lower-income settings, although NHS
staffin the United Kingdom did reflect on some of these
considerations including cost to the healthcare system. Judgements about the appropriateness also reflected the
context within which prescribers were working: high levels
of antibiotic use could be seen as a rational and morally
justifiable response to challenging conditions such as patient
acuity and poor environments in hospitals for hygiene and
infection control. The importance of cultural and contextual
factors in shaping antibiotic use is well-recognized (Hulscher Our findings have implications for antimicrobial stewardship. As highlighted earlier in this paper, lack of consensus among
prescribers about what constitutes inappropriate use presents a
challenge for stewardship efforts. Our findings suggest that this
lack of consensus is unlikely to have a technical solution–for
example, through drawing up more specific definitions–because February 2020 | Volume 5 | Article 7 Frontiers in Sociology | www.frontiersin.org 6 “Inappropriate” Antibiotic Prescribing Tarrant et al. judgements about appropriateness are morally and contextually
framed. Stewardship interventions that directly target behavior
change using techniques such as education, restrictions and
controls on prescribing, and audit and feedback (Davey et al.,
2017) may have value where there is consensus that prescribing
is wrong or suboptimal. These types of interventions may,
however, be less effective at addressing the underpinnings of
moral reasoning about antibiotic use, or the structural and
contextual factors, that from the point of view of prescribers
can make antibiotic overuse a rational and justifiable action. Aiming to tackle inappropriate prescribing may be problematic
where consensus is lacking about what in fact constitutes
“inappropriate” prescribing: where this phenomenon is morally
contestable and contextually-embedded. The terminology of
“inappropriate” or “suboptimal” prescribing itself may be
unhelpful, given the implicit assumption that this can always be
judged objectively based on the facts of the matter. Chandler, 2019), particularly in resource limited settings. ETHICS STATEMENT The studies involving human participants were reviewed and
approved by University of Leicester Research Ethics Committee,
Sri Lanka Medical Association Ethics Review Committee, and
University of Stellenbosch Health Research Ethics Committee 1. The patients/participants provided their written informed
consent to participate in this study. DATA AVAILABILITY STATEMENT The datasets generated for this study are available on request to
the corresponding author. One implication of our findings is that, rather than
assuming that inappropriate prescribing can be objectively
specified and therefore reduced through simple interventions,
there may be a need to look at how to provide more
support for prescribers in managing uncertainty. Stewardship
approaches that aim to support empirical decision making,
improve documentation of rationale for antibiotic use, and
focus on reviews of antibiotic prescriptions (based on updated
information providing more certainty, such as microbiology
results) are clearly important. There is also a need, however, to
address the moral aspects of prescribing decisions. This might
involve including vignette-based debates in stewardship training,
and providing opportunities for collective input to difficult
decisions. We may also need more explicit societal debate, and
the establishment of collective agreements around, the duty
of prescribers to consider the interests of society in making
antibiotic prescribing decisions (Tarrant et al., 2019). Consensus
guidelines and decision-support tools have been identified
as approaches to managing moral dilemmas in antibiotic
prescribing (Leibovici et al., 2012). Another implication is the
need to recognize that efforts to reduce inappropriate antibiotic
use by targeting prescribing behavior (for example, through
education, or auditing) may be futile if they fail to conceptualize
antibiotic overuse as a rational response to local cultural and
contextual conditions. Even antibiotic use that can be objectively
defined as “clinically incorrect” could reflect the accepted practice
of using antibiotics as a “quick fix” to complex problems
such as poorly integrated health systems (Denyer Willis and DISCUSSION AND CONCLUSIONS This
points to the need for a more holistic approach (McLeod
et al., 2019) that considers the broader drivers of antibiotic
use in secondary care settings globally, including issues such as
sanitation, community healthcare, and the financial implications
for patients of hospitalization. Our
study
suggests
that
inappropriate
antibiotic
use
is framed by prescribers not just in clinical, but also in
moral
and
contextual
terms;
this
has
implications
for
the design and implementation of antibiotic stewardship
interventions
aiming
to
reduce
inappropriate
use
of
antibiotics globally. ACKNOWLEDGMENTS We thank those who participated in interviews, and Elizabeth
Shaw for help with data coding and producing data summaries. FUNDING This research was funded by the Global Challenges Research
Fund—Grant No. ES/P004784/1 awarded by the Economic and
Social Research Council (ESRC) on behalf of the Research
Councils United Kingdom (RCUK). AUTHOR CONTRIBUTIONS CT, AC, EC-B, DJ, NP, SM, and EK planned and designed the
study. EK, CT, WN, and MB conducted interviews. CT and EK
conducted the data analysis and drafted the first manuscript
version. All authors helped to review and refine the final version. Cox, J. A., Vlieghe, E., Mendelson, M., Wertheim, H., Ndegwa, L., Villegas,
M. V., et al. (2017). Antibiotic stewardship in low- and middle-income antibiotics
and
antibiotic
resistance.
Qual.
Saf.
Health
Care
19:e8.
doi: 10.1136/qshc.2008.029199 REFERENCES antibiotics
and
antibiotic
resistance. Qual. Saf. Health
Care
19:e8. doi: 10.1136/qshc.2008.029199 antibiotics
and
antibiotic
resistance. Qual. Saf. Health
Care
19:e8. doi: 10.1136/qshc.2008.029199 Aldiabat, K. M., and Le Navenec, C. (2018). Data saturation: the mysterious step in
grounded theory method. Qual. Rep. 23:245–261. Available online at: https://
nsuworks.nova.edu/tqr/vol23/iss1/18 Charani, E., Smith, I., Skodvin, B., Perozziello, A., Lucet, J.-C., Lescure, F.-X., et al. (2019). Investigating the cultural and contextual determinants of antimicrobial
stewardship programmes across low-, middle- and high-income countries—a
qualitative study. PLoS ONE 14:e0209847. doi: 10.1371/journal.pone.0209847 Austin, W., Bergum, V., and Dossetor, J. (2003). “Relational ethics: an action
ethic as a foundation for health care,” in Approaches to Ethics: Nursing Beyond
Boundaries, Butterworth-Heinemann, ed V. Tschudin (Woburn, MA), 45–52. Charmaz, K. (2014). Constructing Grounded Theory, 2nd Edn. Los Angeles,
CA: SAGE Björkman, I., Berg, J., Röing, M., Erntell, M., and Lundborg, C. S. (2010). Perceptions
among
Swedish
hospital
physicians
on
prescribing
of Cox, J. A., Vlieghe, E., Mendelson, M., Wertheim, H., Ndegwa, L., Villegas,
M. V., et al. (2017). Antibiotic stewardship in low- and middle-income Frontiers in Sociology | www.frontiersin.org February 2020 | Volume 5 | Article 7 7 “Inappropriate” Antibiotic Prescribing Tarrant et al. countries: the same but different? Clin. Microbiol. Infect. 23, 812–818. doi: 10.1016/j.cmi.2017.07.010 countries: the same but different? Clin. Microbiol. Infect. 23, 812–818. doi: 10.1016/j.cmi.2017.07.010 Nathwani,
D.,
Varghese,
D.,
Stephens, J.,
Ansari,
W.,
Martin,
S., and
Charbonneau, C. (2019). Value of hospital antimicrobial stewardship
programs [ASPs]: a systematic review. Antimicrob. Resist. Infect. Control 8:35. doi: 10.1186/s13756-019-0471-0 Davey, P., Marwick, C. A., Scott, C. L., Charani, E., McNeil, K., Brown, E.,
et al. (2017). Interventions to improve antibiotic prescribing practices
for
hospital
inpatients. Cochrane
Database
Syst. Rev. 2:CD003543. doi: 10.1002/14651858.CD003543.pub4 O’Neill, J. (2016). Tackling drug-resistant infections globally: final report and
recommendations. Rev. Antimicrobial. Resist. 178:590. doi: 10.1136/vr.i3114 Denyer Willis, L., and Chandler, C. (2019). Quick fix for care, productivity, hygiene
and inequality: reframing the entrenched problem of antibiotic overuse. BMJ
Global Health 4:e001590. doi: 10.1136/bmjgh-2019-001590 Pearson, M., Doble, A., Glogowski, R., Ibezim, S., Lazenby, T., Haile-Redai,
A., et al. (2018). Antibiotic Prescribing and Resistance: Views from LMIC
Prescribing and Dispensing Professionals. Available online at: http://www. who.int/antimicrobial-resistance/LSHTM-Antibiotic-Prescribing-LMIC-
Prescribing-and-Dispensing-2017.pdf (accessed February 14, 2020). Dryden, M., Johnson, A. P., Ashiru-Oredope, D., and Sharland, M. (2011). Using
antibiotics responsibly: right drug, right time, right dose, right duration. J. Antimicrobial. Chemother. 66, 2441–2443. doi: 10.1093/jac/dkr370 Prescribing-and-Dispensing-2017.pdf (accessed February 14, 2020). Pollard, C. L. REFERENCES (2015). What is the right thing to do: use of a relational
ethic
framework
to
guide
clinical
decision-making. Int. J. Caring
Sci. 8:362–368. Available online at: https://pdfs.semanticscholar.org/59eb/
729d4ceff678cb1255b18505954b12cf22c7.pdf Fitzpatrick, F., Tarrant, C., Hamilton, V., Kiernan, F. M., Jenkins, D., and Krockow,
E. M. (2019). Sepsis and antimicrobial stewardship: two sides of the same coin. BMJ Qual. Saf. 28, 758–761. doi: 10.1136/bmjqs-2019-009445 f
jq
General Medical Council (2019). Good Medical Practice 2019. Available online
at:
https://www.gmc-uk.org/ethical-guidance/ethical-guidance-for-doctors/
good-medical-practice (accessed February 14, 2020). Rosenberg, C. E. (1998). Holism in Twentieth-Century Medicine. Greater Than
the Parts Holism in Biomedicine 1920–1950 New York, NY: Oxford University
Press. p. 335–55. Griffiths, F., Green, E., and Bendelow, G. (2006). Health professionals, their
medical interventions and uncertainty: a study focusing on women at midlife. Soc. Sci. Med. 62, 1078–1090. doi: 10.1016/j.socscimed.2005.07.027 Schouten, J. A., Hulscher, M. E., Natsch, S., Kullberg, B. J., van der Meer, J. W., and
Grol, R. P. (2007). Barriers to optimal antibiotic use for community-acquired
pneumonia at hospitals: a qualitative study. Qual. Saf. Health Care 16:143–149. doi: 10.1136/qshc.2005.017327 Hood, G., Hand, K. S., Cramp, E., Howard, P., Hopkins, S., and Ashiru-Oredope,
D. (2019). Measuring appropriate antibiotic prescribing in acute hospitals:
development of a national audit tool through a delphi consensus. Antibiotics
8:49. doi: 10.3390/antibiotics8020049 Sørlie, V., Førde, R., Lindseth, A., and Norberg, A. (2001). Male physicians’
narratives about being in ethically difficult care situations in paediatrics. Soc. Sci. Med. 53, 657–667. doi: 10.1016/S0277-9536(00)00368-3 Hulscher, M. E., Grol, R. P., and van der Meer, J. W. (2010). Antibiotic prescribing
in hospitals: a social and behavioural scientific approach. Lancet Infect. Dis. 10:167–175. doi: 10.1016/S1473-3099(10)70027-X Spivak, E. S., Cosgrove, S. E., and Srinivasan, A. (2016). Measuring appropriate
antimicrobial use: attempts at opening the black box. Clin. Infect. Dis. 63:1639–1644. doi: 10.1093/cid/ciw658 Hulscher, M. E. J. L., and Prins, J. M. (2017). Antibiotic stewardship: does it work
in hospital practice? A review of the evidence base. Clin. Microbiol. Infect. 23:799–805. doi: 10.1016/j.cmi.2017.07.017 Sri Lanka Medical Association (2019). WMA International Code of Medical Ethics. Available
online
at:
https://slma.lk/wma-international-code-of-medical-
ethics/ (accessed February 14, 2020). Karam, G., Chastre, J., Wilcox, M. H., and Vincent, J.-L. (2016). Antibiotic
strategies
in
the
era
of
multidrug
resistance. Crit. Care
20:136. doi: 10.1186/s13054-016-1320-7 Tanenbaum, S. J. (1993). What physicians know. N. Engl. J. Med. 329:1268–1271. doi: 10.1056/NEJM199310213291713 Tarrant, C., Colman, A. M., Chattoe-Brown, E., Jenkins, D. R., Mehtar, S., Perera,
N., et al. (2019). REFERENCES Optimizing antibiotic prescribing: collective approaches to
managing a common-pool resource. Clin. Microbiol. Infect. 25:1356–1363
doi: 10.1016/j.cmi.2019.03.008 Klein, R. (2005). “The public-private mix in the UK,” in The Public-private Mix for
Health: Plus Ça Change, Plus C’est la Même Chose ed Maynard, A. Abingdon,
UK: Radcliffe Publishing Ltd. p. 43–62. The Economist (2014). Sri Lanka’s healthcare challenges. Available online
at: https://country.eiu.com/article.aspx?articleid=1502512534 Krockow, E. M., Colman, A. M., Chattoe-Brown, E., Jenkins, D. R., Perera,
N., Mehtar, S., et al. (2019). Balancing the risks to individual and
society: a systematic review and synthesis of qualitative research on
antibiotic prescribing behaviour in hospitals. J. Hosp. Infect. 101:428–439. doi: 10.1016/j.jhin.2018.08.007 Wilkinson, A., Ebata, A., and MacGregor, H. (2019). Interventions to reduce
antibiotic prescribing in LMICs: a scoping review of evidence from
human and animal health systems. Antibiotics 8:E2. doi: 10.3390/antibiotics
8010002 j j
Leibovici, L., Paul, M., and Ezra, O. (2012). Ethical dilemmas in antibiotic
treatment. J. Antimicrob. Chemother. 67, 12–16. doi: 10.1093/jac/dkr425 Zarb, P., Amadeo, B., Muller, A., Drapier, N., Vankerckhoven, V., Davey,
P., et al. (2010). Identification of targets for quality improvement in
antimicrobial prescribing: the web-based ESAC Point Prevalence Survey 2009. J. Antimicrobial. Chemother. 66, 443–449. doi: 10.1093/jac/dkq430 Liang, B., Wheeler, J. S., and Blanchette, L. M. (2016). Impact of combination
antibiogram and related education on inpatient fluoroquinolone prescribing
patterns
for
patients
with
health
care–associated
pneumonia. Ann. Pharmacother. 50, 172–179. doi: 10.1177/1060028015625658 Conflict of Interest: The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. Lindseth, A. (1992). “The role of caring in nursing ethics,” in Quality Development
in Nursing Care: From Practice to Science, ed G, Udén (Linköping: World
Health Organization in Collaboration with Linköping Centre), 99–100. McLeod, M., Ahmad, R., Shebl, N. A., Micallef, C., Sim, F., and Holmes,
A. (2019). A whole-health–economy approach to antimicrobial stewardship:
analysis of current models and future direction. PLoS Med. 16:e1002774. doi: 10.1371/journal.pmed.1002774 Copyright © 2020 Tarrant, Krockow, Nakkawita, Bolscher, Colman, Chattoe-Brown,
Perera, Mehtar and Jenkins. This is an open-access article distributed under the
terms of the Creative Commons Attribution License (CC BY). The use, distribution
or reproduction in other forums is permitted, provided the original author(s) and
the copyright owner(s) are credited and that the original publication in this journal
is cited, in accordance with accepted academic practice. Frontiers in Sociology | www.frontiersin.org REFERENCES No use, distribution or
reproduction is permitted which does not comply with these terms. Copyright © 2020 Tarrant, Krockow, Nakkawita, Bolscher, Colman, Chattoe-Brown,
Perera, Mehtar and Jenkins. This is an open-access article distributed under the
terms of the Creative Commons Attribution License (CC BY). The use, distribution
or reproduction in other forums is permitted, provided the original author(s) and
the copyright owner(s) are credited and that the original publication in this journal
is cited, in accordance with accepted academic practice. No use, distribution or
reproduction is permitted which does not comply with these terms. Meyer, J. C., Schellack, N., Stokes, J., Lancaster, R., Zeeman, H., Defty, D., et al. (2017). Ongoing initiatives to improve the quality and efficiency of medicine
use within the public healthcare system in south africa; a preliminary study. Front. Pharmacol. 8:751. doi: 10.3389/fphar.2017.00751 February 2020 | Volume 5 | Article 7 Frontiers in Sociology | www.frontiersin.org 8 “Inappropriate” Antibiotic Prescribing Tarrant et al. APPENDIX A: TOPIC GUIDE
FOR INTERVIEWS 6. What would you see as the risks of prescribing a BSA, as
opposed to a narrow spectrum antibiotic? 6. What would you see as the risks of prescribing a BSA, as
opposed to a narrow spectrum antibiotic? 6. What would you see as the risks of prescribing a BSA, as
opposed to a narrow spectrum antibiotic? 7. Do different stakeholders have different interests? [patient /
doctor / hospital / society] To what extent do you consider
these in your day to day prescribing, and how do you balance
these interests? Prescribing Decisions I
would
be
interested
to
hear
your
thoughts
on
choosing
between
a
broad
vs. a
narrow
spectrum
antibiotic. Broad spectrum antibiotics being an antibiotic
with
activity
against
a
wide
range
of
pathogens. A
narrow spectrum antibiotic is one that is targeted at a
specific organism. I
would
be
interested
to
hear
your
thoughts
on
choosing
between
a
broad
vs. a
narrow
spectrum
antibiotic. Broad spectrum antibiotics being an antibiotic
with
activity
against
a
wide
range
of
pathogens. A
narrow spectrum antibiotic is one that is targeted at a
specific organism. 14. Do you get information about overall levels of antibiotic
resistance in this hospital? 15. Do you think that reducing the use of BSAs in hospitals
would make an important difference to addressing the
overall AMR problem? Why yes or no? 4. How easy do you find this decision? What do you see as the
uncertainties and how do you deal with them? What sort of
influences are there on your decision? Questions About Their Role Can you tell me briefly about your job role? What is
your involvement in the antibiotic prescribing for acute
medical patients? 8. If you prescribe a BSA, how likely is it that the patient would
be switched to a narrow spectrum antibiotic at a later point? Why? What are the barriers to this? What helps make it easier? What education or training have you had specifically on
antibiotic prescribing? 9. How do you know whether you are making good decisions
about antibiotic prescribing? Do you get any feedback about
your antibiotic prescribing approach? Prescribing Decisions I’d
like
you
to
consider
antibiotic
prescribing
for
an
acute medical patient
with
a
suspected
infection,
that
is,
when it is not confirmed that the patient has an infection,
or what the infective organism might be (also known as
empirical prescribing). 10. Do
you
ever
feel
patients
are
prescribed
BSAs
inappropriately? Could you start by saying what you
see as inappropriate use? Are there common situations
where this happens? Why do you think this happens? 11. What steps could be taken to stimulate appropriate use
of BSAs? 1. How do you go about making the decision whether or not to
prescribe an antibiotic? 1. How do you go about making the decision whether or not to
prescribe an antibiotic? • Main barriers to improving the way BSAs are used in
this hospital? e.g.: local culture / lack of lab facilities /
organizational policies / external incentives or pressure • Are there any ‘rules of thumb’ that you use? What influences
this decision? • Are there any ‘rules of thumb’ that you use? What influences
this decision? 2. Can you tell me about how you decide which antibiotic to use,
for an acute medical patient with a suspected infection? I’d like to focus now on antibiotic resistance, that is, the
ability of a bacteria to stop an antibiotic from working
against it, meaning that some antibiotic treatments become
ineffective, infections persist and can spread to others. This
can mean having reduced or no antibiotic treatment options. I’d like to focus now on antibiotic resistance, that is, the
ability of a bacteria to stop an antibiotic from working
against it, meaning that some antibiotic treatments become
ineffective, infections persist and can spread to others. This
can mean having reduced or no antibiotic treatment options. • Local or national guidelines on antibiotic prescribing? • Any limitations/restrictions on the antibiotics you can use? • Do you ever get advice on your prescribing decisions? Who
from & why? Do you worry about the problem of antimicrobial resistance
in your day to day practice? Why? 3. How important do you feel it is to collect microbiology
specimens, in making antibiotic prescribing decisions? Why? y
y
y
y
12. Do you ever see examples of resistance? How often does this
happen in your experience? 13. How
much
does
the
problem
of
antibiotic
resistance
influence
your
decision-making
about
prescribing antibiotics? Frontiers in Sociology | www.frontiersin.org ENDING 5. What would you see as the benefits of prescribing a
broad spectrum antibiotic (BSA), as opposed to a narrow
spectrum antibiotic? Is there anything else you’d like to add about the use of BSAs, or
the problem of AMR? Thanks for participating! February 2020 | Volume 5 | Article 7 Frontiers in Sociology | www.frontiersin.org 9
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https://openalex.org/W2946403183
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|
English
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The Problem – Solution Pattern In Hemingway’s Cat in the Rain
|
Al-ustād̲
| 2,019
|
cc-by
| 6,669
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The Problem – Solution Pattern In Hemingway’s Cat in the Rain Asst. Prof. Sarab Khalil Hameed, Ph.D. University of Baghdad
College of Arts
sarab_khalil@yahoo.com Received:2/11/2019
Accepted:18/1/2019 Abstract The ‘problem – Solution’ model of discourse structure, developed by Winter
(1969, 1976, 1977) and extended by Hoey (1979, 1982, 1983) is one of the few models
which combine surface linguistic study and local levels of text analysis with the overall
structure of text. This model has been used in the analysis of non-narrative texts. It is hypothesized that: It is hypothesized that: 1. The problem -Solution pattern is used in narrative texts. 2. The lexical items can signal the rhetorical pattern in the text. 2. The lexical items can signal the rhetorical pattern in the text. The study aims at investigating the validity of the above hypotheses by using
Hoey’s model of analysis on Hemingway’s Cat in the Rain. The study aims at investigating the validity of the above hypotheses by using
Hoey’s model of analysis on Hemingway’s Cat in the Rain. The analysis of the short story proved the validity of the proposed hypotheses
and revealed the following: The analysis of the short story proved the validity of the proposed hypotheses
and revealed the following: The writer followed a conventional order in presenting the information i.e. situation, problem, solution and evaluation. He communicated the rhetorical pattern to the reader through his clever use of
the lexical items. The solution is always preceded by a pre-solution. The solution is always preceded by a pre-solution. The positive solution signals the end of the discourse and the negative solution
signals another problem which confirms the reader’s expectations. Key Words: problem-solution , Hemingway , Cat in the Rain نمط (المشكلة– الحل) في قصة قطة تحت المطر للك
اتة هيمنغواي
ا.م.د ســراب خليل حميذ
جامعة تغذاد
كلية االداب Vol.(58) No.(1)(March-2019 AD, 1440 AH) Vol.(58) No.(1)(March-2019 AD, 1440 AH) AL-USTATH الملخص : اٌ ًَط ْٛكهٛح انخطاب "انًشكهح–
( انحم" ، انرٙ ٔضعٓا َٔرش9191
،
9199
،
9199
ْٕ٘ ) ٔانرٙ طٕسْا
(
9191،9191،9191
) ْٕ ٔاحذ يٍ انًُارج انقهٛهح انرٙ ذجًع تٍٛ انذساسح انهغٕٚح انسطحٛح ٔانًسرٕٚاخ انًحهٛح
ٔ .نرحهٛم انُض يع انٓٛكم انعاو نهُض
ن.قذ اسرخذو ْزا انًُٕرج فٙ ذحهٛم انُظٕص غٛش انسشدٚح
ٌٚفرشع ْزا انثحث تأ:
9
. ًَط(
انًشكهح-
انحم )ٚسرخذو فٙ انُظٕص انسشدٚح. 1. ًٚكٍ نهًفشداخ انًعجًٛح اٌ ذؤشش انًُط االسهٕتٙ فٙ انُض. 121 Vol.(58) No.(1)(March-2019 AD, 1440 AH) AL-USTATH ٚٓذف انثحث إنٗ انرح قق يٍ طحح انفشضٛح أعالِ تاسرخذاو ًَٕرج ْٕ٘ نهرحهٛم عهٗ قظح انكاذة ًُْغٕا٘ " قطح
"ذحد انًطش
ٔ أثثد ذحهٛم انقظح انقظٛشج طحح انفشضٛاخ انًقرشحح
ذٕطم انٗ يٙا ٚه:
ٚرثع انكاذة ذشذٛثا ذقهٛذٚا فٙ ذقذٚى انًعهٕياخ يثم انحانح ، انًشكهح، انحم ٔانرقٛٛى
نقذ أطم انًُطٙانخطات نهقاسٖء يٍ خالل اسرخذايّ ان زكٙ نهًفشداخ انًعجًٛح
ٚكٌٕ انحم انُٓائٙ دائًا يسثٕقا تًقرشح
حم نه
ٙٚؤد٘ انحم االٚجات انٗ آَاء انخطاب ٔٚؤد٘ انحم انسهثٙ انٗ يشكهح اخشٖ يًا ٚؤكذ ذٕقعاخ انقاسٖء Theoretical Background 1. The Rhetorical Patterns 1. The Rhetorical Patterns Using Winter’s (1977) previous model of clause relations as a point of
departure, Hoey (1979, 1983, 1986, 1993, 1994 and 2001) proposes a new model for
discourse analysis in terms of rhetorical relations. He broadens the scope of Winter’s
model by showing how certain lexical items can signal the rhetorical pattern of the
whole texts instead of confining the role of lexical items to the signaling of clause
relations alone. Whatever the pattern used in a discourse, Hoey (1979: 33) identifies a way to detect
the presence of a rhetorical pattern by projecting the discourse under analysis into a
dialogue involving questions and answers. To demonstrate this method, Hoey (1986:
191) offers the following made-up text: (1) Charles was a language teacher. (2) His students came to him
unable to write coherently. (3) He taught them discourse analysis. (4) Now they all write novels. (1) Charles was a language teacher. (2) His students came to him
unable to write coherently. (3) He taught them discourse analysis. Projecting this text into a dialogue, the result can be as follows: Projecting this text into a dialogue, the result can be as follows: Projecting this text into a dialogue, the result can be as follows: 1. D (iscourse): Charles was a language teacher. Q(uestion): What problem arose for him? D (iscourse): Charles was a language teacher p
2. D: His students came to him unable to write coherently. Q: What did he do about it? 2. D: His students came to him unable to write coherently. 2. D: His students came to him u
Q: What did he do about it? Q: What did he do about it? 3. D: He taught them discourse
Q: What was the result? 3. D: He taught them discourse analysis. 3. D: He taught them disco
Q: What was the result? Q: What was the result? 4. D: Now they all write novels. Such interrogative method helps establish the relationships between the
sentences in the text. Thus, sentence (1) can be identified as the situation, sentence (2) as the problem,
sentence (3) as the Solution, and sentence (4) as the positive evaluation. Aspect of Situation Requiring a Response (i.e. problem) Aspect of Situation Requiring a Response (i.e. 1. The Rhetorical Patterns problem) Vol.(58) No.(1)(March-2019 AD, 1440 AH) AL-USTATH AL-USTATH Positive evaluation
positive result
positive
result/evaluation
Combined
in a single statement
Basis
Positive evaluation
(optional)
(optional)
Figure (1) The Basic Problem-Solution pattern
Adapted from (Hoey 1983 ) Positive evaluation positive positive result result/evaluation Combined in a single statement Basis
(optional) Positive evaluation
(optional) Figure (1) The Basic Problem-Solution pattern
Adapted from (Hoey 1983 ) However, in real discourse the case is more complicated, and Hoey’s (1979) model may
fall short of analyzing complex texts. Therefore, Hoey (1983) modified his earlier
pattern by considering evaluation as either positive or negative. If it is positive, the
same pattern given in Figure (1) would emerge; if the evaluation is negative, it signals
another problem that leads to an evaluation, introducing the concept of a multi-layering. A multi-layered pattern is represented in Figure (2) herein: Situation (optional)
Problem
Response
positive evaluation
Negative Evaluation
And/or result
and/or result
(all three options in
figure (1)
Figure (2) the recycling effect of negative evaluation in problem-solution patterns
Adapted from (Hoey 2001 )
Intending to render his model universally applicable, Hoey (1986: 196)
recommends the following more elegant and abstract presentation of his pattern. Situation (optional) Response Negative Evaluation
and/or result
(all three options in positive evaluation
And/or result Figure (2) the recycling effect of negative evaluation in problem-solution patterns
Adapted from (Hoey 2001 ) Intending to render his model universally applicable, Hoey (1986: 196)
recommends the following more elegant and abstract presentation of his pattern. Intending to render his model universally applicable, Hoey (1986: 196)
recommends the following more elegant and abstract presentation of his pattern. The purpose of the element situation is to provide sufficient background
information for the readers to enable them in comprehending the problem being 123 Vol.(58) No.(1)(March-2019 AD, 1440 AH) AL-USTATH discussed however, when the situation is known or can be inferred from the general
context, there is no need to provide further details about it. discussed however, when the situation is known or can be inferred from the general
context, there is no need to provide further details about it. It can also be said that any coherent piece of thought, analysis or discussion
introduced in the situation element is intended to be as a basis that allows the reader to
make his own judgment. In other words, it is the setting. 1. The Rhetorical Patterns The key to the understanding of the informational structure in texts is the ability
to recognize the lexical signaling of the problem. The element of the problem has been
employed in its wider sense to mean any form of dissatisfaction or hazard that creates a
need to improve or change a situation. Thus, it can be included under the element of problem any form of unhappiness,
discomfort, danger, disease, dilemma, a need to know something, an obstacle, an aim
too much or not enough of something etc., in short, any adverse evaluation of a situation
or a Solution can be identified as a problem. When the problem is recognized, then an attempt might be expected, proposed
or an actual solution to follow. In fact, the element of Solution involves all the actions
taken as an effort to introduce a kind of improvement to overcome the identified
problem. If these actions succeed in solving the problem, they will be considered them
as a Solution, but when they fail, they are termed as attempted Solution. Actual
Solutions are most frequently preceded by a pre evaluation which informs the reader
that an actual Solution will follow. The element of evaluation is generally used to indicate the effectiveness of the Solution
in overcoming the identified problem. The concept of evaluation implies any further
information presented not only about the Solution, but also about something that
informs us how good or bad that thing is in respect to a class of attributes to which the
thing belongs in comparison with similar things. Hence, good evaluation signals the end
of discourse, while, negative evaluation signals another problem. For this reason,
evaluation should include reliable data, non- controversial evidence, an assessment
based on that evidence, or a combination of all these matters. 2. Lexical Signals and Text Organization
Lexical signals were first identified by Winter (1968, 1974 and 1977). He divided
lexical signals into three groups: vocabulary 1 is the first groups which combine
subordinators, vocabulary 2 is the second group for grammatical connectives and
the third vocabulary 3 are lexical items such as verbs, nouns and adjectives. For
example problem, solution, solve, evaluate, etc. These lexical items serve as
signposts in the text. The function of these items is to inform the readers about the
type of information presented and how they are organized. y
Winter (ibid: 18 – 19) suggested three connective roles for these items: 3. The Analysis of the Story y
y
The first problem Solution pattern takes a linear progression in which the basic
elements of the pattern are arranged in the conventional order of situation-problem-
Solution- evaluation. This means that the writer proceeds linearly in exposing the
information to the reader. Therefore ,the Solution offered to the identified problem in
the text will always end up with a positive evaluation which signals the end of the
discourse .No reference is made to another problem This has been so powerful in
confirming the reader’s expectations as to the development of discourse. The situation
has been established in part (1). The position of this chunk as being first in the discourse
provides expectations to the context of the subsequent sentences. The situation is
established through the lexical items: hotel, room, garden , and floor signal the setting
of the situation ; The participants and their attitudes to each other and to the others are
signaled through the following items : two Americans, people, and artists, did not know
any ; the medium of communication is a written form by the writer himself. The concept of problem is communicated through the direct lexical items crouched,
dripping, compact, and the negative lexical item not dripped in. The Solution offered
has been introduced by a pre- Solution which is an alternative Solution immediately
preceding the final Solution. This is largely intended to assist the readers’ expectation
concerning the nature of the adopted evaluation. Thus (3 and 4) provide the writer’s pre-
Solution which lexically signaled by the item ‘get’. The last Solution is followed by a
positive evaluation which is signaled by the items ‘don’t get wet’ which means he is
convinced that his wife should get the cat. In the above type of problem Solution –
pattern there is a chained progression in which each Solution or evaluation results in a
different problem. Unlike the linear progression which ends with a positive evaluation,
in the chained type a negative evaluation signals another problem. This accounts for the
multi-layering phenomenon in discourse, or the existence of more than one problem-
Solution pattern. The first problem Solution pattern takes a linear progression in which the basic
elements of the pattern are arranged in the conventional order of situation-problem-
Solution- evaluation. This means that the writer proceeds linearly in exposing the
information to the reader. 3. The Analysis of the Story Therefore ,the Solution offered to the identified problem in
the text will always end up with a positive evaluation which signals the end of the
discourse .No reference is made to another problem This has been so powerful in
confirming the reader’s expectations as to the development of discourse. The situation
has been established in part (1). The position of this chunk as being first in the discourse
provides expectations to the context of the subsequent sentences. The situation is
established through the lexical items: hotel, room, garden , and floor signal the setting
of the situation ; The participants and their attitudes to each other and to the others are
signaled through the following items : two Americans, people, and artists, did not know
any ; the medium of communication is a written form by the writer himself. The concept of problem is communicated through the direct lexical items crouched,
dripping, compact, and the negative lexical item not dripped in. The Solution offered
has been introduced by a pre- Solution which is an alternative Solution immediately
preceding the final Solution. This is largely intended to assist the readers’ expectation
concerning the nature of the adopted evaluation. Thus (3 and 4) provide the writer’s pre-
Solution which lexically signaled by the item ‘get’. The last Solution is followed by a
positive evaluation which is signaled by the items ‘don’t get wet’ which means he is
convinced that his wife should get the cat. In the above type of problem Solution –
pattern there is a chained progression in which each Solution or evaluation results in a
different problem. Unlike the linear progression which ends with a positive evaluation,
in the chained type a negative evaluation signals another problem. This accounts for the
multi-layering phenomenon in discourse, or the existence of more than one problem-
Solution pattern. PATTERN (1)
The text
PSP-COM
There were only two Americans stopping at the hotel. They did
not know any of the people they passed on the stairs on their
way to and from their room. Their room was on the second
floor facing the sea. It also faced the public garden and the war
monument. There were big palms and green benches in the
public garden. In the good weather there was always an artist
with his easel. Artists liked the way the palms grew…The
American wife stood at the window looking out. 1. The Rhetorical Patterns The writer uses these
lexical items as explicit signals for the text organization. Winter (ibid:23) stated that what makes these items lexical is that they are selected
in the same way as other lexical items, nouns, verbs and adjectives to be subjects,
verbs, objects and/or a complement to the clause. Being an open-class words, they
can be modified easily. Wi
(ibid 18
19)
d h
i
l
f
h
i 2. Lexical Signals and Text Organization
Lexical signals were first identified by Winter (1968, 1974 and 1977). He divided
lexical signals into three groups: vocabulary 1 is the first groups which combine
subordinators, vocabulary 2 is the second group for grammatical connectives and
the third vocabulary 3 are lexical items such as verbs, nouns and adjectives. For
example problem, solution, solve, evaluate, etc. These lexical items serve as
signposts in the text. The function of these items is to inform the readers about the
type of information presented and how they are organized. The writer uses these
lexical items as explicit signals for the text organization. p
g
g
Winter (ibid:23) stated that what makes these items lexical is that they are selected
in the same way as other lexical items, nouns, verbs and adjectives to be subjects,
verbs, objects and/or a complement to the clause. Being an open-class words, they
can be modified easily. Winter (ibid:23) stated that what makes these items lexical is that they are selected
in the same way as other lexical items, nouns, verbs and adjectives to be subjects,
verbs, objects and/or a complement to the clause. Being an open-class words, they
can be modified easily. Winter (ibid: 18 – 19) suggested three connective roles for these items: Winter (ibid: 18 – 19) suggested three connective roles for these items: 124 Vol.(58) No.(1)(March-2019 AD, 1440 AH) AL-USTATH a. Certain items like situation, problem and solution can signal the
organization of the whole text. a. Certain items like situation, problem and solution can signal the
organization of the whole text. a. Certain items like situation, problem and solution can signal the
organization of the whole text. g
b. Some items perform an attitudinal function in discourse structure. g
b. Some items perform an attitudinal function in discourse structure. c. Certain items may function anaphorically i.e. talk about the
preceding sentence. c. Certain items may function anaphorically i.e. talk about the
preceding sentence. 3. The Analysis of the Story situation
Outside right under their window a cat was crouched under one
of the dripping green tables. The cat was trying to make herself
so compact that she would not dripped on. problem
‘I’m going down and get that kitty,’ the American wife said. Pre- The text p
pp
‘I’m going down and get that kitty,’ the American wife said. Pre- 125 Vol.(58) No.(1)(March-2019 AD, 1440 AH) AL-USTATH solution
‘I’ll do it.’ Her husband offered from the bed. Pre-
solution
‘No, I’ll get it.’ The poor kitty out trying to keep dry under a
table
solution
The husband went on reading, lying propped up with the two
pillows at the foot of the bed. ‘Don’t get wet,’ he said. P-
evaluation ‘I’ll do it.’ Her husband offered from the bed. The situation here is presented to symbolize the problems arising from lack of
understanding between spouses. These problems may affect the marriage to the point of
making it miserable. g
Right from the title of the story one senses the existence of a problem. Cats hate water
therefore exposure to water means an unsatisfactory situation that requires avoidance so
the cat seeks shelter to avoid being "dripped on" The public garden in the opening of the story may be taken to mean the ideal state of
marriage or how should an ideal marriage be, whereas the war monument refers to
conflict and tragic events that may spoil the ideal state. The Paradise of the public
garden is spoiled by war and thus marriage of the American Adam and Eve was spoiled
by conflict which does not necessarily need to be violent. A conflict of ideas, attitudes and lack of common vision and understanding is
symbolized by the rain falling on the public garden. The cat may be taken as resembling the American woman stuck in a hotel room with a
careless and not very sympathizing husband puts the wife in a position similar to that of
the cat which indicated that the situation is already problematic. y p
An attempt to solve the problem is shown as the wife decides to rescue the "kitty". An attempt to solve the problem is shown as the wife decides to rescue the "kitty". An attempt to solve the problem is shown as the wife decides to rescue the kitty . The husband meekly offers to help but reclines as he is engrossed with reading. The husband meekly offers to help but reclines as he is engrossed with reading. The wife takes the initiative to solve the cat's problem thus unconsciously attempts to
solve her own. The wife takes the initiative to solve the cat's problem thus unconsciously attempts to
solve her own. The term "kitty" is childish reflecting a childish yearning in a grown up woman. The
problem in Pattern one remains unsolved and the only positive remark the wife receives
is that of "Don’t get wet." PATTERN (2)
The text
PSP-COM
The wife went down stairs and the hotel owner stood
up and bowed to her as she passed the office. His desk
was at the far end of the office. ‘I’ll do it.’ Her husband offered from the bed. He was an old man and
very tall
‘Il poive ,1’ the wife said. She liked the hotel- keeper. ‘Si.Si, Signora, brutto tempo.2 It is very bad weather’
situation
He stood behind his desk in the far end of the dim
room. The wife liked him. She liked the deadly serious
way he received any complaints. She liked his dignity. She liked the way he wanted to serve her……… She
liked his old , heavy and big hands
Problem
Liking him, she opened the door and looked out. Solution
It was raining harder. A man in a rubber cape was
N-evaluation AL-USTATH AL-USTATH crossing the empty square to the café. The cat would be around to the right
Perhaps she could go along under the eaves
As she stood in the doorway, an umbrella opened
behind her. It was the maid who looked after their
room. ‘You must not get wet,’ she smiled, speaking
Italian. Of course, the hotel –keeper had sent her. 1 Problem
Pre-solution
Solution 1 ‘It’s raining.’
2 2 ‘Yes, yes, Madam, awful weather’ In this part of the story the situation begins as the wife descends the stairs. The hotel
owner stood up and "bowed" to the American wife. The problem arising is that of the
hotel owner. He is old, very tall with heavy hands thus representing wisdom, strength
and capability; all that her husband lacks. At this moment the writer presents the second problem: the wife's liking for the hotel
owner. The problem is soon solved when the wife opens the door to go outside. p
p
g
In this part readers are presented with the problem of the rain outside getting harder
therefore implying subconscious comparison between husband and hotel owner on the
part of the wife. Assuming the location of the cat she sets to solve the first problem. Readers are
encountered with a solution for the hard rain when an umbrella is opened right behind
her. The solution here is provided by the maid who must have been sent by the masculine
hotel owner. With the maid holding the umbrella over her, she walked
along the gravel path until she was under their window. situation With the maid holding the umbrella over her, she walked
along the gravel path until she was under their window. The table was there, washed bright green in the rain, but the
cat was gone. She was suddenly disappointed The maid
looked up at her. problem ‘Ha perduto qualque cosa, Signora?’3 ‘Ha perduto qualque cosa, Signora?’3 ‘There was a cat,’ said the American girl. ‘A cat?’ ‘There was a cat,’ said the American girl. ‘Si , il gatto.’ ‘ A cat?’ The maid laughed. ‘A cat in the rain?’ ‘Yes, -’, she said, ‘under the table.’ Then, ‘Oh , I wanted it so
much. I wanted a kitty.’ y
When she talked English the maid’s face tightened. ‘Come, Signora,’ she said. ‘We must get back inside. You
will be wet.’
solution ‘Come, Signora,’ she said. The text 126 Vol.(58) No.(1)(March-2019 AD, 1440 AH) AL-USTATH ‘We must get back inside. You
will be wet.’ ‘I suppose so’, said the American girl. 3 3 ‘Have you lost something, Madam?’ 127 Vol.(58) No.(1)(March-2019 AD, 1440 AH) AL-USTATH In this pattern the situation presented is that of a woman sheltered from rain walking
along a gravel path. In this pattern the situation presented is that of a woman sheltered from rain walking
along a gravel path. Hemingway may have sought to refer to women sheltered by the umbrella of marriage
while walking along the path of life or the umbrella could be taken to refer to American
superiority and the inclination to be served for having superior financial status. Either
way the situation leads to the problem of the missing cat. To the wife's Disappointment,
the cat is no where to be seen. Knowing the creature's hatred for water the maid
laughingly inquires how can a cat possibly remain under the rain? The problem persists though the wife actually admits her need to have found the cat. The solution presented is for the rain problem when the maid decides that they "must
get back" and the wife reluctantly agrees ". I suppose PATTERN (4) PATTERN (4)
The text
PSP-COM
They went back along the gravel path and passed
the door. The maid stayed outside to close the
umbrella. As the American girl passed the office, the
padrone bowed from his desk. situation
Something felt very small and tight inside the girl. The padrone made her feel very small and at the same
time really important……. problem
She went on up the stairs She opened the door of the
room. solution
George was on the bed, reading. N-evaluation
‘Did you get the cat?’ he asked, putting the book
down. Pre-problem
‘It was gone.’
‘ Wonder where it went to,’ he said ,resting his eyes
from reading. She sat down on the bed. problem
‘I wanted it so much,’ she said. ‘I don’t know why I
wanted it so much. I wanted that poor kitty. It is’nt
any fun to be a poor kitty out in the rain.’
solution
George was reading again
P-evaluation PATTERN (4)
The text
PSP-COM
They went back along the gravel path and passed
the door. The maid stayed outside to close the
umbrella. As the American girl passed the office, the
padrone bowed from his desk. situation
Something felt very small and tight inside the girl. The padrone made her feel very small and at the same
time really important……. problem
She went on up the stairs She opened the door of the
room. solution
George was on the bed, reading. N-evaluation
‘Did you get the cat?’ he asked, putting the book
down. Pre-problem
‘It was gone.’
‘ Wonder where it went to,’ he said ,resting his eyes
from reading. She sat down on the bed. problem
‘I wanted it so much,’ she said. ‘I don’t know why I
wanted it so much. I wanted that poor kitty. It is’nt
any fun to be a poor kitty out in the rain.’
solution
George was reading again
P-evaluation George was on the bed, reading. ‘Did you get the cat?’ he asked, putting the book
down. ‘It was gone.’ ‘It was gone.’ ‘It was gone.’ ‘ Wonder where it went to,’ he said ,resting his eyes
from reading. She sat down on the bed. ‘I wanted it so much,’ she said. ‘I don’t know why I
wanted it so much. I wanted that poor kitty. It is’nt
any fun to be a poor kitty out in the rain.’
solution George was reading again George was reading again The situation is presented when the American woman goes inside and passes the
Padron's office. The maid remains outside to take care of the umbrella. The problem
arises when she feels "tight", "very small" and "important". The problem shown in
Pattern 2 of "liking" is expanded by the above mentioned feelings. These feminine
inclinations exist in one way or another in almost every female. Thus the American girl
becomes an archetype. Women usually seek shelter in the arms of wise masculinity
which provides an "umbrella" to protect her from life discomforts. This is similar the
cat's case using a wooden table for shelter. For the American girl the hotel Padron is as
solid as the wooden table. The solution is provided by going upstairs to her room. The husband's negativity is reflected in his passive role, though there is a slight change
when he puts his book down, but the original problem remains unsolved. p
y g
g p
The husband's negativity is reflected in his passive role, though there is a slight change
when he puts his book down, but the original problem remains unsolved. 128 Vol.(58) No.(1)(March-2019 AD, 1440 AH) AL-USTATH The wife admits wanting the cat but ignores the reasons behind this want. She
subconsciously finds her as an equal and expresses concern over the "Kitty's" miserable
situation. All this is met by carelessness on the husband's part. subconsciously finds her as an equal and expresses concern over the "Kitty's" miserable
situation. All this is met by carelessness on the husband's part. PATTERN (5)
The text
PSP-COM
She went over and sat in front of the mirror of the
dressing table looking at herself with the hand glass. She studied her profile, first one side and then the
other. Then she studied the back of her head and of her
neck. situation
‘Don’t you think it would be a good idea if I let my
hair grow out?’ She asked, looking at her profile
again. problem
George looked up and saw the back of her neck,
clipped close like a boy’s. ‘I like it the way it is.’
Pre-solution
solution
‘I get so tired of it.’ she said, ‘I get so tired of looking
like a boy.’
N-evaluation
George shifted his position in the bed. He hadn’t
looked away from her since she started to speak.’
‘You look pretty darn nice,’ he said. George was reading again She laid down the mirror down on the dresser and
went over to the window and looked out. It was
getting dark. N-evaluation
‘I want to pull my hair back tight and smooth and
make a big knot at the back that I can feel,’ she said.’
‘I want to have a kitty to sit on my lap and purr when I
stroke her.’
problem
‘Yeah?’ George said from the bed. N -evaluation
And I want to eat at a table with my own silver and I
want candles. And I want it to be spring and I want to
brush my hair out in front of a mirror and I want a
kitty and I want some clothes
problem
Oh, shut up and get something to read,’ George said
solution
He was reading again. His wife was looking out of the
window. It was quiet dark now and still raining in the
palm trees. N-evaluation
‘Anyway , I want a cat,’she said,
I want a cat now. If cannot have long hair or any fun, I
can have a cat. problem
George was not listening. He was reading his book. solution
His wife looked out of the window where the light had
come on in the square. N-evaluation
Someone Knocked at the door. problem
‘Avanti, George said. The text She went over and sat in front of the mirror of the
dressing table looking at herself with the hand glass. She studied her profile, first one side and then the
other. Then she studied the back of her head and of her
neck. dressing table looking at herself with the hand glass. She studied her profile, first one side and then the
other. Then she studied the back of her head and of her
neck. ‘Don’t you think it would be a good idea if I let my
hair grow out?’ She asked, looking at her profile
again. George looked up and saw the back of her neck,
clipped close like a boy’s. ‘I get so tired of it.’ she said, ‘I get so tired of looking
like a boy.’ George shifted his position in the bed. He hadn’t
looked away from her since she started to speak.’ George shifted his position in the bed. He hadn’t
looked away from her since she started to speak.’ ‘You look pretty darn nice,’ he said. ‘Excuse me,' she said, ‘the padron asked me to bring
this for the Signora’
solution ‘Excuse me,' she said, ‘the padron asked me to bring
this for the Signora’
solution The final situation is presented when the wife sits in front of the mirror. The hand glass
she uses to see her profile is like self analysis as she moves it from one side to the other. The major problem brewing inside is expressed through the simple question; "Don't you
think it is a good idea if I let my hair grow out?" When the husband, now called
"George" replies, a solution for the superficial problem is provided. The widely used name "George" is used here to resemble the majority of American men
and the husband becomes an archetype. yp
George is "Adam" who ignores "Eve". George is "Adam" who ignores "Eve". The wife's concise evaluation of her problem is fully expressed when she admits t
"getting tired" of it meaning tired of such life. She manages to draw her husband's attention for a short while but his evaluation is once
more negative. "George" does not realize the depth of the problem he is only interested
in the apparent meaning of his wife's complaint not realizing the problem brimming
inside. Readers realize the existence of a major problem when the wife cites the minor
problems one after the other. She wants to wear her hair "long" to pull it back in a
"tight" knot. This hairdo resembles the sheltered calm female of nobility often portrayed
with a cat on her lap. This is supported by her desire to have silverware and candles. The American woman is tired of practicality and equality with men represented by
"short hair". She longs for being taken care of and seeks some romance through wanting
it to be "spring". Thus her apparently childish needs carry a much deeper meaning. All
her efforts are curbed when George tells her to "shut up" and "get something to read"
thus emphasizing the idea of equality, yet killing all her aspirations. His negative
evaluation for the point she tries to make sends her back to the window. The unsolved
problem is more persistent as it gets dark and the rain continues. ‘You look pretty darn nice,’ he said. ‘You look pretty darn nice,’ he said. She laid down the mirror down on the dresser and
went over to the window and looked out. It was
getting dark. ‘I want to pull my hair back tight and smooth and
make a big knot at the back that I can feel,’ she said.’
‘I want to have a kitty to sit on my lap and purr when I
stroke her.’ ‘Yeah?’ George said from the bed. g
And I want to eat at a table with my own silver and I
want candles. And I want it to be spring and I want to
brush my hair out in front of a mirror and I want a
kitty and I want some clothes Oh, shut up and get something to read,’ George said
He was reading again. His wife was looking out of the
window. It was quiet dark now and still raining in the
palm trees. ‘Anyway , I want a cat,’she said, I want a cat now. If cannot have long hair or any fun, I
can have a cat. I want a cat now. If cannot have long hair or any fun, I
can have a cat. George was not listening. He was reading his book. George was not listening. He was reading his book. His wife looked out of the window where the light had
come on in the square. Someone Knocked at the door. ‘Avanti, George said. 129 Vol.(58) No.(1)(March-2019 AD, 1440 AH) AL-USTATH He looked up from his book. She held a big tortoise-shell cat pressed tight against
her and swung down against her body ‘Excuse me,' she said, ‘the padron asked me to bring
this for the Signora’
solution The wife ceases to
follow reason "Anyway I need a cat", "I want a cat now", "If I cannot have long hair or
"any fun", I can have a cat." y
The husband solves the problem by ignoring it and going back to his book. The husband solves the problem by ignoring it and going back to his book. The lights come on outside foretelling a solution. This is provided through a knock on
the door and the appearance of the maid holding a big cat. The lights come on outside foretelling a solution. This is provided through a knock on
the door and the appearance of the maid holding a big cat. Though the cat may not have been the same and probably a substitute for the original,
the wife had seen from her window, but it solves the problem. A substitute solution is
provided by the "Padron" assuming George's protective role. 130 Vol.(58) No.(1)(March-2019 AD, 1440 AH) AL-USTATH Conclusions sions
lysis of the story has shown the following results: The analysis of the story has shown the following results: The analysis of the story has shown the following results: 1. Hemingway followed a conventional order in presenting the information i.e. situation, problem, solution and evaluation. This proves the first hypothesis that
the problem-solution pattern works with literary texts. 2. He communicated the rhetorical pattern to the reader through his clever use of
the lexical items. This proves the second hypothesis in which the lexical items
marked in bold signal the structure of the text. g
3. The solution is always preceded by a pre-solution. 3. The solution is always preceded by a pre-solution. 4. The positive solution signals the end of the discourse and the negative solution
signals another problem which confirms the expectations of the reader. 4. The positive solution signals the end of the discourse and the negative solution
signals another problem which confirms the expectations of the reader. 131 Vol.(58) No.(1)(March-2019 AD, 1440 AH) AL-USTATH References Hemingway, Ernest. (1987). The Complete Short Stories of Ernest Hemingway. Simon
& Schuster inc. New York. Hoey, Michael. (1983). On the Surface of Discourse. Allen and Unwin, London. -----------------. (1983). ‘some text properties of certain nouns’, in Tony McEnery and
Simon Botley (eds.), New Approaches to Discourse Anaphora:
Proceddings of the second Colloquium on Discourse Anaphor Resolution
DAARC2, University of Lancaster. -----------------. (1991). Patterns of Lexis in Text. Oxford University Press. -----------------. (1993). Data, description, Discourse: Papers on the English Language in
Honour of John McH Sinclair. Harper Collins, London. ----------------. (2001). Textual Interaction: An Introduction to Written Discourse
Analysis. Routledge, London. Winter, Eugene. (1977). ‘A clause-relational approach to English texts’. Instructional
science (special edn.), 6,1-92. -----------------. (1982). Towards a Contextual Grammar of English: The Clause and Its
Place in the Definition of Sentence. Allen and Unwin, London. ----------------. (1992). ‘the notion of Unspecific Versus Specific as One Way of
Analysing The Information of a Fund-Raising Letter’, in William C. Mann and Sandra A. Thompson (eds.), Discourse Description: Diverse Linguistic Analyses of a Fund-
Raising Text, Amesterdam: John Benjamins, 131-70 Hemingway, Ernest. (1987). The Complete Short Stories of Ernest Hemingway. Simon
& Schuster inc. New York. Hoey, Michael. (1983). On the Surface of Discourse. Allen and Unwin, London. -----------------. (1983). ‘some text properties of certain nouns’, in Tony McEnery and
Simon Botley (eds.), New Approaches to Discourse Anaphora:
Proceddings of the second Colloquium on Discourse Anaphor Resolution
DAARC2, University of Lancaster. -----------------. (1991). Patterns of Lexis in Text. Oxford University Press. ----. (1991). Patterns of Lexis in Text. Oxford University Press. ---. (1993). Data, description, Discourse: Papers on the English Language in
Honour of John McH Sinclair. Harper Collins, London. --. (2001). Textual Interaction: An Introduction to Written Discourse
Analysis. Routledge, London. Winter, Eugene. (1977). ‘A clause-relational approach to English texts’. Instructional
science (special edn.), 6,1-92. ---. (1982). Towards a Contextual Grammar of English: The Clause and Its
Place in the Definition of Sentence. Allen and Unwin, London. ----------------. (1992). ‘the notion of Unspecific Versus Specific as One Way of
Analysing The Information of a Fund-Raising Letter’, in William C. Mann and Sandra A. Thompson (eds.), Discourse Description: Diverse Linguistic Analyses of a Fund-
Raising Text, Amesterdam: John Benjamins, 131-70 132 132
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Steel Structures Usage and Steel Production: A Case Study in Afghanistan
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Kardan journal of engineering and technology
| 2,020
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cc-by
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Mr. Gul Rahman Abdulrahimzai, Teaching Assistant, Dept. of Civil Engineering, Kardan University, Kabul
Afghanistan. <agulrahman@gmail.com >
Mr. Haroon Rasheed Safi and Mr. Asil Ahmad Halimyar, are Graduated Student, Dept. of Civil
Engineering, Kardan University, Kabul Afghanistan. Steel Structures Usage and
Steel Production: A Case
Study in Afghanistan Gul Rahman Abdulrahimzai
Haroon Rasheed Safi
Asil Ahmad Halimyar Gul Rahman Abdulrahimzai
Haroon Rasheed Safi
Asil Ahmad Halimyar Keywords: Steel Structure’s Usage, Steel Production Industry and Market,
SPSS, Steel Imports, Investment. Article Article Kardan Journal of Engineering and
Technology
2 (1) 1–19
©2020 Kardan University
Kardan Publications
Kabul, Afghanistan
DOI: 10.31841/KJET.2021.9
https://kardan.edu.af/Research/Kardan_jour
nal_of_engineering_and_technology.aspx# Kardan Journal of Engineering and
Technology
2 (1) 1–19
©2020 Kardan University
Kardan Publications
Kabul, Afghanistan
DOI: 10.31841/KJET.2021.9
https://kardan.edu.af/Research/Kardan_jour
nal_of_engineering_and_technology.aspx# Steel Structures Usage and
Steel Production: A Case
Study in Afghanistan Abstract Concrete structures dominant in the construction sector and the lack of
steel structure usage is a propagating problem in Afghanistan. This problem
not only affects the steel production industry and market but also the
construction Industry. To determine factors contributing to this problem and
their extent, a series of surveys and interviews were conducted with steel
traders, wholesalers, steel production companies, construction companies,
and engineers. The collected data was analyzed by SPSS (Software package
for the Social Sciences) program. After a thorough investigation of the
results, it was concluded that, the low investment in steel sector has created
a shortage in steel products’ market. Therefore, traders import steel
products legally and illegally, which in turn weakens the domestic production
industry on basis of unfair competition. Moreover, a serious shortage of
skilled labor, design professionals, and quality materials has shifted more
attention towards the concrete structure. To address these concerns, this
paper has attempted to suggest solutions that can help improve the market
condition and shift attention towards building steel structures. The outcome
suggests that training professionals in the steel sector, importing steel
production and erection technologies, increasing tariffs on steel imports,
controlling illegal imports, exploring mines and iron reserves for raw
materials, and making productive investments in the steel sector are likely to
contribute to the reduction of the present problems. Keywords: Steel Structure’s Usage, Steel Production Industry and Market,
SPSS, Steel Imports, Investment. 1 Steel Structures Usage and Steel Production: A Case Study in Afghanistan Introduction Steel’s use as a construction material roughly follows the same timeline
as steel innovation in general as railroads became a popular mode of
transport [1]. In the 1800s, there were three forms of “ferrous metals” in
use: wrought iron, cast iron, and steel. Wrought iron was very familiar to
blacksmiths who had been working with the material for years. While we
now think of it as mostly decorative, in the Victorian era, it was also
commonly used as a building material. Cast iron, strong but brittle were
more widely used for cooking and farming but was not very appropriate for
the building. Steel was expensive to produce and was used for higher-end
items like watches, swords, and scythes. [1]. Steel has become one of the
most significant materials in construction industry. It is often seen as an
extremely important component of modern buildings and housing [2]. With
more than 1,869.9 million tons produced in 2019, It’s become viable for any
kind of project and offers several benefits, which many building plans rely
on for structural safety [3]. Due to factors such as weight, availability,
strength, and sustainability [4]. However, unlike other countries,
construction in Afghanistan heavily relies on concrete structures and steel
is seldom used for construction. Concrete dominance over market can be a
grave problem since it creates a monopoly on the steel industry and creates
hurdles in way of steel resources exploitation and new company
commencements. Moreover, construction industry is changing and new
trends are emerging [5]; since Steel plays an important role in these trends,
Its applications will increase substantially in future. Therefore, Afghanistan
needs to address these problems and adapt with the fast-evolving industry. Consequently, this paper aims to investigate steel usage and the problems
in its way in construction sector in Afghanistan. Furthermore, it will attempt
to suggest potential solutions to the existing problems. 1.3. Objectives The purpose of this research paper is to investigate the barriers and
challenges in way of steel usage in constructional sector in Afghanistan. It
will suggest possible solutions to some of the most persistent problems
causing the lack of interest and investment in building steel structures in
Afghanistan. • Challenges in way of steel production. • Challenges in way of steel production. • Barriers in way of steel utilization in construction industry. • Market problems. • Market problems. • Market problems. • Solutions to abovementioned challenges. 1.2. Problem Statement Although steel is an important component in developing infrastructures
and construction industry, it is barely utilized in construction sector in
Afghanistan. Currently the market is dominated by concrete structures
because of the following problems: first, there is low level of investment in
steel sector and companies are unable to fulfill market demands. Therefore,
imported products from other countries dominate the market. Secondly,
even though Afghanistan has a very high potential for steel production, none
of its mines has been explored and producers only use scrap metals. Furthermore, there is a serious shortage of professionals and skilled labor
involved in this sector. overall costs increase substantially and projects face
hurdles when steel structures are intended to be used. These problems will
be discussed separately here. 1.1. An Overview of Steel Construction in Afghanistan Afghanistan is a country blessed with natural resources. It has 3 trillion
mineral reserves from which iron consists of 2.3 million tons [6],[7]. However, despite being so rich in resources, mines are still untapped. The
steel industry uses metal scraps, which are mostly the remaining parts of
tanks and other weaponries from the decades-long war. During this long
unrest, Afghanistan has completely lost its infrastructure. There were very
few opportunities for investments and many sectors completely shut down. Many Industries including steel industry had to start all over again after the
establishment of new government in 2001. Despite vigorous damages to the
steel industry, there is a strong political will and numerous efforts have been
made to revive it. Large investments have been done in this sector. For 2 Abdulrahimzai, Safi & Halimyar (2020) instance, Maihan and Khan steel companies started their operations in 20
million US dollars with an investment of about 100 and 10 million dollars
respectively. Whereas there were no domestic products a few years ago,
65% of the market is now occupied by domestic products. This shows that
Afghanistan is now able to somewhat compete with the regional product
and is going towards self-sufficiency in steel sector. 1.4. Scopes and Limitations This study is limited to the study of causes that creates hurdles in way of
steel structures construction in Afghanistan. The study consists of the
market condition, steel production, availability, imports, skills and expertise. Primary data is collected from Kabul, Mazar-e- Sharif, Jalal Abad and
Khoust. A survey is conducted from various parties including steel product
traders, steel production companies, construction companies, and
engineers. This survey is only conducted in Kabul province. 3 3 Steel Structures Usage and Steel Production: A Case Study in Afghanistan 2.2. Skill and Expertise Due to the 4 decades long war, Afghanistan has lost a high number of
its intellects and skilled labor. With the establishment of new government,
considerable efforts have been made in education sector. A number of highly
qualified experts returned to the country. However, there is still a
considerable shortage in the involvement of professional engineers and
skilled labor in Afghanistan [8]. Moreover, the absence of skilled labor in
country appears to be having negative effect on business, industries and it is
affecting investment in the country. [9] [10]Therefore, to cut expenses
construction most often prefer concrete rather than steel for construction. 2. Literature Review Currently investment in the Afghan construction market is dominated
by concrete for there is an overall shortage of steel products. If a steel
structure is intended to be built, the company is ought to order all the
required products from foreign countries which increases the costs notably. Moreover, there is a dearth of domestic products availability in market. steel
products are not preferred by dealer and end users. Moreover, due to lack of
government concentration and open borders regional monopoly players are
trying to fail the industry. This makes it very challenging for new companies
to enter market. 2.1. Raw Materials Although Afghanistan is very rich in natural resources and has an
estimated 2.3 billion tons of iron reserves, none of its mines are extracted
yet. Steel production companies use metal scraps as raw material. A portion
of these scraps are imported from other countries which has its effect on
product’s prices. No
Province
Location
Reserve/ton
1
Badakhshan
Saijar
45,000,000
2
Badakhshan
Farmara
35,000,000
3
Baghlan
Zirak
20,000,000
4
Bamyan
Khysh
117,000,000
5
Bamyan
Haji Gak
2,070,000,000
Source: Ministry of Mines report
Table 1: List of Afghanistan Iron Reserves
2.2. Skill and Expertise Table 1: List of Afghanistan Iron Reserves 3. Methodology This research is based on three types of questioners for primary,
secondary and tertiary data collection. Different questioners were sent and
interviews were conducted with steel product dealers, steel production
companies, construction companies and engineers. Quantitative research
method was used to collect the data about production, capacity, and
investment. Qualitative research method was used to collect the data about
customers, strategies, available products, customer choices and behavior
and barriers. The collected data was then analyzed using SPSS (Software package for
the Social Sciences) software. SPSS statistics is a statistical software platform
which delivers a specific set of feature which lets users extract insights from
data [11-16]. •
Analyze and understand your data, and solve complex research
problems [17-18]. •
Understand large and complex data sets with statistical procedures
[19-20]. 3.1. Primary Data Primary data on market is collected from steel wholesale dealers of Kabul
and different provinces of Afghanistan. 2.3. Technology Another contributing factor to the preference of concrete structure
instead of steel structures is the lack technology and machines availability in
Afghanistan. Many steel sections cannot be produced inside the country and
have to be ordered from abroad. This limits the implementation of many 4 Abdulrahimzai, Safi & Halimyar (2020) steel structure designs and it is a burden on engineers and construction
companies in terms of project cost and desired materials availability. Chart 1: Available Steel Products in Afghanistan Market
3. Methodology Chart 1: Available Steel Products in Afghanistan Market 3.2. Secondary Data Secondary data is collected from Afghanistan’s steel industries. Secondary data is collected from Afghanistan’s steel industries. Further data is collected from construction companies, and engineers
working in the construction sector in Afghanistan. The government and businesses should invest in steel production
companies to increase their production capacity. This will eliminate the need 5 5 Steel Structures Usage and Steel Production: A Case Study in Afghanistan for importing steel products and lessen the competition with regional
monopoly players. 4.1. Primary Data on Market The first target of the survey is the construction steel market to
determine which products are available. According to conducted survey,
Afghanistan steel market is composed of domestic and imported products. During the survey it was determined that the market is dominated by
imported steel products. While there is no major difference in the quality of
domestic and imported products, a considerable portion of customers prefer
imported products because of the unawareness about domestic products. Furthermore, weak marketing strategy of domestic producers and illegal tax,
tariff free imports have created an unfair competition in the market. Chart 2: Steel Products Imported from Different Countries Shown in
Percentages Chart 2: Steel Products Imported from Different Countries Shown in
Percentages 4. Results and Discussion Concrete dominance over construction market is a grave problem for it
creates a monopoly on the industry. There are various reasons to this
problem. From materials availability to the required technologies, skills,
expertise, labor, and raw materials there are a number of factor that has
created this problem. Thus, many engineers and construction companies
prefer concrete structures over steel structures in Afghanistan. To investigate the extent of these issues this paper results of a survey
conducted in different parties involved in the construction sector in
Afghanistan. 4.1.2. Available Products in the Market The conducted survey mainly focused on construction steel products in
market. It was found that the following products were available in market. Chart 3: Available Imported Steel Products in Afghanistan Chart 3: Available Imported Steel Products in Afghanistan 4.1.1. Investments Afghanistan’s steel industry is not able to fulfill the market demand due
to lack of sufficient productive investment in this sector. Afghan government
needs to take serious steps to medicate risk to the investment. For example,
other illegal imports and the illegal imports of steel goods is an alarming 6 Abdulrahimzai, Safi & Halimyar (2020) danger for domestic steel industry. An increase of tariff on imports of steel
and controlling illegal imports can Support the domestic production. 4.1.3. Domestic Products in the Market The conducted survey found out the following steel products were
produced and available in the market. Chart 4: Domestic Steel Products Availability in the Market Chart 4: Domestic Steel Products Availability in the Market It could be seen that a number of products are not produced in
Afghanistan and must be imported from foreign countries. This creates an
idea that domestic products are of lesser quality. Additionally, an engineer
must order required product from other countries if he intends to design and
build a steel structure. This will increment the overall costs substantially. Chart 5: Categories that Make the Primary Customers of Steel Products 4.1.4. Primary Customers Most customers that buy steel products private buyers and end users. From the chart below it can be determined that steel products are
mostly bought for individual uses and are not preferred by construction
companies and the government as the concrete is dominant. 7 7 Steel Structures Usage and Steel Production: A Case Study in Afghanistan 4.1.5. Product Preference As shown in the 52% of customers prefer imported products while 28%
prefer domestic steel products. The high extent of imported products
preference negatively affects steel industry progress in Afghanistan. The
remaining 20% of the customers prefer both products whichever is available
and economical. Chart 6: Product Preference
4.1.6. Domestic Product Availability
Over 60% of traders and whole sellers have domestic products. However, 40% do not have domestic products. Steel production companies,
therefore, must adopt new strategies to cover the remaining 40% of the
market. product availability in market will undoubtedly make it easier for
buyers and companies to access domestic products and in turn support
domestic companies back. Chart 6: Product Preference
4.1.6. Domestic Product Availability Chart 6: Product Preference Chart 6: Product Preference Steel Structures Usage and Steel Production: A Case Study in Afghanistan Chart 5: Categories that Make the Primary Customers of Steel Products 4.2. Production Companies Afghanistan has deep roots in steel production. However, the steel
industry faced a grave decline during wars. Since 2003 this sector began to
emerge and made a notable progress despite the strategies of regional
countries to flap it. If the government take serious steps steel industry will
undoubtedly become self-sufficient. This research has collected data from 7 steel production companies on
their initial investments, the source of their raw materials, used technology,
production rate, cost affecting factors, mission, market competition, and the
barriers they face. 4.1.6. Domestic Product Availability Over 60% of traders and whole sellers have domestic products. However, 40% do not have domestic products. Steel production companies,
therefore, must adopt new strategies to cover the remaining 40% of the
market. product availability in market will undoubtedly make it easier for
buyers and companies to access domestic products and in turn support
domestic companies back. 8 8 Abdulrahimzai, Safi & Halimyar (2020) Chart 7: Domestic Products Availability Percentage by Wholesalers
4 2 Production Companies Chart 7: Domestic Products Availability Percentage by Wholesalers 4.2.2. Raw Materials Most of raw materials used by companies are iron scrapes which are
collected, melted and reformed and converted into various products. These
scrapes are found inside the country however some of them is imported
from Pakistan. Chart 9: Raw Materials taken as Primary Products in Afghanistan by Steel
Industry Chart 9: Raw Materials taken as Primary Products in Afghanistan by Steel
Industry Nonetheless, Afghanistan has yet not explored its rich mines and all the
iron reserves remain untapped. Though iron scrapes are a good source of
raw materials for companies, eventually they will run out. Therefore, iron
mines should be studied and extracted. 4.2.1. Investments Some steel production companies have entered the market with an
initial investment as low as 0.1 million dollars. However recently 2 companies
have invested 30 million and 500 million dollars. This significant change that
can lead Afghanistan towards self-sufficiency in this sector. Chart 8: Initial Investments Made by Steel Production Companies
As charted above a number of notable investments have been made in
steel sector which will change the market markedly for future. Yet the
government and businesses should take steps to ensure steel production
companies are adequately supported. Chart 8: Initial Investments Made by Steel Production Companies Chart 8: Initial Investments Made by Steel Production Companies As charted above a number of notable investments have been made in
steel sector which will change the market markedly for future. Yet the
government and businesses should take steps to ensure steel production
companies are adequately supported. 9 Steel Structures Usage and Steel Production: A Case Study in Afghanistan 4.2.4. Production Capacity 4.2.4. Production Capacity It was found out that the sampled firm have a variety of production
rates, from a minimum of 20 metric tons per day to a maximum of 700 tons
per day. Moreover, the annual production of these firm was determined to
be from 7300 to 260,000 metric tons. Chart 11: Steel Production Rate Per Day
Chart 12: Annual Steel Production Rate Chart 11: Steel Production Rate Per Day Chart 11: Steel Production Rate Per Day Chart 11: Steel Production Rate Per Day Chart 12: Annual Steel Production Rate Chart 12: Annual Steel Production Rate Chart 12: Annual Steel Production Rate Currently about 80% of the annual steel needs of Afghanistan (650,000-
700000) are produced by domestic companies. This is a huge progress for
steel industry in Afghanistan. Nevertheless, the main challenge is the limited
variety of products that are produced. Most often steel structures and
engineers are limited by this inadequate variety of steel products. Therefore,
many projects are not likely to be implement using only domestic products. Steel production companies should expand their capacity by producing
more varieties of steel products so that the need for importing custom
ordered products is eliminated. 4.2.3. Applied Modern Technology Based on the data collected 57% of the surveyed companies uses
modern technology and 43% do not have electrical machines and modern
equipment. Chart 10: Modern Technology put is use by Steel Production Companies Chart 10: Modern Technology put is use by Steel Production Companies One of the reasons that domestic companies cannot produce custom
ordered products is because of the lack of modern machinery. Therefore,
importing modern machinery can solve this problem and shift attention
towards building steel structures. 10 Abdulrahimzai, Safi & Halimyar (2020) Chart 13: Factors Caused Cost Rise of Domestic Products Since raw materials and electricity play significant role in steel product
prices, exploring mines and providing low-priced electricity will bring a
notable change in domestic products prices. Therefore, enabling better
competition with regional countries. 4.2.5. Cost Affecting Factors Based on the answers received from the respondents, the final price is
set based on the total investments plus profit. Some important factor that
affects the overall prices of the steel products are raw materials, electricity,
labor, transportation, and taxes. 11 11 Steel Structures Usage and Steel Production: A Case Study in Afghanistan 4.2.6. Market Competition Steel producers consider legal and illegal imports from regional
countries as their biggest competitor. 86% of industries believe that regional
countries are their competitors whereas 14% say they don’t have any
competition. Chart 14: Market Competitors
Since the emergence of steel industry in Afghanistan (,) regional
competitors have used techniques like dumping and price reduction to flap
the industry and keep control of it. Therefore, it is crucial for afghan industry
to become self-sufficient in order to survive in the market and be able to
compete. Chart 14: Market Competitors Chart 14: Market Competitors Since the emergence of steel industry in Afghanistan (,) regional
competitors have used techniques like dumping and price reduction to flap
the industry and keep control of it. Therefore, it is crucial for afghan industry
to become self-sufficient in order to survive in the market and be able to
compete. 12 12 Abdulrahimzai, Safi & Halimyar (2020) 4.2.7. Barriers The conducted survey asked industrialists about the barriers and
challenges they face. They respondents pointed out factors such security,
electricity, raw materials, investments and so on. The collected answers are
shown below: Chart 15: Obstructions in the Steel Industry in its Production Chart 15: Obstructions in the Steel Industry in its Production It can be seen that unfair competition, electricity, and raw materials are
the most persistent problems. To address these problems some serious
steps must be taken. For instance, illegal trades should be controlled,
electricity should be provided for companies and as mentioned before,
mines should be exploited to provide quality raw materials. 5.3. Construction Companies and Engineers Afghanistan has an enormous reserves of Iron mines. Therefore, it is an
ideal country for producing and utilizing steel products. However, most of
construction companies and engineer prefer using concrete instead of steel. In order to discover the reason for this preference a survey was conducted
in 5 construction companies and 16 engineers were interviewed, too. 5.3.1. Preference First, question was about their preference and the reasons for it. Results
of the survey and interviews depicted that 81% of the of engineer and all
construction companies preferred concrete over steel. Majority of the
reasons are provided here: 13 Steel Structures Usage and Steel Production: A Case Study in Afghanistan Steel Structures Usage and Steel Production: A Case Study in Afghanistan Chart 16: Reasons for Preferring Concrete Rather than Steel Chart 16: Reasons for Preferring Concrete Rather than Steel To answer these concerns, more technicians and engineers should be
trained in training centers and universities. As Afghan Korea vocational
Training center is calling upon the government to boost capacity so that
more students can benefit of such centers [21]. Furthermore, investments should be done to import specialized steel
erection equipment and technologies so that high quality materials could be
produced inside the country. Opportunities should be provided for students
to study abroad and use their expertise in construction and steel industry to
overcome the problem of professional’s shortage. Moreover, this chart demonstrates a summary of reasons that were
provided by companies and engineers on the comparison of steel and
concrete. Chart 17: Property Comparison of Steel and Concrete
5.3.2. Demand Chart 17: Property Comparison of Steel and Concrete Chart 17: Property Comparison of Steel and Concrete
5.3.2. Demand 5.3.2. Demand One of the reasons concretes is used by construction companies and
engineers is that most of the times its customers demand. 95% of customers
prefer concrete structure rather than steel structures. 14 Abdulrahimzai, Safi & Halimyar (2020) Chart 18: Demand Comparison of Steel Structure and Concrete Structure Chart 18: Demand Comparison of Steel Structure and Concrete Structure The main reason is that people are not aware of the benefits of steel
structures. They believe that concrete structures is longer lasting and
durable. Therefore, to solve this issue people’s awareness should be
increased about steel structures. Construction companies should conduct
seminars and information sessions to provide more information on steel
structures and their benefits. 6. Data Obtained from SPSS To put high precession, the data we gained as a result of numerous
surveys and interviews about (steel productions, imports, domestic products
availability, its preference by different stakeholders “wholesalers,
construction companies and steel production companies”, and barriers in
steel production in Afghanistan) were then analyzed with the help of SPSS
software by inputting a number of variables such as: imported products
availability, domestic products availability. And the outputs of the analysis by
software are tabulated as below. Product Availability
Shape type
Responses
Percent of Cases
U Channels
2
28.6%
T Bar
2
28.6%
Square Bar
1
14.3%
Rounded Bar
1
14.3%
Rebar
6
85.7%
Ingots
2
28.6%
Equal and Unequal Angles
4
57.1%
Beam
2
28.6%
Iron Strip
3
42.9%
Galvanized Wire
6
85.7%
Steel Sheets
5
71.4%
Iron Pipe
5
71.4% 15 Steel Structures Usage and Steel Production: A Case Study in Afghanistan Table 2: Percentage of Available Steel Products that are Imported
Domestic Products Availability
Shape type
Responses
Percent of Cases
U channels
1
14.3%
T Bars
2
28.6%
Square Bar
3
42.9%
Rounded Bar
2
28.6%
Rebar
5
71.4%
Ingots
1
14.3%
Equal and Unequal Angles
2
28.6%
Beam
3
42.9%
Iron Strip
5
71.4%
Table 3: Percentage of Available Domestic Steel Products
Nos. of companies
Initial investments (Millions $)
Percent
2
0.1
28.6
1
1
14.3
1
2
14.3
1
3
14.3
1
30
14.3
1
50
14.3
7
Total
100.0 Percentage of Available Steel Products that are Imported Domestic P
Ingots
1
14.3%
Equal and Unequal Angles
2
28.6%
Beam
3
42.9%
Iron Strip
5
71.4%
Table 3: Percentage of Available Domestic Steel Products
Nos. of companies
Initial investments (Millions $)
Percent
2
0.1
28.6
1
1
14.3
1
2
14.3
1
3
14.3
1
30
14.3
1
50
14.3
7
Total
100.0 Table 3: Percentage of Available Domestic Steel Products
Nos. 6. Data Obtained from SPSS of companies
Initial investments (Millions $)
Percent
2
0.1
28.6
1
1
14.3
1
2
14.3
1
3
14.3
1
30
14.3
1
50
14.3
7
Total
100.0 Table 4: Initial Investments Made by Steel Production Companies in Afghanistan Reasons for Concrete
Preference
Reasons
Responses
Nos
Percent of
Cases
Shortage of steel skilled labor
18
90.0%
Materials availability (Concrete Structures)
16
80.0%
Shortage of specialized equipment for
steel construction
15
75.0%
Low quality steel products
14
70.0%
Shortage of steel structure design
professionals
15
75.0%
Table 5: List of Reasons for Concrete Preference Over Steel
Barriers
Barriers
Responses
Nos. Percent of
Cases
Unfair Competition
7
100.0%
Brand Preference
4
57.1%
Illegal Imports
5
71.4%
Security
6
85.7%
Raw Materials
6
85.7%
Legal Imports
3
42.9%
Trade Mark
3
42.9% Reasons for Concrete
Preference
Reasons
Responses
Nos
Percent of
Cases
Shortage of steel skilled labor
18
90.0%
Materials availability (Concrete Structures)
16
80.0%
Shortage of specialized equipment for
steel construction
15
75.0%
Low quality steel products
14
70.0%
Shortage of steel structure design
professionals
15
75.0%
Table 5: List of Reasons for Concrete Preference Over Steel Barriers
Barriers
Responses
Nos. Percent of
Cases
Unfair Competition
7
100.0%
Brand Preference
4
57.1%
Illegal Imports
5
71.4%
Security
6
85.7%
Raw Materials
6
85.7%
Legal Imports
3
42.9%
Trade Mark
3
42.9% 16 Abdulrahimzai, Safi & Halimyar (2020)
Electricity
7
100.0%
Investments
5
71.4%
Table 6: Barriers on way of steel production in Afghanistan Market Abdulrahimzai, Safi & Halimyar (2020) Table 6: Barriers on way of steel production in Afghanistan Market 7. Conclusion Afghanistan has had a remarkable progress in the steel sector in last two
decades. However, there is a general tendency towards building concrete
structures rather than steel structures. There are a number of reasons that
caused this propagating problem ranging from the market conditions to
domestic production, construction companies’ preferences and public
demand. This paper investigates the results of a series of surveys and
interviews conducted from steel traders and whole sellers, steel production
companies, construction companies and engineers to determine the
underlying reasons for the tendency towards building concrete structures
rather than steel structures. First, whole sellers and steel traders were surveyed to find out the
current market conditions, available products, prices and demand. It was
found out that Afghanistan’s steel industry is not able to fulfill the market
demand due to lack of sufficient productive investment in this sector. Afghan
government needs to take serious steps to medicate risk to the investment. For example, illegal imports and illegal imports of steel goods are an alarming
danger for domestic steel industry. An increase of tariff on imports of steel
and controlling illegal imports can Support of domestic production. Moreover, it was determined that there are both domestic and imported
products are present in the market but majority of buyers prefer imported
products because either their needed products are not produced in the
country and has to be imported or they are not aware of the domestic
products at all. Steel production companies, therefore, must adopt new
strategies to cover the market, increase awareness of domestic products and
attract buyers. Additionally, expanding capacity and producing more
varieties of products will undoubtedly make it easier for buyers and
companies to access domestic products that they require and in turn support
domestic companies back. Secondly, steel production companies were surveyed to discover the
current production capacity, product types, investments, raw materials,
technology, price affecting factors, market competition but faced
challenges. After a thorough analysis of the data it was concluded that
although a number of notable investments have been made since 2015,
unfair market competition, electricity, and shortage of raw materials have
created barriers for steel production companies in Afghanistan. These 17 Steel Structures Usage and Steel Production: A Case Study in Afghanistan factors affect the production capacity, product types and product cost
substantially. To address these problems, mines should be explored to provide access
to a huge source of raw materials. 7. Conclusion Electricity must be provided so that
production companies could expand their capacity. Moreover, increasing
tariffs on imports will make it easier for new companies to enter the market
and it will lessen the unfair competition with regional countries. Additionally, 5 construction companies were surveyed and about 16
engineers were interviewed to determine the reasons why they prefer
building concrete structures rather than steel structures. The main reasons
provided were shortage of design professionals, skilled labor and specialized
equipment. Moreover, 95% of the customers, demand concrete structures
because they are not aware of the benefits of steel structures. To answer
these concerns, investments should be done to import specialized steel
erection equipment and technologies so that high quality materials could be
produced inside the country. Opportunities should be provided for students
to study abroad so that they may use their expertise in construction and steel
industry to overcome the problem of shortage of professional’s. Additionally, people’s awareness should be increased about steel structures
so that more demand is created in the market. In conclusion, the data obtained from the surveys and analyzed by SPSS
indicates that Afghanistan has a huge potential and market for building steel
structures. however, there are some problems that need to be addressed by
the government, steel production companies, construction companies and
engineers. [1] Fons, Bas. "Steel container, especially intended for the transport of bulk
goods." U.S. Patent 6,783,032, issued August 31, 2004. [2] Al-Kodmany, Kheir. "The sustainability of tall building developments: A
conceptual framework." Buildings 8, no. 1-7, 2018. [3] Nikiforova, Vira A. "World steel industry: current challenges and development
trends (analytical overview)." Economy of Industry 1 (81) 86-114, 2018. [4] Taranath, Bungale S. Structural analysis and design of tall buildings: Steel and
composite construction. CRC press, 2016. References [1] Fons, Bas. "Steel container, especially intended for the transport of bulk
goods." U.S. Patent 6,783,032, issued August 31, 2004. [2] Al-Kodmany, Kheir. "The sustainability of tall building developments: A
conceptual framework." Buildings 8, no. 1-7, 2018. [3] Nikiforova, Vira A. "World steel industry: current challenges and development
trends (analytical overview)." Economy of Industry 1 (81) 86-114, 2018. [4] Taranath, Bungale S. Structural analysis and design of tall buildings: Steel and
composite construction. CRC press, 2016. [5] Becerik-Gerber, Burcin, and Karen Kensek. "Building information modeling in
architecture, engineering, and construction: Emerging research directions and
trends." Journal of professional issues in engineering education and
practice 136, no. 3, 139-147, 2010. [6] Shroder, John F. Natural resources in Afghanistan: geographic and geologic
perspectives on centuries of conflict. Elsevier, 2014. [6] Shroder, John F. Natural resources in Afghanistan: geographic and geologic
perspectives on centuries of conflict. Elsevier, 2014. 18 Abdulrahimzai, Safi & Halimyar (2020) [7] Doebrich, Jeff L., Ronald R. Wahl, Peter G. Chirico, Craig J. Wandrey, Robert G. Bohannon, Greta J. Orris, James D. Bliss, Abdul Wasy, and Mohammad O. Younusi. Geologic and mineral resource map of Afghanistan. No. 2006-1038. Geological Survey (US), 2006. [8] Tronc, Emmanuel, and Anaïde Nahikian. "Fragile Future: The Human Cost of
Conflict in Afghanistan." Available at SSRN 3291982, 2018. [9] Tahiri, Noor Rahman. "Impact of Foreign Direct Investment on Economic of
Afghanistan", 2017. [10] Tolo News., Lack of Skilled Labor A Drawback for Investors, 2017. [11] Gunarto, H. "Parametric and neparametric data analysis for social research:
IBM SPSS." Beau Bassin-Rose Hillm, Mauritius, 2019. [12] Dnuggets, K. "KDnuggets Annual Software Poll: Analytics/Data mining
software used", 2013. [13] Nie, Norman H., Dale H. Bent, and C. Hadlai Hull. SPSS: Statistical package for
the social sciences. Vol. 227. New York: McGraw-Hill, 1975. [14] Aljandali, Abdulkader. Quantitative Analysis and IBM® SPSS® Statistics. Springer International Publishing, 2016. [15] Antonius, Rachad. Interpreting quantitative data with IBM SPSS statistics. Sage,
2012. [16] Aljandali, A., Quantitative Analysis and IBM® SPSS® Statistics. Springer
International Publishing, 2016. [17] Argyrous, George. Statistics for social and health research: with a guide to SPSS. Sage, 2000. [18] Bryman, Alan, and Duncan Cramer. Quantitative data analysis with IBM SPSS 17,
18 and 19. Routledge, 2011. [19] Levesque, Raynald. SPSS programming and data management: a guide for SPSS
and SAS users. Spss, 2005. [20] Wellman, Barry. References "Doing it ourselves: The SPSS manual as sociology's most
influential recent book." Required Reading: Sociology’s Most Influential Book,
71-78, 1998. [21] Mobasher, M. Bashir. "Identity cards and identity conflicts: a cross-national
analysis of national ID cards and the lessons for Afghanistan." Indian Law
Review 2, no. 2, 159-177, 2018. 19
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2 Doutora em Educação-Currículo pela Pontifícia Universidade Católica de São Paulo. Do-
cente do Curso de Pedagogia e do Mestrado Profissional Ensino em Saúde na Unidade
Universitária de Dourados e do Mestrado em Educação da Unidade de Paranaíba - Uni-
versidade Estadual de Mato G. Mestre em Educação pela Universidade Estadual de Mato
Grosso do Sul (UEMS). Docente e Coordenador do Núcleo de Prática Jurídica do Curso de
Direito, Unidade Universitária de Paranaíba/UEMS. Membro do GEPPE – Grupo de Estu-
dos e Pesquisas em Práxis Educacional, e-mail airesnpj@yahoo.com.br e endereço para
correspondência na Rua Ana Luiza, n. 25, Centro, Prosso do Sul (UEMS). Líder do Grupo
de Pesquisa em Educação, Gênero, Raça e Etnia – GEPEGRE/Cnpq, e-mail maju@uems.
br e endereço para correspondência na Rua Oliveira Marques, n. 269, Jardim Tropical,
Dourados-MS, CEP - 79820-040. 1 Mestre em Educação pela Universidade Estadual de Mato Grosso do Sul (UEMS). Docen-
te e Coordenador do Núcleo de Prática Jurídica do Curso de Direito, Unidade Universitá-
ria de Paranaíba/UEMS. Membro do GEPPE – Grupo de Estudos e Pesquisas em Práxis
Educacional, e-mail airesnpj@yahoo.com.br A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL Os resultados gerais apontam para um índice considerável de
desistência ou evasão dos negros cotistas pelas razões mais di-
versas e que serão analisadas neste trabalho. q
Palavras-chave: Negros cotistas; UEMS; Curso de Direito; Con-
quistas e dificuldades. A Presença Negra nos Cursos de
Graduação em Direito da Universidade
Estadual de Mato Grosso do Sul: Análise
do Percurso após Ingresso Pelas Cotas –
Turma 2008 Aires David de Lima1
Maria José de Jesus Alves Cordeiro2 Em 06/01/2003, foi publicada, em Mato Grosso do Sul, a Lei n. 2.605 estabelecendo as cotas para negros na Universidade Esta-
dual de Mato Grosso do Sul – UEMS, sendo regulamentada para
o vestibular do mesmo ano, com ingresso dos negros cotistas
já no início de 2004. Passados nove anos de oferta, realizamos
uma pesquisa no Mestrado em Educação/UEMS com o objeti-
vo de avaliar os resultados gerais e específicos da presença dos
negros cotistas nos quatro cursos de graduação em Direito, des-
velando as conquistas e dificuldades enfrentadas no acesso e na
permanência dos 47 (quarenta e sete) acadêmicos ingressantes
em 2008. Para isso, utilizou-se a pesquisa qualitativa do tipo
estudo de caso e fez-se uso de questionários semiestruturados. 238 239 Aires David de Lima; Maria José de Jesus Alves Cordeiro Abstract On January 6, 2003, Law n. 2605 was enacted. The law, which es-
tablished quotas for blacks in the State University of South Mato
Grosso – UEMS, came into effect in the same year, with the en-
trance of Black students in early 2004. Nine years later, we con-
ducted research on the Master’s Program in Education at UEMS
in order to assess the general and specific results of the presen-
ce of Black quota students in the four undergraduate degrees
in law, revealing the achievements and difficulties in access and
permanence of 47 freshmen students in 2008. We used the qua-
litative research technique of case study and conducted semi-
-structured questionnaires. The results reveal that Black quota
students had significant attrition rates. This article analyzes the
several reasons for that. Keywords: Black quota students; UEMS; Law School; achieve-
ments and difficulties. Introdução Estudar o acesso e a permanência de negros cotistas no ensino
superior, bem como, os percalços enfrentados e as conquistas re-
alizadas por estes, constitui-se numa tarefa para a qual, apenas a
revisão bibliográfica não é suficiente para responder a todas as
indagações, pois ainda são poucas as produções sobre o negro
e a maioria não traz, em suas palavras, os dramas particulares
vividos por cada um, suas angústias, esperanças e perspectivas,
principalmente educacionais. Para melhor compreendermos
uma realidade muitas vezes apenas dedutível, realizamos uma
pesquisa cujos resultados são aqui apresentados como uma pos-
sibilidade de reflexão sobre o papel das cotas no ensino supe-
rior, principalmente numa área de formação considerada de eli-
te, algo que muito nos inquietava enquanto docente da mesma. Com estas inquietações, realizamos no Mestrado em Educação,
uma pesquisa sobre a cota para negros na Universidade Esta-
dual de Mato Grosso do Sul – UEMS que, conforme Cordeiro
(2011), busca promover o princípio da igualdade em prol das mi-
norias raciais e étnicas. Foram abordados os aspectos legais que
proporcionam o ingresso na universidade, os que favorecem a
permanência e a conclusão, especificamente nos quatro cursos
de Direito ofertados pela UEMS, o que podemos chamar de “cota
dos sonhos”, porque para muitos é considerado o passaporte
para uma vida melhor. No entanto, cotas é um assunto interessante e instigador que, a
cada discussão, novas polêmicas se levantam relacionadas aos
critérios de oferta e seu aperfeiçoamento, mesmo depois da de-
cisão judicial do Supremo Tribunal Federal – STF, em 26 de abril
de 2012, que reconheceu sua constitucionalidade. A pesquisa realizada numa abordagem qualitativa, do tipo estu- 240
A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL 240 A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL do de caso, teve como objetivo avaliar os resultados da presença
dos negros cotistas na graduação da UEMS, especialmente nos
cursos de Direito ofertados nas Unidades Universitárias de Dou-
rados (matutino), Naviraí (noturno) e Paranaíba (matutino e no-
turno). Para isso, buscou-se, ainda, levantar as conquistas e as
dificuldades para permanência, enfrentadas pelos acadêmicos
que ingressaram em 2008 e que, supostamente, deveriam estar,
em 2012, no quinto ano. Além disso, foram incluídos na pesqui-
sa os coordenadores(as) de curso que atuaram nesse período. Para coleta dos dados aplicou-se um questionário semiestrutu-
rado aos negros cotistas e outro aos coordenadores(as) de cur-
so. A opção pela pesquisa qualitativa, na modalidade estudo de
caso, deu-se por entendermos que esta busca dados nas experi-
ências e vivências dos personagens pesquisados, através de uma
interação mais direta, para se compreender essas vivências, sem
deixar de lado os cuidados peculiares que uma pesquisa cientí-
fica exige. Levando-se em conta o objetivo proposto, este tipo de meto-
dologia é a que melhor pode oferecer subsídios para o desen-
volvimento da pesquisa, pois para Ludke e André (1986, p. 11),
[...] é cada vez mais evidente o interesse que os pesquisadores da
área da educação vêm demonstrando pelo uso das metodologias
qualitativas. Por isso, além dos dados dos questionários, foram analisadas as
Atas de Resultados Finais de 2008 a 2012. Estas Atas têm como
finalidade gerar as folhas do livro de resultado final dos cursos,
registrando os resultados acadêmicos dos alunos. De acordo
com Cordeiro (2012), as Atas são de responsabilidade da Direto-
ria de Registro Acadêmico - DRA /UEMS disponibilizada, apenas,
para pesquisadores com projeto sobre a temática registrado na
UEMS. Por meio das análises dessas Atas detectou-se alto índice
de evasão e de reprovações, bem como, a análise do PP em vigor
das três Unidades onde o curso de Direito é oferecido, as norma-
tizações que tratam das cotas, tanto internas da UEMS, quanto Aires David de Lima; Maria José de Jesus Alves Cordeiro
241 241 Aires David de Lima; Maria José de Jesus Alves Cordeiro leis, decretos e principais tratados internacionais que cobram
uma política de inclusão. Todas estas informações serviram de
parâmetro para algumas ponderações e sugestões relativas ao
sistema de cotas na UEMS e ao curso de Direito. A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL caso foi a transição do trabalho escravo para o trabalho livre,
que ocorreu no final do século XIX, ganhando proporções maio-
res de desigualdades educacionais e sociais no século XX, sendo
que, no século XXI, o cenário pouco se modificou. Dessa forma, utilizando-se de um discurso pseudocientífico,
dentre outros elementos de uma retórica racista, os intelectu-
ais e gestores públicos influenciaram decisivamente nas polí-
ticas educacionais, excluindo os negros do processo educati-
vo já que eram tidos como doentes, indolentes e improdutivos
(CARVALHO, 1989, apud PASSOS, 2012, n. p.). A educação tinha
o papel de libertar a nação brasileira, com o fim de torná-la
saudável, produtiva e civilizada, ou seja, uma justificativa para
a exclusão do negro. Assim, a escravidão do negro no Brasil não
pode ser vista como única explicação para as atuais desigual-
dades entre brancos e negros, outros elementos colaboraram
para a ocorrência desses fatos. A naturalização dessa exclusão
dificulta o acesso ao ensino superior e a permanência, pois
além das questões econômicas, as questões étnico-raciais têm
peso significativo. 1 Cursos de Direito no Brasil e a presença do negro Os primeiros esboços de Universidades surgiram no final do sé-
culo XI e início do século XII na Europa. A partir do século XII,
começaram a se estruturar e se organizar sendo que, apenas
na segunda metade do século XIX, foram esboçados os mode-
los das atuais universidades nos padrões como as conhecemos
atualmente. Com relação a esses períodos, não foi possível aferir
dados sobre raça e cor dos primeiros estudantes, bem como da
população em geral, tampouco se o negro esteve presente nos
primeiros cursos superiores oferecidos. A ausência de um banco de dados sobre esse assunto deve-se à
falta de interesse do Estado, bem como ao fato de as pesquisas
sobre raça, naquela época, ainda se encontrarem em fase em-
brionária, uma vez que estudos mais aprofundados sobre este
tema remontam ao ano de 1775, elaborados pelo alemão Johann
Friedrich Blumenbach (1752-1840). Ao analisar as primeiras ofertas de ensino superior no Brasil,
ocorridas no começo do século XIX, por ocasião da transferência
do trono português para o país, podemos dizer que a falta de in-
teresse da Coroa retardou a educação superior no Brasil. Outros
países da América do Sul anteciparam-se nesse aspecto, a exem-
plo do Peru, que criou a Universidade de São Marcos em 1551. Com relação à instrução do negro, estudos demonstram que sua
exclusão das instituições escolares desenvolveu-se no decorrer
da história da educação brasileira. O marco inicial para esse des- 242
A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL 242 Cota para negros nos cursos de Direito na UEMS Os primeiros cursos jurídicos no Brasil tiveram sua implantação
por meio do Decreto Imperial de 11.08.1827, sendo criados em
São Paulo e Olinda com a denominação original de Academias
de Direito. O curso de São Paulo foi instalado no Largo de São
Francisco, em março de 1828, e o de Olinda, em maio do mesmo
ano, no Mosteiro de São Bento, ocorrendo, posteriormente, sua
transferência para Recife. O novo país em formação precisava capacitar uma classe que iria
dirigi-lo, pois esta era uma exigência premente da independên-
cia, que necessitava substituir o aparelho administrativo metro-
politano que partia (TREVISAN, 1987, p. 37). Assim, a formação Aires David de Lima; Maria José de Jesus Alves Cordeiro
243 243 Aires David de Lima; Maria José de Jesus Alves Cordeiro desse novo quadro que iria dirigir o país seria incumbência da
educação, uma vez que a administração pública se encontrava
desprovida de pessoal especializado para isso em fins do século
XIX. Nessa conjuntura, entretanto, o negro novamente foi prete-
rido, pois: O Estado brasileiro se preparava, então, para atender as
transformações que a consolidação do capitalismo inter-
nacional exigia dos Estados de economia dependente. A
organização socioeconômica relativamente à realidade da
existência de uma população negra que fatalmente iria se
misturar nos espaços e no direito da sociedade branca - eli-
te ou não - impõe aos poderes do Estado estabelecer, no seu
braço regulador e ordenador social, qual seja, do direito, as
diretrizes para a manutenção e desenvolvimento da nova
nação que surgia a fim de adequá-la aos parâmetros já defi-
nidos racialmente, qual seja, uma nação branca (BERTÚLIO,
2002 apud PASSOS, 2012, n.p.). Naquele momento histórico, uma grande preocupação em for-
mar uma sociedade de “brancos”, propiciou o nascimento de um
novo Estado, porém com as mesmas mazelas excludentes do an-
terior. No entanto, relevantes transformações se aproximavam
com a chegada do novo século, pois o Estado mudaria de domí-
nio. Logo, as bases do ensino também precisariam ser revistas,
para se adequarem a essas inovações, recebendo novas funções. As primeiras turmas dos cursos de Direito no Brasil formaram-
-se em 1832. Em sua composição, havia jovens de diversas pro-
víncias do Brasil e, também, de Portugal e Angola. Cota para negros nos cursos de Direito na UEMS Entretanto,
essa proposta de Universidade foi elaborada, apenas para uma
selecionada elite, pois à época, o ensino básico também era pri-
vilégio de poucos, sendo esta, uma etapa de seleção daqueles
que comporiam os poucos bancos universitários para, em mo-
mento posterior, dirigir a nação brasileira nessa nova ordem im-
plantada com a independência de Portugal. Desse modo, o negro, até mesmo o liberto, mais uma vez ficava 244
A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL 244 A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL de fora desse processo educacional, uma vez que outros fato-
res, além da escravidão, o levavam a ocupar os piores postos e
lugares, bem como auferir rendimentos inferiores aos brancos,
herança que ainda carrega. Nos últimos 12 (doze) anos, são as
ações afirmativas que vem oportunizando o acesso dos negros
ao ensino superior e a UEMS vem contribuindo nesse sentido,
tendo sido a terceira universidade no Brasil a implementar cotas
para negros e a primeira a instituir cotas para indígenas. O sistema de cotas na universidade é uma Ação Afirmativa no
sentido em que entende Munanga, (2001, p.31), pois [...] visam
oferecer aos grupos discriminados e excluídos um tratamento di-
ferenciado para compensar as desvantagens devidas à sua situa-
ção de vítimas do racismo e de outras formas de discriminação. A UEMS iniciou suas atividades em 1994 com a oferta de vá-
rios cursos, dentre estes o curso de Direito na cidade de Três
Lagoas – MS, transferindo-o tempos depois para a cidade de
Paranaíba – MS, onde vem sendo ofertado nos turnos matutino
e noturno. Em seguida criou mais dois cursos de Direito, um
na cidade de Dourados–MS, sede da UEMS, e outro na cidade
de Naviraí-MS. Desde o ano de 2003, realiza processo seletivo
com cotas de 20% para negros e 10% para indígenas, em todos
os cursos de graduação oferecidos na sede e nas 14 (quatorze)
Unidades Universitárias espalhadas em todo o estado de Mato
Grosso do Sul. A primeira oferta de cotas na UEMS ocorreu em 2003, em cum-
primento da Lei Estadual n. 2.605, de 06/01/2003, que dispõe
sobre a reserva de, no mínimo, 20% das vagas para negros,
mas até o presente momento ainda encontramos resistência
em sua operacionalização, uma vez que, guiados pela ideolo-
gia e por meio de discursos desinformados, docentes, gestores
e a comunidade em geral continuam acreditando no mito da
“democracia racial” e na hipótese utópica de que a melhoria
da qualidade do ensino fundamental e médio possa resolver a 245 desigualdade no acesso ao ensino superior, desconsiderando
questões sociais e raciais. A pouca representatividade negra nos bancos universitários
no Brasil e, em especial, no curso de Direito, referendada por
dados estatísticos, legitima a necessidade do sistema de cotas
para o ensino superior. Com base na pesquisa elaborada em
2004, pelo Prof. A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL um processo único no Brasil. [...] um processo de discussão e de-
bate acadêmico e sociopolítico com todos os segmentos internos e
externos à Universidade”. Atualmente, os quatro Cursos de Direito da UEMS oferecem 180
(cento e oitenta) vagas e deste quantitativo a UEMS disponibi-
liza cota de 20% para negros que tenham estudado em escola
pública ou como bolsista em escola particular. No vestibular de
dezembro de 2007, para ingresso em 2008, foram oferecidas 10
(dez) vagas em Dourados, 10 (dez) em Naviraí e 16 (dezesseis)
em Paranaíba, divididas em período matutino e noturno, ou seja,
36 (trinta e seis) vagas para os negros. Todas as vagas são pre-
enchidas ano após ano, porém em Paranaíba, os negros ocupam
30% das vagas, pois os 10% destinados aos indígenas em ne-
nhum ano foi preenchido, e, de acordo com as normas, são os
negros que as ocupam. Hoje, as cotas na UEMS são uma realidade que não pode ser
questionada quanto a sua legalidade e os estudos servem para
subsidiar seu aprimoramento. Para isso, buscou-se informações
junto daqueles que se encontram no fim desse trajeto, ou seja,
cotistas negros que estavam concluindo o curso em 2012 e os
coordenadores de curso que acompanharam de perto essa cami-
nhada. São estes dados e informações que apresentamos aqui. A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL Dilvo Ristoff, diretor do INEP, o curso de Direi-
to é o sexto curso “mais branco” do Brasil, com 79,4% das vagas
preenchidas por estes (SANTOS, 2006a). Diante desses dados,
questionamos: E se nada fosse feito, como ficaria a questão do
negro brasileiro? A resposta mais coerente sugere que o abis-
mo entre negros e brancos permaneceria inalterado e o quadro
de exclusão persistiria no futuro como historicamente vem sen-
do comprovado. As cotas refletem a ideia de inclusão social, pois, levando em con-
ta o respeito às peculiaridades de cada um, dão condições para o
acesso, por meio de uma política diferenciada, de grupos de pes-
soas que sofreram, e ainda sofrem, um histórico processo de dis-
criminação e preconceito, a exemplo, os negros e indígenas. Nos estudos realizados por Cordeiro (2008), consta que em
dezembro de 2003, o primeiro vestibular com cotas na UEMS,
foram destinadas 328 (trezentos e vinte e oito) vagas para
negros. Ao final das matrículas, em 2004, especificamente no
curso de Direito, houve o ingresso de 40 (quarenta) negros, de-
monstrando, já no primeiro ano de oferta, uma mudança no
cenário desalentador anteriormente relatado. Todos os anos,
desde então, todas as vagas são preenchidas e, as vagas da cota
de indígenas não ocupadas por eles, são destinadas aos negros
que as vem ocupando sistematicamente, com exceção do curso
de Dourados-MS. De acordo com Cordeiro (2008, p. 17), a implementação das co-
tas na UEMS, foi “uma oportunidade para construir e executar 246 248
A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL comentados sobre os quais podemos ainda tecer comparações
entre os cursos. 2. Dos resultados da pesquisa O sistema de cotas raciais envolve uma realidade que não pode
passar despercebida pela própria Universidade nem por seus
docentes e gestores. Dessa forma, faz-se necessário o compro-
metimento de todos no aperfeiçoamento desta importante fer-
ramenta de inclusão social. As cotas envolvem uma realidade
que deve fazer parte das atividades de todos os docentes do cur-
so, tendo em vista que o currículo e o fazer pedagógico devem
se voltar para esta nova realidade multicultural, o que culminará 247 com uma melhor preparação do discente, pois estará antecipan-
do o que o mesmo encontrará no mercado de trabalho. As análises que apresentamos é resultado dos dados obtidos com
a aplicação do questionário aos negros cotistas, no qual abor-
damos questões sobre dados pessoais, tais como sexo e idade,
estado civil, se tem filhos, autodeclaração de raça e de cor, com
quem reside, escolaridade do pai e da mãe, dados profissionais
como profissão e salário, bem como renda individual e familiar,
dados educacionais relacionados à trajetória acadêmica, ano
em que está matriculado e se carrega dependência; e, caso isso
ocorra, os motivos; onde cursou o ensino fundamental e médio;
se é ou se foi bolsista; maiores dificuldades para permanência na
Universidade; conhecimento e participação em projetos ou pro-
gramas; motivo pelo qual optou pela cota, bem como sugestões
para a UEMS relacionadas às cotas. Muitas foram as dificuldades nessa coleta de dados envolvendo
três cidades equidistantes até 600 km uma da outra, além das
cidades circunvizinhas a cada uma, local de residência de muitos
dos alunos pesquisados que haviam desistido do curso, mas que
suas respostas eram cruciais para o entendimentos dos fatores
de permanência. De um universo de 47 negros cotistas que ingressaram em 2008,
nos quatro cursos de Direito, foram coletados 40 questioná-
rios, o que representa 85% (oitenta e cinco por cento), sendo
12 (doze) na sede em Dourados, 12 (doze) na Unidade de Pa-
ranaíba matutino, 10 (dez) na Unidade de Paranaíba noturno
e 6 (seis) na Unidade de Naviraí. Dos coordenadores de curso,
foram coletados dados de 100% dos que exerceram essa função
desde 2008, o que representa 2 (dois) questionários em cada
unidade, totalizando 6 (seis) ao todo. A seguir, apresentamos alguns dados tabulados, analisados e 248 Dados pessoais, familiares e socioeconômicos Em relação ao item I, que trata dos dados pessoais, 23 (vinte e
três) são mulheres e 17 (dezessete) homens, ou seja, 73.9% de
mulheres, o que nos permite olhar com otimismo o cenário que
se descortina à frente, em relação ao gênero, quando olhamos o
histórico da mulher negra no Brasil a partir de sua entrada na
condição de escrava. Dados recentes comprovam que o subem-
prego afeta grande parte das mulheres negras, grupo étnico-
-racial que se encontra em maior vulnerabilidade com relação
ao turismo sexual e ao tráfico internacional de mulheres, no qual
[...] meninas, jovens e mulheres não brancas, e especialmente da
região Norte e Nordeste, são alvos fundamentais da indústria in-
ternacional do sexo (BORGES, 2005, p. 64). Com relação à idade, podemos perceber que o maior número de
negros cotistas se enquadra na faixa etária dos 21 (vinte e um)
aos 25 (vinte e cinco) anos, com 16 (dezesseis) respostas a esta
alternativa, seguida da faixa etária dos 26 (vinte e seis) aos 30
(trinta) anos, com 10 (dez) acadêmicos. No entanto, existe a pre-
sença de acadêmicos das mais diversas faixas etárias, incluindo
os de 46 (quarenta e seis) aos 50 (cinquenta) anos. Assim, essa
composição variada demonstra que a possibilidade de concor-
rer pelas cotas trouxe incentivos para aqueles que se encontra-
vam há longos anos fora dos bancos escolares, ou concluíram o
ensino médio na modalidade de Educação de Jovens e Adultos
– EJA, justificando, também, algumas das dificuldades relaciona-
das aos conteúdos do curso. 249 Com relação à autodeclaração racial, a maioria se autodeclarou
pertencente à raça negra, com 39 respostas a este item e 1 (uma)
como pertencente à raça branca. No entanto, nas declarações
de cor, três negros cotistas se autodeclararam brancos. Muitas
indagações podem surgir pelo fato de alguns questionados se
considerarem de cor branca, mesmo que todos tenham sido
considerados negros pela comissão que analisa as inscrições dos
candidatos às cotas de negros. O fato de se considerarem brancos,
bem como não se identificarem com a própria raça, muitas vezes,
ainda está ligado à questão do status social ocupado pelo branco,
no qual tudo isso faz com que a parcela da população negra se recu-
se a se assumir como negra [...] (GUIMARÃES, 2006, p. 111). A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL O item II, relacionado aos dados familiares, as informações sobre
moradia e escolaridade dos pais são importantes para conhecer-
mos o contexto sociocultural do qual os cotistas são originários. mos o contexto sociocultural do qual os cotistas são originários. Em relação à escolaridade do pai, a maioria está concentrada
no “fundamental incompleto” com 9 (nove) respostas, seguido
pela alternativa “sem instrução”, com 8 (oito). O que demonstra
a pouca instrução e a importância da universidade na reversão
deste quadro num futuro bem próximo. Encontramos dados se-
melhantes quando tratamos sobre a escolaridade da mãe, uma
vez que o maior número de respostas assinaladas foram os itens
fundamental incompleto com 13 (treze) e sem instrução com
6 (seis). Porém, as genitoras apresentaram um número ligeira-
mente maior de graduadas, ou seja, 6 (seis), contra 5 (cinco) dos
pais. Estudos sobre esse ponto têm demonstrado que [...] a escolarização dos pais tem influência poderosa na de-
terminação do sucesso acadêmico do estudante, apontando,
deste modo, para o ensino superior como um espaço que
concorre para a reprodução das desigualdades entre os se-
guimentos sociais (PRIOR, 1984; BRITO E CARVALHO, 1978;
BOURDIEU e PASSERON, 1973, apud QUEIROZ, 2002, p. 35). Henriques, quando tratou da desigualdade racial e da evolução
das condições de vida na década de 90, concluiu que: Henriques, quando tratou da desigualdade racial e da evolução
das condições de vida na década de 90, concluiu que: [...] a escolaridade média de um jovem negro com 25 anos
de idade gira em torno de 6,1 anos de estudo; um jovem
branco da mesma idade tem cerca de 8,4 anos de estudo. O diferencial de 2,3 anos de estudos entre jovens brancos e
negros de 25 anos de idade é a mesma observada entre os
pais desses jovens. E, de forma assustadoramente natural,
2,3 anos é a diferença entre os avós desses jovens. [...] esco-
laridade entre brancos e negros, mantém-se perversamente
estável entre as gerações (HENRIQUES, 2001, apud PASSOS,
2012, n.p.). No item III, que aborda os dados profissionais, as informações [...] a escolaridade média de um jovem negro com 25 anos
de idade gira em torno de 6,1 anos de estudo; um jovem
branco da mesma idade tem cerca de 8,4 anos de estudo. O diferencial de 2,3 anos de estudos entre jovens brancos e
negros de 25 anos de idade é a mesma observada entre os
pais desses jovens. Dados pessoais, familiares e socioeconômicos No que diz respeito à cor, as respostas foram mais diversificadas,
sendo que a maioria se considera preta com 20 (vinte) respos-
tas; seguida por pardo, com 16 (dezesseis), além dos 3 (três)
brancos e um que não respondeu. Essa quantidade de pardos
demonstra a alta miscigenação do povo brasileiro. Nesse item,
acreditamos que algumas respostas foram tendenciosas pelo
fato do ingresso pelas cotas, do que a simples e pura convicção
de pertencimento a uma determinada cor, ocasionadas, em al-
guns casos, pelo grau de dificuldade dos próprios sujeitos em se
autodenominar. Os critérios de aferição da raça para ingresso pelas cotas foram
construídos a partir das discussões durante a regulamentação
da Lei Estadual n. 2.605, de 06/01/2003. Como eixo central das
exigências para os negros. Foram estabelecidos os critérios de
[...] escola pública, fenótipo e autodeclaração [...] (CORDEIRO,
2008, p. 61). Portanto, se declarar pertencente à raça negra e,
posteriormente, se afirmar de cor branca, nos induz a pensar na
falta de identidade étnico-racial desde a infância, pois é natural
o orgulho da raça branca pela supremacia branca (GUIMARÃES,
2006, p. 105), afirmação que vem sendo desmistificada nos últi-
mos tempos, com o reconhecimento da identidade da população
negra. 250 A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL E, de forma assustadoramente natural,
2,3 anos é a diferença entre os avós desses jovens. [...] esco-
laridade entre brancos e negros, mantém-se perversamente
estável entre as gerações (HENRIQUES, 2001, apud PASSOS,
2012, n.p.). No item III, que aborda os dados profissionais, as informações Aires David de Lima; Maria José de Jesus Alves Cordeiro
251 251 Aires David de Lima; Maria José de Jesus Alves Cordeiro obtidas sobre trabalho e renda dos negros cotistas nos possibili-
taram justificar parte das dificuldades encontradas na trajetória
acadêmica, bem como o alto número de desistências no curso. Perguntados sobre dados profissionais, 29 (vinte e nove) acadê-
micos disseram trabalhar, enquanto 11 (onze) responderam ne-
gativamente, informando manter-se na universidade com a aju-
da dos pais. Nesse aspecto, alguns fatores podem interferir na
seletividade dos acadêmicos, tais como o turno em que o curso
é oferecido, como na sede em Dourados e em Paranaíba (turno
matutino), há dificuldade para obtenção de emprego, somado ao
fato de que, no quinto ano, cumprem a disciplina de Estágio Su-
pervisionado junto ao Núcleo de Prática e Assistência Jurídica, o
que torna qualquer carga horária de trabalho mais complicada. Entretanto, podemos afirmar que os estudantes do matutino,
em sua maioria, vivem com os pais e apresentam a maior renda
salarial. Dos que disseram trabalhar, a faixa salarial que mais concentra
acadêmicos é até 1 (um) salário mínimo, com 12 (doze) respos-
tas a esta alternativa, divididos igualmente entre os turnos ma-
tutino e noturno. A faixa de 1 (um) a 3 (três) salários mínimos
obteve 11 (onze) respostas, sendo a maioria no período matuti-
no, o que nos faz acreditar que esses acadêmicos possuem bol-
sas ou estágio extracurricular remunerado. Quando juntamos os dados sobre renda até 3 (três) salários mí-
nimos, obtemos um total de 23 (vinte e três) alunos ou 57% de-
les nessa condição, o mesmo acontecendo no que diz respeito à
renda familiar com maior concentração nas faixas de até 1 (um)
salário mínimo com 7 (sete) respostas e de 1 (um) a 3 (três) com
16 (dezesseis) respostas. Observamos que, na renda familiar de
4 (quatro) a 10 (dez) salários, dos 14 (quatorze) cotistas oriun-
dos dessas famílias, 10 (dez) estudam no turno matutino. 252 252
A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL Dados Educacionais: cotistas negros Com relação aos dados educacionais, 33 (trinta e três) acadê-
micos declararam estar matriculados e frequentando o quinto
ano, 6 (seis) responderam estar matriculados e frequentando o
quarto ano, 1 (um) informou que havia desistido e 23 declara-
ram carregar dependência contra 17 (dezessete) que disseram
não possuir dependência. Questionados sobre os motivos que
geraram a dependência, 11 (onze) assinalaram a alternativa
“outros motivos”, justificando como sendo: - Na Unidade de Dourados: a) falta de mais esforço de minha
parte; b) falta de compromisso com a disciplina; c) dificuldade
com o estudo devido ao grande desgaste com o trabalho fora; - Unidade de Paranaíba Matutino: a) problemas pessoais; b)
doença e perda de muitas aulas; c) falta de boa didática de al-
guns professores; d) transferência interna; e) desgaste com o
trabalho. - Unidade de Paranaíba Matutino: a) problemas pessoais; b)
doença e perda de muitas aulas; c) falta de boa didática de al-
guns professores; d) transferência interna; e) desgaste com o
trabalho. - Unidade de Paranaíba Noturno: a) dificuldades econômicas,
falta de tempo e estrutura para estudar; b) trabalho; - Unidade de Paranaíba Noturno: a) dificuldades econômicas,
falta de tempo e estrutura para estudar; b) trabalho; - Unidade de Naviraí: a) perda de avaliação, não mais conseguin-
do recuperar na optativa; b) envolvimento em movimentos so-
ciais, carga extensa no trabalho; c) falta de tempo para estudo. - Unidade de Naviraí: a) perda de avaliação, não mais conseguin-
do recuperar na optativa; b) envolvimento em movimentos so-
ciais, carga extensa no trabalho; c) falta de tempo para estudo. As respostas foram bem diversificadas. Porém, em sua maioria,
percebida pelo próprio cotista como falta de esforço pessoal e
devido ao desgaste ocasionado pela jornada de trabalho. A gra-
duação oferecida no período noturno favorece quem trabalha, Aires David de Lima; Maria José de Jesus Alves Cordeiro
253 253 Aires David de Lima; Maria José de Jesus Alves Cordeiro no entanto, o rendimento pode ser inferior àquele dos que não
exercem qualquer atividade, pois o desgaste ocasionado é um
desestímulo aos estudos. Nesse ponto, muitas vezes, o acadêmi-
co se vê em uma encruzilhada: estudar ou sobreviver? Por isso,
a necessidade da universidade oferecer junto com o acesso, po-
líticas de permanência. Outro item que ganhou destaque na questão da dependência foi
a alternativa “c” “relação professor(a)-aluno(a)”, com 7 (sete)
respostas. Dados Educacionais: cotistas negros Para a compreensão desse item, oferecemos alguns
exemplos genéricos (discriminação, perseguições, etc.) dentre
os quais o(a) acadêmico(a) poderia enquadrar outras situa-
ções semelhantes vividas durante o curso. Essa alternativa era
objetiva e, por consequência, não cabia justificativa. O índice de
respostas a esse quesito, embora pareça pequeno, na verdade é
significativo e mostra uma situação que não deveria ocorrer na
universidade, já que esta [...] necessita, pois, continuamente pen-
sar o que ela quer ser e que tipo de contribuição deseja prestar à
sociedade na qual se encontra inserida (BENICÁ, 2011, p. 36), ou
seja, como espaço de diálogo e interações, a universidade deve
minimizar a ocorrência dessa prática, com intervenção perma-
nente, junto aos professores e aos acadêmicos, visando uma me-
lhor conscientização e respeito ao outro. O item “dificuldade com os conteúdos básicos do curso” contou
com 4 (quatro) repostas, embora saibamos que as dependências,
geralmente, são frutos de avaliações nas quais o aluno não domi-
nou os conteúdos e que pode ter suas raízes no processo de ensino-
-aprendizagem na Educação Básica. As informações sobre onde
cursou o ensino fundamental e médio não causaram surpresa, ten-
do em vista ser este um critério para concorrer às cotas. Contudo,
dos três que declararam ter estudado em escola particular, apenas
dois informaram mediante bolsa e um deixou em branco a alterna-
tiva, levando-nos a pensar que motivos este teria para ocultar esta
informação. Será que apresentou falsa declaração de bolsa? É possí-
vel, mesmo com todo o cuidado que a Comissão responsável adotou 254 [...] estima-se que a média de horas trabalhadas por sema- no deferimento das inscrições para a cota de negros. Nas informações sobre as bolsas oferecidas durante a gradua-
ção, 33 (trinta e três) declararam que não recebem(eram) e 7
(sete) que recebe(eram). Dos que receberam, as respostas foram
as mais diversificadas, sendo 3 (três) de permanência, 1 (uma)
de extensão e 3 (três) de iniciação científica. Quem se benefi-
ciou de bolsa o fez, em média, de 7 (sete) meses a 1 (um) ano. E apenas 1 (um) acadêmico disse ainda receber bolsa perma-
nência. Essas bolsas têm prestado um importante auxílio para
a permanência e formação acadêmica, pois possibilita ao estu-
dante carente sua manutenção na graduação, além de iniciação
à pesquisa e à extensão. Dessa forma, podemos avaliar que é amplo o sistema de bolsas
oferecido pela UEMS e que muitas delas sequer são pleiteadas,
sobrando bolsas, o que demonstra, muitas vezes, uma postura
passiva de professores e coordenadores dos cursos de Direito,
que não incentivam os alunos a concorrer. Por outro lado, os alu-
nos só podem concorrer se os seus professores possuírem pro-
jetos aprovados e em desenvolvimento, situação bastante rara
entre os docentes da área do Direito. Como maiores dificuldades para manterem-se na universidade,
no curso de Direito, a maioria aponta os fatores ligados ao tra-
balho, bem como ao deslocamento até a Universidade como em
Dourados, onde o curso está situado a mais de 15km do centro
da cidade. Outro fator é a renda que, como vimos, é baixa, tanto
a individual quanto a familiar. Sabemos, ainda, que as profissões
que exigem maiores esforços físicos são as que geram menores
rendimentos e maior cansaço, principalmente para os que es-
tudam no período noturno, fatos já comprovados em pesquisas
com dados nos quais, [...] estima-se que a média de horas trabalhadas por sema- Aires David de Lima; Maria José de Jesus Alves Cordeiro na seja de 43 horas e 24 minutos, todavia entre pretos a
jornada de 44 horas e 49 minutos é superior à média e à
jornada dos de cor branca, que trabalham 44 horas e 33
minutos. [...] embora a população negra trabalhe mais que
a população branca, seu salário ainda é inferior, pois a par-
tir da média total de R$ 573,23, constatou-se que os bran-
cos recebem em média R$ 644,46 e os negros, R$ 506,48,
uma diferença em favor dos brancos de 27% (MARTINI;
SILVA, 2005, p. 97-98). Nesse ponto, a universidade tem que rever as bolsas oferecidas,
bem como seus valores, e caso estas já estejam sendo suficientes
para suprir as necessidades dos negros cotistas e demais alunos,
exigir dos professores e coordenadores a divulgação e ofereci-
mento, pois muitas não são utilizadas pelo desconhecimento. Entre os quatro cursos, foram assinalados ainda, como fatores
dificultadores da permanência, a letra “a” que diz respeito a di-
ficuldades de aprendizagem originadas no ensino fundamental
e médio (leitura, interpretação etc.) com 8 (oito) e letra “d” - ou-
tros motivos - com 9 (nove) respostas. Nesses dados, podemos
ver a deficiência da escola pública e a importância das cotas para
o ingresso na graduação, bem como a necessidade de cursos de
nivelamento para suprir uma carência em decorrência da edu-
cação básica. O item “d” foi elencado pelas mesmas razões que
justificaram as dependências. Quando perguntados sobre os projetos e programas para negros
cotistas que a universidade oferece, impressiona o número dos
que não têm conhecimento uma vez que 36 (trinta e seis) deles
responderam não conhecer, e apenas 3 (três) disseram ter ciên-
cia, havendo uma resposta não preenchida, validando mais uma
vez a afirmação de que os coordenadores de curso precisam fa-
zer uma melhor divulgação, incentivar a participação, bem como
os docentes se conscientizarem dessa necessidade premente, a
fim de oferecerem projetos necessários ao atendimento dos edi-
tais e programas disponíveis. 256 A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL Os dados assustam, pois na Unidade de Paranaíba, turno matu-
tino, doze questionados informaram não haver participado de
projeto algum. Na Unidade de Naviraí, todos os questionados
responderam não haver participado de projeto algum, situação
que pode ser justificada pelo fato de muitos acadêmicos residi-
rem em cidades vizinhas à universidade e até mesmo o desloca-
mento até esta para poder estudar já é uma dificuldade, somado
ao fato de todos os acadêmicos trabalharem, o que impossibilita
o desenvolvimento dos projetos, que não é o caso de Paranaíba
no turno matutino. No entanto, quando indagamos a todos sobre a necessidade de
implantação de algum projeto específico para os acadêmicos ne-
gros cotistas, que os ajudasse na permanência, 20 (vinte) pesso-
as responderam ser esta providência desnecessária, enquanto
que 19 (dezenove) entenderam que deveria ocorrer, sendo que
um acadêmico não opinou. Aos que responderam afirmativamente sobre a necessidade de
oferecimento de algum programa ou projeto, as respostas fo-
ram bem diversificadas, dentre as quais sugeriram ações que:
visassem a integração e a relação entre os cotistas; oferecessem
reforço acadêmico; possibilitassem estágio dentro da universi-
dade, de forma remunerada, focado no curso que o cotista faz;
incentivassem a cultura, a inclusão do cotista na universidade,
os Direitos Humanos; incentivo à leitura e à pesquisa; consciên-
cia negra, histórico e política; incentivo ao desenvolvimento de
pesquisas sobre sua cor e raça; orientação e/ou grupo de estu-
do; incentivo financeiro pelo fato de a maioria dos negros cotis-
tas vir de famílias humildes. Ainda em relação às sugestões, elencaram: melhor preparação
com base no próprio curso; oferta e divulgação de bolsas; exten-
são na comunidade; reforço didático dos conteúdos abordados
nas disciplinas. Nota-se que as sugestões dos discentes estão re-
lacionadas às dificuldades que podem ser reduzidas mediante a Aires David de Lima; Maria José de Jesus Alves Cordeiro
257 257 Aires David de Lima; Maria José de Jesus Alves Cordeiro Aires David de Lima; Maria José de Jesus Alves Cordeiro contemplação de bolsas. Entretanto, o que pudemos perceber é
que estas não são distribuídas por ausência de projetos dos pro-
fessores dos quatro cursos de Direito da UEMS e as razões dessa
omissão, podemos atribuir ao fato de os advogados não possuí-
rem formação e conhecimento didático-pedagógico necessários
ao exercício da docência que contempla a pesquisa e a exten-
são, se atendo apenas as atividades realizadas na sala de aula. A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL A coordenação, que deveria ser o elo entre as determinações
das pró-reitorias e demais encaminhamentos da universidade,
divulgando as bolsas e incentivando os professores e alunos a
realizarem projetos, também se mantém inerte nesse sentido. Os poucos projetos e bolsas que existem, talvez pela omissão dos
gestores da universidade ou, ainda, pela falta de divulgação do
oferecimento destes, demonstram que os alunos que realmen-
te precisam não usufruem, fato que pode ter levado os negros
cotistas a um grande número de dependências, evasões e re-
provações. A falta de oferta de projetos, incentivo e auxilio na
participação dos discentes faz com que a universidade continue
sendo reprodutora das injustiças sociais, uma contradição aos
objetivos do curso de Direito. Ao perguntarmos sobre os motivos que levaram os negros co-
tistas a concorrerem pelo sistema de cotas, colocamos quatro
alternativas: a) menor concorrência; b) exercício de um direi-
to constitucional; c) sentimento de identidade e pertencimento
racial; d) (genérica) outro fator, solicitando a citação destes. A
alternativa que concentrou o maior número, com 20 (vinte) res-
postas, foi a letra “b” - “exercício de um direito constitucional”;
e as alternativas “a” - menor concorrência e “c” - sentimento de
identidade e pertencimento racial ficaram empatadas, com 10
(dez) respostas cada uma. A razão de o maior número concentrar as respostas na alternati-
va “b” talvez esteja ligada ao fato de que apenas os negros cotis-
tas do curso de Direito foram questionados e por ser o Direito 258
A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL 258 A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL uma ciência quase toda positivada, os acadêmicos tem uma pre-
dileção especial por argumentos legais. A menor concorrência
(alternativa “a”) foi respondida por 10 (dez) acadêmicos, o que
demonstra que as cotas proporcionaram incentivos para cursar
a graduação, o que muitas vezes não ocorre na prática pois, em
alguns anos, a concorrência entre os candidatos pelas cotas cos-
tuma ser maior que entre as vagas gerais, dado o número pe-
queno de vagas oferecidas. O sentimento de identidade e per-
tencimento racial também contou com 10 (dez) respostas, o que
demonstra progresso, uma vez que A universidade brasileira, ao se propor a adotar um plano
de ações afirmativas, não se encontra tão somente a corri-
gir os erros dos 500 anos de colonialismo e escravidão; está
reconhecendo que a população negra precisa ser valorizada
no plano social e individual. Existe a consciência de que a
nossa identidade pode ser bem ou mal formada no curso de
nossas relações com outros significantes. Mas é fundamen-
tal que haja ações políticas ininterruptas de reconhecimen-
to igualitário (SANTOS, 2006b, p. 20). As respostas aos questionários nos fazem olhar com otimismo
o número de acadêmicos que marcaram pertencimento racial e
a assunção como tal. Acreditamos que, também nesse ponto, as
cotas são importantes, aumentam a autoestima e, por consequ-
ência, o reconhecimento de uma identidade étnico-racial. Perguntados se o sistema de cotas havia facilitado a sua entrada
na Universidade, 26 (vinte e seis) responderam afirmativamente
e 14 (quatorze) negativamente. As explicações a esse questiona-
mento foram as mais variadas. Os que responderam afirmativa-
mente disseram, em sua maioria, que, por conta da concorrência
ser menor, facilitou a entrada, uma vez que alguns acadêmicos ex-
plicaram não possuir “bagagem” suficiente para concorrer com os
alunos de escolas particulares. Outros afirmaram que o sistema
de cotas possibilita a entrada em cursos com maior concorrên- Aires David de Lima; Maria José de Jesus Alves Cordeiro
259 259 Aires David de Lima; Maria José de Jesus Alves Cordeiro cia, aos quais, geralmente, a população negra tem menos acesso;
a concorrência era menor do que para as vagas gerais, e outro fa-
lou que a concorrência foi com outros alunos que se encontravam
com o mesmo nível de conhecimento, ou seja, os oriundos de es-
cola pública. A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL Alguns afirmaram que se não fossem as cotas, jamais
poderiam entrar em uma universidade, uma vez que sustentam a
família e não teriam condições financeiras para isso. Quanto aos que responderam negativamente, as explicações
foram que: havia disputado a vaga com outros cotistas; pre-
pararam-se para concorrer de qualquer forma; após saber
que poderia concorrer pela cota, foi que optaram pelo siste-
ma; o vestibular é uma disputa, tendo se colocado em uma
situação igualitária a todos ao disputar a vaga; as cotas não
facilitam em nada, e o fato de ser pública gera muita discrimi-
nação e, alguns disseram que poderiam ter passado mesmo
que não tivessem concorrido pelas cotas, dada a pontuação
obtida, mas que optaram por estas por se tratar de um direito
constitucional. Indagados sobre a percepção que possuíam sobre se teriam ou
não as mesmas condições e chances que os alunos não cotistas
no mercado de trabalho, as respostas obtidas foram: 31 (trinta e
um) sim e 09 (nove) não. Dos que responderam afirmativamente, justificaram que a par-
tir do momento em que se consegue entrar na faculdade, todos
devem buscar a melhor maneira de colher conhecimentos para
concorrer no mercado de forma justa, apesar das diferentes di-
ficuldades, confiando na dedicação e oportunidade, pois será
o desempenho profissional do negro que vai dizer se está apto
para realizar um bom trabalho; o mercado de trabalho tem es-
paço para todos; a maioria dos negros cotistas já formados está
inserida no mercado de trabalho; o fato de entrar pelo sistema
de cotas não os torna menos competentes que os demais; todos
têm chances iguais citando, inclusive, a presença de um negro 260 260
A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL como Ministro do Supremo Tribunal Federal - STF. Acreditam
nas mesmas condições e chances e entendem que o mercado de
trabalho seleciona os melhores, independentemente de raça. como Ministro do Supremo Tribunal Federal - STF. Acreditam
nas mesmas condições e chances e entendem que o mercado de
trabalho seleciona os melhores, independentemente de raça. como Ministro do Supremo Tribunal Federal - STF. Acreditam
nas mesmas condições e chances e entendem que o mercado de
trabalho seleciona os melhores, independentemente de raça. A explicação dos que responderam negativamente foi de que
nem sempre as condições serão as mesmas, tendo em vista que
a situação socioeconômica traz uma maior dificuldade para
ascensão profissional. Além disso, a maioria dos cotistas vem
de família de baixa renda e, assim, possuem dificuldades enor-
mes; além de concluir o curso na universidade, têm que pro-
var à sociedade que são capazes; entendem que, infelizmente,
ainda existe preconceito, e isto dificultará até na escolha do
próprio cliente para a sua defesa. Acreditam que as cotas de-
veriam se estender ao mercado de trabalho, pois este seleciona
preconceituosamente os candidatos às vagas, já que no Brasil,
este se encontra [...] estruturado com base na relação desigual entre capital
e trabalho, também está apoiado na própria desigualdade
racial. Nesse sentido, a construção da ponte entre as políti-
cas de ações afirmativas e o mercado de trabalho pode criar
patamares mais equânimes e condições leais de concorrên-
cia e ascensão para a população negra brasileira (MARTINI;
SILVA, 2005, p.96). Ademais, uma política de inclusão e promoção da igualdade ma-
terial também vem prevista no Estatuto da Igualdade Racial, Lei
n. 12.288, de 20 de julho de 2010, que prevê diversas medidas
visando assegurar igualdade de oportunidade e tratamento para
a população negra em matéria de trabalho e renda. A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL Hoje, mostra-se mais importante o nível escolar e não mais
a questão de raça; o fato de ser negro não está relacionado
ao sucesso ou insucesso de uma pessoa, um dia já foi motivo,
hoje não mais. A percepção dos acadêmicos quanto ao fato de ser negro não in-
terferir no sucesso ou insucesso da pessoa, dizendo que esse es-
tigma se encontra superado, demonstra um olhar otimista para
o cenário que encontra à frente ou desconhecimento de dados
que mostram que os cargos, empregos e renda dos negros ainda
são inferiores aos do branco. O que pudemos observar é um grande otimismo e entusiasmo
com relação às cotas, bem como a possibilidade de ascensão so-
cial e melhores rendimentos com a graduação. Muito embora
ainda reconheçam no racismo, ainda presente na nossa socieda-
de, um entrave para o crescimento socioeconômico e cultural do
negro, mas que está diminuindo ao longo dos anos com a pro-
moção da cultura e políticas de respeito à diversidade, dentre
elas as cotas. 260
A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL Nesse item, concordamos com a afirmação de que o mercado
de trabalho ainda é preconceituoso, pois, muito embora haja
quem respondeu que o mercado de trabalho seleciona os me-
lhores, independentemente da raça, não é o que presenciamos
até os dias atuais, uma vez que a escravidão não é a única razão
para explicar a situação de penúria que até hoje grande parte Aires David de Lima; Maria José de Jesus Alves Cordeiro
261 261 Aires David de Lima; Maria José de Jesus Alves Cordeiro Aires David de Lima; Maria José de Jesus Alves Cordeiro da população negra vive; outros fatores, tais como a discrimi-
nação e o preconceito, interferiram e ainda interferem para
essa ocorrência, uma vez que [...] o preconceito de cor [...] têm se
perpetuado como componentes estruturantes da desigualdade
social no Brasil, constituindo fortes entraves para a conquista da
cidadania plena por parte do conjunto da população (VENTURI;
BOKANY, 2005, p. 17). Algumas observações podem ser traçadas com relação às afir-
mações anteriores, uma vez que o acadêmico que afirmou que
há ministros no STF que são negros não atentou para o fato des-
se órgão se encontrar instalado desde 9 de janeiro de 1829, sen-
do o atual ministro Joaquim Barbosa o primeiro negro a ocupar
a sua presidência. O acadêmico que entende que terá que estudar mais que o não
cotista para se destacar além da cor, intrinsecamente está reco-
nhecendo que o preconceito existe e que, se o desempenho após
a universidade for igual ao do não negro, suas chances serão me-
nores de se destacar, somando-se à estrutura e histórico fami-
liar, que não auxiliam nessa ascensão, muitas vezes por ausência
de referenciais. Em relação ao item 5, perguntamos se havia alguma observa-
ção a fazer em relação ao sistema de cotas, projetos e outras
iniciativas da UEMS com relação aos negros. As respostas, de
modo geral, foram: o sistema de cotas implantado por nossa
universidade, até agora, facilita a inserção do aluno no Ensino
Superior, mas não há nenhum incentivo para que este per-
maneça; há discriminação implícita de alguns profissionais
da universidade (professores); o sistema de cotas serve para
proporcionar a inserção e facilitar a entrada de pessoas, po-
rém existe uma classificação muito ampla de cor e, com isso,
existe a entrada de pessoas com “identidade duvidosa” que
não parecem se encaixar nas características negras ou índias. 262 Das coordenações de cursos Passaremos agora à análise do questionário aplicado aos(às)
coordenadores(as) dos quatro cursos, sendo que em cada
Unidade Universitária foram respondidos 2 (dois) questionários,
um pela coordenação atual e outro pela coordenação anterior, ou
seja, 4 (quatro) professoras e 2 (dois) professores, totalizando
6 (seis) questionários. Destes, três eram coordenadores no
ano de 2008, data colocada como início dessa pesquisa. Quatro
acompanharam a implantação das cotas, sendo que um na
condição de docente anteriormente. Entendemos, pelas respostas obtidas, que mesmo dizendo te-
rem acompanhado a implantação das cotas, afirmam que elas Aires David de Lima; Maria José de Jesus Alves Cordeiro
263 263 Aires David de Lima; Maria José de Jesus Alves Cordeiro não foram discutidas e, sim, que vieram impostas e os coorde-
nadores tiveram que aceitar já que é lei, numa demonstração
de que não fizeram nada além de aceitar as determinações e
encaminhamentos da reitoria e pró-reitorias, quando deveriam
articular uma proposta mais eficiente e propor projetos e pro-
gramas para atender às necessidades de aprendizagem e per-
manência dos cotistas que iriam receber no curso, tanto como
docente quanto como coordenadores de curso. Com relação às mudanças provocadas na UEMS pelas cotas, em
especial no curso de Direito, apenas 2 (duas) entenderam que
estas de fato proporcionaram um maior acesso a segmentos so-
ciais como negros, indígenas e deficientes provenientes de esco-
la pública. Dos que entendem negativamente, uma justificou que
“este público foi sempre bem-vindo aos cursos de Direito onde
trabalhei (Dourados, Paranaíba e Naviraí)”; outro coordenador
afirmou como “... irrelevante. Discussões sobre o assunto não al-
teraram as condições estruturais da Universidade”; uma ex-co-
ordenadora disse “só consigo detectar o repúdio dos alunos, que
alegam proteção desnecessária e opinando pelas cotas sociais”. Um coordenador atual disse que “pelo princípio da universalida-
de houve posicionamentos favoráveis e contrários”. Pode-se perceber nos discursos, que pouco se inteiraram com
relação à implantação do sistema de cotas, bem como não ti-
veram qualquer preocupação em compreender as razões pelas
quais foi criado e se limitaram a cumprir as determinações su-
periores. Muitos disseram que acompanharam, estiveram pre-
sentes nos fórum promovidos para discussão, no entanto, não
trouxeram qualquer elemento concreto do que apreenderam
com estes debates. A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL car quais foram essas mudanças, uma vez que não apontou em
que parte do Projeto Pedagógico ocorreu alteração. Das coordenações de cursos Perguntados se houve mudança no Projeto Pedagógico - PP do
curso de Direito com a implantação das cotas, apenas uma co-
ordenadora respondeu “sim, para adequação própria ao curso e
não por conta das cotas”, resposta que não nos permite identifi- 264 car quais foram essas mudanças, uma vez que não apontou em
que parte do Projeto Pedagógico ocorreu alteração. Foi feita uma pergunta pessoal acerca da posição dos coorde-
nadores com relação ao sistema de cotas, obteve-se como uma
das respostas que sempre “fui favorável a estas, por ser defen-
sora da inclusão ao sistema de qualquer cidadão, por simples-
mente ser pessoa humana, e, conforme pesquisas, esse público
sempre fora excluído por razões econômicas e de cor”. Outro
declara que: “sou contra, em princípio. Prefiro que as cotas
fossem para crianças e jovens em escolas de bom nível. Mas
como não foi escolhida esta alternativa, aceito como medida
que resgata um pouco a situação desfavorável”. Entre as ex-co-
ordenadoras foi dito: “já fui contra, por não me aprofundar no
assunto e entendia que tudo que acontece de cima para baixo é
um desrespeito; mas hoje sou uma fiel defensora das cotas, não
existe como não nos posicionarmos nesse sentido frente à rea-
lidade discriminatória de nosso país”. “É um mecanismo neces-
sário, porém de duração temporária, para assegurar o acesso
de negros em Universidades”. “Não se pode/deve desconside-
rar a condição financeira e o mérito nas próximas décadas [...]”. Dentre os que ocupam a função foi dito: “considerando a igual-
dade formal e material sou favorável ao sistema”, bem como,
“considero importante, porém, apenas garantir o acesso não é
suficiente, é preciso desenvolver métodos de acompanhamen-
to p/ esses alunos”. Pelas respostas dos coordenadores percebemos que, à exceção
de um coordenador, os demais são favoráveis às cotas. No en-
tanto, nota-se que a implantação destas encontrou certa resis-
tência, pois acreditavam em outras alternativas para a inclusão
do negro na graduação, tais como a melhoria no ensino básico e
fundamental público. É importante destacar as observações da coordenadora da uni-
dade de Naviraí, que entende que as cotas devem ir além do Aires David de Lima; Maria José de Jesus Alves Cordeiro
265 265 Aires David de Lima; Maria José de Jesus Alves Cordeiro acesso, que a Universidade deve acompanhar e desenvolver mé-
todos para a permanência desses cotistas. O que acreditamos
que deveria ter acontecido em um segundo momento após a im-
plantação das cotas, no entanto, até hoje, há pouca movimenta-
ção institucional nesse sentido. car quais foram essas mudanças, uma vez que não apontou em
que parte do Projeto Pedagógico ocorreu alteração. No assunto oferecimento de bolsas e outros programas de au-
xílio na manutenção dos alunos cotistas, quando questionados
se o que a UEMS oferece em matéria de bolsas e programas é
suficiente para atender aos alunos cotistas que precisam, dos
que responderam negativamente afirmam: “além do valor ver-
gonhoso, deveria ser criada assessoria econômica para ajudar
a organizar as despesas e gastos”; “o valor é ínfimo, bem como
transforma o bolsista em trabalho barato. Precisa reavaliar os
objetivos e valores das bolsas”; “o valor é insuficiente e as ações
desenvolvidas precisam ser analisadas em função da necessida-
de de se contribuir para a formação do acadêmico”; “adequação
do valor à necessidade de cada aluno e acompanhamento para
garantir o necessário à formação”. Todos os que responderam negativamente falaram do valor da
bolsa, que é insuficiente e precisa ser revisto. No entanto, o ofe-
recimento de bolsas e a quantidade, conforme visto, já represen-
ta um grande avanço na formação acadêmica, pois proporciona
ao aluno uma ajuda na sua manutenção, iniciação à pesquisa,
mais tempo na universidade dedicado aos estudos. Dessa forma,
é preciso conscientizar docentes, discentes e coordenadores de
que as bolsas vão além da mera manutenção, auxiliando grande-
mente na formação acadêmica do aluno, de modo a garantir que
esta ocorra com qualidade. Com relação ao desempenho acadêmico, os dois coordenado-
res informaram desconhecer as dificuldades enfrentadas pe-
los negros cotistas durante o curso. Como sabemos, as cotas
são de responsabilidade de toda a universidade, cabendo aos
coordenadores e professores estarem mais atentos ao desen- 266
A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL 266 A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL volvimento dessa política, pois o desconhecimento informa-
do demonstra total apatia e desinteresse com a inclusão que
elas representam e, mesmo mantendo um discurso de con-
cordância com elas, como já informado, são completamente
indiferentes quanto à correção das injustiças históricas que
elas proporcionam. Apontam as dificuldades com conteúdos
básicos do curso como a maior dificuldade na vida acadêmi-
ca do negro cotista ensejando, muitas vezes, sua evasão ou
desistência do curso. Contudo, como docentes sabemos que
esta é uma dificuldade geral dos alunos independente de co-
tas, exigindo do professor estar atento às dificuldades iniciais
dos negros cotistas e demais acadêmicos. Na resposta alusiva a “outros motivos”, uma coordenadora citou
a “necessidade de o negro cotista trabalhar para custear suas
despesas o que, às vezes, interfere na realização do curso”. Po-
rém, acreditamos que essas dificuldades poderiam ser reduzi-
das com um eficiente programa de acesso às bolsas, não apenas
aos negros cotistas, mas a todos os alunos em condições socioe-
conômicas desfavoráveis. O tópico relacionado à relação professor/aluno também obteve
apenas uma resposta, o que nos leva a inferir que muitos casos
não chegaram ao conhecimento da coordenação, uma vez que,
se cruzarmos essa informação com a mesma pergunta elabora-
da aos acadêmicos, 7 (sete) dos 23 (vinte e três) acadêmicos
que carregam dependência assinalaram essa alternativa como
um dos motivos para a sua reprovação. Quando instigados a citar as ações desenvolvidas para auxiliar no
enfrentamento das dificuldades dos negros cotistas, assim como
para os demais alunos no curso de Direito sob sua responsabi-
lidade, responderam: “enquanto coordenadora sempre atuei de
maneira a que todas as ações contemplassem todos os públicos,
abrindo possibilidade de participação a viagens técnicas, con-
gressos da UEMS ou externos, inclusive publicações científicas”. Aires David de Lima; Maria José de Jesus Alves Cordeiro
267 267 “Não faço diferença entre acadêmicos, em princípio, exceto os
casos problemáticos (ameaça de morte, cantadas indevidas,
comportamentos inadequados e outros) independentemente de
raças, credo ou cultura”. “Não detectei nenhuma ação por parte
da coordenação, dos professores do curso. Porque, para mim,
criar projeto de ‘reforço’ são ações de auxílio específico aos co-
tistas”. “Propostas de projetos de ensino (português) dependem
de disponibilidade do corpo docente para, fora do horário, aten-
der os discentes com dificuldades, parte dos professores o faz”. A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL As respostas sugerem que alguns coordenadores não têm qual-
quer conhecimento, interesse e preocupação com este siste-
ma nem com seu aprimoramento, uma vez que as cotas foram,
apenas, o primeiro passo para a graduação, sendo importante
o empenho de todos os partícipes (professores, coordenadores,
gestores) para que esses cotistas permaneçam na universidade
até a regular formação. Um exemplo é quando mencionam a ne-
cessidade de criar “reforço” aos negros cotistas como se, somen-
te a estes, fosse necessária uma intervenção pedagógica, não
considerando o fato de que os demais graduandos poderiam se
encontrar nas mesmas situações. Solicitados a fazer algumas observações em relação ao sistema
de cotas, projetos ou iniciativas para os alunos negros cotistas
realizados na UEMS, responderam: “todas as ações que, de algu-
ma forma, proporcionem a inclusão da pessoa devem ser reali-
zadas”; “os cotistas têm obrigação institucional de auxiliar outros
em semelhante situação, por exemplo, tutor de alunos de ensino
médio”. A obrigação dos cotistas em auxiliar outros alunos não
pode ser admitida, e ainda prova que alguns coordenadores não
entenderam nada do que as cotas representam e seu papel de
reparadoras de injustiças sociais, uma vez que, para esse coor-
denador, aos demais acadêmicos não se exige semelhante en-
cargo. Com os comentários citados, podemos perceber o total
despreparo daqueles que ocupam a coordenação, uma vez que,
devendo ser os articuladores das políticas emanadas dos órgãos 268 A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL superiores e das pró-reitorias, denotam uma omissão na execu-
ção desses encaminhamentos. abaixo com dados do quinto ano dos cursos. abaixo com dados do quinto ano dos cursos. Tabela 1 – Quinto ano - Curso de Direito - 2012 Tabela 1 – Quinto ano - Curso de Direito - 2012 Curso de Direito – UEMS – Quinto ano 2012
Unidades
Matri-
culados
Aprovados Repro-
vados
Eva-
didos
Cursando séries anteriores
s.d. c.d. 1º
2º
3º
4º
5º
Dourados
Mat. 11
8
0
3
0
0
0
0
1
0
Paranaíba
Mat. 7
3
0
4*
4
0
0
0
1
0
Paranaíba
Not. 9
7
0
2
3
0
0
0
0
0
Naviraí
Not. 5
2**
0
4
3
0
0
0
2
0
Total
32
20
0
13
10
0
0
0
4
0
*um acadêmico aproveitou estudos e em 2008 ingressou no segundo ano. Em 2011, estava no quinto
ano, fazendo disciplina no quarto, reprovando em disciplina deste e do quinto. Na tabela acima está
como reprovado. Este acadêmico foi considerado em todas as tabelas, tendo em vista o número de
disciplinas que cursou na série regular. ** O resultado final foi de 47 acadêmicos, visto que um acadêmico de Naviraí aproveitou estudos e se
formou em 2011, sendo incluído na soma dos aprovados de 2012. *um acadêmico aproveitou estudos e em 2008 ingressou no segundo ano. Em 2011, estava no quinto
ano, fazendo disciplina no quarto, reprovando em disciplina deste e do quinto. Na tabela acima está
como reprovado. Este acadêmico foi considerado em todas as tabelas, tendo em vista o número de
disciplinas que cursou na série regular. ** O resultado final foi de 47 acadêmicos, visto que um acadêmico de Naviraí aproveitou estudos e se
formou em 2011, sendo incluído na soma dos aprovados de 2012. *um acadêmico aproveitou estudos e em 2008 ingressou no segundo ano. Em 2011, estava no quinto
ano, fazendo disciplina no quarto, reprovando em disciplina deste e do quinto. Na tabela acima está
como reprovado. Este acadêmico foi considerado em todas as tabelas, tendo em vista o número de
disciplinas que cursou na série regular. ** O resultado final foi de 47 acadêmicos, visto que um acadêmico de Naviraí aproveitou estudos e se
formou em 2011, sendo incluído na soma dos aprovados de 2012. Em 2012, no quinto ano, 32 (trinta e três) negros cotistas foram
matriculados. superiores e das pró-reitorias, denotam uma omissão na execu-
ção desses encaminhamentos. Muitas outras afirmações foram feitas. Alguns entendem que
alguma coisa tem que ser feita com relação aos cotistas que já
se encontram na graduação, em alguns momentos, falaram das
bolsas, que são insuficientes e de reduzidos valores. No entanto,
percebe-se que a maioria não as divulga aos acadêmicos e não
incentiva o seu pleito, auxiliando na elaboração de projetos e
oferecendo extensão que possam contemplar os negros cotistas,
demonstrando, inclusive, desconhecimento do assunto. Essa falta de iniciativa dos gestores é geradora, em parte, dos
percalços vividos pelos negros cotistas e demais alunos na mes-
ma situação social, econômica e de aprendizagem, numa clara
demonstração de que as oportunidades oferecidas pela univer-
sidade são suficientes para os negros e pobres que se aventura-
ram adentrar esse “nicho” de superioridade chamado Curso de
Direito. Do desempenho acadêmico dos negros cotistas de 2008
a 2012: tecendo considerações finais Nesse tópico, apresentaremos o desempenho acadêmico dos ne-
gros cotistas com os seguintes itens: matriculados; aprovados
sem e com dependência; reprovados; evadidos, e aqueles que
estão cursando séries anteriores. Como evadidos, considerare-
mos aqueles que, muito embora tenham sido aprovados na sé-
rie anterior, não renovaram a matrícula, bem como aqueles re-
provados que também não se matricularam na mesma série. Os
aprovados foram subdivididos em sem dependência (sd) e com
dependência (cd). A análise do quinto ano pode dar um panora-
ma geral do que sucedeu ao longo da jornada acadêmica. Para
o propósito deste artigo, nos restringiremos, apenas, a tabela 269 270
A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL 270 abaixo com dados do quinto ano dos cursos. Destes, apenas 20 foram aprovados sem depen-
dências, somando-se um que aproveitou estudos, os quais cola-
ram grau, ou seja, egressos da turma de 2008. Ao analisar toda
a amostra (47 negros cotistas), verificamos que apenas 42,5%
conquistaram a aprovação, concluindo seus estudos no tempo
regular, ficando os demais retidos no quinto ano, ou seja, 13 (tre-
ze) reprovados. Além disso, 4 (quatro) ficaram retidos em séries
anteriores e, possivelmente, colarão grau em anos posteriores. Contudo, 10 (dez) foram considerados evadidos (desistentes)
durante a trajetória, ou seja, 21,3%. Para estes, só resta a alter-
nativa de um novo ingresso. A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL Levando-se em conta as aprovações verificadas, notamos que,
nessa trajetória, existem gargalos que a universidade precisa
identificar e procurar solucionar para que haja maior perma-
nência e conclusão de curso. Ao cotejar as tabelas, verificamos
um número de dependências, reprovações e evasões que deve-
ria ter sido motivo de preocupação da Universidade (Pró-Rei-
toria de Ensino e Coordenação de Curso) a fim de se evitar esse
alto índice de negros cotistas nessa situação. Uma vez que, como
mencionado anteriormente, as cotas foram apenas o primeiro
passo para o ingresso do negro na graduação, cabe zelar pela
permanência e aprovação dos cotistas para que essa importante
ação afirmativa possa cumprir seu papel. Neste trabalho, pudemos constatar que as condições socioeco-
nômicas (necessidade de conciliar trabalho e estudo) interferem
em muito no desempenho e permanência, sendo que as bolsas
poderiam amenizar este problema. No entanto, os valores ofe-
recidos por elas estão muito aquém do necessário para a manu-
tenção desses alunos. Assim, cabe, muitas vezes, ao negro cotis-
ta, optar entre sobreviver ou estudar. Dos 47 negros cotistas que ingressaram em 2008, os questio-
nários foram aplicados a 40 deles e pela análise das respostas,
não foi possível identificar um único fator como responsável
pela reprovação e dependência, pois muitos fatores, em maior
ou menor grau, interferem no desempenho e na autoestima do
negro cotista, perpassando desde um referencial familiar até a
falta de material didático para estudos. A universidade, muitas
vezes, nem sequer tem conhecimento dessas carências, e to-
mar ciência desses fatos é o primeiro passo para a intervenção. As bolsas podem servir de suporte para amenizar o problema
mencionado. Para isso, os professores e coordenadores devem
conhecer as necessidades dos acadêmicos, oferecer projetos e
programas para a participação de quem realmente precisa. As di-
ficuldades já verificadas nos anos iniciais devem ser sanadas, para Aires David de Lima; Maria José de Jesus Alves Cordeiro
271 271 Aires David de Lima; Maria José de Jesus Alves Cordeiro que as dependências não se acumulem e se tornem um desestí-
mulo à permanência, não só dos negros cotistas, mas também dos
demais acadêmicos que se encontram na mesma situação. que as dependências não se acumulem e se tornem um desestí-
mulo à permanência, não só dos negros cotistas, mas também dos
demais acadêmicos que se encontram na mesma situação. A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL que entram as cotas nas universidades públicas, com o discurso
acirrado de que estas eram inconstitucionais, o que perdurou até
26 de abril de 2012, oportunidade em que o STF reconheceu a
constitucionalidade das cotas, o que vincula todos os outros tribu-
nais do Brasil, nenhum deles podendo julgar de maneira diversa. A amostra selecionada na UEMS serviu para compreender o que
significam as cotas e a trajetória vivenciada pelos negros cotis-
tas na área do Direito. Além disso, as atas de resultados finais de
2008 a 2012 denunciam um índice de 21,2% de evasão dos ne-
gros cotistas nos cursos pesquisados. Identificar os problemas
e atuar para sua solução deveria ser um desdobramento natu-
ral nas ações docentes e de gestores de uma universidade que
oferta cotas étnico-raciais. Portanto, cabe à UEMS, assim como a
outras instituições com cotas, buscar seu aperfeiçoamento pelo
comprometimento de todos nesse processo de inclusão e demo-
cratização do ensino superior, num claro movimento de respeito
às diferenças e luta contra o racismo. Conhecer as dificuldades enfrentadas pelos negros cotistas e de-
mais alunos e empenhar-se em solucioná-las devem ser motivos
de preocupação dos coordenadores de curso, professores e ges-
tores da universidade, como iniciativas que vão além das cotas,
em um diálogo franco e direto com os sujeitos envolvidos. Só as-
sim a universidade estará cumprindo seu papel de disseminado-
ra de conhecimentos, respeitadora da diversidade e promotora
da igualdade de direito e de fato. AIX Sistemas. Disponível em: <http.aix.com.br/wiki/index.php?titel=Ata_de_
Resultado>. Acesso em: 8 abr. 2012. A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL Precisamos, no atual estágio de consolidação das cotas, pensar
além do oferecimento destas (ingresso), como também na per-
manência dos cotistas, para que haja formação (egresso regu-
lar). Caso contrário, o trajeto universitário estará padecendo do
mesmo problema que as cotas tentaram corrigir, ou seja, da ex-
clusão da universidade para a exclusão na universidade. Não há como negar que, nessa trajetória, também houve con-
quistas, uma vez que 20 (vinte) negros cotistas, que represen-
tam 42,5%, colaram grau, o que proporciona grande alento a
essa população, nos permitindo olhar com otimismo o cenário à
frente, somado ao fato de que 4 (quatro) ainda se encontravam
cursando o quarto ano, em 2012, quando do encerramento des-
ta pesquisa. No Brasil, a escravidão sustentou a discriminação e a exclusão do
negro, cujos frutos são perceptíveis até hoje. Para reverter essa
situação uma das principais bandeiras de luta do Movimento
Negro ainda é o acesso à educação, na crença de que o conheci-
mento, fruto da formação superior, é o caminho para a ascensão
social. O não reconhecimento do Brasil como país racista dificul-
tou a tomada de medidas na tentativa de efetuar compensação
pelos prejuízos sofridos pela raça negra desde que esta entrou
no Brasil, na condição de escrava. A pressão internacional cobrou do Brasil uma postura mais ativa
no enfrentamento dessas questões, uma vez que nenhuma justi-
ficativa explicava os dados que mostram que, aos negros, foram
reservados os piores trabalhos com os menores rendimentos,
bem como o fato de a escolaridade destes, sua situação social e
econômica serem inferior à do branco, muito embora a população
negra seja numericamente superior à branca. É nessa conjuntura 272
A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL 272 BENICÁ, Dirceu. Uma universidade em movimento. In: BENICÁ, Dirceu. (Org.) Uni-
versidade e suas fronteiras. 1. ed. São Paulo: Outras Expressões, 2011. p. 31-63. Aires David de Lima; Maria José de Jesus Alves Cordeiro Aires David de Lima; Maria José de Jesus Alves Cordeiro Referências AIX Sistemas. Disponível em: <http.aix.com.br/wiki/index.php?titel=Ata_de_
Resultado>. Acesso em: 8 abr. 2012. AIX Sistemas. Disponível em: <http.aix.com.br/wiki/index.php?titel=Ata_de_
Resultado>. Acesso em: 8 abr. 2012. BENICÁ, Dirceu. Uma universidade em movimento. In: BENICÁ, Dirceu. (Org.) Uni-
versidade e suas fronteiras. 1. ed. São Paulo: Outras Expressões, 2011. p. 31-63. 273 BORGES, Rosane da Silva. Pensando a transversalidade de gênero e raça. In: SANTOS,
Gevanilda; SILVA, Maria Palmira da. Racismo no Brasil: percepções da discrimina-
ção e do preconceito no século XXI.São Paulo: Fundação Perseu Abramo, 2005. BORGES, Rosane da Silva. Pensando a transversalidade de gênero e raça. In: SANTOS,
Gevanilda; SILVA, Maria Palmira da. Racismo no Brasil: percepções da discrimina-
ção e do preconceito no século XXI.São Paulo: Fundação Perseu Abramo, 2005. CARVALHO, José Jorge de. Exclusão racial na universidade brasileira: um caso
de ação negativa. In: QUEIROZ, Delcele Mascarenhas (Org.). O negro na uni-
versidade. Salvador, Novos Toques, 2002. 79-99. CORDEIRO, Maria José de Jesus Alves. Negros e indígenas cotistas da Univer-
sidade Estadual de Mato Grosso do Sul: desempenho acadêmico do ingresso
à conclusão de Curso. 2008. (Tese Doutorado) – Pontifícia Universidade Cató-
lica de São Paulo, São Paulo. Disponível em: <http://www.redeacaoafirmativa. ceao.ufba.br>. Acesso em: 16 nov. 2011. ____________; ZARPELON, Shirley Flores. Indígenas cotistas da UEMS: acesso,
Permanência e evasão dos primeiros Ingressantes em 2004. Educação e Fron-
teiras On-Line, Dourados/MS, v.1, n.1, p.65-79, jan/abr. 2011. Disponível em:
<http://www.periodicos.ufgd.edu.br/index.php/educacao/article/viewFi-
le/1408/pdf_65>. Acesso em:8 abr. 2012. DURAN, Angela Aparecida da Cruz. A ideia de humanismo no ensino jurídi-
co brasileiro. 2004. 235 pg. Dissertação (Mestrado) – Universidade Estadual
Paulista “Julio de Mesquita Filho”, Araraquara, 2004. GUIMARÃES, Maristela Abadia. No meio do caminho tinha uma discrimina-
ção, tinha uma discriminação no meio do caminho: o potencial transforma-
dor das cotas raciais. 2006. 140f. Dissertação (Mestrado) – Universidade Fede-
ral de Mato Grosso. Cuiabá. Disponível em: <http://www.redeacaoafirmativa. ceao.ufba.br>. Acesso em: 10 set. 2012. LUDKE, Menga; André, Marli E.D.A. Pesquisa em Educação: abordagens qua-
litativas. São Paulo, EPU, 1986. MARTINI, Andressa Ferreira de; SILVA, Juliana Francine da. Discriminação
no mercado de trabalho: desafios de combate ao racismo no bojo da popu-
lação economicamente ativa no Brasil. In:SANTOS, Gevanilda; SILVA, Ma-
ria Palmira da (Orgs.).Racismo no Brasil: percepções da discriminação e
do preconceito racial no século XXI.São Paulo: Fundação Perseu Abramo,
2005. p. 95-101. MATO GROSSO DO SUL. Lei n. 2.605/2003 dispõe sobre a reserva de 20% das
vagas da UEMS para negros. Campo Grande, 2003. MUNANGA, Kabengele. Políticas de ação afirmativa em benefício da popu-
lação negra no Brasil: um ponto de vista em defesa de cotas. Texto apre-
sentado na IX Semana de Ciências Sociais da UFG, de 4 a 8 de novembro de
2002, a convite do Projeto Passagem do Meio: Qualificação de Alunos(as) 274 A PRESENÇA NEGRA NOS CURSOS DE GRADUAÇÃO EM DIREITO DA
UNIVERSIDADE ESTADUAL DE MATO GROSSO DO SUL Negros(as) de Graduação para Pesquisa Acadêmica na UFG/LPP-UERJ/Fun-
dação Ford. Sociedade e Cultura, v. 4, n. 2, p. 31-43, jul./dez. 2001. Dis-
ponível em: <www.revistas.ufg.br/index.php/fchf/article/.../464>. Acesso
em: 8 mar. 2013. Negros(as) de Graduação para Pesquisa Acadêmica na UFG/LPP-UERJ/Fun-
dação Ford. Sociedade e Cultura, v. 4, n. 2, p. 31-43, jul./dez. 2001. Dis-
ponível em: <www.revistas.ufg.br/index.php/fchf/article/.../464>. Acesso
em: 8 mar. 2013. ________. Políticas de ação afirmativa em benefício da população negra no
Brasil:um ponto de vista em defesa de cotas. Revista Espaço Acadêmi-
co, n. 22, mar. 2003. Disponível em:<http://www.espacoacademico.com. br/022/22cmunanga.htm>. Acesso em: 8 mar. 2013. ________. Políticas de ação afirmativa em benefício da população negra no
Brasil:um ponto de vista em defesa de cotas. Revista Espaço Acadêmi-
co, n. 22, mar. 2003. Disponível em:<http://www.espacoacademico.com. br/022/22cmunanga.htm>. Acesso em: 8 mar. 2013. CARVALHO, M.M.C. de. A escola e a república. São Paulo: Editora Brasiliense,
1989. In: PASSOS, Joana Célia dos. Educação, infâncias negras e políticas pú-
blicas: contribuições dos estudos étnico-raciais. Revista Eletrônica editada
pelo Núcleo de Estudos e Pesquisas de Educação na Pequena Infância:
Centro de Ciências da Educação - UFSC. 2012. Disponível em: <http://www. periodicos.ufsc.br/index.php/zeroseis/article/viewFile/25257/22235>. Acesso em: 15 jan. 2013. POCHMANN, Marcio; BLANCES, Denise; AMORIM, Ricardo (Coords.). Inclusão
social: uma utopia possível: impacto das políticas públicas de Mato Grosso do
Sul. São Paulo: Cortez, 2006. QUEIROZ, Delcele Mascarenhas (Coord.). Desigualdades raciais no ensino su-
perior no Brasil:um estudo comparativo. In:______. O negro na universidade. Salvador: Novos Toques, 2002. p. 13-56. SANTOS, Débora Silva. Ações afirmativas na Educação Superior. Ministério da
Saúde, Secretaria de Vigilância em Saúde, Programa Nacional de DST e AIDS. Brasil Afroatitude:Primeiro ano do programa, Série Anais, Seminários e Con-
gressos, n. 6. Brasília, 2006a. p. 25-32. ______. Afroatitude e Direitos Humanos. Ministério da Saúde, Secreta-
ria de Vigilância em Saúde, Programa Nacional de DST e AIDS. Brasil
Afroatitude:Primeiro ano do programa, Série Anais, Seminários e Congressos,
n. 6. Brasília, 2006b. p. 17-23. TREVISAN, Leonardo. Estado & Educação: na história brasileira (1750/1900). São Paulo: Moraes.1987. VENTURI, Gustavo; BOKANY, Vilma. Pesquisando discriminação institucional
e identidade racial. In: SANTOS, Gevanilda; SILVA, Maria Palmira da (Orgs.). Racismo no Brasil: percepções da discriminação e do preconceito no século
XXI. São Paulo: Fundação Perseu Abramo, 2005. p. 17-36. Recebido em 20/10/2014
Aprovado em 03/11/2014 Recebido em 20/10/2014
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https://openalex.org/W2008349676
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English
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The effects of screening length in the non-local screened-exchange functional
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Journal of physics. Condensed matter
| 2,014
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cc-by
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PACS numbers: 71.15.Mb, 71.15.Dx, 71.20.Mq, 71.20.Nr The effects of screening length in the non-local
screened-exchange functional Yuzheng Guo1, John Robertson1 and Stewart J Clark2
1Engineering Department, Cambridge University, Cambridge CB2 1PZ, UK
2Physics Department, Durham University, Durham, DH1 3LE, UK 1. Introduction Density functional theory (DFT) has become the standard method to predict atomic
and electronic properties in condensed matter physics and quantum chemistry[1, 2, 3]. The most widely used exchange-correlation functionals such as the local density
approximation (LDA) or general gradient approximation (GGA) replace the exchange-
correlation energy of the many-electron Schr¨odinger equation with a functional of the
local electron density[4, 5]. DFT describes the ground state properties such as lattice
constants and bulk modulus quite well at low computational cost. However, it is well
known that both LDA and GGA underestimate the band gap in semiconductors and
insulators as they do not give the energy discontinuity across the Fermi level as a
function of electron occupancy[6, 7]. They also do not describe well localised states or
strongly correlated systems such as Mott insulators[8] partly due to the absence of the
self-interaction correction[9]. Various improvements have been suggested to overcome the drawbacks of LDA and
GGA. One of the simplest is the DFT+U method[10, 11, 12]. This introduces a repulsive
potential U on localised electrons as in the Hubbard model. This functional can be used
for structural relaxation with low computational cost. However, this method strictly
only applies to open shell systems such as the transition metal compounds, although it
is now (often incorrectly) used as an empirical fitting method well outside its true range
of physical validity[12]. Most semiconductors are close shell systems, for which DFT+U
gives only limited improvements. There are also more advanced methods such as the GW method based on the Greens
function[13, 14, 15, 16, 17] and dynamical mean field theory (DMFT)[18]. In the GW
approximation, the quasi-particle energy is calculated by expanding the electron self-
energy and dielectric function. GW can give accurate band structures. However, it
is computationally expensive, so that often only the first order perturbative version is
used, referred to as G0W0. On the other hand, DMFT maps the many-body problem
onto an impurity model without the approximation of independent electrons. It can
cure some of the problems of DFT such as band gap under estimation and electron
localisation, and has been widely used for actinides and Mott insulators. However, it is
more costly than GW. This makes it computationally expensive to apply these methods
to complex systems such as surfaces, interfaces, or defect supercells with hundreds of
atoms. E-mail: s.j.clark@durham.ac.uk E-mail: s.j.clark@durham.ac.uk Abstract. The screened exchange (sX) hybrid functional can give good band
structures for simple sp bonded semiconductors and insulators, charge transfer
insulators, Mott-Hubbard insulators, two dimensional systems and defect systems. This is particularly attributed to the sX hybrid scheme fixing the self-interaction
problem associated with local functionals. We investigate the effect of varying the
screening parameter of the exchange potential on various material properties such as
the band gap. The Thomas Fermi screening scheme in which the screening parameter
varies with an average valence electron density leads to a weak dependence of the band
gap on valence electron density, so that a fixed screening parameter could be applied
to heterogeneous systems like surfaces, interfaces and defects. PACS numbers: 71.15.Mb, 71.15.Dx, 71.20.Mq, 71.20.Nr The effects of screening length in the sX functional 2 2 1. Introduction Thus, it is still desirable to find an accurate yet reasonably low cost DFT-style
functional. It is well known that the non-local Hartree-Fock (HF) potential tends to over-
estimate band gaps while LDA tends to under-estimate band gaps[5, 6, 9]. Also, HF over-
estimates localisation while LDA under-estimates localisation[9]. Hybrid functionals
are a type of functional which empirically mixes a fraction of the HF potential with
a local exchange-correlation functional and they can give reasonably correct band
gaps and electron/hole localisations[19, 20]. Various hybrid functionals have been
proposed such as B3LYP[20, 21], PBE0[22], and the Heyd-Scuseria-Ernzerhof (HSE) The effects of screening length in the sX functional 3 functional[23, 24, 25]. These hybrid functionals are generalised Kohn-Sham functionals
that can be used variationally for geometry optimisation just like LDA[20, 26]. These
functionals are found to give good descriptions of the band gap in a variety of
systems[28, 29, 30, 31]. Here, we discuss the screened exchange (sX) hybrid functional of Bylander and
Kleinman[32]. This replaces the short range part of the LDA by a short-range screened
Hartree-Fock exchange energy[26, 32, 33, 34, 35, 36, 37]. sX has been implemented for
a plane wave basis within the Castep code[34]. Geometry optimisation was helped by
a fast algorithm to calculate the Hellman-Feynman stress[38]. sX has been widely used
in many band structure and defect calculations[33, 34, 35, 36, 37, 39, 40, 41, 42, 43]. The band gaps from sX of semiconductors are improved with a mean relative error of
7.4%[34]. The early papers on hybrid functionals used a fixed mixing parameter of α=0.25
(meaning 25% HF exchange) based on Becke’s rationalisation[20]. HSE kept this value
of α and varied the screening parameter between the HSE03 and HSE06 versions[24, 25]. On the other hand, some recent papers have varied the mixing fraction, noting that this
parameter might vary with the band gap or the dielectric constant[44, 45] and that
HSE under-estimates the band gap of very wide gap insulators[30]. On the other hand,
Moussa et al[46] considered the optimisation of both parameters for some solids. The
hybrid functionals have been analysed[47, 48, 49] and criticised[50] with respect to GW. In the case of sX, the mixing fraction is kept at 1, and the screening parameter
is chosen in terms of the screening arising from the valence electron density[34]. 1. Introduction Nevertheless, it is interesting to see how the structural properties and band gap
would vary if the screening parameter is allowed to vary. At one level, we find that
the calculated band gap is rather insensitive to the valence electron density in this
approximation. At another level, HSE chose a fixed screening parameter independent of
system[24], a useful simplification when treating heterogeneous systems such as surfaces
or interfaces between systems of electron density. Different approximations have been
proposed to calculate the screening effects[50] but we find that the band gap is rather
insensitive to screening parameter. This paper is organised as follows. In the next section, we present the methods
used in this work with special attention paid to the screening parameter. In section 3,
we give detailed description of the effect of screening parameter on total energy, lattice
constant, band structure, and defect calculation. In section 4, we discuss the results
and finally draw conclusions from the results obtained in this work. 2. Methods The sX functional is a non-local Schr¨odinger equation in which the exchange-correlation
energy depends on both the electron density and electron orbitals,
−1
2∇2 + VH[n(r)] + Eext[n(r)] + V XC
loc [n(r)]
ψi(r) + The effects of screening length in the sX functional The effects of screening length in the sX functional 4 Z
V XC
nl (r, r′)ψi(r′)dr′ = ϵiψi(r) Z
V XC
nl (r, r′)ψi(r′)dr′ = ϵiψi(r)
(1) (1) Z
V XC
nl (r, r′)ψi(r′)dr′ = ϵiψi(r)
(1 where the term in brackets is the kinetic energy, the Hartree energy, the external
potential, and the local XC energy such as the LDA or GGA part. The second part is the
non-local part of XC energy which depends explicitly on electron orbitals. sX assumes
that the HF exchange is screened by a Thomas-Fermi (TF) screening parameter, so the
potential decays exponentially with the distance, EXC
nl
= −1
2
X
ij,kq
Z Z
drdr′φ∗
ik(r)φik(r′)φ∗
jq(r′)φjq(r)
|r −r′|
exp (−kTF |r −r′|)
( (2) where i and j label the electron bands, k and q for k-points, and kTF is the TF screening
parameter. The local part is modified to avoid the double counting of the local part of
the screening potential, EXC
loc = EXC
HEG [ρ(r)] −EXC
NL−HEG [ρ(r)]
(3) (3) where the first term on the right is just the LDA functional. The second term is the non-
local exchange-correlation energy of a homogeneous electron gas (HEG) with a density
ρ(r). Combining the local and non-local part gives the full exchange-correlation energy where the first term on the right is just the LDA functional. The second term is the non-
local exchange-correlation energy of a homogeneous electron gas (HEG) with a density
ρ(r). Combining the local and non-local part gives the full exchange-correlation energy EXC = EXC
nl
+ EXC
loc . (4) EXC = EXC
nl
+ EXC
loc . (4) The TF screening constant represents the screening range of the electron
interaction. If kTF = 0, the non-local XC becomes the full HF potential and the
local part becomes the LDA correlation energy. Thus the result from HF limit should
not be interpreted as comparable to the pure HF method or advanced methods such
as exact exchange method (EXX). If kTF is infinite, there is full screening. The HF
part is screened away and the local part returns to LDA. 2. Methods Therefore sX gives the correct
asymptotic limit of the free electron gas. Figure 1 compares the screening in the different hybrid functionals. Figure 1(a)
shows the screened fraction of the HF potential as a function of inter-electron distance. The HF fraction is a constant for PBE0. For the sX, the screening parameter is
varied to show how this affects the HF fraction. As the increases the fraction of HF
decreases and vice versa. The medium range, from 2 to 4˚A, is an important range for
this parameter because most inter-atomic distances fall into this range. Figure 1(b)
compares the screening in reciprocal space. The HSE screening and sX screening with
various screening parameters are compared with the dielectric function of GaAs[51]. We
see that a TF screening parameter of 1-2˚A−1 is close to that of the dielectric function. In principle, we can achieve a good description of the electronic structure if the
screening parameter is allowed to vary. Ideally, the screening parameter should be fixed
by some procedure. If the TF screening model[52, 53] is used, the screening parameter
is given by kTF = 2
s
kF
π (5) The effects of screening length in the sX functional 5 Figure 1. (a) Comparison of HF potential fraction in different hybrid schemes. Different TF screening parameters are used in sX (green lines). For PBE0 (blue
line) α = 0.25. For HSE (red line), α = 0.25 and µ = 0.2. (b) Comparison of
the inverse dielectric constant for different functionals. The same parameters as (a)
have been used. The inverse dielectric function of GaAs has been plotted (black line)
for comparison[51]. Note the similarity of sX screening to that of the experimental
inverse dielectric function. (a)
0
2
4
6
8
10
Distance (Å)
0.0
0.2
0.4
0.6
0.8
1.0
Fraction of Hartree-Fock
sX (kTF=0.1Å
-1)
sX (kTF=2.5Å
-1)
sX (kTF=10.0Å
-1)
HSE
PBE0
sX (kTF=1.0Å
-1)
(b)
0
2
4
6
8
10
Wavenumber, Q (Å
-1)
0.0
0.2
0.4
0.6
0.8
1.0
Inverse dielectric, 1/ε
sX (kTF=10.0Å
-1)
sX (kTF=1.0Å
-1)
sX (kTF=0.1Å
-1)
sX (kTF=2.5Å
-1)
GaAs
HSE
where kF is the electron Fermi wavevector We can also write kTF in terms of electron Figure 1. (a) Comparison of HF potential fraction in different hybrid schemes. Different TF screening parameters are used in sX (green lines). For PBE0 (blue
line) α = 0.25. 2. Methods The screening parameter used for different materials in units of ˚A−1. The plane wave basis pseudopotential package Castep is used to carry out all
the calculations in this work[54]. The norm-conserving pseudo potentials are defined
in Ref. 21, where most of them are the default pseudopotentials while some more
transferable potentials are generated using the Opium code. A Monkhorst-Pack (MP)
k-point mesh is used for the integration over the Brillouin zone[55]. The convergence
of the total energy differences with respect to the mesh size and cutoffis better than
0.01 eV/atom. The density mixing scheme is used for electronic energy minimisation
for most sp semiconductors, while a preconditioned conjugate-gradient scheme is used
for most transition metals because the density mixing method can be unstable due to
the orbital dependence of the functional[26]. 2. Methods For HSE (red line), α = 0.25 and µ = 0.2. (b) Comparison of
the inverse dielectric constant for different functionals. The same parameters as (a)
have been used. The inverse dielectric function of GaAs has been plotted (black line)
for comparison[51]. Note the similarity of sX screening to that of the experimental
inverse dielectric function. ( ) (a)
0
2
4
6
8
10
Distance (Å)
0.0
0.2
0.4
0.6
0.8
1.0
Fraction of Hartree-Fock
sX (kTF=0.1Å
-1)
sX (kTF=2.5Å
-1)
sX (kTF=10.0Å
-1)
HSE
PBE0
sX (kTF=1.0Å
-1)
(b)
0
2
4
6
8
10
Wavenumber, Q (Å
-1)
0.0
0.2
0.4
0.6
0.8
1.0
Inverse dielectric, 1/ε
sX (kTF=10.0Å
-1)
sX (kTF=1.0Å
-1)
sX (kTF=0.1Å
-1)
sX (kTF=2.5Å
-1)
GaAs
HSE
F is the electron Fermi wavevector. We can also write kTF in terms of electron
ρ(r), ( )
0
2
4
6
8
10
Distance (Å)
0.0
0.2
0.4
0.6
0.8
1.0
Fraction of Hartree-Fock
sX (kTF=0.1Å
-1)
sX (kTF=2.5Å
-1)
sX (kTF=10.0Å
-1)
HSE
PBE0
sX (kTF=1.0Å
-1) (b) (b)
0
2
4
6
8
10
Wavenumber, Q (Å
-1)
0.0
0.2
0.4
0.6
0.8
1.0
Inverse dielectric, 1/ε
sX (kTF=10.0Å
-1)
sX (kTF=1.0Å
-1)
sX (kTF=0.1Å
-1)
sX (kTF=2.5Å
-1)
GaAs
HSE where kF is the electron Fermi wavevector. We can also write kTF in terms of electron
density ρ(r), where kF is the electron Fermi wavevector. We can also write kTF in terms of electron
density ρ(r), kTF = 2
3ρ
π
1
6
(6 kTF = 2
3ρ
π
1
6 (6) so the screening parameter is proportional to the one sixth order of valence electron
density, which explains why the kTF is a slowly varying function of ρ(r). Unless stated
otherwise, all the values used in this work is summarised in Table 1. so the screening parameter is proportional to the one sixth order of valence electron
density, which explains why the kTF is a slowly varying function of ρ(r). Unless stated
otherwise, all the values used in this work is summarised in Table 1. The effects of screening length in the sX functional 6 Table 1. The screening parameter used for different materials in units of ˚A−1. Material
kT F
C
2.50
Si
2.09
Ge
2.06
GaAs
2.04
Al2O3
2.48
HfO2
2.54
Ti2O3
2.43
Cr2O3
2.52
Fe2O3
2.56
BN
2.56 Table 1. 3.1. Wave function It has been pointed out by several groups that the sX wave function can be almost
identical to that from LDA/GGA in many cases[26]. We have confirmed this similarity. First of all the LDA/PBE wave function can be a good starting point for sX calculation. This greatly reduces the computational time. Furthermore the LDA/GGA wave function
can be used for a sX band structure calculation: ϵsX
n,k =
D
ψsX
n,k
V sX hn
ψLDA
n′,k′
oi ψsX
n,k
E
. (7) (7) The band structure from an LDA/PBE basis with an sX potential shares the similar
curve as the self-consistent sX band structure. But the band gap is lower compared to
a self-consistent sX calculation. Figure 2 compares the Si band gap as a function of the
screening parameter from LDA/GGA with the self-consistent sX band gaps. The same
6 × 6 × 6 MP grid has been used for reciprocal space integrations. The experimental
crystal structure has been used for all cases. The difference between the sX and the
LDA/GGA bands increases as the screening parameter decreases. At the HF limit, the
error could be as be large as 25% of the band gap. However, the error is about 2%-3% The band structure from an LDA/PBE basis with an sX potential shares the similar
curve as the self-consistent sX band structure. But the band gap is lower compared to
a self-consistent sX calculation. Figure 2 compares the Si band gap as a function of the
screening parameter from LDA/GGA with the self-consistent sX band gaps. The same
6 × 6 × 6 MP grid has been used for reciprocal space integrations. The experimental
crystal structure has been used for all cases. The difference between the sX and the
LDA/GGA bands increases as the screening parameter decreases. At the HF limit, the
error could be as be large as 25% of the band gap. However, the error is about 2%-3% The effects of screening length in the sX functional 7 7 Figure 2. The calculated band gap of Si as function of screening paramete
difference wave functions from LDA (orange line), PBE (black line), and sX
line). The figures shows that LDA and PBE wave function gives similar
when screening parameter is larger than 1. The difference becomes significant
approaching HF limit. The dashed line shows the experimental band gap. 3.1. Wave function 10
-2
10
-1
10
0
Screening length, kTF (Å
-1)
0
1
2
3
4
5
6
Band gap (eV)
sX
PBE
LDA
Table 2. sX band gaps (in eV) based on different wave functions. Material
sX wavefunction
LDA wavefunction
Difference
C
5.32
5.04
0.28
Si
1.09
1.07
0.02
Ge
0.69
0.60
0.09
GaAs
1.52
1.47
0.05
Ti2O3
0.22
0.00
0.22
Cr2O3
3.56
3.48
0.08
f
bl
i
t
f 1 8 2 5˚A−1
hi h
t th t th LDA/ Figure 2. The calculated band gap of Si as function of screening parameter with
difference wave functions from LDA (orange line), PBE (black line), and sX (green
line). The figures shows that LDA and PBE wave function gives similar results
when screening parameter is larger than 1. The difference becomes significant when
approaching HF limit. The dashed line shows the experimental band gap. 6 10
-2
10
-1
10
0
Screening length, kTF (Å
-1)
0
1
2
3
4
5
6
Band gap (eV)
sX
PBE
LDA Table 2. sX band gaps (in eV) based on different wave functions. Table 2. sX band gaps (in eV) based on different wave functions. Table 2. sX band gaps (in eV) based on different wave functions. Material
sX wavefunction
LDA wavefunction
Difference
C
5.32
5.04
0.28
Si
1.09
1.07
0.02
Ge
0.69
0.60
0.09
GaAs
1.52
1.47
0.05
Ti2O3
0.22
0.00
0.22
Cr2O3
3.56
3.48
0.08 for reasonable screening parameters of 1.8-2.5˚A−1, which suggests that the LDA/GGA
wave function could be almost identical to the sX wave function, in agreement with
previous results. for reasonable screening parameters of 1.8-2.5˚A−1, which suggests that the LDA/GGA
wave function could be almost identical to the sX wave function, in agreement with
previous results. Table 2 shows the band gap of several solids with their respect the TF screening
parameter using the LDA wave function or the sX wave function. The error induced by
the LDA wave function is usually less than 0.2eV. Therefore, it is acceptable for most
semiconductors and insulators. However, the LDA wave function should not be used for
small band gap or correlated semiconductors. Ti2O3, a paramagnetic semiconductor,
whose band gap is only 0.1-0.2eV, can be well described by the self-consistent sX with
a band gap 0.22eV, but a LDA/GGA wave function will give a metallic band structure. The effects of screening length in the sX functional 8 Figure 3. 3.2. Lattice constant We used sX to relax the lattice constant of Si to see the influence of various screening
lengths, kTF. The LDA is known to under-estimate lattice constants while GGA tends
to over-estimate it (5.40˚A and 5.46˚A respectively). The sX hybrid functional mixes the
screened HF potential and LDA local potential. The results are shown in Figure 3. The LDA gives 5.40˚A which is below the experimental value, while the HF limit gives
5.355˚A. This underestimate of lattice parameter using HF is expected given standard
molecular results[27]. We used sX to relax the lattice constant of Si to see the influence of various screening
lengths, kTF. The LDA is known to under-estimate lattice constants while GGA tends
to over-estimate it (5.40˚A and 5.46˚A respectively). The sX hybrid functional mixes the
screened HF potential and LDA local potential. The results are shown in Figure 3. The LDA gives 5.40˚A which is below the experimental value, while the HF limit gives
5.355˚A. This underestimate of lattice parameter using HF is expected given standard
molecular results[27]. 3.1. Wave function Variation of lattice parameter of Si with screening length (black line). The
dashed line marks the experimental lattice parameter of 5.41˚A. We see the usual LDA
(large kT F ) overbinding and HF (small kT F ) overbinds further. 0.001
0.01
0.1
1
10
100
Screening length, kTF (Å
-1)
5.36
5.37
5.38
5.39
5.40
5.41
Si lattice parameter (Å)
3.2. Lattice constant
We used sX to relax the lattice constant of Si to see the influence of various screening
lengths, kTF. The LDA is known to under-estimate lattice constants while GGA tends
to over-estimate it (5.40˚A and 5.46˚A respectively). The sX hybrid functional mixes the
screened HF potential and LDA local potential. The results are shown in Figure 3. The LDA gives 5.40˚A which is below the experimental value, while the HF limit gives
5.355˚A. This underestimate of lattice parameter using HF is expected given standard
molecular results[27]. Figure 3. Variation of lattice parameter of Si with screening length (black line). The
dashed line marks the experimental lattice parameter of 5.41˚A. We see the usual LDA
(large kT F ) overbinding and HF (small kT F ) overbinds further. 0.001
0.01
0.1
1
10
100
Screening length, kTF (Å
-1)
5.36
5.37
5.38
5.39
5.40
5.41
Si lattice parameter (Å) Figure 3. Variation of lattice parameter of Si with screening length (black line). The
dashed line marks the experimental lattice parameter of 5.41˚A. We see the usual LDA
(large kT F ) overbinding and HF (small kT F ) overbinds further. 0.001
0.01
0.1
1
10
100
Screening length, kTF (Å
-1)
5.36
5.37
5.38
5.39
5.40
5.41
Si lattice parameter (Å) Figure 3. Variation of lattice parameter of Si with screening length (black line). The
dashed line marks the experimental lattice parameter of 5.41˚A. We see the usual LDA 3.3. Band structure The most important application of the sX hybrid functional is to correct the band
gap problem in DFT. Here, the band structures are calculated with various screening
parameters for various materials ranging from the simple sp semiconductors, to
transition metal oxides with d electrons, Mott-Hubbard systems and 2-dimensional
systems. The data is summarised in Figure 4. The gaps are normalised to the
experimental band gap as 1 and to the band gap in the HF limit as 2, for each
material. The experimental value of band gap gathers round a screening length of
1.8-2.5˚A−1 which confirms that TF screening scheme gives a correct band gap. It has
been shown previously that the sX functional can give much better band gaps in many
sp semiconductors[32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43]. Here we show the band
gap variance as a function of the screening parameter. In order to eliminate the effect of
lattice constants, we use the experimental lattice constants. Figure 4 shows the results
from Si, C (diamond), Ge, and GaAs. The electron configuration and crystal structure
are the same for these semiconductors, thus their TF screening parameters are similar. We see that the slope of the variation of band gap with screening parameter is smaller The effects of screening length in the sX functional 9 Figure 4. The band gaps versus screening parameter for Si, C (diamond), Ge,
GaAs, Al2O3, HfO2, BN, Ti2O3, Cr2O3, Fe2O3, and Si(111)-(2 × 1) surface. The
data is normalised by two limits, the experimental band gap and HF limit band gap
(respectively, 1.0 and 2.0 on the vertical axis). Figure 4. The band gaps versus screening parameter for Si, C (diamond), Ge,
GaAs, Al2O3, HfO2, BN, Ti2O3, Cr2O3, Fe2O3, and Si(111)-(2 × 1) surface. The
data is normalised by two limits, the experimental band gap and HF limit band gap
(respectively, 1.0 and 2.0 on the vertical axis). Figure 4. The band gaps versus screening parameter for Si, C (diamond), Ge,
GaAs, Al2O3, HfO2, BN, Ti2O3, Cr2O3, Fe2O3, and Si(111)-(2 × 1) surface. The
data is normalised by two limits, the experimental band gap and HF limit band gap
(respectively, 1.0 and 2.0 on the vertical axis). 3.3. Band structure 0.01
0.1
1
Screening length, kTF (Å
-1)
1.0
1.5
2.0
Normalised band gap
Si
C
Ge
GaAs
HfO2
Al2O3
Fe2O3
Cr2O3
Ti2O3
BN
Si(111)
than the experimental band gap, so that the band gap is not so sensitive to the screening
parameter. The error induced by a small deviation from the optimum TF value is quite
small. GaAs, Al2O3, HfO2, BN, Ti2O3, Cr2O3, Fe2O3, and Si(111) (2
1) surface. Th
data is normalised by two limits, the experimental band gap and HF limit band ga
(respectively, 1.0 and 2.0 on the vertical axis). 0.01
0.1
1
Screening length, kTF (Å
-1)
1.0
1.5
2.0
Normalised band gap
Si
C
Ge
GaAs
HfO2
Al2O3
Fe2O3
Cr2O3
Ti2O3
BN
Si(111) 0.01
0.1
1
Screening length, kTF (Å
-1)
1.0
1.5
2.0
Normalised band gap
Si
C
Ge
GaAs
HfO2
Al2O3
Fe2O3
Cr2O3
Ti2O3
BN
Si(111) than the experimental band gap, so that the band gap is not so sensitive to the screening
parameter. The error induced by a small deviation from the optimum TF value is quite
small. Figure 4 also shows the band gaps for the wide gap, closed-shell, insulators
BN, HfO2 and Al2O3. These insulators are important from both the scientific and
technological points of view. HfO2 and Al2O3 are the widely used as gate insulators in
field effect transistors. Hexagonal BN is now used as a substrate for 2D systems such
as graphene and MoS2. We see that the normalised trend of band gap versus screening
parameter is similar in all these systems, and that the optimum value is close to the TF
value. Another problem for the LDA/GGA functional is over delocalisation of semi-core
states such as the d and f electrons. For the sp semiconductors only the band gap is
under-estimated but the band structure is qualitatively correct. However LDA/GGA
fails qualitatively for localised, open-shell, d and f electron systems. The LDA band
gap disappears in systems such as the Mott-Hubbard insulators Ti2O3. We previously
found that sX gives good band gaps for several transition metal oxides[41, 42] and that
hybrid functionals in general can treat the transition metal and lanthanides well[31, 43]. Here, we have calculated the band gap of Ti2O3, Cr2O3, and Fe2O3 as a function
of screening parameter as also shown in Figure 4. 3.3. Band structure These transition metal oxides
range from small band gap semiconductor to wide band gap semiconductor with both
paramagnetic and anti-ferromagnetic ordering. sX was found to successfully describe all
these systems. The experimental lattice constants are used for the primitive cells. Ti2O3
is a paramagnetic semiconductor with band gap of about 0.1eV. We noted above that sX
with an LDA wavefunction will give a metallic band structure. The band gap does not Another problem for the LDA/GGA functional is over delocalisation of semi-core
states such as the d and f electrons. For the sp semiconductors only the band gap is
under-estimated but the band structure is qualitatively correct. However LDA/GGA
fails qualitatively for localised, open-shell, d and f electron systems. The LDA band
gap disappears in systems such as the Mott-Hubbard insulators Ti2O3. We previously
found that sX gives good band gaps for several transition metal oxides[41, 42] and that
hybrid functionals in general can treat the transition metal and lanthanides well[31, 43]. Here, we have calculated the band gap of Ti2O3, Cr2O3, and Fe2O3 as a function
of screening parameter as also shown in Figure 4. These transition metal oxides
range from small band gap semiconductor to wide band gap semiconductor with both
paramagnetic and anti-ferromagnetic ordering. sX was found to successfully describe all
these systems. The experimental lattice constants are used for the primitive cells. Ti2O3
is a paramagnetic semiconductor with band gap of about 0.1eV. We noted above that sX
with an LDA wavefunction will give a metallic band structure. The band gap does not The effects of screening length in the sX functional 10 open up until the screening parameter is less than 5˚A−1. Cr2O3 is an anti-ferromagnetic
insulator, intermediate between a charge transfer and Mott-Hubbard insulator. Fe2O3
is an anti-ferromagnetic Mott-Hubbard insulator. We see here that TF screening can
also give a correct band gap for these correlated d electron systems. Surface band structures might be quite different from the bulk band structures. Quantum confinement effects are quite important in quasi-2D surface band structures. It has been claimed that the hybrid functionals could not give the correct prediction of
2D and 1D systems[50]. However we find here that the sX functional with a similar TF
screening can give a reasonable band gap of low-dimension systems. We previously found
that sX will reproduce the Fermi velocity of graphene[40], which is under-estimated by
LDA. 3.3. Band structure Here we calculate the Si(111)-(2 × 1) surface as an example of a 2D system. The Si(111)-(2 × 1) surface is a good test of a 2D system because of its well known
atomic and electronic structure[56, 57, 58, 59, 60, 61]. Figure 5(a) shows that the (2×1)
reconstruction causes the surface dangling bonds to form a π-bonded chain along the
[011] direction. In our calculation, the same pseudopotential and screening parameter from the
bulk Si is used for the surface calculation and the bulk band structures. The surface is
constructed from a 16-layer Si slab with 20˚A of vacuum. Hydrogen is used to passivate
the opposite side of the slab. The Brillouin zone is sampled with a 2×4×1 k-point mesh. This supercell is found to converge the energy to within 0.01 eV with respect to the
slab thickness. In order to eliminate the effects of geometry relaxation, the sX-relaxed
structure with the bulk TF screening parameter is used during all calculations. The
force is relaxed to less than 0.02eV/˚A. The surface atomic structure from sX is almost
the same as the PBE-relaxed structure as long as the same bulk lattice constant is used. Figure 5(b) shows the surface band structure calculated in sX, compared to the
surface states found by photoemission and inverse-photoemission[57], and also to the
GW calculations of Northrup et al[61]. The band gap of the surface π-bonded chain is
direct and at J. Most bulk semiconductors and insulators that we have discussed so far
have small exciton binding energies, so that it is not necessary to distinguish between the
optical gap and quasi-particle gaps. However, the exciton binding energy of the Si(111)
surface is 0.28eV, much larger than the bulk binding energy of 0.015 eV[58]. Thus,
the quasi-particle gap is significantly different from the optical gap. The calculated sX
surface band gap is 0.45 eV. Interestingly, this is closer to the experimental optical band
gap of 0.47 eV, but is 0.2 eV less than the experimental photoemission gap of 0.65 eV. This behaviour is unusual, but it is consistent with the observation of Scuseria et al[62]
that the HSE band gap might be identified more with the optical gap. Figure 6 shows the band gaps of Si(111)-(2 × 1) as a function of sX screening
parameter. The figure shows similar trends as other systems. 3.3. Band structure The error by TF screening
with average electron density is less than 0.05eV. The slope of band gap versus screening
parameter is relatively small around the experimental gap. In order to compare the screening effects in 2D and 3D systems, we also consider the
electronic structure and screening in bulk (3D) and monolayer (2D) MoS2[63, 64, 65, 66]. 11 The effects of screening length in the sX functional Figure 5. (a) Geometric structure of Si(111)-(2 × 1) surface. (b) Band structure of
the Si(111)-(2 × 1) surface from sX (black lines), comparing to band energies from
photoemission (PE) and inverse photoemission (IPE) (triangle)[57], and GW quasi-
particle energies (cross) from Northrup et al[61]. ( ) Figure 5. (a) Geometric structure of Si(111)-(2 × 1) surface. (b) Band structure of
the Si(111)-(2 × 1) surface from sX (black lines), comparing to band energies from
photoemission (PE) and inverse photoemission (IPE) (triangle)[57], and GW quasi-
particle energies (cross) from Northrup et al[61]. ( ) Figure 5. (a) Geometric structure of Si(111)-(2 × 1) surface. (b) Band structure of
the Si(111)-(2 × 1) surface from sX (black lines), comparing to band energies from
photoemission (PE) and inverse photoemission (IPE) (triangle)[57], and GW quasi-
particle energies (cross) from Northrup et al[61]. ( ) Figure 5. (a) Geometric structure of Si(111)-(2 × 1) surface. (b) Band structure of
the Si(111)-(2 × 1) surface from sX (black lines), comparing to band energies from
photoemission (PE) and inverse photoemission (IPE) (triangle)[57], and GW quasi-
particle energies (cross) from Northrup et al[61]. ( ) particle energies (cross) from Northrup et al[61]. (a)
(b)
-2.0
-1.6
-1.2
-0.8
-0.4
0.0
0.4
0.8
1.2
1.6
2.0
Energy ,eV
J
J'
PE/IPE
GW ( )
(b) -2.0
-1.6
-1.2
-0.8
-0.4
0.0
0.4
0.8
1.2
1.6
2.0
Energy ,eV
J
J'
PE/IPE
GW J' The effects of screening length in the sX functional 12 Figure 6. Variation of the calculated surface band gap of Si(111)-(2 × 1) with sX
l
h Figure 6. Variation of the calculated surface band gap of Si(111)-(2 × 1) with sX
screening length. 0.01
0.1
1
10
Screening length, kTF (Å
-1)
1.0
1.5
2.0
2.5
3.0
Band gap (eV) Figure 6. Variation of the calculated surface band gap of Si(111)-(2 × 1) with sX
screening length. 3.3. Band structure 0.01
0.1
1
10
Screening length, kTF (Å
-1)
1.0
1.5
2.0
2.5
3.0
Band gap (eV)
Here, the exciton binding energy is small in bulk MoS2, whose band gap is 1.27 eV
and indirect. In contrast, the exciton energy is large, of order 0.9 eV, in monolayer
MoS2[63, 64]. The minimum optical gap of monolayer MoS2 is 1.88 eV and direct. The Figure 6. Variation of the calculated surface band gap of Si(111)-(2 × 1) with sX
screening length Here, the exciton binding energy is small in bulk MoS2, whose band gap is 1.27 eV
and indirect. In contrast, the exciton energy is large, of order 0.9 eV, in monolayer
MoS2[63, 64]. The minimum optical gap of monolayer MoS2 is 1.88 eV and direct. The
quasi-particle gap of monolayer and bulk MoS2 is taken to be 2.7 eV from refs [63, 64]. This is consistent again with comment of Scuseria et al [62] that the HSE band gap
might be identified more with the optical gap, not the quasi particle gap. Our sX calculations of MoS2 use the same pseudopotential and calculation
parameters as in our previous work[66]. Figure 7(a) shows that the variation of band
gap with screening parameter for 3D and 2D MoS2. We see that the variation is the
same when normalised to the optical gap (Figure7(b)). However, it is different if it
is normalised to the quasi-particle gap, where the effect of low screening particularly
affects the 2D system. These results illustrate that low dimensional systems are quite
useful to study the effects of low screening, without going to wide gap systems. To summarise, the TF average density method gives quite good band structures
for all the systems studied so far. The band gap varies slowly for screening parameters
around the TF value, 1.8-2.5˚A−1. This should allow us to use an average screening
parameter for mixed systems such as interfaces or surfaces. 3.4. Charge transition level The defect levels of semiconductors are an important application of hybrid functionals. The charge transition level is defined as the energy where the two charge states of
the defect have the same formation energy. First-principles calculations are a useful
tool to determine defect properties. However, semi-local XC functional are unlikely
to get transition levels correct, due to the band gap problem. Moreover, the electron
delocalisation problem of semi-local DFT can lead to the incorrect ground state for some The effects of screening length in the sX functional 13 Figure 7. Dependence with respect to screening length of (a) minimum band gaps of
2D (curved dashed line) and 3D (curved solid line) MoS2, and (b) normalised to the
experimental optical gap. Experimental gaps are shown in (a) by the horizontal lines for
2D (dashed line, 1.88 eV) and 3D (solid line, 1.27 eV) materials and the quasiparticle
gap also indicated (dot-dash line, 2.7 eV). Note in (b) the similar dependence of 2D
and 3D when normalised to the optical gap (1.0 on the vertical axis). Both diagrams
indicate that the same screening is suitable for both 2D and 3D materials. ( ) ( )
0.01
0.1
1
10
Screening length, kTF (Å
-1)
0
1
2
3
4
5
6
Band gap (eV)
Monolayer sX MoS2
Bulk sX MoS2
Monolayer Expt
Bulk Expt
Quasiparticle Gap
(b)
0.01
0.1
1
10
Screening length, kTF (Å
-1)
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
Normalised band gap
Bulk MoS2
Monolayer MoS2 ( )
0.01
0.1
1
10
Screening length, kTF (Å
-1)
0
1
2
3
4
5
6
Band gap (eV)
Monolayer sX MoS2
Bulk sX MoS2
Monolayer Expt
Bulk Expt
Quasiparticle Gap Screening length, kTF (Å
-1) TF
(b)
0.01
0.1
1
10
Screening length, kTF (Å
-1)
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
Normalised band gap
Bulk MoS2
Monolayer MoS2 (b)
2 0.1
1
Screening length, kTF (Å
-1) 0.1
1
Screening length, kTF (Å
-1 The effects of screening length in the sX functional 14 defects[67, 68, 69, 70]. The sX hybrid functional is known to correct these problems in
several semiconductors and insulators[35, 39, 66, 71, 72]. HSE has been widely used in
defect calculations. Here we investigate the effects of the sX screening parameter on the
charge transition levels for the As anti-site centre in GaAs. 3.4. Charge transition level There are not so many cases where the defect is fully identified experimentally and
the transition level is known. The As anti-site or EL2 centre in GaAs has been selected
for this study. It is responsible for the Fermi level pinning in the mid band gap. It
has been confirmed to give two transition states at 0.5eV (+ + /+) and 0.7eV (+/0)
by experiments such as scanning tunneling spectroscopy, and electron paramagnetic
resonance[72, 73]. Its atomic structure is also known from both experiments and DFT
calculations[72, 73, 74, 75]. It is a rare case where both the atomic and electronic
structure of the defect are known from experiments. We used a 64-atom cubic super cell with one As anti-site. A 2 × 2 × 2 MP grid
is used for Brillouin zone integrations. The geometry is relaxed with the sX hybrid
functional for each different screening parameter. The formation enthalpy is calculated
for the 0, +, and ++ states. The total energy of the defect cell and the perfect cell are
calculated for each charge state. The defect formation energy is then calculated as, Hq (EF, µ) = [Eq −EH] + q (EV + ∆EF) +
X
α
nα
µ0
α + ∆µα
(8) (8) where Eq is the defect cell energy, EH is the perfect cell energy, qEV is the change in
energy of the Fermi level when charge q is added and nα is the number of atoms of species
α. The charge correction process follows the procedure of our previous calculations[39]. Figure 8(a) plots the two defect transition levels as a function of the screening
parameter. The difference between these two states remains constant at 0.1eV. As the
HF part becomes larger, the transition level rises, just like the band gap. The sX hybrid
functional gives a slightly higher transition level compared to experiment. However
other hybrid functionals, such as HSE, also give higher transition levels for EL2[74, 75]. The error could be due to the small size of supercell and pseudopotentials without d
electrons. However we note that the charge transition level is not shifted significantly
for screening parameters of 1.8-2.3˚A−1. Figure 8(b) plots the transition energies as a
fraction of the calculated band gap. 4. Discussion We find that the sX hybrid functional works well for such a wide range of materials. Its
success is based on the following two facts. First the screened exchange term can give
the correct band structure for these materials due to the introduction of the long-range
screened HF terms. Compared to LDA+U or LDA+DMFT where the weak correlation
is still based on LDA, the sX hybrid functional could give a better description for the
simple sp semiconductor and the strong correlated systems such as transition metal
oxides at the same time. Secondly, the TF screening parameter which determines the
fraction of HF exchange has only a weak effect on the band gap, around its optimum 15 The effects of screening length in the sX functional 15 Figure 8. (a) Calculated sX band gap (solid line) and the 0/+ (dashed line) and
+/ + + (dotted line) transition levels of the As anti-site in GaAs as a function of the
sX screening parameter, in eV. (b) Transition levels (labels as in (a)) normalised to
the GaAs band gap, as a function of screening length, kT F . Note the levels fall as a
fraction of the total band gap towards to HF limit on the left. (a)
0.1
1
10
Screening length, kTF (Å
-1)
1.0
2.0
3.0
4.0
5.0
6.0
7.0
Band gap/Transition level (eV)
sX band gap
0/+ transition
+/++ transition
(b)
0.1
1
10
Screening length, kTF (Å
-1)
0.55
0.60
0.65
0.70
0.75
Normalised transition level
0/+ transition
+/++ transition Figure 8. (a) Calculated sX band gap (solid line) and the 0/+ (dashed line) and
+/ + + (dotted line) transition levels of the As anti-site in GaAs as a function of the
sX screening parameter, in eV. (b) Transition levels (labels as in (a)) normalised to
the GaAs band gap, as a function of screening length, kT F . Note the levels fall as a
fraction of the total band gap towards to HF limit on the left. ( ) ( )
0.1
1
10
Screening length, kTF (Å
-1)
1.0
2.0
3.0
4.0
5.0
6.0
7.0
Band gap/Transition level (eV)
sX band gap
0/+ transition
+/++ transition
(b)
0.1
1
10
Screening length, kTF (Å
-1)
0.55
0.60
0.65
0.70
0.75
Normalised transition level
0/+ transition
+/++ transition
The band gap changes slow near the correct value. 4. Discussion kTF is proportional to the one
ower of the valence electron density, so the screening parameter is always in the
f 1.8-2.5˚A−1. This slow dependence allows a fixed value of screening parameter to
d if desired, for example in heterogeneous situations such as surfaces or interfaces. ( )
0.1
1
10
Screening length, kTF (Å
-1)
1.0
2.0
3.0
4.0
5.0
6.0
7.0
Band gap/Transition level (eV)
sX band gap
0/+ transition
+/++ transition sX band gap
0/+ transition
+/++ transition Screening length, kTF (Å
-1) Screening length, kTF (Å
-1)
(b)
0.1
1
10
Screening length, kTF (Å
-1)
0.55
0.60
0.65
0.70
0.75
Normalised transition level
0/+ transition
+/++ transition Screening length, kTF (Å
-1) value. The band gap changes slow near the correct value. kTF is proportional to the one
sixth power of the valence electron density, so the screening parameter is always in the
range of 1.8-2.5˚A−1. This slow dependence allows a fixed value of screening parameter to
be used if desired, for example in heterogeneous situations such as surfaces or interfaces. value. The band gap changes slow near the correct value. kTF is proportional to the one
sixth power of the valence electron density, so the screening parameter is always in the
range of 1.8-2.5˚A−1. This slow dependence allows a fixed value of screening parameter to
be used if desired, for example in heterogeneous situations such as surfaces or interfaces. The effects of screening length in the sX functional 16 5. Conclusions To summarise, we analysed the performance of the sX hybrid functional calculation of
band structures in this work. The TF screening with average valence electron density
is found to give good agreement with experiment. Due to the nature of screening and
similar valence density in materials, the screening parameter always falls into a similar
range of 1.8-2.5˚A−1. This TF screening parameter guarantees that the sX functional
are reliable as in the simple systems. 6. Acknowledgements The authors would like the thank EPSRC for partial funding of this work via the HPC
facility Hector under grant EP/K013718/1. This work also made use of the facilities of
N8 HPC provided and funded by the N8 consortium and EPSRC grant EP/K000225/1. [1] W Kohn, A D Becke, and R G Parr, J. Phys. Chem. 100, 12974 (1996). References [1] W Kohn, A D Becke, and R G Parr, J. Phys. Chem. 100, 12974 (1996). [1] W Kohn, A D Becke, and R G Parr, J. Phys. Chem. 100, 12974 (1996). [2] Y Zhao, N E Schultz, and D G Truhlar, J. Chem. Theory Comput. 2, 364 (2006). [3] M C Payne, M P Teter, D C Allan, T A Arias, and J D Joannopoulos, Rev. Mod. Phys. 64, 104
(1992). [4] J P Perdew, K Burke, and M Ernzerhof, Phys. Rev. Lett. 77, 3865 (1996). [4] J P Perdew, K Burke, and M Ernzerhof, Phys. Rev. Lett. 77, 3865 (1996). ] A D Becke, Phys. Rev. A 38, 3098 (1988). [6] L J Sham, M Schluter, Phys. Rev. Lett. 51, 1888 (1983). [6] L J Sham, M Schluter, Phys. Rev. Lett. 51, 1888 (1983). [7] J P Perdew and M Levy, Phys. Rev. Lett. 51, 1884 (1983). [7] J P Perdew and M Levy, Phys. Rev. Lett. 51, 1884 (1983). [8] M Imada, A Fujimori, and Y Tokura, Rev. Mod. Phys. 70, 1039 (1998). [9] P Mori-Sanchez, A J Cohen, and W Yang, Phys. Rev. Lett. 100, 146401 (2008). [10] I A Vladimir, F Aryasetiawan, and A I Lichtenstein, J. Phys. Condens. Matter. 9, [11] V I Anisimov, J Zaanen, and O K Andersen, Phys. Rev. B 44, 943 (1991). [12] N J Mosey and E A Carter, Phys. Rev. B 76, 155123 (2007). [13] M Hybertsen, S G Louie, Phys. Rev. B 34 5390 (1986). [14] F Aryasetiawan and O Gunnarsson, Rep. Prog. Phys. 61, 237 (1998). [15] M von Schilfgaarde, T Kotani, S Faleev, Phys. Rev. Lett. 96 226402 (2006). [16] M Shishkin, G Kresse, Phys. Rev. B 75 235102 (2007). [17] J Hong, P Rinke, M Scheffler, Phys. Rev. B 86 125115 (2012). [18] A Georges, G Kotliar, W Krauth, and M J Rozenberg, Rev. Modern. Phys. 68, 1 [19] S Kummel, L Kronik, Rev. Mod. Phys. 80, 3 (2008). [20] A D Becke, J. Chem. Phys. 98, 5648 (1993). [21] C Lee, W Yang, R G Parr, Phys. Rev. B 37 785 (1988). [22] C Adamo and V Barone, J. Chem. Phys 110, 6158 (1999). [23] J Heyd, G E Scuseria, M Ernzerhof, J. Chem. Phys. 118 8207 (2003). [
]
(
)
[24] A V Krukau, O A Vydrov, A F Izmaylov, and G E Scuseria, J. Chem. Phys 125, 224106 (2006). The effects of screening length in the sX functional [54] M D Segall, P J D Lindan, M J Probert, C J Pickard, P J Hasnip, S J Clark, and M C Payne, J. Phys. Condens. Matter 14, 2717 (2002). [54] M D Segall, P J D Lindan, M J Probert, C J
Phys. Condens. Matter 14, 2717 (2002). [55] H J Monkhorst and J D Pack, Phys. Rev. B 13, 5188 (1976). [56] J A Stroscio, R M Feenstra, and A P Fein, Phys. Rev. Lett. 57, 2579 (1986). [57] R I G Uhrberg, G C Hanson, J M Nicholls, S A Flodstrom, Phys. Rev. Lett. 48 860 (1981); P
Perfetti, J M Nicholls, B Reihl, Phys. Rev. B 36 6160 (1987); A Cricenti, S Selci, K O Magnusson,
B Reihl, Phys. Rev. B 41 12908 (1990). [58] F Ciccacci, S Selci, G Chiarotti, and P Chiaradia, Phys. Rev. Lett. 56, 2411 (1986). [59] N J Halas and J Bokor, Phys. Rev. Lett. 62, 1679 (1989). [60] M Rohlfing and S G Louie, Phys. Rev. Lett. 83, 856 (1999). [61] J E Northrup, M S Hybertsen, and S G Louie, Phys. Rev. Lett. 66, 500 (1991). [
]
(
)
[62] B G Janesko, T M Henderson, G E Scuseria, Phys. Chem. Chem. Phys. 11 443 (2009); T M
Henderson J Paier G E Scuseria Phys Stat Solidi B 248 767 (2011) [62] B G Janesko, T M Henderson, G E Scuseria, Phys. Chem. Chem. Phys. 11 443 (2009); T M
Henderson, J Paier, G E Scuseria, Phys. Stat. Solidi B 248 767 (2011). [63] T Cheiwchanchamnangij and W R L Lambrecht, Phys. Rev. B 85 (2012). [64] D Y Qiu, F H daJomada, S G Louie, Phys. Rev. Lett. 111 216805 (2013). [65] J K Ellis, M J Lucero, G E Scuseria, App. Phys. Lett. 99 261908 (2011). [66] D Liu, Y Guo, L Fang, J Robertson, App. Phys. Lett. 103 183113 (2013). [67] G Pacchioni, F Frigoli, D Ricci, Phys. Rev. B 63 054102 (2000). [68] R Gillen, J Robertson, Phys. Rev. B 85 014117 (2012). [69] S Lany, A Zunger, App. Phys. Lett. 96 142114 (2010). [70] J L Lyons, A Janotti, C G van de Walle, Phys. Rev. Lett. 108 156403 (2012). L Lyons, A Janotti, C G van de Walle, Phys. [71] H-Y Lee, S J Clark, and J Robertson, Phys. Rev. B 86, 075209 (2012). [72] R Gillen J Robertson, J. Phys. References ukau, O A Vydrov, A F Izmaylov, and G E Scuseria, J. Chem. Phys 125, 224106 (2006). [24] A V Krukau, O A Vydrov, A F Izmaylov, and G E Scuseria, J. Chem. Phys 125 Peralta, J Heyd, G E Scuseria, R L Martin, Phys. Rev. B 74, 073101 (2006). [25] J E Peralta, J Heyd, G E Scuseria, R L Martin, Phys. Rev. B 74, 073101 (2006). idl, A Gorling, P Vogl, J A Majewski, and M Levy, Phys. Rev. B 53, 3764 (1996). [26] A Seidl, A Gorling, P Vogl, J A Majewski, and M Levy, Phys. Rev. B 53, 3764 ( [
]
,
g,
g ,
j
,
y,
y
,
(
)
[27] B G Johnson, P M W Gill, J A Pople, J. Chem. Phys. 98, 5612 (1993). B G Johnson, P M W Gill, J A Pople, J. Chem. Phys. 98, 5612 (1993). [
]
[27] B G Johnson, P M W Gill, J A Pople, J. Chem. Phys. 98, 5612 (1993). (
)
uscat, A Wander, N M Harrison, Chem. Phys. Lett. 342, 397 (2001). [28] J Muscat, A Wander, N M Harrison, Chem. Phys. Lett. 342, 397 (2001). [29] J Paier, M Marsman, K Hummer, G Kresse, I C Gerber, J G Angyan, J. Chem. Phys. 124 154709
(2006). 17 17 The effects of screening length in the sX functional [30] W Chen, A Pasquarello, Phys. Rev. B 86 035134 (2012). [31] F Iori, M Gatti, A Rubio, Phys. Rev. B 85 115129 (2012). [32] D M Bylander, L Kleinman, Phys. Rev. B 41 7868 (1990) [33] A J Freeman, J. Comput. App. Math. 149 27 (2002). [34] S J Clark and J Robertson, Phys. Rev. B 82, 085208 (2010). [35] K Xiong, J Robertson, M C Gibson, S J Clark, App. Phys. Lett. 87, 183505 (2005). [36] T Shimazaki, Y Asai, Chem Phys Lett 466 91 (2008). [37] F Tran, P Blaha, Phys. Rev. B 83 235118 (2011). [38] M C Gibson, S Brand, and S J Clark, Phys. Rev. B 73, 125120 (2006). [39] S J Clark, J Robertson, S Lany, and A Zunger, Phys. Rev. B 81, 115311 (2010). [40] R Gillen, J Robertson, Phys. Rev. B 82 125406 (2010). S J Clark, and J Robertson, J. Phys.: Condens. Matter 24, 325504 (2012); Y Guo, S J [41] Y Guo, S J Clark, and J Robertson, J. Phys.: Condens. Matter 24, 325504 (2012) [41] Y Guo, S J Clark, and J Robertson, J. Phys.: Condens. Matter 24, 325504 (2012); Y Guo, S J
Clark and J Roberton, J. Chem. Phys. 140, 054702 (2014). Clark and J Roberton, J. Chem. Phys. 140, 054702 (2014). J Roberton, J. Chem. Phys. 140, 054702 (201 [42] R Gillen and J Robertson, J. Phys.: Condens. Matter 25, 165502 (2013). [43] R Gillen, S J Clark, and J Robertson, Phys. Rev. B 87, 125116 (2013). [44] M A L Marques, J Vidal, M J T Oliveira, L Reining, S Botti, Phys. Rev. B 83 0 [45] D Koller, P Blaha, F Tran, J. Phys. Condens. Matter 25 435503 (2013). [47] F Bechstedt, F Fuchs, G Kresse, Phys Stat Solidi B 246 1877 (2009 ]
(
)
48] J E Moussa, P A Schultz, J R Chelikowsky, J. Chem. Phys. 136 204112 (2012). [
]
(
)
[49] V Atalla, M Yoon, F Caruso, P Rinke, M Scheffler, Phys. Rev. B 88 165122 (2013). 50] M Jain, J R Chelikowsky, and S G Louie, Phys. Rev. Lett. 107, 216806 (2011). [51] G Cappellini, R Del Sole, L Reining, and F Bechstedt, Phys. Rev. B 47, 9892 (1993). [52] L H Thomas, Math. Proc. Cambridge 23, 542 (1927). [53] E Fermi, Z. Phys. A: Hadrons Nucl. 48, 73 (1928). The effects of screening length in the sX functional Condens. Matter 25 405501 (2013). 73] J Lagowski, D G Lin, T P Chen, M Skowronski, H C Gatos, App. Phys. Lett. 47 929 ( [
]
g
,
,
,
,
,
pp
y
(
)
[74] E R Weber, H Ennen, U Kaufmann, J Windscheif, J Schneider, T Wosinski, J. App. Phys. 53
6140 (1982). The effects of screening length in the sX functional
18
[75] H K Komsa, A Pasquarello, Phys. Rev. B 84 075207 (2011) .
[76] H K Komsa, A Pasquarello, J. Phys. Condens. Matter 24 045801 (2012). The effects of screening length in the sX functional 18 The effects of screening length in the sX functional 18
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Regionalisering van de woonbonus: naar een beleid op maat van het Brussels Gewest?
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Brussels studies
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Brussels Studies
La revue scientifique pour les recherches sur Bruxelles /
Het wetenschappelijk tijdschrift voor onderzoek over
Brussel / The Journal of Research on Brussels
Collection générale | 2015 Éditeur Université Saint-Louis Bruxelles Regionalisering van de woonbonus: naar een beleid
op maat van het Brussels Gewest? La régionalisation du « bonus logement » : vers une politique adaptée
au contexte bruxellois ? The regionalisation of the “housing bonus”: towards a policy adapted to
the Brussels context? Nicolas Bernard et Valérie Lemaire Traducteur : Ben Winant Traducteur : Ben Winant Cet article est une traduction de : La régionalisation du « bonus logement » : vers une politique adaptée au contexte bruxellois ? - URL :
https://journals.openedition.org/brussels/1251 [fr] Référence électronique q
Nicolas Bernard en Valérie Lemaire, «Regionalisering van de woonbonus: naar een beleid op maat van
het Brussels Gewest?», Brussels Studies [Online], Algemene collectie, nr 83, Online op 26 janvier 2015,
geraadpleegd op 10 octobre 2024. URL: http://journals.openedition.org/brussels/1253 ; DOI: https://
doi.org/10.4000/brussels.1253 The text only may be used under licence CC BY 4.0. All other elements (illustrations, imported files) are
“All rights reserved”, unless otherwise stated. Brussels Studies is gepubliceerd met steun van Innoviris (Brussels Instituut voor Onderzoek en Ontwikkeling) Brussels Studies is gepubliceerd met steun van Innoviris (Brussels Instituut voor Onderzoek en Ontwikkeling) Nicolas Bernard, +32(0)2 211 78 44, nicolas.bernard@usaintlouis.be
Benjamin Wayens (Secrétaire de rédaction), +32(0)2 211 78 22, bwayens@brusselsstudies.be Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?
Nicolas Bernard en Valérie Lemaire
Vertaling: Ben Winant Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest? Nicolas Bernard en Valérie Lemaire
Vertaling: Ben Winant Vertaling: Ben Winant In het kader van de zesde staatshervorming is de federale bevoegdheid voor de fiscaliteit van de hypothecaire kredieten voor de « enige eigen
woning” onlangs overgedragen aan de Gewesten. Het systeem werd doorgaans “woonbonus” genoemd en toegekend aan een zeer groot aan-
tal belastingplichtigen. Het is evenwel vatbaar voor diverse kritische opmerkingen. Het belastingvoordeel, dat in totaal verschillende tienduizen-
den euro’s per persoon bedraagt, wordt toegekend zonder enige inkomensvoorwaarde. Ook de meest welgestelden krijgen het voordeel, terwijl
lf
d
d
d
j
i
d
i In het kader van de zesde staatshervorming is de federale bevoegdheid voor de fiscaliteit van de hypothecaire kredieten voor de « enige eigen
woning” onlangs overgedragen aan de Gewesten. Het systeem werd doorgaans “woonbonus” genoemd en toegekend aan een zeer groot aan-
tal belastingplichtigen. Het is evenwel vatbaar voor diverse kritische opmerkingen. Het belastingvoordeel, dat in totaal verschillende tienduizen-
den euro’s per persoon bedraagt, wordt toegekend zonder enige inkomensvoorwaarde. Ook de meest welgestelden krijgen het voordeel, terwijl
ze zelfs zonder dat duwtje in de rug eigenaar zou-
den zijn geworden. Tegelijkertijd maken de achter-
gestelde gezinnen er amper gebruik van om de
eenvoudige reden dat de prijzen op de vastgoed-
markt voor hen onbetaalbaar zijn. De fiscale steun
stimuleert de vraag en drijft de verkoopprijzen op,
zodat uiteindelijk de verkoper en niet de koper het
voordeel op zak steekt Tot slot discrimineert de
Nicolas Bernard is hoogleraar in de rechten aan de Université Saint-Louis — Bruxelles. H
lid van verschillende representatieve instanties (zoals de Adviesraad voor Huisvesting van he
Hoofdstedelijk Gewest en de Conseil supérieur du logement de Wallonie). Hij werkte als d
voor ministers van verschillende politieke partijen. Thans staat hij mede aan het hoofd van
de recherches interdisciplinaires sur Bruxelles (IRIB). Hij is auteur van een groot aantal werk
kels over huisvesting en publiceerde onlangs een boek getiteld La dé-fédéralisation du ba
tion : quel(s) levier(s) pour les Régions ? (Larcier 2014) In het kader van de zesde staatshervorming is de fe
woning” onlangs overgedragen aan de Gewesten. He
tal belastingplichtigen. Het is evenwel vatbaar voor d
den euro’s per persoon bedraagt, wordt toegekend z
ze zelfs zonder dat duwtje in de rug eigenaar zou-
den zijn geworden. www.brusselsstudies.be
het elektronisch wetenschappelijk tijdschrift voor onderzoek over Brussel Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?
Nicolas Bernard en Valérie Lemaire
Vertaling: Ben Winant Tegelijkertijd maken de achter-
gestelde gezinnen er amper gebruik van om de
eenvoudige reden dat de prijzen op de vastgoed-
markt voor hen onbetaalbaar zijn. De fiscale steun
stimuleert de vraag en drijft de verkoopprijzen op,
zodat uiteindelijk de verkoper en niet de koper het
voordeel op zak steekt. Tot slot discrimineert de
woonbonus alleenstaanden tegenover koppels,
want ze krijgen maar de helft van het voordeel. Voor de Gewesten is het belangrijk, vooral in een
periode van budgettaire besparingen, om de
woonbonus te hervormen en onder meer om te
vormen tot een socialer instrument. In de toekomst
zou de woonbonus ook kunnen worden gekoppeld
aan eisen op het vlak van gezondheid of energie-
prestaties van de woning of worden gereserveerd
voor degenen die voor de eerste keer een woning
kopen... Nicolas Bernard is hoogleraar in de rechten aan de Université Saint-Louis — Bruxelles. Hij is of was
lid van verschillende representatieve instanties (zoals de Adviesraad voor Huisvesting van het Brussels
Hoofdstedelijk Gewest en de Conseil supérieur du logement de Wallonie). Hij werkte als deskundige
voor ministers van verschillende politieke partijen. Thans staat hij mede aan het hoofd van het Institut
de recherches interdisciplinaires sur Bruxelles (IRIB). Hij is auteur van een groot aantal werken en arti-
kels over huisvesting en publiceerde onlangs een boek getiteld La dé-fédéralisation du bail d'habita-
tion : quel(s) levier(s) pour les Régions ? (Larcier, 2014). Als juriste en voormalig onderzoeker aan de Université Saint-Louis — Bruxelles heeft Valérie Lemai-
re verschillende publicaties over huisvesting op haar naam, onder meer over gemeenschappelijk wo-
nen (solidair wonen) (Jurimpratique 2013/3). Thans is ze directeur van het sociaal verhuurkantoor van
Schaarbeek. Nicolas Bernard, +32(0)2 211 78 44, nicolas.bernard@usaintlouis.be
Benjamin Wayens (Secrétaire de rédaction), +32(0)2 211 78 22, bwayens@brusselsstudies.be Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be 1. Kritiek 1.1. de steun komt voornamelijk ten goede aan degenen die er
geen behoefte aan hebben… 1. Sinds 1 januari 20051 mag degene die een “enige eigen” woning
koopt (in die zin dat de koper de woning zelf moet betrekken en geen
andere woning – in eigendom – mag hebben) en de aankoop financiert
met een hypothecair krediet dat een looptijd van minstens 10 jaar heeft,
in zijn belastingaangifte de interesten, kapitaalaflossingen en andere
verzekeringspremies die hij voor zijn lening betaalt2, aftrekken van al zijn
inkomsten tijdens de hele looptijd van het krediet. Deze regeling wordt
doorgaans “woonbonus” genoemd en is in de plaats gekomen van een
ander belastingaftreksysteem – het “woonsparen” – dat er in grote lij-
nen op lijkt (maar iets minder voordelig is voor de belastingplichtige). 1 Programmawet van 27 december 2004, B.S., 31 december 2004, err. 18 januari 2005.
2 Voor het aanslagjaar 2014 bedraagt de aftrek maximum 2.260 euro, verhoogd met 750 euro tijdens de eerste tien belastbare perioden en met 80 euro wanneer de belastingplichtige drie
kinderen ten laste heeft op 1 januari van het jaar dat volgt op het jaar waarin de hypothecaire lening werd gesloten.
3 Art. 5/5, § 4 en 81quater van de bijzondere wet van 16 januari 1989 met betrekking tot de financiering van de Gemeenschappen en Gewesten, B.S., 17 januari 1989, ingevoegd bij de
artikelen 11 en 75 van de bijzondere wet van 6 januari 2014 houdende hervorming van de financiering van de Gemeenschappen en Gewesten, uitbreiding van de fiscale autonomie van de
Gewesten en financiering van de nieuwe bevoegdheden, B.S., 31 januari 2014. 1.2. … maar blijft ontoegankelijk voor degenen die er wel nood
aan hebben restvoeten, worden gewezen. In ieder geval is volgens de recentste
statistieken het percentage eigenaars in het Brussels Gewest – dat is
een primeur – lichtjes gedaald (39 % in 2011 tegenover 43 % tien jaar
geleden)5. Dat is een extra bewijs dat de woonbonus niet efficiënt ge-
noeg is, ondanks de hoge kosten voor de overheid. 5. Het mattheuseffect (het overheidsgeld gaat naar degenen die so-
wieso de stap zouden hebben gezet, ongeacht eventuele overheids-
steun) zou geen al te groot probleem zijn als het voordeel evenwichtig
verdeeld zou zijn over de verschillende sociale klassen. Dat is helemaal
niet het geval: hoe hoger het inkomen, hoe intensiever het instrument
wordt gebruikt. Niet minder dan 50 % van de beschikbare middelen
wordt aldus ingepalmd door de twee hoogste inkomensdecielen4, ter-
wijl de eerste vijf decielen er slechts 15 % van gebruiken. De achterge-
stelde gezinnen maken dus in zeer geringe mate gebruik van het sys-
teem (amper 1 % voor het eerste inkomensdeciel tegenover 58 % voor
het hoogste inkomensdeciel) [Valenduc, 2008]… Daar is een reden
voor: de inflatie van de vastgoedprijzen, vooral in Brussel! Aangezien de
wetgever (met de goedkeuring van de woonbonus) de bedoeling had
ervoor te zorgen dat iedereen een eigendom kan verwerven, kan de
efficiëntie van het systeem in twijfel worden getrokken, aangezien hele
bevolkingsgroepen er helemaal niet in slagen een eigendom te verwer-
ven. Als we er niet meer dan een lichte karikatuur van maken, zouden
we kunnen stellen dat de maatregel veeleer dient om het onroerend
goed te onderhouden dan om het aan te kopen. Degene die niet de
middelen heeft om het belastingvoordeel (dat pas twee jaar later wordt
uitgekeerd) te “prefinancieren”, heeft het zeer moeilijk om eigenaar te
worden. 4 Het laatste deciel (van de tien) omvat de 10 % hoogste belastingaangiften en het eerste deciel de 10 % laagste belastingaangiften.
5 Vergelijking van de telling 2001 met de Census 2011, uitgevoerd door de FOD Economie. 1.1. de steun komt voornamelijk ten goede aan degenen die er
geen behoefte aan hebben… 4. Ten eerste wordt het belastingvoordeel toegekend zonder inko-
mensvoorwaarde; de rijksten hebben er recht op, net als de armsten. Deze universaliserende benadering is ongetwijfeld vrijgevig, maar
brengt het traditionele mattheuseffect teweeg: de maatregel komt
vooral ten goede aan gezinnen die er niet echt behoefte aan hebben en
die hun onroerend goed zeer waarschijnlijk ook zouden hebben ge-
kocht – en eigenaar zouden zijn geworden – zonder dat duwtje in de
rug door de overheid. Voor mensen met een middelgroot of groot in-
komen is de overheidssteun helemaal niet of nauwelijks doorslagge-
vend bij de aankoop. Een bewijs daarvan is trouwens het feit dat de
betrokkene het geldelijk voordeel pas ongeveer twee jaar na de trans-
actie krijgt, aangezien de belastingen met zo'n tijdverschil worden te-
rugbetaald. Een bijkomend bewijs (van het feit dat het belastingvoor-
deel niet meespeelt wanneer een eventuele aankoop wordt besproken)
is het feit dat de banken zelf geen rekening houden met de woonbonus
om de terugbetalingscapaciteit - en de solvabiliteit – van een kandi-
daat-lener te beoordelen. 2. In de praktijk is het financiële voordeel van de woonbonus vrij aan-
zienlijk voor de belastingplichtige. De steun bedraagt gemiddeld 1.348
euro per jaar in Brussel (tegenover 1.395 euro in Vlaanderen en
1.310 euro in Wallonië) en wordt elk aanslagjaar toegekend zolang de
lening wordt terugbetaald. Aangezien een hypothecair krediet gemid-
deld een looptijd van 20 jaar heeft, moet het belastingvoordeel worden
vermenigvuldigd met 20 (waardoor het in totaal groter is dan
25.000 euro of 50.000 euro voor een koppel). 3. Er zij onmiddellijk op gewezen dat de woonbonus ontegenzegge-
lijk tot discussies leidt om een groot aantal redenen die hieronder wor-
den toegelicht. Op 1 juli 2014 zijn de Gewesten in het kader van de
zesde staatshervorming3 bevoegd geworden voor die aangelegenheid,
die tot dan onder de federale overheid ressorteerde. Dat is een regel-
rechte revolutie. Dit artikel strekt er bijgevolg toe enkele voorstellen te
formuleren (die onder meer uit onze kritische opmerkingen doorsche-
meren) voor de heroriëntering van een fiscaal instrument dat erg in trek
is bij de bevolking, maar tegelijk zeer omstreden is. 2 Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be 1.4. de steun benadeelt ongehuwden 11. Qua sociale rechtvaardigheid is dat kenmerk van de woonbonus
op zijn minst omstreden. De woonbonus is dus niet erg efficiënt, maar
bovendien niet erg billijk. Kortom, het feit dat het systeem de facto be-
stemd is voor de meest welgestelde gezinnen moet de overheden tot
nadenken stemmen: is dat een optimaal gebruik van het geld van de
gemeenschap? 9. Een ander kenmerk van de woonbonus is dat het belastingvoor-
deel groter wordt als het ten goede komt aan elk van de twee leden
van het gezin. Dan rijst een (terechte) vraag over de gelijkheid van be-
handeling in zoverre de federale fiscale steun groter blijkt te zijn wan-
neer het gezin dat de lening heeft gesloten, uit twee in plaats van één
persoon bestaat, ook al zouden het gekochte pand en de gesloten le-
ning volledig dezelfde zijn. Heeft een alleenstaande meestal niet minder
middelen dan een koppel? Is de financiële inspanning die hij(zij) moet
leveren om een woning te verwerven dan verhoudingsgewijs niet gro-
ter6? Zou het bijgevolg niet opportuner zijn om de steun voor alleen-
staanden te verhogen in plaats van het omgekeerde te doen? Er zij in
elk geval op gewezen dat, in tegenstelling tot wat de meeste mensen
denken, vrij veel alleenstaanden een hypothecair krediet sluiten (bijna
een derde van de leningen7), wat een juist beeld van de kwestie geeft. 1.3. de steun is groter voor de hoge inkomens (wat duidelijk in
strijd is met het principe van de progressiviteit van de belasting) 3 Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be 11. Qua sociale rechtvaardigheid is dat kenmerk van de woonbonus
op zijn minst omstreden. De woonbonus is dus niet erg efficiënt, maar
bovendien niet erg billijk. Kortom, het feit dat het systeem de facto be-
stemd is voor de meest welgestelde gezinnen moet de overheden tot
nadenken stemmen: is dat een optimaal gebruik van het geld van de
gemeenschap? 1.6. de steun heeft als averechts (en zeer contraproductief) ge-
volg dat de vastgoedprijzen worden opgedreven, wat vooral in
het voordeel van de verkopers speelt 12. 9. Het is een ijzeren wet van de markteconomie dat de prijs van
het aanbod wordt bepaald door de vraag. Degene die een woning te
koop stelt, is meestal op de hoogte van het belastingvoordeel dat de
kandidaat-koper zal krijgen. De verkoper zou bijgevolg geneigd kunnen
zijn om dat voordeel op voorhand te verrekenen in de vraagprijs; de
koper (die het belastingvoordeel pas twee jaar later krijgt) is zich daar-
van niet altijd bewust, maar de tegenpartij lijkt daarvan beter op de
hoogte te zijn. Men kan zich bijgevolg terecht de vraag stellen of de
woonbonus als (nieuw) (averechts) gevolg heeft dat de vastgoedprijzen
worden opgedreven. Die vraag is helemaal niet controversieel en kwam
aan bod in een wetenschappelijke studie [Huyghebaert, 2012], die erin
geslaagd is de invloed van de woonbonus onder de traditionele inflatoi-
re factoren (zoals de demografische explosie) te isoleren. De studie be-
sluit dat de extra koopkracht inderdaad verrekend is in de prijzen [zie in
dezelfde zin, Albrecht en Van Hoofstat, 2012]. Dat gebeurde misschien
niet in de jaren onmiddellijk na de invoering van de woonbonus, maar
de vastgoedverkopers hebben zich snel aangepast en rekening gehou-
den met dat gegeven. Die vaststelling wordt officieel bevestigd door de
Vlaamse Woonraad, die van oordeel is dat de woonbonus, een “extra
inkomen”, geleid heeft tot een stijging van de prijzen “in zoverre de
vraag toeneemt, terwijl het woningaanbod niet in evenredige mate
stijgt” (en de woningmarkt in België in het algemeen “weinig flexibel” 6 De maximale aftrek voor een koppel met drie kinderen ten laste bedraagt 6.180 euro (aanslagjaar 2014). Dat bedrag wordt gehalveerd (3.090 euro) voor een eenoudergezin dat eveneens
drie kinderen ten laste heeft.
7 Precies 29 % [Huyghebaert, 2012].
8 Zie supra voetnoot nr. 2. 6 De maximale aftrek voor een koppel met drie kinderen ten laste bedraagt 6.180 euro (aanslagjaar 2014). Dat bedrag wordt gehalveerd (3.090 euro) voor een eenoudergezin dat eveneens aar 2014). Dat bedrag wordt gehalveerd (3.090 euro) voor een eenoudergezin dat eveneens 1.3. de steun is groter voor de hoge inkomens (wat duidelijk in
strijd is met het principe van de progressiviteit van de belasting) 7. Het is niet alleen zo dat de meest welgestelden – veruit – het
meest een beroep doen op de woonbonus, maar op de koop toe moet
de overheid voor hen meer uitgeven. Waarom? Gewoon omdat de be-
lastingaftrek gebeurt tegen de marginale aanslagvoet. Enige uitleg is
hier op zijn plaats. De aftrek gebeurt vóór de berekening van de belas-
ting en bestaat erin dat de belastingplichtige bepaalde fiscaal aftrekbare
uitgaven van zijn belastbaar bedrag aftrekt. De aftrek gebeurt op de
hoogste inkomensschijf van de belastingplichtige, dus op de schijf die
in een progressief belastingsysteem zoals het onze onderworpen is aan
de hoogste aanslagvoet (met een maximum van 50 % – aangezien de
lagere inkomensschijven worden belast tegen 45 %, 40 %, 30 % en 25
%). Bijgevolg is die werkwijze voordelig voor belastingplichtigen met
hoge inkomens, aangezien hun belastingbesparing groter is dan die
van belastingplichtigen met een bescheiden inkomen, ook al zou het-
zelfde bedrag worden afgetrokken. Vanuit het standpunt van de Staat
zou de belasting op het bedrag dat aldus van de inkomens wordt afge-
trokken, proportioneel gezien veel hebben opgebracht (aangezien de
PB-voet stijgt in verhouding tot de financiële middelen) en in ieder geval
meer dan als de belastingplichtige een lager inkomen had gehad. 6. Er zij tot slot op gewezen dat het percentage eigenaars in België in
enkele decennia toch gestegen is. De Vlaamse Woonraad zelf verklaart
evenwel in zijn officieel advies over de regionalisering van de woonbo-
nus dat hij “geen enkele zekerheid” heeft over een correlatie tussen die
evolutie en de invoering van fiscale stimuli ten gunste van de eigenaars. De Woonraad baseert zich daarvoor zelfs op internationale studies die
bevestigen dat er “geen enkel verband” kan worden aangetoond
[Vlaamse Woonraad, 2012]. Er moet veeleer op andere factoren, zoals
de verbetering van de levensstandaard en de forse daling van de inte- 8. Vanuit dat oogpunt kan de aftrek onbetwistbaar als “regressief”
worden beschouwd, waarbij het belastingvoordeel toeneemt in verhou-
ding tot de rijkdom van de belastingplichtige. Ons belastingsysteem
wordt geacht progressief te zijn en verbiedt in theorie dat een belas-
tingplichtige met een hoog inkomen een fiscale stimulans krijgt die pro-
portioneel interessanter is dan de fiscale stimulans die een minder wel-
gestelde burger kan krijgen. 1.7. de steun weegt zeer zwaar op de overheidsbegroting 15. De woonbonus wordt toegekend zonder inkomensvoorwaarde
(maxima bijvoorbeeld). Het ontbreken van sociale selectiviteit – en varia-
tie van het maximum van de aftrekbare uitgaven – heeft natuurlijk een
prijskaartje, dat hoog oploopt. In 2011 was de woonbonus 2005 op
zich goed voor een inkomstenverlies voor de fiscus van 1,227 miljard
euro voor het hele land, verdeeld als volgt: 828 miljoen euro voor
Vlaanderen, 330 miljoen euro voor Wallonië en 69 miljoen euro voor
Brussel9. Als de (talrijke) uitgaven die nog heel wat gezinnen krachtens
de fiscale regeling van vóór 2005 kunnen aftrekken, daaraan worden
toegevoegd, bedragen de totale kosten bijna 2,2 miljard … elk jaar! Dat
is drie keer meer dan de begrotingen van alle Gewesten die specifiek
bestemd zijn voor huisvesting [Monnier en Zimmer, 2008]! 13. Met andere woorden, de woonbonus ondersteunt de vraag. Ho-
gerop in dit artikel werd gesteld dat de woonbonus niet voldoende sti-
mulerend – en bekend was – om achtergestelde gezinnen ervan te
overtuigen “de sprong te wagen” (en een woning te kopen), al was het
maar omdat ze de steun moeten prefinancieren, wat ze financieel niet
kunnen. Voor de zogenaamde middenklasse, die niet ongevoelig is
voor dat duwtje in de rug door de Staat (en misschien beter geïnfor-
meerd is), kan er in zekere mate een aanstekelijkheidseffect worden
vastgesteld. De onrust die zich heeft meester gemaakt van een deel
van de burgers naar aanleiding van de plannen om de woonbonus (in
minder gunstige zin) te hervormen, komt tot uiting in de forse toename
van het aantal aanvragen voor een hypothecair krediet in september
2014 (+ 85 % ten opzichte van september 2013, aldus Febelfin). In de
praktijk haasten de mensen zich om te kopen zolang er enigszins nog
tijd is, wat natuurlijk de prijzen de hoogte injaagt (+ 13 % in dezelfde
periode). 16. Laten we dieper ingaan op het veelbetekenende budgettaire as-
pect. In feite is de federale woonbonus helemaal niet de enige steun die
aan de eigenaars wordt toegekend. 1.5. de steun is niet erg billijk 10. Om de aftrek tegen de marginale aanslagvoet enigszins te com-
penseren (waarbij de rijkeren worden bevoordeeld, zoals hierboven
werd vermeld), had men ervoor kunnen zorgen dat het maximumbe-
drag van de uitgaven die van de inkomsten kunnen worden afgetrok-
ken, er omgekeerd evenredig mee daalt; met andere woorden, een
welgesteld gezin zou niet hetzelfde bedrag mogen aftrekken als een
gezin met een kleiner inkomen. Dat is echter helemaal niet het geval,
aangezien het maximumbedrag gelijk is voor iedereen, ongeacht de
middelen van de betrokkenen8. Ook vanuit dat standpunt krijgt de be-
lastingplichtige die er minder rooskleurig voorstaat, fiscaal gezien niet
meer dan de anderen. Dan hebben we het nog niet over degenen die
te arm zijn en geen belasting betalen en daardoor de facto het finan-
cieel voordeel niet kunnen krijgen (… gesteld natuurlijk dat zij erin ge-
slaagd zouden zijn een bank ervan te overtuigen hun geld voor te
schieten om een woning te kopen). Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be Nicolas BERNARD, Valérie LEMAIRE, blijkt te zijn) [Vlaamse Woonraad, 2012]. In vergelijking met de andere
Europese landen is het tempo waarin het woningenbestand in België
toeneemt, “ongelooflijk laag sinds 1980” [OESO, 2013]. Het onthutsen-
de gevolg daarvan is dat in feite vooral de verkopers de fiscale steun op
zak steken. de woonbonus uiteindelijk op zak steekt. Ook vanuit dat standpunt is
de woonbonus inefficiënt en zelfs contraproductief. 9 Eind 2013 bedroeg het bedrag voor Brussel al 101 miljoen.
10 Art. 46bis van het Wetboek van registratie-, hypotheek- en griffierechten, ingevoegd bij artikel 2 van de ordonnantie van de Brusselse Hoofdstedelijke Raad van 20 december 2002, B.S.,
31 december 2002.
11 Art. 2, 1°, van de ordonnantie van het Brussels Hoofdstedelijk Parlement van 10 februari 2006, B.S., 15 februari 2006. 11 Art. 2, 1°, van de ordonnantie van het Brussels Hoofdstedelijk Parlement van 10 februari 2006, B.S., 15 februari 2006. 9 Eind 2013 bedroeg het bedrag voor Brussel al 101 miljoen. 1.7. de steun weegt zeer zwaar op de overheidsbegroting Het Brussels Gewest bijvoorbeeld
heeft een reeks steunmaatregelen ingevoerd om de verwerving van
eigendom te bevorderen: leningen bij het Woningfonds tegen een voor-
keurtarief (gemiddeld 2 % lager dan het tarief van de klassieke banken),
productie van woningen die door Citydev (de voormalige GOMB) ge-
subsidieerd worden en bestemd zijn voor gezinnen met een middenin-
komen (die dan nog maar ongeveer twee derde van de verkoopwaarde
van het pand moeten betalen), gedeeltelijke vrijstelling van registratie-
rechten (abattement)10 (dit voordeel werd achteraf nog uitgebreid11), 14. Kortom, het financiële voordeel dat verondersteld wordt ten goede
te komen aan de koper, blijkt onbestaand, aangezien het (volledig) “op-
geslokt” wordt door de meerprijs. Het belastingvoordeel bestaat dus
niet of komt, anders gezegd, niet ten goede aan degene voor wie het
oorspronkelijk is bestemd, aangezien niet de koper, maar de verkoper 5 Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be vrijstelling van successierechten op de gezinswoning voor de langstle-
vende echtgenoot (daardoor hoeft het pand niet te worden verkocht
om de successierechten te kunnen betalen)12, financiering van “com-
munity land trusts”, enz. Dan wordt nog geen rekening gehouden met
het feit dat de koper van een door Citydev gesubsidieerde woning
sinds kort een verlaagd btwtarief geniet (6 %)13. 18. Bovendien kunnen die steunmaatregelen voor de eigenaars
meestal gecumuleerd worden. Het volgende voorbeeld spreekt in dat
verband boekdelen [Mathieu, 2014]. Een gezin (met bijvoorbeeld een
jaarlijks inkomen van 42.000 euro) dat een door Citydev gesubsidieerd
appartement met 3 slaapkamers voor 260.000 euro (met verlaagde
btw) koopt, krijgt een lening op 30 jaar tegen een voorkeurtarief van het
Woningfonds en fiscale steun van de federale overheid, waarbij het to-
taalbedrag van de overheidssteun oploopt tot 240.240 euro15! Dat is
bijna evenveel als het startbedrag. 17. In totaal (federale fiscale aftrek en gewestelijke steunmaatregelen
samen) wordt bijna 219 miljoen euro bestemd voor de Brusselse eige-
naars. In vergelijking met de – lage – bedragen voor de steun aan de
huurders (op de Brusselse privémarkt) stemt dat bedrag tot nadenken. 12 Ordonnantie van 30 januari 2014 tot wijziging van het Wetboek van successierechten, B.S., 6 maart 2014.
13 Art. XXXVI van bijlage A van het koninklijk besluit van 20 juli 1970 tot vaststelling van de tarieven van de belasting over de toegevoegde waarde en tot indeling van de goederen en dien-
sten bij die tarieven, B.S., 31 juli 1970 zoals gewijzigd bij artikel 3 van het koninklijk besluit van 21 december 2013, B.S., 31 december 2013.
14 Deze sector geeft toch onderdak aan 38.000 gezinnen, maar is slechts goed voor 8 % van de Brusselse woningen. Als daar de overige woningen onder openbaar beheer of voor sociale
doeleinden (zoals de sociale verhuurkantoren) worden bijgeteld, palmt die sector 78,2 % van de Brusselse begroting 2014 voor huisvesting in, zijnde 202 miljoen euro.
15 Namelijk 163.000 euro voor de Citydev-subsidie (de woning heeft de overheid in werkelijkheid 423.000 euro gekost, maar, zoals reeds uitgelegd, betaalt de koper er slecht twee derde
van), 34.800 euro voor de btw-verlaging, 77.230 euro aan besparingen op de interesten dankzij de lening van het Woningfonds en 49.480 euro aan federale fiscale aftrek. 1.7. de steun weegt zeer zwaar op de overheidsbegroting Afgezien van de sociale huisvesting14, trekt het Brussels Gewest aldus
minder dan 12 miljoen euro uit voor de begunstigden (voornamelijk via
de “verhuis-, installatie- en huurtoelagen” die bestemd zijn om de extra
kosten ten gevolge van de verhuizing van een ongezonde naar een ge-
zonde woning te compenseren en de huurtoelagen die dienen om het
aandeel van de huurprijs in het gezinsbudget, los van verhuizingen, te
doen dalen). Dat bedrag is goed voor amper 5 % van de uitgaven die in
totaal worden gedaan voor de eigenaars. De lage financiële steun van
overheidswege is al opmerkelijk op zich en lijkt niet afgestemd te zijn op
de realiteit, aangezien – laten we dat niet vergeten – de huurders de
meerderheid in het Brussels Hoofdstedelijk Gewest vormen (44,75 %
tegenover 41,45 % eigenaars en 13,8 % huurders van een woning on-
der openbaar beheer of voor sociale doeleinden). 19. Er zij nog gewezen op een laatste paradox. Ondanks het zeer ho-
ge prijskaartje, werd de woonbonus tot nu toe weinig besproken en
nog minder ter discussie gesteld. Waarom? Precies omdat het gaat om
een belastingaftrek die als dusdanig niet erg duidelijk of financieel ob-
jectiveerbaar is voor de burger. Het is inderdaad zo dat het inkomsten-
verlies voor de Staat in het algemeen moeilijker te bevatten is dan een
bruto-uitgave (een premie bijvoorbeeld). Voorts hoeft de reden waarom
het belastingvoordeel zo goed ligt bij de politieke klasse niet verder ge-
zocht te worden; het procedé is inderdaad gemakkelijk (maar niet pijn-
loos voor de overheidsfinanciën …). 0 tot vaststelling van de tarieven van de belasting over de toegevoegde waarde en tot indeling van de goederen en dien-
an het koninklijk besluit van 21 december 2013, B.S., 31 december 2013. 00 euro voor de Citydev-subsidie (de woning heeft de overheid in werkelijkheid 423.000 euro gekost, maar, zoals reeds uitgelegd, betaalt de koper er slecht twee derde
voor de btw-verlaging, 77.230 euro aan besparingen op de interesten dankzij de lening van het Woningfonds en 49.480 euro aan federale fiscale aftrek. r is slechts goed voor 8 % van de Brusselse woningen. Als daar de overige woningen onder openbaar beheer of voor socia
, palmt die sector 78,2 % van de Brusselse begroting 2014 voor huisvesting in, zijnde 202 miljoen euro. 1.9. men kan zoveel als men wil profiteren van de steun (die bij-
gevolg niet voorbehouden is voor de “eerstekeerkopers”) dan niet toe aangemoedigd schulden te maken? Is het systeem, op de
keper beschouwd, vooral niet in het voordeel van de banken en andere
kredietinstellingen? Het uitstaand bedrag aan hypothecaire leningen is
zeer groot in België, aangezien het eind 2013 tot 188 miljard euro op-
liep (en het is trouwens verdrievoudigd in de laatste veertien jaar). Van
de 28 lidstaten van de Europese Unie hebben trouwens slechts vijf lan-
den een hogere hypothecaire schuld per inwoner dan België. Daarbij
komt nog dat de huidige regeling van de fiscale steunmaatregelen niet
beperkt is in de tijd (een hypothecaire lening kan een looptijd van 20
jaar, 30 jaar en zelfs meer hebben en de overheidssteun zal heel die
periode lang uitgekeerd blijven worden) en de kopers aanspoort om
schulden op lange termijn aan te gaan, wat een bijkomend nadelig ge-
volg heeft: de prijzen worden nog meer opgedreven [Bigot en Hoibian,
2009]. 22. Indien de woonbonus behouden zou blijven, zou het opportuun
kunnen zijn om hem te reserveren voor de “eerstekeerkopers” om on-
der meer de kritiek te pareren dat de steun ten goede komt aan dege-
nen die er geen behoefte aan hebben. Het is immers van cruciaal be-
lang om degenen die een pand kopen, een duwtje in de rug te geven,
vooral wanneer ze jong zijn. Een gevolg daarvan zou zijn dat het belas-
tingvoordeel slechts één keer zou worden toegekend. Dat is thans niet
het geval: op voorwaarde dat het eerste pand vooraf werd doorver-
kocht, kan een individu bij zijn volgende aankoop opnieuw het belas-
tingvoordeel krijgen enzovoort. De mogelijkheid om meerdere keren
overheidssteun te krijgen bij de verwerving van eigendom bestaat
eveneens op het vlak van de registratierechten: om een abattement te
krijgen, mag de koper op de datum van de verkoopovereenkomst geen
ander onroerend goed dat geheel of gedeeltelijk voor bewoning is be-
stemd, volledig in volle eigendom hebben. Niets belet echter dat hij
overgaat tot opeenvolgende verkopen en aankopen18. 21. De Europese Commissie heeft zich al kritisch uitgelaten over het
Belgische beleid ter zake, aangezien ze van oordeel is dat de vrij gun-
stige fiscale behandeling van de hypothecaire leningen een van de fac-
toren is die bijdragen tot zowel de schuldgraad van de gezinnen en de
overinvestering in vastgoed (wat tot een vastgoedzeepbel kan leiden)
[European Commission, 2012]. 1.8. zet de steun aan om schulden te maken? 20. Er moet nog een andere vraag gesteld worden: als het belasting-
voordeel wordt voorbehouden voor degenen die een hypothecaire le-
ning sluiten om hun woning te kopen, wordt de belastingplichtige er 6 Nicolas BERNARD, Valérie LEMAIRE, naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be 16 In Frankrijk bijvoorbeeld zijn de interesten van hypothecaire leningen nog enkel aftrekbaar indien de lening is gesloten vóór 1 januari 2011. Ierland werkt aan een geleidelijke afschaffing
van de aftrekbaarheid van de interesten, die niet meer zal bestaan in 2017; ook Portugal heeft een geleidelijk uitdovingsscenario. Finland heeft beslist om het aandeel van de aftrekbare
hypothecaire interesten te verminderen van 85 % in 2012 tot 80 % in 2013 en tot 75 % in 2014. Spanje, tot slot, heeft (na verschillende opeenvolgende hervormingen) de aftrekbaarheid
van de leningen die vanaf 1 januari 2013 zijn gesloten, volledig afgeschaft. 16 In Frankrijk bijvoorbeeld zijn de interesten van hypothecaire leningen nog enkel aftrekbaar indien de lening is gesloten vóór 1 januari 2011. Ierland werkt aan een geleidelijke afschaffing
van de aftrekbaarheid van de interesten, die niet meer zal bestaan in 2017; ook Portugal heeft een geleidelijk uitdovingsscenario. Finland heeft beslist om het aandeel van de aftrekbare
hypothecaire interesten te verminderen van 85 % in 2012 tot 80 % in 2013 en tot 75 % in 2014. Spanje, tot slot, heeft (na verschillende opeenvolgende hervormingen) de aftrekbaarheid
van de leningen die vanaf 1 januari 2013 zijn gesloten, volledig afgeschaft.
17Duitsland, Cyprus, Malta, Oostenrijk, Slowakije, Slovenië, Litouwen, Letland, Hongarije, Polen, Roemenië en het Verenigd Koninkrijk.
18 Artikel 46bis van het Wetboek van registratie
hypotheek en griffierechten 17Duitsland, Cyprus, Malta, Oostenrijk, Slowakije, Slovenië, Litouwen, Letland, Hongarije, Polen, Roemenië en het Verenigd Koninkrijk.
18 Artikel 46bis van het Wetboek van registratie-, hypotheek- en griffierechten. 1.9. men kan zoveel als men wil profiteren van de steun (die bij-
gevolg niet voorbehouden is voor de “eerstekeerkopers”) Sommige van onze buurlanden hebben
precies hun wetgeving onlangs gewijzigd om de stimulans (soms in
aanzienlijke mate) terug te schroeven en die soms gewoonweg afge-
schaft16. Dan spreken we niet van de (vele) landen die geen fiscale
voordelen bieden om de verwerving van de eigendom te bevorderen17. 23. België heeft, in tegenstelling tot de meerderheid van zijn buurlan-
den, beslist om geen belasting te heffen op de meerwaarden uit de
verkoop van een bebouwd onroerend goed, indien het om de hoofd-
verblijfplaats van de verkoper gaat of het pand bij wege van erfenis
werd verworven (en, zelfs buiten die gevallen, als de herverkoop meer
dan vijf jaar na de initiële aankoop plaatsheeft). Voorts wordt de even-
tuele belasting (tegen 16,5 %) enkel geheven op de meerwaarde en
niet op het totaalbedrag van de transactie. Aangezien de vastgoedprij-
zen in Brussel bijvoorbeeld bijna verviervoudigd zijn in amper 2 decen-
nia tijd [Kahane, Staelens en Franck, 2012], krijgt men een idee van de Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be belastingvrije winst19 die men al die jaren heeft binnengehaald met dat
soort verrichtingen. gekozen hebben zich in de stadscentra te vestigen, moeten verhogen. Ze hebben dat niet gedaan. 24. In ieder geval rijst de vraag of ons huidig belastingstelsel – dat
gebaseerd is op de woonbonus – speculatie aanmoedigt, aangezien de
eigenaar op geen enkele manier “ontmoedigd” wordt om een pand te
kopen en het daarna, bijvoorbeeld in een periode van prijshausse, door
te verkopen. Dat fenomeen zou zelf bijdragen tot de stijging van de
prijzen en aldus de voornoemde hypothese bevestigen. 29. Een ander aspect doet vragen rijzen. Zelfs als de aftrek geldt voor
de “enige eigen” woning, staat niets een eigenaar in de weg om zijn
woning vervolgens te verhuren en het belastingvoordeel te blijven ge-
nieten, op voorwaarde dat hij de woning heeft bewoond op 31 decem-
ber van het jaar waarin hij de lening heeft gesloten (en geen ander pand
heeft gekocht). 1.10. diverse kritische opmerkingen 25. In verband met de woonbonus kunnen nog verschillende kritieken
en voorstellen geformuleerd worden, die misschien minder met de es-
sentie te maken hebben. 26. Eerst had men het belastingvoordeel meer kunnen toespitsen op
de primaire markt (nieuwbouw), met als uitdrukkelijk doel het wo-
ningaanbod en de bouw te stimuleren. Onze bestuurders hebben dat
idee echter nooit opgepikt. 30. Nu men energiebesparingen wenst te bevorderen, kan het, tot
slot, verrassend overkomen dat het belastingvoordeel (dat in de over-
grote meerderheid van de gevallen wordt gebruikt op de secundaire
markt, namelijk de bestaande woningen in tegenstelling tot de primaire
markt, de nieuwbouw) kan worden verkregen zonder enige verbintenis
inzake energierenovatie. Men zou op zijn minst moeten overwegen om
de omvang van de steun te koppelen aan de inspanningen die op dat
vlak worden geleverd. 27. Het Franse model voor fiscale steun aan de huursector werd
evenmin gevolgd. In Frankrijk bestaat er een breed spectrum maatrege-
len om degene die een pand koopt en het vervolgens te huur stelt, vrij
te stellen van belasting (wetten van Robien, Borloo, Scellier, Duflot, …). Soms zijn er averechtse effecten, aangezien de (in een uitsluitend finan-
ciële optiek) gebouwde woningen niet altijd voldoen aan de bestaande
behoeften. In België is de situatie helemaal omgekeerd: ingeval een
pand te huur wordt gesteld, wordt het kadastraal inkomen verhoogd
met 40 %. 1.9. men kan zoveel als men wil profiteren van de steun (die bij-
gevolg niet voorbehouden is voor de “eerstekeerkopers”) Als hij zou beslissen om de woning te verhuren, is de-
gene die de fiscale steun van de overheid krijgt, er geenszins toe ver-
plicht om achteraf, als tegenprestatie, enige gematigdheid aan de dag
te leggen bij de vaststelling van de huurprijs. De ontvangen steun kan in
zekere zin worden omgezet in zuivere privéwinst; de eigenaar mag zo-
veel mogelijk profijt halen uit de woning die hij (ten dele) met geld van
de gemeenschap heeft gekocht. 19 Tenzij het gaat om een activiteit van speculatieve aard (in tegenstelling tot “normaal beheer van een privépatrimonium dat uit onroerende goederen bestaat […]”, volgens art. 90, 1°, van
het Wetboek van Inkomstenbelastingen). Voor een recent voorbeeld, zie Cass., 21 november 2013, Fiscoloog, 2013, nr. 1365, p. 11. 2.2. Brussel in nauwe budgettaire schoentjes? oplossing zal echter enkel (by default) worden toegepast als de
Gewesten geen eigen regeling hebben uitgewerkt. oplossing zal echter enkel (by default) worden toegepast als de
Gewesten geen eigen regeling hebben uitgewerkt. 34. De kosten van de woonbonus zijn zeer zwaar. Dat is niet alles: al
die reeds grote bedragen dreigen, ingeval het Brussels Gewest het be-
leid van de federale Staat ongewijzigd voortzet, te worden vermenig-
vuldigd met 2,5 op 15 jaar tijd! Alleen al voor de regeling 2005 gaat
men immers uit van een factuur van 185 miljoen euro tegen 2027 en
zelfs van 274 miljoen euro [Brusselse Bond voor het Recht op Wonen,
2014]. De bijgewerkte laatste prognoses (mei 2014) van de uitgaven
voor belastingaftrek met betrekking tot vastgoed in Brussel bevestigen
die vrees, aangezien er tussen de belastingjaren 2008 en 2019 een
verdubbeling van de kosten wordt verwacht (van 79,63 naar 154,75
miljoen euro, huisvesting en gevolgen van het vorige systeem samen)
[FOD Financiën, 2014]. Op nationaal niveau zouden die uitgaven 4,9
miljard euro bereiken (en 2,7 miljard euro alleen al voor de regeling
2005)20. Aangezien de middelen die de federale Staat toekent om de
nieuwe bevoegdheid te financieren, gebaseerd zijn op de huidige kos-
ten en niet op de toekomstige kosten, zijn ze verre van voldoende. 32. Wat is het verschil tussen belastingvermindering en belastingaf-
trek? Belastingvermindering wordt pas toegepast zodra het bedrag van
de belasting is vastgesteld, dus na de berekening ervan. De verminde-
ring wordt afgetrokken van de verschuldigde belasting en neemt in
concreto de vorm van een breuk aan – dezelfde voor alle belasting-
plichtigen – die wordt toegepast op de totale aanslag (45 % in Brussel 32. Wat is het verschil tussen belastingvermindering en belastingaf-
trek? Belastingvermindering wordt pas toegepast zodra het bedrag van
de belasting is vastgesteld, dus na de berekening ervan. De verminde-
ring wordt afgetrokken van de verschuldigde belasting en neemt in
concreto de vorm van een breuk aan – dezelfde voor alle belasting-
plichtigen – die wordt toegepast op de totale aanslag (45 % in Brussel
– Wallonië en Vlaanderen hebben onlangs beslist om die drempel te
verlagen tot 40 %, voor de eerste keer vanaf 1 januari 2015), ongeacht
de financiële middelen waarover de betrokkene beschikt. Om die reden
kan de belastingvermindering als meer egalitair worden beschouwd
dan de belastingaftrek (tegen de marginale aanslagvoet), aangezien het
belastingvoordeel voor de rijkeren relatief gezien niet groter is. 2.1. van aftrek naar vermindering 28. Voorts bevestigen de overheden dat ze de stadsuitbreiding onder
controle willen houden en de verdichting van de bestaande kernen be-
vorderen om redenen die zowel te maken hebben met energie, leefmi-
lieu, mobiliteit en instandhouding van het landschap. Als ze consequent
zouden zijn, dan zouden ze de fiscale steun voor gezinnen die ervoor 31. In feite bestaat de woonbonus niet meer sinds 1 januari 2015. Om
technische redenen die het bestek van deze tekst te buiten gaan, kun-
nen de deelgebieden juridisch gezien geen belastingaftrek toestaan. Daarom hebben de federale overheden beslist om, alvorens de be-
voegdheid aan de Gewesten over te dragen, de belastingaftrek om te
vormen tot een belastingvermindering (van 45 %) vanaf die datum. Die 8 Nicolas BERNARD, Valérie LEMAIRE, Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be 20 Cf. Vlaams Parlement, Commissie voor Algemeen Beleid, Financiën en Begroting, vergadering van 24 januari 2012, Doc. 61 (2011-2012).
21 Art. 35decies van de bijzondere wet van 16 januari 1989 met betrekking tot de financiering van de Gemeenschappen en de Gewesten, B.S., 17 januari 1989, ingevoegd bij artikel 32 van
de bijzondere wet van 6 januari 2014 tot hervorming van de financiering van de Gemeenschappen en de Gewesten, tot uitbreiding van de fiscale autonomie van de Gewesten en tot finan-
ciering van de nieuwe bevoegdheden, B.S., 31 januari 2014. 2.2. Brussel in nauwe budgettaire schoentjes? Zodoen-
de komt er iets meer fiscale rechtvaardigheid. Blijft nog dat deze oplos-
sing (nog) niet volledig strookt met het principe van de progressiviteit
van de belasting. 35. Hoe kan die stijgende tendens worden verklaard? De bij de bij-
zondere financieringswet bepaalde berekeningswijze zou weliswaar
voordelig uitdraaien voor Brussel, in zoverre ze gebaseerd is op de PB-
bijdrage en niet op de mate waarin men gebruikmaakt van de woonbo-
nus. Die begrotingsmiddelen worden immers verdeeld tussen de
Gewesten volgens de verdeelsleutel van de personenbelasting21; aan-
gezien het Brussels aandeel van die belasting bijna 8,4 % (voor 2015)
bedraagt voor een gebruikspercentage van de belastingaftrek dat rond
6,7 % blijft hangen, is de regeling van de financieringswet onbetwist-
baar gunstig voor het Brussels Hoofdstedelijk Gewest. 33. Het is natuurlijk veel te vroeg om de verminderingsregeling, die
pas van kracht is geworden, al wetenschappelijk te beoordelen. Onze
heroriënteringsvoorstellen, die gebaseerd zijn op kritische opmerkingen
over de belastingaftrek, zijn volkomen haalbaar in de nieuwe
institutionele context. Het is echter nu al verbazend dat het Brussels
Gewest niet van de gelegenheid heeft gebruikgemaakt om al was het
maar het federale percentage van de belastingvermindering te verlagen
(zoals het noorden en het zuiden van het land hebben gedaan). Dat zou
het mattheuseffect al hebben afgezwakt. Als er al een wijziging wordt
aangebracht (er is een evaluatie aan de gang), zal dat niet gebeuren
vóór het aanslagjaar 2017. Dat lijkt ons laat. 36. In dat verband moeten er evenwel twee nuances worden aange-
bracht. In de eerste plaats zijn de uitgetrokken begrotingsmiddelen
vastgesteld volgens berekeningsregels (aftrek tegen marginale aanslag-
voet) die achterhaald zijn. Ze blijken voor het Brussels Gewest minder 9
Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be 9 Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be duur uit te vallen dan de nieuwe regels (aangezien de marginale aan-
slagvoet in het Brussels Gewest ver onder 45 % blijft – het percentage
van de belastingverminderingen). 2.2. Brussel in nauwe budgettaire schoentjes? Met andere woorden, degenen die
thans worden belast tegen een aanslagvoet van minder dan 45 % – de
overgrote meerderheid in Brussel – erbij winnen … ten koste van de
overheidsfinanciën. Vervolgens – wat nog fundamenteler is – zullen de
fiscale uitgaven elk jaar exponentieel blijven stijgen tot de woonbonus
op kruissnelheid is gekomen (pas in 2024), aangezien de uitgaven cu-
mulatief zijn (zowel voor de nieuwe leners als voor de bestaande leners
wier belastingvoordeel verder uitbetaald wordt). Dat is niet meer dan
logisch: elke begunstigde krijgt het belastingvoordeel tijdens de hele
looptijd van de lening en elk jaar sluiten nieuwe gezinnen een lening. In
2005 waren de fiscale uitgaven beperkt tot de voordelen die waren
toegekend aan de eerste leners, maar vanaf 2006 moesten de overhe-
den niet alleen de woonbonus betalen van de leners die een lening had
gesloten tijdens het lopende jaar, maar ook het belastingvoordeel van
degenen die hun lening het jaar daarvoor hadden gesloten enzovoort. Pas in 2024 zal er een fase komen waarin er een evenwicht zal worden
bereikt tussen degenen die in het systeem stappen en degenen die
eruit stappen (die hun lening zullen hebben terugbetaald en bijgevolg
het belastingvoordeel niet meer zullen krijgen). Dat zou nog steeds in het voordeel van de gemiddelde Brusselaar zijn
(in vergelijking met de vorige regeling), aangezien de gemiddelde mar-
ginale aanslagvoet in de loop van de jaren in ieder geval onder 40 % zal
blijven. De overheden hebben echter beslist om geen enkele wijziging
aan te brengen in het systeem dat ze van de federale overheid hebben
overgeërfd (in elk geval niet vóór 2017). Dat zou nog steeds in het voordeel van de gemiddelde Brusselaar zijn
(in vergelijking met de vorige regeling), aangezien de gemiddelde mar-
ginale aanslagvoet in de loop van de jaren in ieder geval onder 40 % zal
blijven. De overheden hebben echter beslist om geen enkele wijziging
aan te brengen in het systeem dat ze van de federale overheid hebben
overgeërfd (in elk geval niet vóór 2017). 22 Met ongeveer 25 % volgens economist Julien Manceaux bij de ING-bank (L'Echo, 25 juni 2014, p. 26). Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be 3.1. afschaffing, aanpassing of verlenging? 10
Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be mentaire regels inzake rechtszekerheid verbieden dat de spelregels
achteraf gewijzigd worden voor degenen die een pand hebben gekocht
en daarbij de huidige woonbonus in hun financiële berekening hebben
geïntegreerd. vorm van dat belastingvoordeel, het bedrag of nog de toekenningsre-
gels zouden bijgevolg op zijn minst moeten worden herzien om de
maatschappelijke evoluties te volgen die werden vastgesteld sinds de
invoering van dat ruggensteuntje voor de mensen met de spreekwoor-
delijke “baksteen in de maag”. 45. Er zij in dat verband op gewezen dat veel Belgen (een derde) op
dit ogenblik al minstens één hypothecair krediet hebben lopen23. In
Vlaanderen waren er in 2011 594.400 belastingaftrekken met betrek-
king tot vastgoed (15,4 % van het totale aantal aangiften24) en in Wallo-
nië 250.200 (11,5 %), maar dat cijfer daalt tot 51.200 in Brussel (7,2
%). Dat verschil moet gerelateerd worden aan het veel kleinere aandeel
eigenaars in het Brussels Gewest (39 %) dan in de overige twee
Gewesten (71 % in Vlaanderen en 66 % in Wallonië). Het aandeel eige-
naars is traditioneel kleiner in een stedelijke omgeving dan in rurale ge-
bieden, maar het verschil in het aantal aftrekken wordt ook verklaard
door het peil (dat bovendien snel stijgt, zoals reeds vermeld) van de
aankoopprijzen van woningen in Brussel25 in combinatie met de lage
inkomens van een groot deel van de Brusselse bevolking26. 42. In dat opzicht kan men tussen de regels van de voornoemde kriti-
sche opmerkingen een aantal voorstellen voor de heroriëntering van de
woonbonus lezen. Men zou de steun voor de lage inkomens kunnen
verhogen (en er zelfs de welgestelden van uitsluiten), het belastingvoor-
deel voor alleenstaanden verhogen, het belastingvoordeel enkel toe-
kennen aan de “eerstekeerkopers”, het belastingvoordeel koppelen aan
eisen op het vlak van leefmilieu, energie of huurprijs enz. Volgens ons
zou een koppeling van de steun aan een aantal redelijke voorwaarden
de werking van dat uitstekend instrument voor sociale promotie (op
papier) geenszins in het gedrang brengen. Het moet gewoon de be-
leidsprioriteiten van het moment beter weerspiegelen. 43. 23 31,9 % eind 2012. Ze genieten echter niet allemaal de woonbonus, aangezien hun woning misschien niet de “enige eigen” woning is.
24 Dit – vrij – lage percentage hoeft niet te verbazen: zeer veel gezinnen hebben in feite hun hypothecaire lening al terugbetaald of hebben vroeger hun woning geërfd (als ze het al niet
volledig met eigen middelen hebben gekocht, maar dat gebeurt niet zo vaak).
25 In 2012 bedroeg bijvoorbeeld de gemiddelde prijs van een appartement 218.000 euro in Brussel tegenover 207.000 euro in Vlaanderen en 162.000 euro in Wallonië. Het verschil wordt
groter als het gaat om huizen in Brussel, die gemiddeld 354.000 euro kosten; de prijs stagneert daarentegen in Vlaanderen (207.000 euro) en is zelfs lager in Wallonië (147.000 euro) om de
eenvoudige reden dat dergelijke panden veeleer gelegen zijn in een ruraal gebied, waar de prijzen lager liggen (terwijl de appartementen meestal gelegen zijn in stedelijke gebieden, waar
de prijzen hoger zijn).
26 Het gemiddelde inkomen per inwoner bedraagt 17.146 euro in Vlaanderen, 15.277 euro in Wallonië en slechts 12.885 euro in Brussel. Bron: FOD Economie, Fiscale statistiek van de
inkomens. 3.1. afschaffing, aanpassing of verlenging? Een andere oplossing bestaat erin de door de federale Staat aan-
bevolen regeling “by default” (net vóór de regionalisering), namelijk een
eenvormige belastingvermindering met 45 %, gewoon te verlengen. Die
oplossing zou echter nog meer kosten (dan de vorige aftrekregeling)
voor het Brussels Gewest, aangezien de gemiddelde marginale aan-
slagvoet in Brussel ver onder die drempel van 45 % blijft. Het is even-
wel toegestaan om het verminderingspercentage te variëren volgens de
inkomens, wat de regeling tegelijk “progressiever” zou maken. 3.1. afschaffing, aanpassing of verlenging? 39. De toekomstige gewestelijke wetgever heeft duidelijk geen gebrek
aan denksporen. Bij de integratie van de nieuwe bevoegdheid hebben
de overheden op papier een zeer grote speelruimte. Welke bakens
zouden ze bijgevolg kunnen uitzetten? 40. In het algemeen is gematigdheid aangewezen. In de eerste plaats
zou een afschaffing (of een te forse vermindering) van de woonbonus
de vastgoedmarkt in zijn geheel in min of meer vrije val storten22. De
kwestie wordt echter besproken. In dat opzicht komt het Nederlandse
tegenvoorbeeld steeds in beeld, maar in het licht van wat er in andere
Europese landen wordt vastgesteld, zijn sommigen veeleer van oordeel
dat die vrees “niet mag worden overdreven” [De Decker, 2014]. Indien
een dergelijke keuze zou worden gemaakt, dan moeten de overheden
er in ieder geval op zijn minst op toezien dat het effect van de maatre-
gel in de tijd wordt gespreid en geleidelijk uitdooft (“phasing out”). Tege-
lijk moeten er dan misschien meer doelgerichte alternatieven worden
ingevoerd om de verwerving van eigendom te blijven steunen, zoals de
toekenning van een lager btw-tarief, maar dan niet volgens het statuut
van de operator, maar volgens de hoogte van de prijs van de woning
(bij verkoop of verhuur), de verlaging van de registratierechten (of het
heroriënteren van het abattement naar de gezinnen met weinig midde-
len), … 37. Duidelijker gesteld, de aan de deelgebieden toegekende bedragen
zullen in de komende jaren niet overeenkomen met de reële kosten die
ze zullen moeten dragen, in de eerste plaats voor het Brussels Gewest,
dat voor 2015 evenwel een voorlopig bedrag van ongeveer 120 miljoen
euro zal krijgen. Dat lijkt weinig. Achteraf zal er een definitief referentie-
bedrag worden berekend in het licht van een rapport van het Rekenhof
(dat rekening zal houden met de daadwerkelijke fiscale uitgaven – bij
ongewijzigd beleid – voor dat aanslagjaar). Het rapport zal uiterlijk tegen
31 december 2016 klaar zijn op basis van de gegevens die uiterlijk op
31 oktober 2016 zullen worden overgezonden. 38. Het Brussels Gewest had de budgettaire “ontsporing” enigszins in
bedwang kunnen houden met de beslissing om de belastingverminde-
ring te verlagen tot bijvoorbeeld 40 % (zoals in Vlaanderen en Wallonië). 41. Waarschijnlijk zal de woonbonus evenwel behouden blijven (en niet
afgeschaft worden) om zowel politieke als symbolische redenen. De 22 Met ongeveer 25 % volgens economist Julien Manceaux bij de ING-bank (L'Echo, 25 juni 2014, p. 26). 3.3. de belastingaftrek omzetten in een premie? looptijd van de lening het gewicht van de maandelijkse terugbetaling –
die constant is – in ieder geval ten opzichte van het inkomen, aange-
zien de inkomens onvermijdelijk stijgen onder invloed van de gezond-
heidsindex, zelfs als de betrokkene geen loonopslag krijgt. De tweede
reden is dat de beroepssituatie van particulieren volgens de statistieken
meestal mettertijd verbetert (opslag, promotie, verandering van werk,
…), zodat de gezinnen in het midden van de loopbaan meer financiële
middelen hebben dan bij het begin. 49. Een laatste voorstel luidt als volgt: om bij voorkeur jonge gezinnen
te steunen, zou het interessant zijn om de belastingaftrek (waarvan de
positieve effecten zich, zoals reeds vermeld, pas later laten gevoelen)
om te vormen tot een soort van investeringspremie die onmiddellijk ter
beschikking wordt gesteld. Dat zou voordelig zijn voor degenen die
wegens hun bescheiden middelen geen twee jaar kunnen wachten “om
steun te krijgen” en die zonder de steun niet de middelen hebben om
hic et nunc eigenaar te worden. Die oplossing werd niet gekozen. Men
mag niet vergeten dat de armsten sowieso geen belasting betalen,
waardoor de aftrek van de interesten voor hen niet interessant is. 47. Om die redenen zou het bedrag van de toekomstige woonbonus
volgens ons veel hoger moeten zijn bij het begin van de terugbetaling
van de lening dan aan het einde en bijvoorbeeld jaarlijks afnemen. Van-
daag bestaat er weliswaar een vergelijkbare regeling (stopzetting van
de verhoging met 750 euro na de tiende belastbare periode), maar een
meer lineaire en geleidelijke aanpak lijkt ons beter. Een meer ingrijpende
oplossing zou erin bestaan de woonbonus te beperken in de tijd (bij-
voorbeeld de eerste tien jaar van de lening en daarna niet meer). 50. Men mag echter niet uit het oog verliezen dat die oplossing, die
erop neerkomt een belastingvoordeel dat over verschillende jaren is
gespreid, om te zetten in rechtstreekse en eenmalige steun (one shot),
impliceert dat de overheden in één keer een aanzienlijk bedrag zouden
moeten uitkeren. 48. Eigenlijk zou in de eerste plaats de verwerving van eigendom en
misschien minder het onderhoud van de woning moeten worden on-
dersteund. Voor het overige blijft het aantal in gebreke blijvende eige-
naars (die hun maandelijks bedrag niet kunnen terugbetalen en daar-
door het risico op vastgoedbeslag lopen) in België vrij laag27 ten op-
zichte van het totale aantal leners. 3.2. meer degressiviteit inbouwen 46. Om de analyse in een ruimer kader te plaatsen is er nood aan een
ander soort voorstellen. Wat als de gewestelijke overheden in de eerste
plaats de fiscale steun degressiever (in de tijd) zouden maken? Het is
immers in het begin van de terugbetaling van de hypothecaire lening
dat de grootste financiële inspanning moet worden geleverd en wel om
minstens twee redenen. Gesteld dat de betrokkene tegen een vaste
interestvoet heeft geleend (wat het geval is voor de overgrote meerder-
heid van de leningen) en zijn werk niet heeft verloren, daalt tijdens de 44. Het lijkt in ieder geval belangrijk om de eventueel aangepaste re-
geling enkel toe te passen op de nieuwe vastgoedtransacties. De ele- 11 Nicolas BERNARD, Valérie LEMAIRE, Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?, naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be 3.3. de belastingaftrek omzetten in een premie? Voorts zorgen de deelgebieden al
voor een bescherming tegen wanbetaling door de leners een gratis
verzekering tegen inkomensverlies aan te bieden28. Het is in ieder geval
onder meer op die voorwaarde dat men erin zal slagen de woonbonus
enigszins socialer te maken. 28 Zie onder meer art. 112, § 2, van de Brusselse Huisvestingscode (het uitvoeringsbesluit laat echter op zich wachten). In Wallonië geldt de gratis verzekering tegen inkomensverlies gedu-
rende drie jaar ten belope van 6.200 euro per jaar, indien de niet-terugbetaling van de hypothecaire lening rechtstreeks kan worden toegeschreven aan het verlies van de betrekking of
arbeidsongeschiktheid (besluit van de Waalse regering van 21 januari 1999 tot invoering van een verzekering tegen het risico van inkomensverlies wegens verlies van betrekking of arbeids-
ongeschiktheid, B.S., 25 februari 1999). 27 8.000 [P. De Decker en V. Geurts, 2004]. 3.4. een principe van budgettaire realiteit 51. Hoewel die voorstellen als adequaat kunnen worden beschouwd,
dient er rekening te worden gehouden met de budgettaire realiteit. Zo-
als reeds vermeld werd, zouden de middelen die samen met de be-
voegdheden worden overgedragen, wel eens ontoereikend kunnen zijn,
in zoverre die middelen niet enkel dienen om nieuwe kopers te steunen,
maar ook om de belastingaftrek voor de bestaande leningen te blijven
financieren. De omvang van het belastingvoordeel zal misschien moe-
ten worden beperkt, ook voor degenen die al een woning hebben ge-
kocht (… ongeacht wat de politici beweren). 52. Nochtans “zal de regering daarom sterkere ondersteuning bieden
om de toegang tot eigendom te bevorderen”, aldus een stoutmoedige 12
Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be 12 Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be uitspraak van de nieuwe Brusselse regering, die klare wijn schenkt in
verband met de toekomstige woonbonus: “De bestaande fiscale stimuli
zullen op zijn minst behouden blijven, en in de mate van het mogelijke
versoepeld en zelfs uitgebreid worden […] Verder zal de fiscale aftrek-
baarheid van de « woonlening » behouden blijven en geëvalueerd wor-
den in het kader van de (globale) fiscale hervorming die in 2017 inge-
voerd zal worden”29. Er zij terloops op gewezen dat men niet kan weten
of de uitbreiding waarvan sprake is, betrekking heeft op de doelgroep
dan wel op het bedrag van de financiële steun zelf. 55. Uiteindelijk is men er zich van bewust dat vastgoedfiscaliteit een
geheel vormt met een complexe architectuur, waarvan de bestanddelen
in grote mate onderling afhankelijk zijn. Als één bestanddeel wordt ge-
wijzigd zonder compensaties in de andere bestanddelen, bestaat het
gevaar dat het algemene evenwicht wordt verstoord. In deze aangele-
genheid zijn eenzijdige aanpassingen dus uit den boze. 56. Dat neemt niet weg dat deze argumenten volgens ons een serene
en objectieve discussie over de vastgoedfiscaliteit zonder vooroordelen
of doctrinaire taboes niet in de weg zouden mogen staan. Die discussie
uit principe uit de weg gaan zou kunnen worden beschouwd als een
corporatistische reflex. 53. Zonder extra begrotingsmiddelen is het al een illusie te geloven dat
men de vorige regeling ongewijzigd zal kunnen verlengen. 3.4. een principe van budgettaire realiteit Wat valt er
dan te zeggen over de aangekondigde uitbreidingen van het systeem? Uiteindelijk draait het in de politiek altijd om prioriteiten. Voor Brussel zal
het op zijn minst niet evident zijn om zo'n algemene ambitie te verzoe-
nen met een andere, socialere doelstelling die openlijk werd aangekon-
digd: “Voor gezinnen met een bescheiden of middelgroot inkomen zal
de eerste aankoop van een eigen woning fiscaal aantrekkelijker worden
gemaakt”30. De kwadratuur van de cirkel is niet veraf.... 30 Deel 2 van de Bijlage bij de Algemene Toelichting van de middelen- en uitgavenbegroting van het Brussels Hoofdstedelijk Gewest voor het begrotingsjaar 2015, Doc. Parl. Brussels
Hoofdstedelijk Gewest, gewone zitting 2014-2015, nr. A-51/2, p. 114. 29 Meerderheidsakkoord 2014/2019, p. 95
30 Deel 2 van de Bijlage bij de Algemene Toelichting van de middelen- en uitgavenbegroting van het Brussels Hoofdstedelijk Gewest voor het begrotingsjaar 2015, Doc. Parl. Brussels
Hoofdstedelijk Gewest, gewone zitting 2014-2015, nr. A-51/2, p. 114. 29 Meerderheidsakkoord 2014/2019, p. 95 Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be n de Bijlage bij de Algemene Toelichting van de middelen- en uitgavenbegroting van het Brussels Hoofdstedelijk Gewest voor het begrotingsjaar 2015, Doc. Parl. Brussels
k Gewest gewone zitting 2014 2015 nr A 51/2 p 114 30 Deel 2 van de Bijlage bij de Algemene Toelichting van de middelen- en uitgavenbegroting van het Brussels Hoofds
Hoofdstedelijk Gewest, gewone zitting 2014-2015, nr. A-51/2, p. 114. Besluit 57. 29. De woonbonus is onder meer niet billijk en efficiënt genoeg. De zesde staatshervorming is voor de Gewesten een unieke kans om
de woonbonus te hervormen ten dienste van de algemene doelstellin-
gen van hun huisvestingsbeleid. Door de (fiscale en nog andere) voor-
delen voor de eigenaars te verbeteren, is men misschien het uiteindelij-
ke doel van de belasting (en van het aftrek/verminderingssysteem) uit
het oog verloren: de rijkdommen zo rechtvaardig mogelijk te herverde-
len en niet om een bepaalde levenswijze fervent (en enigszins blind) aan
te moedigen en een andere levenswijze niet. In dat opzicht is het mis-
schien raadzaam erop te wijzen dat de woonbonus niet bedoeld is als
een rechtstreekse steun bij eigendomsverwerving noch als een regeling
op zich. De woonbonus is niet meer dan een bijsturing van de perso-
nenbelasting via aftrek/vermindering. 54. In hun reflectie mogen de overheden evenmin uit het oog verliezen
dat buitensporige bevordering van de verwerving van eigendom (hier
langs fiscale weg) altijd risico's inhoudt, namelijk minstens drie: toena-
me van de exodus van de middenklasse uit het Brussels Gewest (zoals
werd vastgesteld in de laatste decennia), stijging van de prijzen op de
koopmarkt (veroorzaakt door een verhoging/solvabilisering van de
vraag, zoals men enkele jaren geleden in Vlaanderen heeft vastgesteld
toen de registratierechten werden verlaagd van 12,5 % naar 10 %) en,
tot slot, de toename van de schuldenlast van de gezinnen. Bijgevolg is
ook hier voorzichtigheid geboden... 13 Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be 58. Tegelijkertijd moet een Gewest zoals Brussel ervoor zorgen dat zijn
vastgoedmarkt vitaal blijft, want het haalt meer dan 40 % 31 van zijn ei-
gen fiscale ontvangsten uit de registratierechten (de fiscale ontvangsten
financieren op hun beurt het Gewest voor 39 % 32). Een forse daling van
het aantal transacties, die misschien zou worden veroorzaakt door al te
radicale aankondigingen, dreigt de budgettaire basis van het Gewest
ernstig te ondermijnen en bijgevolg ook zijn vermogen om de heden-
daagse uitdagingen, in de eerste plaats de demografische explosie,
aan te nemen. 31 503 miljoen euro op een belastingtotaal van 1,245 miljard (begroting van ontvangsten en uitgaven van het Brussels Hoofdstedelijk Gewest voor het begrotingsjaar 2014, Parl. Doc.,
Brussels Hoofdstedelijk Gewest, gewone zitting 2013-2014, nr. A-463/1, p. 142).
32 Ibid
142 32 Ibidem, p. 142. Bibliografie ALBRECHT, Johan en VAN HOOFSTAT, Rob, 2012. De woonbonus
mildert de fiscale druk op nieuwbouw van 106% tot 60%, maar
slaagt er niet in de nieuwbouwproductie op een voldoende hoog
peil te houden en zou moeten worden vervangen door een btw-ver-
laging. In: Itinera institute Analyse, 2012, nr. 3, pp. 1-23. BIGOT, Régis en HOIBIAN, Sandra, 2009. Les difficultés des Français
face au logement. In: Cahiers de recherche du CREDOC, 2009, n°
265, pp. 1-170. 59. De gulden middenweg is aangewezen. Is het dan niet zo dat in de
politiek, zoals op andere gebieden, beperking tot meer creativiteit leidt? BRUSSELSE BOND VOOR HET RECHT OP WONEN, 2014. « Hoeveel
kost de woonbonus aan de overheid? » In: Art. 23, 2014, nr. 56, p. 6. DE DECKER, Pascal en GEURTS, Veerle, 2004. Home ownership at
risk in Belgium, Antwerpen, Universiteit Antwerpen. DE DECKER, Pascal, 2014. Afbouw woonbonus In : Sampol, nr. 1, ja-
nuari 2014, pp. 64-75. EUROPEAN COMMISSION, 2012. Tax Reform in EU Member States –
Report 2012, In : Working Paper, n°34. FOD FINANCIEN, 2014. Bijgewerkte prognoses van de fiscale uitgaven
na integratie van de belastingjaren 2012 en 2013. Meerjarenraming
van de overdracht van fiscale middelen voor de periode 2015-2019. HUYGHEBAERT, Nancy, 2012. Percentage hypothecaire kredieten met
één kredietnemer. Studie naar het belang van het consumentenkre-
diet en het hypothecair krediet voor de Belgische economie. Leu-
ven, Katholieke Universiteit Leuven. KAHANE, Lucien, STAELENS, Pieter en FRANCK, Pierre-Alain, 2012. Observatiecentrum van de verkoop van residentieel vastgoed in het 03 miljoen euro op een belastingtotaal van 1,245 miljard (begroting van ontvangsten en uitgaven van het Brussels Hoofdstedelijk Gewest voor het begrotingsjaar 2014, Parl. Doc.,
sels Hoofdstedelijk Gewest, gewone zitting 2013-2014, nr. A-463/1, p. 142). 14 Nicolas BERNARD, Valérie LEMAIRE,
Regionalisering van de woonbonus:
naar een beleid op maat van het Brussels Gewest?,
Brussels Studies, Nummer 83, 26 januari 2015, www.brusselsstudies.be Brussels Hoofdstedelijk Gewest 1990-2010, Brussels Hoofdstedelijk
Gewest. Brussels Hoofdstedelijk Gewest 1990-2010, Brussels Hoofdstedelijk
Gewest. Brussels Studies wordt gepubliceerd met de steun van: Brussels Studies wordt gepubliceerd met de steun van: MATHIEU, Agnès, 2014. Régionalisation du régime fiscal des déduc-
tions/réductions d’impôt afférent à la maison d’habitation, Bruxelles,
working paper. Innoviris, het Brussels Instituut voor Onderzoek
en Innovatie MONNIER, Bernard et ZIMMER, Pol, 2008. Fiscalité immobilière: le
coût de la brique dans le ventre. In: Les échos du logement. 2008. n°2, pp. 17-22. Universitaire Stichting OESO, 2013. Economische studies van de O.E.S.O. België 2013, Edi-
ties OESO, 2013, pp. 1-121. Om deze tekst te citeren VALENDUC, Christian, 2008. Les incitations fiscales en faveur du lo-
gement. In: Les échos du logement. 2008. n°2, pp. 1-16. BERNARD, Nicolas, LEMAIRE, Valérie, 2014. Regionalisering van de
woonbonus: naar een beleid op maat van het Brussels Gewest?, In:
Brussels Studies, Nummer 83, 26 januari 2015,
www.brusselsstudies.be BERNARD, Nicolas, LEMAIRE, Valérie, 2014. Regionalisering van de
woonbonus: naar een beleid op maat van het Brussels Gewest?, In:
Brussels Studies, Nummer 83, 26 januari 2015,
www.brusselsstudies.be VLAAMSE WOONRAAD, 2012. Advies nr. 2012/12 over de regionalise-
ring van de woonbonus. Links Andere versies van deze tekst zijn beschikbaar
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https://ruc.udc.es/dspace/bitstream/2183/25322/3/C.Gonzalez_Val_A_Convolutional_Approach_To_Qualit_2020.pdf
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A convolutional approach to quality monitoring for laser manufacturing
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Journal of intelligent manufacturing
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cc-by
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Abstract The extraction of meaningful features from the monitoring of laser processes is the foundation of new non-destructive quality
inspection methods for the manufactured pieces, which has been and remains a growing interest in industry. We present
ConvLBM, a novel approach to monitor Laser Based Manufacturing processes in real-time. ConvLBM uses a Convolutional
Neural Network model to extract features and quality indicators from raw Medium Wavelength Infrared coaxial images. We demonstrate the ability of ConvLBM to represent process dynamics, and predict quality indicators in two scenarios:
dilution estimation in Laser Metal Deposition, and location of defects in laser welding processes. Obtained results represent
a breakthrough in the 3D printing of large metal parts, and in the quality control of welding processes. We are also releasing
the first large dataset of annotated images of laser manufacturing. Keywords Neural-networks · Convolutional-neural-networks · Quality-control · Laser-cladding · Laser-welding Keywords Neural-networks · Convolutional-neural-networks · Quality-control · Laser-cladding · Laser-welding Journal of Intelligent Manufacturing (2020) 31:789–795
https://doi.org/10.1007/s10845-019-01495-8 Journal of Intelligent Manufacturing (2020) 31:789–795
https://doi.org/10.1007/s10845-019-01495-8 A convolutional approach to quality monitoring for laser
manufacturing Carlos Gonzalez-Val1
· Adrian Pallas1
· Veronica Panadeiro2
· Alvaro Rodriguez2 Received: 16 October 2018 / Accepted: 21 September 2019 / Published online: 9 October 2019
© The Author(s) 2019 B Carlos Gonzalez-Val
carlos.gonzalez@aimen.es 1
Robotics and Control Unit, AIMEN Technology Centre,
36440 O Porriño, Spain B Carlos Gonzalez-Val
carlos.gonzalez@aimen.es
1
Robotics and Control Unit, AIMEN Technology Centre,
36440 O Porriño, Spain
2
Department of Computer Science, University of A Coruña,
Campus Elviña s/n, 15071 A Coruña, Spain Introduction fast manufacturing of larger and more complex parts (Hauser
and De Weck 2007). Laser technologies play a key role in high precision processes
in sectors such as automotive industry and aeronautics. In
these sectors a continuous improvement towards the goal of
“zero defects manufacturing” is essential to reduce costs and
avoid exploitation problems. For this reason, new techniques
are continuously developed for on-line quality monitoring
and fast defect detection. We focus in two laser processes,
Laser Metal Deposition (LMD), and laser welding. Laser welding industry is a mature technology imple-
mented in most automotive industries. However, defects are
a significant issue in production lines and any deviation in
the position of the work piece produces defects and non-
compliance with quality standards. Process monitoring in
real-timeanddetectinganydeviationfromthedesiredparam-
eters will lead to a dramatic reduction in repairing costs and
significant increase in product quality. LMD is a manufacturing process based on the creation of a
molten pool into which metal powder is injected as particles. This new additive technology is expected to enable 3D print-
ing of net-shaped large metal components and is replacing
previous techniques for coating and repairing critical parts
in metallurgic industries. Currently, the biggest challenge for
LMD is the lack of control in process dynamics at the high
deposition rates required for large pieces (Song et al. 2012). Process monitoring in real time is critical for the efficient and Automatic quality control in laser processes is challenging
and stable online monitoring systems are still in early devel-
opment stages. Nowadays, destructive analysis and visual
inspection are the main techniques for defect detection. The
automation of this process will suppose a great improvement
in the production lines. In addition, many parameters such
as track geometry or dilution can only be obtained through
destructive testing, as metallographic analysis and 3D scan-
ning. These procedures cannot be used for on-line quality
controlsincetheyareeitherdestructiveortime-consuming.A
vision system inspection allows the online monitoring show-
ing key indicators of the studied processes. Monitoring and control of manufacturing processes have
significantly evolved, and recent research efforts rely on the
use of non-intrusive sensors that can work with accuracy in a
harsh environment, such as Charged Couple Device (CCD) 12 3 790 Journal of Intelligent Manufacturing (2020) 31:789–795 Fig. 1 Examples of MWIR images acquired during a Laser process or Complementary Metal–Oxide–Semiconductor (CMOS)
cameras, photodiodes (Liu et al. 2019) and pyrometers
(Song et al. 2012). Introduction Among these sensors, CCD/CMOS
cameras provide the most comprehensive information from
the process. These cameras are commonly used to obtain
cladding height or geometry (Meriaudeau and Truchetet
1996; Iravani-Tabrizipour and Toyserkani 2007; Bi et al. 2007), particle-in-flight velocity (Doubenskaia et al. 2004;
Meriaudeau and Truchetet 1996), powder delivery distribu-
tion (Doubenskaia et al. 2004), and melt pool features such
as surface temperature (Meriaudeau and Truchetet 1996) and
thermal images (Hu and Kovacevic 2003; Bi et al. 2007). Thermal imaging is an effective technique for defect
detection (Jager and Hamprecht 2009; You et al. 2015) defect
classification (Lapido et al. 2015) and laser power control
(Hofman et al. 2012; Rodriguez-Araujo et al. 2012). In par-
ticular, high-speed Medium Wavelength Infrared (MWIR)
imaging, has the benefits of being low cost and providing a
high thermal dynamic range (Rodríguez-Araújo et al. 2017),
and has been successfully applied to the control of laser pro-
cesses (Panadeiro-Castro et al. 2018; Garcia et al. 2018). Fig. 1 Examples of MWIR images acquired during a Laser process TheequipmentusedforlaserweldingandLMDisidealfor
monitoring the molten pool with coaxial imaging. However,
two major barriers limited the success of previous monitoring
and control approaches. On one hand, images in the visible
range from traditional sensors present problems of visual
noise due to signal overflow and reflections exacerbated by
dynamic range issues. These problems are solved with the
appearance of low cost high-speed uncooled sensors in the
MWIR range (Rodríguez-Araújo et al. 2017). On the other
hand, obtaining measurements from images of the process is
a challenging task due to the unintuitive nature of the images
and the difficulty in obtaining annotated data with parameters
of interest. These capabilities will lead to the development of new con-
trol approaches for industrial laser manufacturing. Datasets ConvLBM is a CNN model that predicts laser power and
speed from 28×28 raw MWIR coaxial images of a laser
process. We implemented ConvLBM using Keras1 and Ten-
sorFlow2 frameworks. We built three datasets of images for the different application
scenarios and then, divided each one into a training and a val-
idation set. The images were obtained with a Tachyon 1024
FPA camera at 1000 fps mounted coaxially to the laser head. The primary dataset is a large set of images annotated with
the parameters of laser power and process speed. Then we
created two smaller datasets; one with dilution information
and one with labeled defects. Figure 2 details the architecture of ConvLBM. This design
is a modification of ResNet (He et al. 2016), a network that
shows good results on the CIFAR-10 dataset, a well-known
benchmark for image applications. This architecture, uses
blocks made of four operators: The primary dataset consists of over 1600,000 images
from 405 tracks of laser cladding, with 316L steel as powder
and base material. Every track was cladded with different
values of laser head speed and of laser power chosen from a
range of values that delivered good quality tracks. We divided
the dataset into a training and a validation set. In the training
dataset,thedatasetwasresampledtoobtainasetofimagesfor
every tested combination of laser power and speed, resulting
in a total of 269,235 images. The validation dataset contains
268,470 images from 90 tracks (2983 images per track), and
represents evenly distributed parameters over the range of
tested laser power and speed. • Convolutional layers, which performs the feature calcula-
tion on the image. They are a special type of perceptron
with known performance in computer vision (Bengio
1997). • ReLu activations, that add non-linearities to the model
(Ioffe and Szegedy 2015). • Batch normalization, a regularization technique to accel-
erate training and to reduce overfitting (Ioffe and Szegedy
2015). • Shortcut connection, which performs an identity mapping
carrying the input to the next block and skipping the convo-
lutional layers. This approach tries to solve the saturation
problem of deep networks, that results in higher training
errors when adding more layers (He et al. 2016). The dilution dataset consists of LMD images with M2
tool steel as powder and base material and using the same
camera configuration as in the previous experiment. Materials and methods We assumed that high-speed MWIR images capture well the
heat flows that characterize the quasi-steady states of the melt
pool, and that such steady states can be encoded in a CNN,
providing an unequivocal representation of the process (Gar-
cia et al. 2018). With this perspective, ConvLBM is trained
using a two-step approach. The image processing field is experiencing a huge trans-
formation and many applications are meeting industry
requirements with the use of Convolutional Neural Networks
(CNN). A CNN is a type of feed-forward deep neural net-
work based on a multilayer perceptron (Rosenblatt 1961),
and designed to analyze visual information with minimal
preprocessing. Schemes based on CNNs have a stunning
ability to recognize images, objects, and image character-
istics (Krizhevsky et al. 2012). These models use a labelled
set of examples to train a model with convolutional elements
that extract meaningful representations of the data without a
handcrafted approach. First, we built a large dataset labelled with laser power
and process speed. The selected variables are easy to control
and good indicators of the energy and mass input. This is
supported by recent efforts on modelling (Pinkerton 2015)
and control (Tapia and Elwany 2014), where parameteriza-
tion studies assume that two intrinsic magnitudes, enthalpy
and mass input, drive the process and determine key quality
indicators such as dilution, clad bead geometry and porosity
(Zhong et al. 2015). To that end, 405 tests were recorded using different sets
of parameters within acceptable ranges. Training ConvLBM
on this dataset, the network captures the dynamic changes of
the laser process from the raw images, without the need of
manual feature extraction. CNNs approaches are capable of analysing MWIR ther-
mal images (see Fig. 1) to extract parameters of laser
processes (Kwon et al. 2018) and quality indicators (Amin-
zadeh and Kurfess 2018; Zhang et al. 2019). We designed
ConvLBM as a modular system that allows on-line quality
control and defect detection in manufactured components. Then, we used a technique called transfer learning. This
technique applies a second training to the model, using a
smaller dataset specific for every process and laser config-
uration. With transfer learning, ConvLBM can predict new 123 Journal of Intelligent Manufacturing (2020) 31:789–795 791 quality measurements while retaining the knowledge about
the process gained from the initial training. Materials and methods To detect defects in images from laser welding, we
replaced the output layer with a softmax layer that rep-
resents the output as a category. The training mini-
mizes the categorical cross entropy on the defects dataset,
obtaining a classification tool. This tool detects defects
“segment-by-segment” in a component that is being man-
ufactured. Transfer learning is used in two scenarios. In a first exper-
iment we used images from the LMD process to estimate
dilution, quality indicator that can only be measured trough
destructive testing. In a second experiment laser welding
images are used to detect defects in the manufactured parts. 1 https://keras.io/. 2 https://www.tensorflow.org/. 1 https://keras.io/.
2 https://www.tensorflow.org/. Results and discussion
Process representation for this experiment, with the objective of making a model
capable of extracting meaningful features from raw images. Datasets M2 is
known to be more challenging than 316L, and has signifi-
cant differences in process dynamics. The dataset contains
over 8000 images from 20 clad tracks labeled with the dilu-
tion value obtained from a manual inspection by experts. We
used a strategy of leave-one-out cross validation, training the
system with 7600 images from 19 clad tracks and using the
remaining one for validation. The process was repeated 20
times using a different track for validation in every itera-
tion. ConvLBM is made of 4 residual blocks followed by one
fully connected layer. Residual blocks add the output of a
shortcut convolutional layer to a stack of three convolutional
layers with filters of different sizes. We use a ReLU activation
and a batch normalization step after every convolution. We trained ConvLBM minimizing a mean squared error
loss function on a first dataset and used the resulting net as
a base model to apply transfer learning in different qual-
ity control applications. Thus, we replaced the last layer of
ConvLBM and retrained it to measure dilution in LMD appli-
cations and to detect defects in laser welding scenarios. The dataset of defects was acquired from a welding pro-
cess with an overlap joint laser configuration and DP600 as
material. The camera configuration is the same as in the para-
metric dataset. We recorded 50 tracks with 24,444 images
labeled with a binary classification (good joint or defected
joint), obtained from a metallographic inspection by experts. The datasets are divided in two sets of 5/6 and 1/6 for the
training and validation sets respectively. To estimate the dilution, we added an additional neuron to
the output layer in order to represent this variable, and trained
the new model using the dilution dataset and minimizing
mean squared error. 12 123 792 Journal of Intelligent Manufacturing (2020) 31:789–795 Journal of Intelligent Manufacturing (2020) 31:789 795
ConvLBM architecture
lts and discussion
ss representation
for this experiment, with the objective of making a model
capable of extracting meaningful features from raw images. The results prove that ConvLBM is able to capture the
process dynamics using a regression analysis. A comparison Fig. 2 ConvLBM architecture Dilution estimation Dilution is a major quality indicator in LMD and cladding
applications. During manufacturing, a low dilution may lead
to insufficient bound and produce warping, while a value too
high indicates large heat affected zones and a high probability
of defects due to thermal expansion. Dilution can only be
measured with accuracy through metallographic inspection,
a destructive procedure that requires cutting the sample. For the second experiment, we used the dilution dataset
and applied transfer learning to the model of the previous
experiment. The re-trained model was able of predicting dilu-
tion measurements (Fig. 4) with a RMSE of 2.8%. Fig. 4 Estimation of dilution by ConvLBM. The magenta line corre-
sponds to the mean of predicted values, the green represents 1 standard
deviation (68.2% of values) and the blue area represents 3 standard
deviations (99.7% of values) It is worth noting that in metallographic inspection,
dilution is measured at a specific transversal cut, and the
assumption is made that dilution is constant over the track. In practise, variations of dilution may occur on the track and
affect the apparent performance of the model, especially if a
peak value occurs in the position of the cut. processes generates residual stresses due to thermal expan-
sion, which results in cracks or deformations that weakens
the manufactured part. In order to detect these defects, the
analysis and visual inspection of the piece is needed. Usu-
ally a human operator checks the quality, weld by weld, and
remakes the defective pieces so they are compliant with the
quality standards. Most common defects are lack of fusion,
undercuts, holes and pores. A significant outcome of these results is that, despite the
base model being built on LMD images and with a differ-
ent material known to present a different thermal behaviour. ConvLBM achieved a good generalization from one material
to the other. For the third experiment, we used the defects dataset and
applied transfer learning to the model of the first experiment,
with the objective of creating a model able to detect defects
during the laser welding process. Process representation The results prove that ConvLBM is able to capture the
process dynamics using a regression analysis. A comparison
between the true and predicted laser power and laser head
speed is shown in Fig. 3. In the first experiment, we trained ConvLBM to predict the
known laser parameters power and speed, two parameters
that drive heat and mass input in a laser process, and thus, are
representative of its overall state. The first dataset was used ConvLBM achieved an accuracy of about±0.05 kW for
power and±1.75 mm/s for speed with over 99% confidence. This accuracy is better than one step in the training stage 3 12 Journal of Intelligent Manufacturing (2020) 31:789–795 793 Fig. 3 Estimation of laser power (a) and laser head speed (b) using ConvLBM. The magenta line corresponds to the mean of predicted values,
boxes represent the 50% confidence interval, and bars represent the 99.3% confidence interval Fig. 3 Estimation of laser power (a) and laser head speed (b) using ConvLBM. The magenta line corresponds to the mean of predicted values,
boxes represent the 50% confidence interval, and bars represent the 99.3% confidence interval Fig. 4 Estimation of dilution by ConvLBM. The magenta line corre-
sponds to the mean of predicted values, the green represents 1 standard
deviation (68.2% of values) and the blue area represents 3 standard
deviations (99.7% of values) for power (0.1 kW), and slightly higher in the case of speed
(1 mm/s). Figure 3 shows the complete validation results. Conclusions Table 1 Confusion matrix for defects in laser welding in the validation We present a novel approach to monitor laser processes in
real time based on MWIR imaging. The ConvLBM model
is based on a residual CNN architecture trained with a novel
dataset of images from LMD to capture the basic dynamics
of laser processes and can be extended to different scenarios
by modifying the output layer, and re-training the network. This training procedure fits well to common calibration in
industry practice. Table 2 Classification metrics for the training set and the validation set
Training set
Validation set ConvLBM is able to estimate the dilution for LMD appli-
cations and in the detection of defects for laser welding,
obtaining very promising results. In LMD processes, ConvLBM can monitor accurately
parametric indicators that can be used in real time appli-
cations to define a control loop that keeps LMD processes in
the desired window. For laser welding, we developed an on-line defect detec-
tion tool capable of determining the position, size and length
of defects. This tool can be easily integrated to increase the
overall quality and reliability of the product. tively. Table 1 display the confusion matrices for the training
and validation set, and Table 2 summarizes the most com-
mon classification metrics for both validation and training
sets. These results show that ConvLBM can estimate laser
parameters from high-speed thermal images and generalizes
well to different processes and geometries. Furthermore, the
good results of the model in three different materials (316L
steel in the process dataset, M2 tool steel in the dilution
dataset and DP600 dual phase steel in the defects dataset),
proves its flexibility and adaptability to new materials. The results indicate that the model is able to accurately
identify defects in laser weld beads from raw IR images. Furthermore, this model was tested in an industrial scenario,
detecting defects in real-time. Figure 5 shows an exam-
ple of a successful defect detection in the laser welding
case. In future work, we will validate ConvLBM with new indi-
cators representative of cladding quality such as porosity or
strength and more tests performed in a broader range of mate-
rials. Monitoring and controlling these indicators is crucial
in 3D applications of LMD, and better reference magnitudes
for new control systems should be achieved. Detection of defects The detection of defects is a clear quality indicator in indus-
trial laser welding scenarios. The thermal cycles in welding ConvLBM achieved in this experiment a F1-Score of
0.975 and 0.974 in the training and validation sets respec- 12 3 Journal of Intelligent Manufacturing (2020) 31:789–795 794 Table 1 Confusion matrix for defects in laser welding in the validation
set
True defective
True non defective
Predicted defective
2555
63
Predicted non defective
73
1383
Table 2 Classification metrics for the training set and the validation set
Training set
Validation set
Recall (TP rate)
0.973
0.972
Fallout (FP rate)
0.043
0.044
Specificity (TN rate)
0.957
0.956
Miss rate (FN rate)
0.027
0.028
Precision
0.976
0.976
Accuracy
0.968
0.967
F1 Score
0.975
0.974 References Aminzadeh, M., & Kurfess, T. R. (2018). Online quality inspection
using bayesian classification in powder-bed additive manufac-
turing from high-resolution visual camera images. Journal of
Intelligent Manufacturing, 30, 2505–2523. Rodriguez-Araujo, J., Rodríguez-Andina, J. J., Farina, J., Vidal, F.,
Mato, J. L., & Angeles Montealegre, M. (2012). Industrial laser
cladding systems: FPGA-based adaptive control. IEEE Industrial
Electronics Magazine, 6(4), 35–46. Bengio, Y. (1997). Convolutional networks for images, speech, and
time-series MoDeep view project unsupervised learning of speech
representations view project Rosenblatt, F. (1961). Principles of neurodynamics. Perceptrons and
the theory of brain mechanisms. Cornell Aeronautical Lab Inc,
Buffalo NY Bi, G., Schürmann, B., Gasser, A., Wissenbach, K., & Poprawe, R. (2007). Development and qualification of a novel laser-cladding
head with integrated sensors. International Journal of Machine
Tools and Manufacture, 47(3–4), 555–561. Song, L., Bagavath-Singh, V., Dutta, B., & Mazumder, J. (2012). Con-
trol of melt pool temperature and deposition height during direct
metal deposition process. The International Journal of Advanced
Manufacturing Technology, 58(1–4), 247–256. Doubenskaia,M.,Bertrand,P.,&Smurov,I.(2004).Opticalmonitoring
of Nd: YAG laser cladding. Thin Solid Films, 453, 477–485. Tapia, G., & Elwany, A. (2014). A review on process monitoring and
control in metal-based additive manufacturing. Journal of Manu-
facturing Science and Engineering, 136(6), 60801. Garcia, A., Pallas, A., & Panadeiro, V. (2018). A modular approach to
online monitoring for laser-based 3D printing using deep mwir
features. Robotics and Computer Integrated Manufacturing. Hauser, D. P., & De Weck, O. L. (2007). Flexibility in compo-
nent manufacturing systems: Evaluation framework and case
study. Journal of Intelligent Manufacturing. https://doi.org/10. 1007/s10845-007-0033-9. You, D., Gao, X., & Katayama, S. (2015). WPD-PCA-based laser
welding process monitoring and defects diagnosis by using FNN
and SVM. IEEE Transactions on Industrial Electronics, 62(1),
628–636. He, K., Zhang, X., Ren, S., & Sun, J. (2016). Deep residual learning
for image recognition. In Proceedings of the IEEE conference on
computer vision and pattern recognition (pp. 770–78). Zhang, Y., You, D., Gao, X., Wang, C., Li, Y., & Gao, P. P. (2019). Real-time monitoring of high-power disk laser welding statuses
based on deep learning framework. Journal of Intelligent Manu-
facturing. https://doi.org/10.1007/s10845-019-01477-w. Hofman, J. T., Pathiraj, B., Van Dijk, J., de Lange, D. F., & Meijer,
J. (2012). A camera based feedback control strategy for the laser
cladding process. Journal of Materials Processing Technology,
212(11), 2455–2462. Zhong, C., Gasser, A., Kittel, J., Schopphoven, T., Pirch, N., Jinbao,
F., et al. (2015). Compliance with ethical standards Conflicts of interest Carlos Gonzalez-Val, Adrián Pallas, Verónica
Panadeiro and Alvaro Rodríguez declare that there is no conflict of
interest regarding the publication of this paper. Liu, G., Gao, X., You, D., & Zhang, N. (2019). Prediction of high
power laser welding status based on PCA and SVM classification
of multiple sensors. Journal of Intelligent Manufacturing, 30(2),
821–832. https://doi.org/10.1007/s10845-016-1286-y. Meriaudeau, F., & Truchetet, F. (1996). Control and optimization of
the laser cladding process using matrix cameras and image pro-
cessing. Journal of Laser Applications, 8(6), 317–324. Open Access This article is distributed under the terms of the Creative
Commons Attribution 4.0 International License (http://creativecomm
ons.org/licenses/by/4.0/), which permits unrestricted use, distribution,
and reproduction in any medium, provided you give appropriate credit
to the original author(s) and the source, provide a link to the Creative
Commons license, and indicate if changes were made. Panadeiro-Castro, V., Rodriguez-Araujo, J., Garcia-Diaz, A., & Ver-
gara, G. (2018). Medium wavelength infrared (MWIR) imaging
for high speed control of laser metal deposition (LMD). Lasers in
Engineering (Old City Publishing) 39. Pinkerton, A. J. (2015). Advances in the modeling of laser direct metal
deposition. Journal of Laser Applications, 27(S1), S15001. Rodríguez-Araújo, J., Garcia-Diaz, A., Panadeiro, V., & Knaak, C. (2017). Uncooled MWIR PbSe technology outperforms CMOS
in RT closed-loop control and monitoring of laser processing. In
Applied industrial optics: Spectroscopy, imaging and metrology,
ATh2A–2. Optical Society of America. Conclusions It is important to note that, like in the dilution estimation,
ConvLBM achieved a good generalization to the new mate-
rial used in this experiment, which restates the generalization
capabilities of the algorithm. Fig. 5 Real-time defect
detection on a laser weld bead. a and c show two side views of
the weld bead where the blue
rectangles mark a defective
section in the first and final
segments due to undercuts and
the yellow ellipses mark a
region where some points have
excessive porosity. c and d show
the corresponding output of
ConvLBM where red colour
show frames labelled as
defective and green show non
defective frames
123 12 3 795 Journal of Intelligent Manufacturing (2020) 31:789–795 Acknowledgements This publication and research was partially
funded by European Union’s Horizon 2020 research and innovation
programme funds under GA ref. H2020-FoF-2015-680481 and GA ref. H2020–FoF-2016-723945. Iravani-Tabrizipour, M., & Toyserkani, E. (2007). An image-based fea-
ture tracking algorithm for real-time measurement of clad height. Machine Vision and Applications, 18(6), 343–354. Jager, M., & Hamprecht, F. A. (2009). Principal component imagery
for the quality monitoring of dynamic laser welding processes. IEEE Transactions on Industrial Electronics, 56(4), 1307–1313. Author contributions Carlos Gonzalez-Val wrote the main manuscript
text and performed the experiments with the assistance of Verónica
Panadeiro,
Adrián
Pallas
implemented
ConvLBM
and
Alvaro
Rodríguez revised and edited the manuscript. Krizhevsky, A., Sutskever, I., & Hinton, G. E. (2012). Imagenet clas-
sification with deep convolutional neural networks. In Advances
in neural information processing systems (pp. 1097–1105). Kwon, O., Kim, H. G., Ham, M. J., Kim, W., Kim, G.-H., Cho, J.-H.,
et al. (2018). A deep neural network for classification of melt-pool
images in metal additive manufacturing. Journal of Intelligent
Manufacturing,https://doi.org/10.1007/s10845-018-1451-6. Data availability All the data used to support the findings of this study
have been deposited in a public repository and their DOI link will be
provided with the final version of this paper. Lapido, Y. L., Rodriguez-Araújo, J., García-Díaz, A., Castro, G.,
Vidal, F., Romero, P., & Vergara, G. (2015). Cognitive high speed
defect detection and classification in MWIR images of laser weld-
ing. In Industrial laser applications symposium (ILAS 2015),
9657:96570B. References Study of process window development for high
deposition-rate laser material deposition by using mixed process-
ing parameters. Journal of Laser Applications, 27(3), 32008. Hu, D., & Kovacevic, R. (2003). Sensing, modeling and control
for laser-based additive manufacturing. International Journal of
Machine Tools and Manufacture, 43(1), 51–60. Publisher’s Note Springer Nature remains neutral with regard to juris-
dictional claims in published maps and institutional affiliations. Ioffe, S., & Szegedy, C. (2015). Batch normalization: accelerating deep
network training by reducing internal covariate shift. 12 3
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Impact of Diverse Immune Evasion Mechanisms of Cancer Cells on T Cells Engaged by EpCAM/CD3-Bispecific Antibody Construct AMG 110
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PloS one
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cc-by
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Background Citation: Deisting W, Raum T, Kufer P, Baeuerle PA,
Münz M (2015) Impact of Diverse Immune Evasion
Mechanisms of Cancer Cells on T Cells Engaged by
EpCAM/CD3-Bispecific Antibody Construct AMG 110. PLoS ONE 10(10): e0141669. doi:10.1371/journal. pone.0141669 Bispecific T cell engager (BiTE1) are single-chain bispecific antibody constructs with dual
specificity for CD3 on T cells and a surface antigen on target cells. They can elicit a poly-
clonal cytotoxic T cell response that is not restricted by T cell receptor (TCR) specificity, and
surface expression of MHC class I/peptide antigen complexes. Using human EpCAM/CD3-
bispecific BiTE1 antibody construct AMG 110, we here assessed to what extent surface
expression of PD-L1, cytoplasmic expression of indoleamine-2,3-deoxygenase type 1, Bcl-
2 and serpin PI-9, and the presence of transforming growth factor beta (TGF-β), interleukin-
10 (IL-10) and adenosine in culture medium can impact redirected lysis by AMG 110-
engaged T cells. Editor: Lucienne Chatenoud, Université Paris
Descartes, FRANCE
Received: January 26, 2015
Accepted: October 12, 2015
Published: October 28, 2015 Copyright: © 2015 Deisting et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Impact of Diverse Immune Evasion
Mechanisms of Cancer Cells on T Cells
Engaged by EpCAM/CD3-Bispecific Antibody
Construct AMG 110 Wibke Deisting1, Tobias Raum1, Peter Kufer1, Patrick A. Baeuerle2, Markus Münz1* Wibke Deisting1, Tobias Raum1, Peter Kufer1, Patrick A. Baeuerle2, Markus Münz1*
1 Amgen Research (Munich) GmbH, Munich, Germany, 2 MPM Capital, Cambridge, Massachusetts, United
States of America Wibke Deisting1, Tobias Raum1, Peter Kufer1, Patrick A. Baeuerle2, Markus Münz1*
1 Amgen Research (Munich) GmbH, Munich, Germany, 2 MPM Capital, Cambridge, Massachusetts, United
States of America a1111 * mmuenz@amgen.com * mmuenz@amgen.com Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. Funding: Funding of this study has been supplied by
AMGEN Inc., a publically listed company who
provided support in the form of salaries for authors
WD, TR, PK and MM, but did not have any additional
role in the study design, data collection and analysis,
decision to publish, or preparation of the manuscript. AMGEN supported this study, however, because of
an interest in the results of this research. MPM
Capital provided support in the form of a salary for
author PAB, who was formerly employed by AMGEN RESEARCH ARTICLE Methods The seven factors, which are all involved in inhibiting T cell functions by cancer cells, were
tested with human EpCAM-expressing Chinese hamster ovary (CHO) target cells at levels
that in most cases exceeded those observed in a number of human cancer cell lines. Co-
culture experiments were used to determine the impact of the evasion mechanisms on
EC50 values and amplitude of redirected lysis by AMG 110, and on BiTE1-induced prolifera-
tion of previously resting human peripheral T cells. Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. Introduction Therapies engaging a patient’s cytotoxic T cell response have proven to effectively treat and
eventually cure cancer. For instance, adoptive transfer of ex-vivo expanded tumor-resident T
cells [1], inhibition of immune escape by the PD-1/PD-L1 axis by monoclonal antibodies
(mAbs) [2], intra-lesional injection of an oncolytic virus [3], or enhancing T cell differentiation
and depleting regulatory T cells by CTLA-4-antagonistic mAbs [4] have all shown partial and
complete responses in late-stage melanoma, a positive impact on progression-free or overall
survival, and long-term remission if not cure in a small proportion of patients. Currently,
response rates of these approaches are limited, which is why extensive biomarker programs
aim at understanding resistance and multiple clinical programs search for combinations poten-
tially increasing response rates and long-term benefit. All of the above approaches enable the
generation, expansion and systemic spread of tumor-specific T cell clones that recognize cancer
cells by their specific MHC class I/peptide complexes. BiTE1 antibody constructs engage cytotoxic T cells by a fundamentally different mecha-
nism [5]. They use a soluble adapter to connect a surface target antigen on cancer cells—as is
typically recognized by monoclonal antibody therapies—with the invariant CD3ε subunit of
any T cell receptor (TCR) on T cells. Potentially all pre-existing cytotoxic T cells in a patient
can be engaged by this approach, of which effector memory T cells seem to make the dominant
contribution to anti-tumor activity [6]. With the BiTE1 technology, T cell recognition and
activation is no longer dependent on T cell clones bearing a specific TCR, not on transport and
expression of MHC I molecules to the cancer cell surface, or on the proteolytic generation,
transport and surface display of peptide antigens [5]. The CD19/CD3-bispecific blinatumomab
has provided clinical proof-of-concept that this non-natural engagement of T cells is highly
effective and can elicit in a large proportion of ALL and NHL patients meaningful clinical
responses [7–9]. Blinatumomab (Blincyto™) was recently approved by the FDA for treatment
of patients with Philadelphia chromosome-negative relapsed/refractory B cell precursor ALL. Here, we used AMG 110, a well characterized EpCAM/CD3-bispecific BiTE1 antibody con-
struct that is clinically being tested in late-stage cancer patients with different carcinomas [10,
11]. Cancer cells can be selected during tumor progression for numerous immune evasion mech-
anisms, which for instance can impact MHC class I/peptide presentation [12, 13], or the gener-
ation, differentiation, survival, migration and expansion of specific cytotoxic T cell clones. Impact of Immune Escape Mechanisms on BiTE Conclusions Research Munich, but did not have any additional
role in the study design, data collection and analysis,
decision to publish, or preparation of the manuscript. The specific roles of this author is articulated in the
‘author contributions’ section. Our data suggest that diverse mechanisms employed by cancer cells to fend off T cells can-
not inactivate AMG 110-engaged T cells, and that inhibitory effects observed in vitro may be
overcome by increased concentrations of the BiTE1 antibody construct. Competing Interests: Funding of this study has
been supplied by AMGEN Inc., the employer of
Wibke Deisting, Tobias Raum, Peter Kufer and
Markus Münz and the former employer of Patrick A. Baeuerle who is now employed by MPM Capital. All
authors have equity positions in the company. AMGEN is focused on the development of BiTE
antibodies for the treatment of malignant diseases. AMGEN is the maker of AMG 110. Besides AMG 110
that was used for this study the BiTE platform holds
other BiTE molecules in the pipeline and has one
product marketed named BLINCYTO. The authors
Tobias Raum, Peter Kufer, Markus Münz and Patrick
A. Baeuerle hold various patents relevant for the
BiTE platform, including a patent for AMG 110. This
does not alter the authors' adherence to all the PLOS
ONE policies on sharing data and materials, as
detailed online in the guide for authors. Findings An inhibitory effect on redirected lysis by AMG 110-engaged T cells was seen upon overex-
pression of serpin PI-9, Bcl-2, TGF-βand PD-L1. An inhibitory effect on induction of T cell
proliferation was only seen with CHO cells overexpressing IDO. In no case, a single evasion
mechanism rendered target cells completely resistant to BiTE1-induced lysis, and even
various combinations could not. 1 / 16 PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 NE | DOI:10.1371/journal.pone.0141669
October 28, 20 PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 Reagents AMG 110 was provided by Amgen Research (Munich) GmbH. It was produced by recombi-
nant DNA technology and purified via a C-terminal hexa-histidine tag as previously described
[24]. Impact of Immune Escape Mechanisms on BiTE T cell proliferation in response to AMG 110 were used as readouts for cytotoxic T cell
performance. T cell proliferation in response to AMG 110 were used as readouts for cytotoxic T cell
performance. T cell proliferation in response to AMG 110 were used as readouts for cytotoxic T cell
performance. With PD-L1, adenosine, IL-10 and TGF-β we explored factors frequently produced by can-
cer cells that bind negative regulatory surface receptors expressed on cytotoxic T cells. PD-L1 is
expressed on the surface of tumor cells and prevention of binding its inhibitory receptor PD-1
on T cells by mAb monotherapies was shown to have pronounced anti-tumor activity in clini-
cal trials [14, 15]. Adenosine can be synthesized by cancer cells and binds the A2a and A3
adenosine receptors on T cells, which can inhibit effector functions [16, 17]. IL-10 is considered
an anti-inflammatory cytokine with broad function. Because cancer cells can secrete IL-10, a
role in the escape of immunosurveillance has been ascribed to IL-10 in tumors [18]. By tran-
scriptional repression, TGF-β secreted by cancer cells can broadly downmodulate effector T
cell functions, for instance, by reducing expression of granzymes A and B, perforin and inter-
feron-gamma (IFNγ) upon receptor binding [19]. The cytoplasmic protease inhibitor serpin
PI-9 can directly block the enzymatic activity of granzyme B that is eventually delivered into
the cytosol of cancer cells through a cytolytic synapse as formed by T cells [20]. With Bcl-2, we
studied an anti-apoptotic cytosolic protein that can decrease the susceptibility of cancer cells to
induction of apoptosis by granzyme B [21]. With IDO, we explored a catabolic enzyme that
when overexpressed by cancer cells can starve the microenvironment of the essential amino
acid tryptophane and release immunosuppressive metabolites, like l-kynurenine or 3-hydroxy-
kynurenine, which can tolerize T cells [22, 23]. With the exception of IFNγ-induced IDO, all other evasion factors were studied at levels in
transfected CHO cells that by far exceeded those found in six human cancer cell lines. Despite
studying obviously high levels of evasion factors, we have observed only modest effects of some
on redirected lysis and induction of T cell proliferation. In most cases, inhibitory effects could
be compensated by higher dosing of BiTE1 antibody construct AMG 110, or be reversed by
pharmacological means. The BiTE1-engaged T cells may have the potential to be active against
cancer cells expressing a variety of frequent immune evasion mechanisms. Introduction In
the present study, we investigated to what extent seven frequent evasion mechanisms impact
the BiTE1 mode of action, which can potentially engage any pre-existing cytotoxic T cell in
patients. We therefore focused on those mechanisms that can potentially impact cytotoxic T
cell performance and left out those that, for instance, impair specific T cell recognition by
MHC I/peptide complexes. To this end, we established rodent CHO cell lines expressing
human EpCAM as surface target antigen that either overexpress proteins known to have
immune evasion potential or where the immunosuppressive factor was added to the culture
medium. Potency and amplitude of redirected CHO-EpCAM target cell lysis and induction of PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 2 / 16 Antibodies The following antibodies were applied. For flow cytometry: mouse anti-human PD-L1-APC
(M1H1, eBiosciences), mouse anti-human CD3-FITC (UCHT1; BD Biosciences), mouse anti-
human CD25-APC (M-A251; BD Biosciences), mouse anti-human EpCAM (B302/323/A3;
Abcam), goat anti-Mouse IgG (H+L)-APC (Jackson Immuno Research), mouse anti-human
TGF-β-PE (9016; R&D Systems); for intracellular FACS or Western blot analysis: mouse anti-
human PI-9 (7D8; Abcam), mouse anti-human GrB-APC (GB11; BD Biosciences), mouse
anti-human Bcl-2 (100/D5; Thermo Scientific), mouse anti-human β-Actin (AC-15; Thermo
Scientific), rabbit anti-human IDO (Abcam), goat anti-Mouse and anti-Rabbit HRP-coupled
detection antibodies (Thermo Scientific); stimulating and neutralizing antibodies: mouse anti-
human CD3 (OKT-3; Janssen-Cilag), mouse anti-human CD28 (L293; BD Biosciences), mouse
anti-human TGF-β (1D11; R&D Systems) and mouse anti-human PD-L1 (M1H1;
eBiosciences) 3 / 16 PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 Impact of Immune Escape Mechanisms on BiTE Human tumor cell lines and cell culture A549 [25], BxPC3 [26], KATOIII [27], SKBR3 [28] cells were all grown in RPMI1640 medium
(Biochrom AG) supplemented with 10% fetal calf serum (Biochrom AG), 1% penicillin/
streptomycin (Biochrom AG), 50 μM 2-mercaptoethanol (Gibco), 1% nonessential amino
acids (Biochrom AG), 1 mM sodium pyruvate (Biochrom AG) and 1 mM HEPES (Biochrom
AG). SW480 [29] cells were grown in RPMI1640 medium supplemented with 10% fetal calf
serum and 1% penicillin/streptomycin. A431 [25] cells were grown in DMEM (Biochrom AG)
with 10% fetal calf serum and 1% penicillin/streptomycin. All cell lines were cultured according
to standardized cell culture procedures. For induction of IDO and PD-L1 proteins, cells were
treated for 48 h with 1000 U/ml IFNγ (Sigma-Aldrich). Construction, cultivation and testing of escape protein and of stably
human EpCAM-expressing CHO cell lines Parental chinese hamster ovary (CHO) cells expressing full-length human EpCAM under the
control of the EF1α promotor (provided by Amgen Research (Munich) GmbH) were stably
transfected with a second expression plasmid coding for either human PI-9, IDO, Bcl-2,
PD-L1, TGF-β1, IL-10 or the corresponding mock vector. Except for Bcl-2 (generated by gene
synthesis; Geneart), all escape proteins were cloned from human cancer cell lines. Subsequent selection and amplification of protein expression were achieved by addition of
methotrexate (Sigma-Aldrich), L-alanosine (TRC, Toronto) and dcF (Hospira). CHO EpCAM:
Escape protein double-transfectants were grown in suspension in HyQ medium (HyClone)
supplemented with 1% penicillin/streptomycin (Biochrom AG), 500 nM methotrexate, 10 mM
HEPES (Biochrom AG), 1.1 mM adenosine (Sigma-Aldrich), 50 μM L-alanosine, 1 mM uri-
dine (Sigma-Aldrich) and 0.1–1 μM dcF at 37°C in 5% CO2 humidified incubator. Expression of membrane-bound proteins EpCAM and PD-L1 and membrane-bound TGF-
β was analyzed by flow cytometry, expression of PI-9 by intracellular FACS or Western blot
analysis. For comparison of expression levels, the relative median (= median sample/median
control) of the samples were calculated. Expression of intracellular IDO and Bcl-2 was deter-
mined by Western blot analysis and quantified with Image J software. Expression levels of
secreted IL-10 and TGF-β proteins were assessed in cell supernatant of 2.5x 105/ml after 48 h
of culturing by ELISA using Quanti Glo IL-10 Elisa Kit (R&D Systems) and a Tecan Spectra-
Fluor Plus (MTX Lab Systems) for detection or TGF beta Elisa Kit (Abcam) and an ELISA
reader Power Wave X (BioTec Instruments) for detection. For functional analysis of TGF-β secreted from CHO transfectants, cell culture supernatant
from 2.5x 105/ ml was collected after 48 h. One x106 CD3+ T cells were stimulated for 96 h with
plate-bound CD3/CD28/IL-2 in the supernatant mixed with fresh medium (25% medium: 75%
supernatant). Effects of TGF-β were analyzed by determining the expression of GrB by intra-
cellular FACS analysis. The same assay was used for functional analysis of recombinant TGF-β
and TGF-β neutralizing antibody. For functional analysis of adenosine effects, T cells were
stimulated by plate-bound CD3/CD28/IL-2 with and without 1 mM adenosine. Effects of aden-
osine were determined by measuring CD25 expression by FACS analysis after 24 or 96 h. FACS-based cytotoxicity assays Target cells were labeled with Vybrant DIO or DID (Life Technologies) fluorescent membrane
dye, adjusted to 1.25x 105 cells/ml and co-incubated in 96-well plates with freshly isolated
CD3+ T effector cells at an effector-to-target (E:T) ratio of 4:1 or with pre-stimulated CD8+ T
effector cells at an E:T ratio of 1:1 in the presence of AMG 110 serial dilution. Further additions
were added directly to the assay medium. Incubation was conducted at 37°C, in a 5% CO2
humidified atmosphere. After 24–72 h, living and dead cells were collected, resuspended in
PBS/2% FCS with 1 μg/ml propidium iodide (PI) (Sigma-Aldrich), and analyzed in a FACS
Canto™II flow cytometer (Becton Dickinson) equipped with FACSDiva software. Cytotoxicity
was determined in duplicates by quantifying the labeled and PI positive non-viable target cells
and the labeled PI negative target cells. Percentage of lysis was analyzed with respect to BiTE1
concentration using Prism 5 software (GraphPad). Analysis with Prism 5 included creation of
sigmoidal dose-response curves, calculation of EC50 values as well as determination of top and
bottom percentage of BiTE1-dependent lysis for calculation of lysis amplitude for a given time
point. In order to compare the impact of escape proteins on BiTE1-induced redirected lysis
relative change in EC50 was calculated by the formula: (EC50 values of escape transfectants)/
(EC50 values of parental control cells) and relative change in amplitude values by (amplitude of
Escape transfectants)/(amplitude of parental control cells). Each assay was at least performed
in duplicates. Impact of Immune Escape Mechanisms on BiTE was separated between different studies. Before each donation, volunteers provided a written
consent for their participation in medical research. To protect the health of the donors, the
blood pressure was measured and donors were asked about their current state of health before
taking the blood. Moreover, blood values of each volunteer were checked quarterly by an exter-
nal laboratory and strict intervals between two donations were kept. Each donor only supplied
a small volume of blood not exceeding the range of blood samples drawn for minor investiga-
tions during preventive medical checkups. Therefore, no permission of an ethic committee was
sought. PBMCs were isolated from heparinized blood by Ficoll (Biochrom) density gradient
centrifugation using standard procedures. For elimination of residual erythrocytes, cells were
incubated with erythrocyte lysis buffer (155 mM NH4Cl, 10 mM KHCO3, 0.1 mM Na2EDTA)
for 5 min at 4°C. PBS Dulbecco (Biochrom) with 2% FCS was added to stop the reaction. After
a centrifugation for 5 min at 600 x g, the supernatant with lyzed erythrocytes was discarded. CD3+ T cells were obtained by MACS magnetic bead cell separation using the pan T cell Isola-
tion kit II (Miltenyi). CD8+ T cells were separated from freshly isolated or pre-stimulated
PBMCs by either depletion of CD4+ and CD56+ cells using mouse anti-human CD4 (L200;
BD, Heidelberg) and mouse anti-human CD56 antibodies (B159; BD), sheep anti-mouse IgG
beads (Invitrogen) and Dynal magnets, or by using the MACS CD8+ Isolation Kit (Miltenyi). T
cells were stimulated with plate-bound anti-CD3 (OKT-3; Janssen-Cilag) and anti-CD28 (BD)
antibodies and 20 U/ml recombinant human interleukin-2 (IL-2, Chiron Corperation Ltd) in
RPMI1640 medium (Biochrom AG), supplemented with the same ingredients as listed above. Supplemented RPMI was used for cultivation of T cell and all in vitro assays. Further additions
as adenosine (Sigma-Aldrich), tryptophane (Sigma-Aldrich) recombinant cytokines (Miltenyi),
or neutralizing antibodies were added directly into the culture medium at the beginning of the
incubation period. T-cell isolation, stimulation and in vitro assays Human blood was donated by healthy volunteers, who were medical illuminated and registered
in an internal blood bank of Amgen Research (Munich) GmbH. Each donor was assigned a
number that was used for naming the blood samples. The blood was obtained directly before
usage by a trained team not including the authors of this paper. In some cases the blood drawn 4 / 16 PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 Transfected CHO cell lines express high levels of human immune
evasion factors Stably transfected, human EpCAM-expressing CHO cells were characterized for expression
levels of human immune evasion proteins in comparison to natural levels found in six human
cancer cell lines A549 (lung), BxPC3 (prostate), KATOIII (gastric), SKBR3 (breast), SW480
(colorectal), and A431 (skin). For IDO and PD-L1, cancer cells were in addition stimulated for
48 h with 1,000 U/ml IFNγ, which is known to induce the proteins [30, 31]. Various methods
were employed to quantify and compare expression levels, including FACS (for serpin PI-9,
PD-L1, EpCAM and TGF-β), ELISA (for TGF-β and IL-10) and Western blotting (for Bcl-2
and IDO; see analyses in S1 Fig). Western blot analyses confirmed the correct molecular size
and the use of specific detection antibodies the identity of the respective proteins in cancer cell
lines and transfected CHO cells. A summary of expression data shows that—apart from IDO
after stimulation of A431, A549, BxPC3 and KATOIII cells with IFNγ—in all cases evasion
proteins were expressed in stably transfected CHO cells to a much higher level than in the six
cancer cell lines. The expression of the target antigen EpCAM in most cell lines (A431, BxPC3
and KATOIII, SkBR3 and SW480) was in the range of CHO transfectants (Factor 2–9 fold less)
whereas A549 showed only moderate EpCAM expression (50x less than transfected CHO
cells) (Table 1). CFSE-based proliferation assays To assess the proliferative potential of T cells in the presence of immune escape proteins, T
cells were labeled with carboxyfluoresceine diacetate succinimidyl esther (CFSE) according to 5 / 16 PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 Impact of Immune Escape Mechanisms on BiTE the manufacturer`s instructions (Molecular Probes). Labeled T cells were co-incubated with
CHO cell lines stably expressing EpCAM and one of the evasion proteins or control cells +/-
adenosine in an incubator with 37°C, 5% CO2 atmosphere for 120 h in 48-well flat bottom
plates (Nunc) in the presence or absence of 1 μg/ml AMG 110. The number of T cells was kept
constant at 1x 104. CHO cells were washed twice to remove selection medium and were
adjusted to E:T ratios of 1:8, 1:1 and 4:1. After the incubation period, proliferation of CD3+ T
cells was determined by monitoring CFSE distribution by flow cytometry using a FACS Canto™
II flow cytometer and FACS DIVA™software. Subsequent analysis was performed using FlowJo
7.6.5 software. All assays were performed at least in duplicates. Statistical analysis Statistical analysis of EC50 values and amplitudes significant outliers were excluded with the
Grubb0s test. Afterwards p values were calculated with Prism 5 (GraphPad Software) using
unpaired t tests with Welch0s correction. Impact of Immune Escape Mechanisms on BiTE Table 1. Evasion protein expression in human cancer cell lines and stably expressing CHO transfectants. Rel. Expression Level [%]
CHO transfectants
A431
A549
BxPC3
KATOIII
SKBR3
SW480
PI-9
100
9.5
20.1
11.1
7.1
18.5
13.2
Bcl-2
100
1
0
1.8
0.2
0.8
0
IDO
100
0
0
0
0
0
0
IDO + IFNγ
100
124.2
413.5
745.7
166.6
n.d.a
0
IL-10
100
0.9
0.7
0.3
1.2
0
18.7
TGF-β
100
0.03
0.2
0.03
0
0.06
0.2
PD-L1
100
2.4
0.08
0.4
0.08
0.3
0.08
PD-L1 + IFNγ
100
2.5
0.6
1.3
0.3
0.1
0.08
EpCAM
100
10.7
1.9
11.1
45.5
20.4
35.0
PI-9, PD-L1 and EpCAM expression was determined by FACS analysis, Bcl-2 and IDO expression was assessed by Western blot and subsequent
analysis with Image J software, and TGF-β and IL-10 were detected with specific ELISA assays. The expression level observed in the CHO EpCAM
transfectants was set to 100%. Stimulation of cells with IFNγ was at 1000 U/ml for 48 h. an.d. = not determined. ression in human cancer cell lines and stably expressing CHO transfectants. Table 1. Evasion protein expression in human cancer cell lines and stably expressing CHO transfectants. Table 1. Evasion protein expression in human cancer cell lines and stably exp PI-9, PD-L1 and EpCAM expression was determined by FACS analysis, Bcl-2 and IDO expression was assessed by Western blot and subsequent
analysis with Image J software, and TGF-β and IL-10 were detected with specific ELISA assays. The expression level observed in the CHO EpCAM
transfectants was set to 100%. Stimulation of cells with IFNγ was at 1000 U/ml for 48 h. an.d. = not determined. doi:10.1371/journal.pone.0141669.t001 factor was only noted for cells expressing IDO. At all three E:T ratios, AMG 110 could barely
induce T cell proliferation in CHO-EpCAM cells stably transfected with human IDO cDNA. A
missing impact of TGF-β and IL-10 was confirmed by addition of recombinant factors to the
culture medium (see S2A Fig). For the experiments, three different human PBMC donors were
used. one of them showed a weaker AMG 110 dependent proliferation (see Adenosine E. T = 1:1 and 4:1). IDO showed pronounced inhibitory effect on AMG 110-induced T cell
proliferation AMG 110 and other BiTE1 antibody constructs have the capability to potently activate T cells,
but only in the presence of target cells [32]. We here investigated the impact of seven immune
escape factors on initiation of T cell proliferation by AMG 110 at three different effector to tar-
get (E:T) ratios after co-culture for 120 h. In the absence of AMG 110, none of the transfected
or control CHO cell lines elicited a proliferation of the CD3+ T cell population within added
peripheral mononuclear cells (PBMCs) as monitored by FACS using CSFE staining (Fig 1). In
the presence of 1 μg/ml AMG 110, control CHO-EpCAM cells (black) as well as CHO cells
with evasion factors (red) showed strong T cell proliferation signals indicative of multiple
rounds of cell cycling (Fig 1). Somewhat stronger signals were observed with increasing E:T cell
ratios (compare E:T ratio of 1:8 with 4:1). A significant difference between control and evasion 6 / 16 PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 Serpin PI-9, TGF-β, Bcl-2 and PD-L1 reduce the potency of redirected
target lysis by AMG 110 Using purified CD8+ T cells from healthy human PBMC donors, AMG 110 dose response anal-
yses for redirected lysis compared EC50 values and the percentage of lysis between CHO-Ep-
CAM control cells (black) and target cells in the presence of stably expressed or added evasion
factors (red) (Fig 2). Co-culture was for 24 hours at an E:T ratio of 1:1. Depending on T cell
donors, basal EC50 values for redirected lysis varied between 5 and 200 pg/ml AMG 110. The
percentage of cell lysis ranged between 40 and 90%. Discrete shifts of dose response curves to
higher EC50 values and lower percentages of lysis were noted for several evasion factors (Fig
2A). However, in no case, the presence of an evasion factor did abrogate redirected lysis. A
quantitation of results is shown in Fig 2B and 2C. The strongest inhibitory effect on the potency of redirected lysis was seen with the granzyme
B inhibitor serpin PI-9 showing a mean 18-fold increase in EC50 values (Fig 2A and 2B), with a
trend toward statistical significance (p = 0.07; N = 5). Second strongest was the effect of surface
expression of PD-L1 on CHO-EpCAM cells with a >5-fold reduction in potency reaching sta-
tistical significance (p = 0.04; N = 7). Expression of TGF-β induced a 3-fold reduction in the
potency of lysis with a strong trend (p = 0.06; N = 5). An inhibitory effect was confirmed by
addition of recombinant TGF-β to the culture medium of CHO-EpCAM control cells (see S2B
Fig). The >4-fold inhibitory effect of Bcl-2 on the EC50 value of lysis showed a weak trend
(p = 0.09; N = 3), and a statistically significant albeit small reduction (see Fig 2C) in the per-
centage of lysed cells (p = 0.01; N = 4). None of the other effects on the efficacy of lysis or per-
centage of lysed cells described in Fig 2 reached statistical significance or showed a strong trend
(S3A and S3B Fig). Similar results were obtained when CD3+ T cells were used instead of CD8+
T cells as effector cell population (see S4 Fig). 7 / 16 PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 Impact of Immune Escape Mechanisms on BiTE Fig 1. Impact of diverse immune evasion mechanisms on AMG 110-mediated T cell proliferation. Serpin PI-9, TGF-β, Bcl-2 and PD-L1 reduce the potency of redirected
target lysis by AMG 110 Human CD3+ T cells were labeled with CFSE and co-cultured at effector to target (E:T) ratios of 1:8, 1:1 and
4:1 in 48-well plates with CHO cell lines expressing human EpCAM and one of the six stably transfected
immune evasion proteins (PI-9, Bcl-2, IDO, IL-10, TGF-β or PD-L1) (red), or with parental EpCAM+ CHO cells
in the presence of 1 mM adenosine (ADO) in the culture medium (black: parental cells). CFSE signals in cells
were analyzed by flow cytometry. For each evasion protein one representative experiment is shown. Co-
culture in the absence of AMG 110 did not gave CSFE signals, whereas co-culture in the presence of 1 μg/ml
AMG 110 showed cycles of cell division affected by E:T ratio. Three different human PBMC were used. doi:10.1371/journal.pone.0141669.g001 Fig 1. Impact of diverse immune evasion mechanisms on AMG 110-mediated T cell proliferation. Human CD3+ T cells were labeled with CFSE and co-cultured at effector to target (E:T) ratios of 1:8, 1:1 and
4:1 in 48-well plates with CHO cell lines expressing human EpCAM and one of the six stably transfected
immune evasion proteins (PI-9, Bcl-2, IDO, IL-10, TGF-β or PD-L1) (red), or with parental EpCAM+ CHO cells
in the presence of 1 mM adenosine (ADO) in the culture medium (black: parental cells). CFSE signals in cells
were analyzed by flow cytometry. For each evasion protein one representative experiment is shown. Co-
culture in the absence of AMG 110 did not gave CSFE signals, whereas co-culture in the presence of 1 μg/ml
AMG 110 showed cycles of cell division affected by E:T ratio. Three different human PBMC were used. doi:10.1371/journal.pone.0141669.g001 doi:10.1371/journal.pone.0141669.g001 doi:10.1371/journal.pone.0141669.g001 Impact of Immune Escape Mechanisms on BiTE Fig 2. Impact of diverse immune evasion mechanisms on AMG 110-mediated redirected lysis of target cell. AMG 110 dose-dependent lysis was
compared between parental EpCAM+ CHO cells and EpCAM+ CHO cells stably transfected with one of six human evasions proteins or in the presence of 1
mM adenosine. Human CD8+ T cells were used as effector cells at an E:T ratio of 1:1. Percentage of target cell lysis after co-culture for 24 h and EC50 values
from sigmoidal dose-response response curves were determined in a FACS-based cytotoxicity assay. (A) Representative dose response curves are shown
for parental EpCAM+ CHO cells (black) and EpCAM+ CHO cells expressing evasion proteins or incubated in the presence of 1 mM adenosine (red). (B) Mean
EC50 values for redirected lysis were calculated from the indicated number of independent experiments. The relative change in EC50 values for lysis was
determined by dividing the mean of EC50 values from evasion conditions by the mean of EC50 values from control conditions. Error bars represent SEM
values. (C) Relative changes in the percentage of target cell lysis after 24 h at the plateau of dose response curves. The mean amplitude of lysis under
evasion conditions was divided by the mean amplitude of lysis under control conditions. Error bars represent SEM values. doi:10.1371/journal.pone.0141669.g002 Fig 2. Impact of diverse immune evasion mechanisms on AMG 110-mediated redirected lysis of target cell. AMG 110 dose-dependent lysis was
compared between parental EpCAM+ CHO cells and EpCAM+ CHO cells stably transfected with one of six human evasions proteins or in the presence of 1
mM adenosine. Human CD8+ T cells were used as effector cells at an E:T ratio of 1:1. Percentage of target cell lysis after co-culture for 24 h and EC50 values
from sigmoidal dose-response response curves were determined in a FACS-based cytotoxicity assay. (A) Representative dose response curves are shown
for parental EpCAM+ CHO cells (black) and EpCAM+ CHO cells expressing evasion proteins or incubated in the presence of 1 mM adenosine (red). (B) Mean
EC50 values for redirected lysis were calculated from the indicated number of independent experiments. The relative change in EC50 values for lysis was
determined by dividing the mean of EC50 values from evasion conditions by the mean of EC50 values from control conditions. Error bars represent SEM
values. The inhibitory activities of IDO, PD-L1, and TGF-β can be reversed by
pharmacological means IDO was the only evasion factor in this study leading to strong inhibition of AMG 110-induced
T cell proliferation (see Fig 1). To demonstrate that the inhibition was due to the enzymatic
activity of IDO, we added 0.5 μM tryptophane to the cell culture medium and analyzed cell
cycling by CFSE-based FACS. As shown in Fig 3A, replenishment with tryptophane completely
reversed the inhibition of AMG 110-induced cell cycling in IDO-expressing CHO-EpCAM
cells. The inhibitory effect seen upon expression of TGF-β on redirected lysis of target cells
expressing and secreting human TGF-β could be reversed in the presence of 50 μg/ml of a neu-
tralizing anti-TGF-β antibody (Fig 3B). The decreased lysis of PD-L1 expressing CHO-EpCAM 8 / 16 PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 Impact of Immune Escape Mechanisms on BiTE Fig 3. Reversal of inhibitory effects of PD-L1, IDO and TGF-β by pharmacological means. (A) Analysis of CD3+ T cell proliferation after 120 h of co-
culture with control EpCAM+ CHO cells and IDO-expressing, EpCAM+ CHO cells in the presence or absence of 500 μM tryptophane (Trp) with and without
1 μg/ml AMG 110. (B) Dose-dependent, redirected target cell lysis of parental EpCAM+ CHO cells and EpCAM+ CHO TGF-β transfectants +/- 50 μg/ml TGF-
β neutralizing anti-human TGF-β antibody in presence of AMG 110 and CD3+ T cells in an E:T ratio of 4:1 after 72 h incubation. (C) Dose-dependent
redirected target cell lysis of control EpCAM+ CHO cells and EpCAM+ CHO PD-L1 transfectants with and without 5 μg/ml of an anti-human
PD-L1-neutralizing antibody in the presence of AMG 110 and pre-stimulated CD8+ T cells. The E:T ratio was 1:1, the assay duration 24 h. Fig 3. Reversal of inhibitory effects of PD-L1, IDO and TGF-β by pharmacological means. (A) Analysis of CD3+ T cell proliferation after 120 h of co- Fig 3. Reversal of inhibitory effects of PD-L1, IDO and TGF-β by pharmacological means. (A) Analysis of CD3+ T cell proliferation after 120 h of co-
culture with control EpCAM+ CHO cells and IDO-expressing, EpCAM+ CHO cells in the presence or absence of 500 μM tryptophane (Trp) with and without
1 μg/ml AMG 110. (B) Dose-dependent, redirected target cell lysis of parental EpCAM+ CHO cells and EpCAM+ CHO TGF-β transfectants +/- 50 μg/ml TGF-
β neutralizing anti-human TGF-β antibody in presence of AMG 110 and CD3+ T cells in an E:T ratio of 4:1 after 72 h incubation. (C) Dose-dependent
redirected target cell lysis of control EpCAM+ CHO cells and EpCAM+ CHO PD-L1 transfectants with and without 5 μg/ml of an anti-human
PD-L1-neutralizing antibody in the presence of AMG 110 and pre-stimulated CD8+ T cells. The E:T ratio was 1:1, the assay duration 24 h. doi:10.1371/journal.pone.0141669.g003 Redirected target cell lysis is observed even if all seven evasion
mechanisms are present in co-culture Several evasion factors investigated in this study can act in trans, such as TGF-β, IL-10, PD-L1,
IDO and adenosine. Only Bcl-2 and serpin PI-9 proteins, which are confined to the cytoplasm
of cancer cells, cannot. We here attempted to create in co-culture an immunosuppressive envi-
ronment by having all seven factors present at the same time. In one condition, each of the six
transfected CHO-EpCAM cell lines was present at the same number and 1 mM adenosine
added to the culture medium. Even under this condition, redirected lysis was still observed (Fig
4). However, a substantial impact on the percentage of lysis was evident with an increasing
number of factors combined. The impact on the EC50 value of lysis showed a trend and did not
exceed a 7-fold reduction. (C) Relative changes in the percentage of target cell lysis after 24 h at the plateau of dose response curves. The mean amplitude of lysis under
evasion conditions was divided by the mean amplitude of lysis under control conditions. Error bars represent SEM values. doi:10.1371/journal.pone.0141669.g002 cells by AMG 110 could be fully reversed in the presence of 5 μg/ml of an antagonistic anti-
PD-L1 antibody (Fig 3C). Anti-TGF-β and anti-PD-L1 antibodies or PI-9 inhibition by shRNA
had no effect on lysis of cancer cell lines expressing the respective evasion factors at low levels
(see S4D, S4E and S4F Fig). 9 / 16 PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 Discussion This is the first study exploring the impact of diverse evasion mechanisms on the performance
of cytotoxic T cells engaged by a BiTE1 antibody construct. Our experimental system used
rodent target cells in co-culture with human T cells, which excludes mechanisms of regular T
cell recognition based on matching MHC class I or co-stimulatory molecule interactions. T cell
recognition was solely based on connecting human EpCAM on CHO-EpCAM cells with CD3ε 10 / 16 PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 Impact of Immune Escape Mechanisms on BiTE Fig 4. Combinatorial effect of evasion mechanisms on AMG 110-mediated redirected target cell lysis. Parental human EpCAM+ CHO cells and
different combinations of EpCAM+ CHO cells expressing evasion proteins were co-cultured at an E:T ratio of 4:1 with CD3+ T cells and various AMG 110
concentrations for 72 h. For each curve an equal amount of control EpCAM+ CHO cells was replaced by an additional stable CHO cell line until the entire
target cell population comprised evasion protein-expressing cells and contained 1 mM adenosine. (A) Target cell lysis was determined by a FACS-based
cytotoxicity assays. Sigmoidal dose-response curves were created with GraphPad Prism software. Error bars represent SEM values. (B) Relative change in
EC50 and (C) percentage of cell lysis after 72 h were calculated as described in Fig 3. Error bars represent SEM values from two independent experiments Fig 4. Combinatorial effect of evasion mechanisms on AMG 110-mediated redirected target cell lysis. Pa Fig 4. Combinatorial effect of evasion mechanisms on AMG 110-mediated redirected target cell lysis. Parental human EpCAM+ CHO cells and
different combinations of EpCAM+ CHO cells expressing evasion proteins were co-cultured at an E:T ratio of 4:1 with CD3+ T cells and various AMG 110
concentrations for 72 h. For each curve an equal amount of control EpCAM+ CHO cells was replaced by an additional stable CHO cell line until the entire
target cell population comprised evasion protein-expressing cells and contained 1 mM adenosine. (A) Target cell lysis was determined by a FACS-based
cytotoxicity assays. Sigmoidal dose-response curves were created with GraphPad Prism software. Error bars represent SEM values. (B) Relative change in
EC50 and (C) percentage of cell lysis after 72 h were calculated as described in Fig 3. Error bars represent SEM values from two independent experiments doi:10.1371/journal.pone.0141669.g004 on human T cells by the bispecific AMG 110 protein. Impact of Immune Escape Mechanisms on BiTE underestimate the impact of combinatorial effects of evasion factors. Heterogeneity of tumor
cells has been comprehensively documented [35, 36] and may well extent to the number and
combination of evasion factors selected during disease progression within tumor tissues. This
is evident from the present study where more than one evasion protein was detectable in the
six human cancer cell lines studied (see S1 Fig). In one experiment, we tried to address combi-
nations of evasion factors by mixing all CHO cell clones in the presence of 1 mM adenosine. Even under this circumstance, redirected lysis was still detectable albeit at lower potency and
reduced kinetics as reflected in a decrease of the amplitude of lysis. Another factor contributing
to the insensitivity of AMG 110-engaged T cells could be the release of pro-inflammatory cyto-
kines by BiTE1-activated T cells [32]. IFNγ, interleukins 2 and 6, TNF-α and many other
immune-stimulatory cytokines were found to be released upon BiTE1 stimulation in vitro, in
mouse studies and in patients [37, 38]. These could in part counteract the activity of evasion
factors by induction of activating signal transduction pathways in T cells. For example, the
addition of IL-2 has been shown to overcome PD-L1-dependent inhibition of proliferation
[39]. Apart from that, the in-vitro assays investigating redirected lysis were executed with an E:T
ratio of 1:1. In vivo, the number of T cells in the tumor might be less favorable. The ability of
BiTE1 antibodies to engage all existing effector T cells in the body to eliminate mulitiple target
cells might decrease the effects of inhibition of T cell proliferation (like IDO). Nevertheless, a
surplus of tumor cells might require local t cell expansion. Another possibility is that evasion factors need to act for prolonged periods of time on cyto-
toxic T cells to be effective. In our experiments, we studied redirected lysis for 24 or 72 hours
and T cell proliferation for 120 hours. Pre-existing toxins in secretory granules of effector T
cells and their discharge during synapse formation may be very difficult to intercept, for
instance, by mechanisms that work in T cells by transcriptional repression (like TGF-β) or by
inhibition of T cell proliferation (like IDO). In our experiments, we targeted CHO transfectants and tumor cells with high to moderate
EpCAM expression. The expression of tumor antigen on tumor cells can be very heteroge-
neous. PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 Discussion Previous studies have shown that MHC I
expression is dispensable for the activity of AMG 110 [33], and that T cell activation and ensu-
ing target cell lysis is entirely dependent on proper recognition of the human EpCAM antigen
[34]. By using stably transfected CHO-EpCAM cell clones, we established expression levels for
six evasion proteins that, with the exception of IFNγ-induced IDO, exceeded by far those
found in six human cancer lines. Our experimental system should therefore be suitable to faith-
fully study the isolated activity of an evasion factor on BiTE1-induced T cell proliferation and
redirected lysis with a suitable background and acceptable signal strength. Despite a high-level expression of evasion proteins or the abundance of soluble evasion fac-
tors in culture medium, we were surprised to observe only subtle changes in the performance
of AMG 110-activated T cells. Most substantial was an inhibition of T cell cycling by IDO, and
shifts in EC50 values of redirected lysis compared to control CHO-EpCAM cells in cells
expressing serpin PI-9, PD-L1, TGF-β and Bcl-2, of which only the effect of PD-L1 reached sta-
tistical significance. The only statistically significant but small impact on the percentage of lysis
was seen for Bcl-2. In all other cases, no significant inhibition was observed and higher concen-
trations of AMG 110 could typically compensate for the reduced percentage of lysis during the
24-72-h co-culture experiments. Despite a high-level expression of evasion proteins or the abundance of soluble evasion fac-
tors in culture medium, we were surprised to observe only subtle changes in the performance
of AMG 110-activated T cells. Most substantial was an inhibition of T cell cycling by IDO, and
shifts in EC50 values of redirected lysis compared to control CHO-EpCAM cells in cells What may explain the relative insensitivity of AMG 110-mediated T cell activation and lysis
to most evasion factors? Firstly, our experimental system studying isolated factors may 11 / 16 PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 Supporting Information S1 Fig. Expression of escape proteins in CHO EpCAM transfectants and six human tumor
cell lines. (A) Intracellular FACS analysis of PI-9 expression in fixed and permeabilized tumor
cell lines and CHO EpCAM PI-9 transfectants. For comparison of expression levels the relative
median (= median sample/median control) of the samples were compared with reference to
the CHO EpCAM PI-9 cells. (B) FACS analysis of PD-L1 expression with unlabeled cells
(open), untreated (black) and IFNγ pretreated (grey) cell lines labeled with anti-human PD-L1
antibody. For comparison of expression levels relative medians of all samples were calculated. (C) FACS analysis of EpCAM expression. For comparison of expression levels relative medians
of all samples were calculated. (D) Western Blot Analysis of Bcl-2 expression and the corre-
sponding loading control. 25 μg of total cell lysate were applied. Bcl-2 signals were analyzed
with ImageJ software and evaluated with respect to loading control and CHO EpCAM Bcl-2
signal. (E) Western Blot analysis of IDO expression and the corresponding loading control. 100 μg protein of total cell lysate were applied. IDO signals were analyzed with ImageJ software
and evaluated with respect to loading control and CHO EpCAM IDO signal. (F) ELISA analy-
sis of IL-10 and (G) TGF-β expression in human cancer cell lines and CHO EpCAM tranfec-
tants assessed in cell supernatant of 2,5x105 /ml after 48 h of culturing. Error bars represent
SEM out of the two assays. (H) FACS analysis of extracellular TGF-β expression in CHO
EpCAM transfectants with unlabeled cells (grey), parental CHO cells (blue) and CHO EpCAM
TGF-β transfectants (closed) labeled with anti-human TGF-β antibody. (TIF) S2 Fig. Impact of rec. hum IL-10 and TGF-β on BiTE1-induced proliferation and target
cell lysis. (A) Human CD3+ T cells were labeled with CFSE and co-cultured at effector to target
(E:T) ratios of 1:8, 1:1 and 4:1 in 48-well plates in presence and absence of 1 μg/ml AMG 110
with CHO control cells, CHO EpCAM IL-10 cells or control cells in the presence of 10 ng/ml
and 400 ng/ml hum IL-10 or with CHO control cells, CHO EpCAM TGF-β and control cells in
the presence 100 ng/ml hum TGF-β. After 120 h, CFSE signals of CFSE-positive cells were ana-
lyzed using a FACS Canto™II flow cytometer and FACS DIVA™software. It is possible, that only a small number of target antigens per cell could result in reduced
t cell activation, leaving the t cells more susceptible to inhibitory signals. Follow up studies will
have to address whether t cell inhibition increases with decreasing levels of target antigens. 1 The BiTE1 principle is not dependent on the generation, expansion, epitope spreading and
migration of specific T cell clones. This in itself may circumvent a number of evasion mecha-
nisms that impact the latter. How can the dose of AMG 110 eventually compensate for inhibitory effects of evasion fac-
tors? AMG 110 was shown to induce formation of a normally structured, functional cytolytic
synapse between T cells and EpCAM-expressing target cells [33]. It is conceivable that by
increasing the concentration of AMG 110, this BiTE1-induced synapse is getting enlarged,
which may allow for delivery of more granzymes and perforin across the synapse. 1 Future studies need to investigate whether the surface of BiTE1-induced synapses is scal-
able and this way capable of delivering various doses of toxins in relationship to the BiTE1
concentration. Even if certain evasion mechanisms can impact BiTE1-engaged T cells in their proliferation
or effector function, as here observed for IDO, PD-L1, serpin PI-9 or TGF-β, there may be
means to enhance a reduced BiTE1 function by pharmacological intervention. We here show
that antibodies neutralizing the PD-1/PD-L1 axis or TGF-β can relieve an inhibition of redi-
rected lysis. Likewise, inhibitors of IDO may be able to restore BiTE1-induced T cell cycling. With the aggressive clinical development of antibodies blocking the PD-1/PD-L1 axis and 12 / 16 PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 Impact of Immune Escape Mechanisms on BiTE other checkpoint inhibitors, pharmacological tools will become available to clinically investi-
gate whether BiTE1 antibody constructs can profit from a blockade of immune evasion. Supporting Information Dose-dependent redirected target cell
lysis of human tumor cell lines with and without inhibition of endogenous (D) PI9 expression
by shRNA, neutralization of endogenous (E) TGF-β or (F) endogenous PD-L1 by addition of
neutralizing antibodies after (D-E) 48 h and (F) 24 h. (TIF) transfected with one of six human evasions proteins and the target antigen human EpCAM
compared to parental EpCAM+ CHO cells or parental EpCAM+ CHO cells in presence or
absence of evasion protein Adenosine using CD3+ T cells as effector cell population. Percentage
of target cell lysis was assessed by a FACS-based cytotoxicity assay after 72 h of co-culture with
CD3+ T cells at an E:T ratio of 4:1 using a FACS Canto™II flow cytometer. Mean EC50 values
were calculated with GraphPad Prism software. Error bars represent SEM out of duplicates. For quantification of effects of immune escape mechanisms on BiTE1-mediated redirected
target cell lysis. (B) Relative Change in EC50 and (C) relative change in amplitude were calcu-
lated as described in Fig 2. Error bars represent SEM out of the assays performed for each dif-
ferent cell line. The number of repetitions is indicated. Dose-dependent redirected target cell
lysis of human tumor cell lines with and without inhibition of endogenous (D) PI9 expression
by shRNA, neutralization of endogenous (E) TGF-β or (F) endogenous PD-L1 by addition of
neutralizing antibodies after (D-E) 48 h and (F) 24 h. (TIF) S5 Fig. PD-1 increases upon stimulation. FACS analysis of PD-1 expression in CD3+T cells
that were cultured with/without CD3/CD28/IL-2 96h after isolation. (TIF) S6 Fig. Adenosine decreases CD25 expression. FACS analysis of CD25 expression in CD3+T
cells stimulated by CD3/CD28/IL-2 with/without 1 mM of Adenosine (ADO). (TIF) S6 Fig. Adenosine decreases CD25 expression. FACS analysis of CD25 expression in CD3+T
cells stimulated by CD3/CD28/IL-2 with/without 1 mM of Adenosine (ADO). (TIF) S7 Fig. Functional analysis of rec. hum TGF-β, TGF-β from supernatant of CHO tranfec-
tants and TGF-β neutralizing antibody. Intracellular FACS analysis of granzyme B (GrB)
expression in CD3+ T cells (A) stimulated by CD3/CD28/IL-2 with/without 100 ng rec. hum
TGF-β, (B) stimulated in CHO EpCAM control cell supernatant and (C) CHO EpCAM TGF-β
supernatant +/- TGF-β neutralizing antibody. (TIF) Author Contributions Conceived and designed the experiments: TR MM WD. Performed the experiments: WD. Ana-
lyzed the data: TR MM WD PK. Contributed reagents/materials/analysis tools: PK. Wrote the
paper: MM WD PAB. Supporting Information (B) Dose-dependent
redirected target cell lysis of CHO EpCAM control cells, CHO EpCAM-IL10 transfectans and
control cells in presence of 10 ng/ml or 200 ng/ml hum IL-10 and dose-dependent redirected
target cell lysis of CHO EpCAM control cells, CHO EpCAM TGF-β transfectans and control
cells in presence of 80 ng/ml hum TGF-β. Percentage of target cell lysis was assessed by an
FACS-based cytotoxicity assay after 72 h of co-culture with CD3+ T cells at an E:T ratio of 4:1
using a FACS Canto™II flow cytometer. Mean EC50 values were calculated with GraphPad
Prism software. Error bars represent SEM out of duplicates. (TIF) S3 Fig. Statistical analysis of EC50 values and amplitudes of CHO escape transfectants and
corresponding controls. (A) EC50 values and (B) amplitudes of all executed assays using CD8+
T cells as effector cell population were analyzed with the Grubb0s test to exclude significant out-
liers. P values were calculated using unpaired t tests with welch0s correction with a significance
level = p <0.05. (TIF) S4 Fig. Impact of diverse immune escape mechanisms on target cell lysis by redirected
CD3+ T cells. Dose-dependent redirected target cell lysis of CHO cell lines (A) stably S4 Fig. Impact of diverse immune escape mechanisms on target cell lysis by redirected
CD3+ T cells. Dose-dependent redirected target cell lysis of CHO cell lines (A) stably 13 / 16 PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 Impact of Immune Escape Mechanisms on BiTE transfected with one of six human evasions proteins and the target antigen human EpCAM
compared to parental EpCAM+ CHO cells or parental EpCAM+ CHO cells in presence or
absence of evasion protein Adenosine using CD3+ T cells as effector cell population. Percentage
of target cell lysis was assessed by a FACS-based cytotoxicity assay after 72 h of co-culture with
CD3+ T cells at an E:T ratio of 4:1 using a FACS Canto™II flow cytometer. Mean EC50 values
were calculated with GraphPad Prism software. Error bars represent SEM out of duplicates. For quantification of effects of immune escape mechanisms on BiTE1-mediated redirected
target cell lysis. (B) Relative Change in EC50 and (C) relative change in amplitude were calcu-
lated as described in Fig 2. Error bars represent SEM out of the assays performed for each dif-
ferent cell line. The number of repetitions is indicated. PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 References 1. Dudley ME, Wunderlich JR, Yang JC, Sherry RM, Topalian SL, Restifo NP, et al. Adoptive cell transfer
therapy following non-myeloablative but lymphodepleting chemotherapy for the treatment of patients
with refractory metastatic melanoma. Journal of clinical oncology: official journal of the American Soci-
ety of Clinical Oncology. 2005; 23(10):2346–57. Epub 2005/04/01. doi: 10.1200/jco.2005.00.240
PMID: 15800326; PubMed Central PMCID: PMCPmc1475951. 2. Hamid O, Robert C, Daud A, Hodi FS, Hwu WJ, Kefford R, et al. Safety and tumor responses with lam-
brolizumab (anti-PD-1) in melanoma. The New England journal of medicine. 2013; 369(2):134–44. Epub 2013/06/04. doi: 10.1056/NEJMoa1305133 PMID: 23724846; PubMed Central PMCID:
PMCPmc4126516. 3. Senzer NN, Kaufman HL, Amatruda T, Nemunaitis M, Reid T, Daniels G, et al. Phase II clinical trial of a
granulocyte-macrophage colony-stimulating factor-encoding, second-generation oncolytic herpesvirus
in patients with unresectable metastatic melanoma. Journal of clinical oncology: official journal of the
American Society of Clinical Oncology. 2009; 27(34):5763–71. Epub 2009/11/04. doi: 10.1200/jco. 2009.24.3675 PMID: 19884534. 4. Wolchok JD, Hodi FS, Weber JS, Allison JP, Urba WJ, Robert C, et al. Development of ipilimumab: a
novel immunotherapeutic approach for the treatment of advanced melanoma. Annals of the New York 4. Wolchok JD, Hodi FS, Weber JS, Allison JP, Urba WJ, Robert C, et al. Development of ipilimumab: a
novel immunotherapeutic approach for the treatment of advanced melanoma. Annals of the New York PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 14 / 16 Impact of Immune Escape Mechanisms on BiTE Academy of Sciences. 2013; 1291:1–13. Epub 2013/06/19. doi: 10.1111/nyas.12180 PMID: 23772560;
PubMed Central PMCID: PMCPmc3910157. Academy of Sciences. 2013; 1291:1–13. Epub 2013/06/19. doi: 10.1111/nyas.12180 PMID: 23772560;
PubMed Central PMCID: PMCPmc3910157. 5. Baeuerle PA, Kufer P, Bargou R. BiTE: Teaching antibodies to engage T-cells for cancer therapy. Cur-
rent opinion in molecular therapeutics. 2009; 11(1):22–30. Epub 2009/01/27. PMID: 19169956. 6. Kischel R, Hausmann S, Baeuerle P, Kufer P. Abstract #3252: Effector memory T cells make a major
contribution to redirected target cell lysis by T cell-engaging BiTE antibody MT110. AACR Meeting
Abstracts. 2009; 2009(2_Annual_Meeting):3252-. 7. Frankel SR, Baeuerle PA. Targeting T cells to tumor cells using bispecific antibodies. Current opinion in
chemical biology. 2013; 17(3):385–92. Epub 2013/04/30. doi: 10.1016/j.cbpa.2013.03.029 PMID:
23623807. 8. Topp MS, Kufer P, Gokbuget N, Goebeler M, Klinger M, Neumann S, et al. References Targeted therapy with the T-
cell-engaging antibody blinatumomab of chemotherapy-refractory minimal residual disease in B-line-
age acute lymphoblastic leukemia patients results in high response rate and prolonged leukemia-free
survival. Journal of clinical oncology: official journal of the American Society of Clinical Oncology. 2011;
29(18):2493–8. Epub 2011/05/18. doi: 10.1200/jco.2010.32.7270 PMID: 21576633. 9. Schlegel P, Lang P, Zugmaier G, Ebinger M, Kreyenberg H, Witte KE, et al. Pediatric posttransplant
relapsed/refractory B-precursor acute lymphoblastic leukemia shows durable remission by therapy with
the T-cell engaging bispecific antibody blinatumomab. Haematologica. 2014; 99(7):1212–9. Epub
2014/04/15. doi: 10.3324/haematol.2013.100073 PMID: 24727818; PubMed Central PMCID:
PMCPmc4077083. 10. Fiedler WM, Ritter B, Seggewiss R, Bokemeyer C, Fettes P, Klinger M, et al. Phase I safety and phar-
macology study of the EpCAM/CD3-bispecific BiTE antibody MT110 in patients with metastatic colorec-
tal, gastric, or lung cancer. ASCO Meeting Abstracts. 2010; 28(15_suppl):2573. 11. Fiedler WM, Wolf M, Kebenko M, Goebeler M-E, Ritter B, Quaas A, et al. A phase I study of EpCAM/
CD3-bispecific antibody (MT110) in patients with advanced solid tumors. ASCO Meeting Abstracts. 2012; 30(15_suppl):2504. 12. Muller L, Kiessling R, Rees RC, Pawelec G. Escape mechanisms in tumor immunity: an update. Jour-
nal of environmental pathology, toxicology and oncology: official organ of the International Society for
Environmental Toxicology and Cancer. 2002; 21(4):277–330. Epub 2003/01/04. PMID: 12510961. 13. Topfer K, Kempe S, Muller N, Schmitz M, Bachmann M, Cartellieri M, et al. Tumor evasion from T cell
surveillance. Journal of biomedicine & biotechnology. 2011; 2011:918471. doi: 10.1155/2011/918471
PMID: 22190859; PubMed Central PMCID: PMC3228689. 14. Brahmer JR, Tykodi SS, Chow LQ, Hwu WJ, Topalian SL, Hwu P, et al. Safety and activity of anti-PD-
L1 antibody in patients with advanced cancer. The New England journal of medicine. 2012; 366
(26):2455–65. Epub 2012/06/05. doi: 10.1056/NEJMoa1200694 PMID: 22658128; PubMed Central
PMCID: PMCPmc3563263. 15. Topalian SL, Hodi FS, Brahmer JR, Gettinger SN, Smith DC, McDermott DF, et al. Safety, activity, and
immune correlates of anti-PD-1 antibody in cancer. The New England journal of medicine. 2012; 366
(26):2443–54. Epub 2012/06/05. doi: 10.1056/NEJMoa1200690 PMID: 22658127; PubMed Central
PMCID: PMCPmc3544539. 16. Zhang B. CD73: a novel target for cancer immunotherapy. Cancer research. 2010; 70(16):6407–11. Epub 2010/08/05. doi: 10.1158/0008-5472.can-10-1544 PMID: 20682793; PubMed Central PMCID:
PMCPmc2922475. 17. Hoskin DW, Mader JS, Furlong SJ, Conrad DM, Blay J. Inhibition of T cell and natural killer cell function
by adenosine and its contribution to immune evasion by tumor cells (Review). PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 References Characterization of a new primary
human pancreatic tumor line. Cancer investigation. 1986; 4(1):15–23. Epub 1986/01/01. PMID:
3754176. 27. Sekiguchi M, Sakakibara K, Fujii G. Establishment of cultured cell lines derived from a human gastric
carcinoma. The Japanese journal of experimental medicine. 1978; 48(1):61–8. Epub 1978/02/01. PMID: 209229. 28. Fogh J. Human tumor cells in vitro. New York: Plenum Press. 1975. 29. Leibovitz A, Stinson JC, McCombs WB 3rd, McCoy CE, Mazur KC, Mabry ND. Classification of human
colorectal adenocarcinoma cell lines. Cancer research. 1976; 36(12):4562–9. Epub 1976/12/11. PMID:
1000501. 30. Yasui H, Takai K, Yoshida R, Hayaishi O. Interferon enhances tryptophan metabolism by inducing pul-
monary indoleamine 2,3-dioxygenase: its possible occurrence in cancer patients. Proceedings of the
National Academy of Sciences of the United States of America. 1986; 83(17):6622–6. Epub 1986/09/
01. PMID: 2428037; PubMed Central PMCID: PMCPmc386556. 31. Blank C, Brown I, Peterson AC, Spiotto M, Iwai Y, Honjo T, et al. PD-L1/B7H-1 inhibits the effector
phase of tumor rejection by T cell receptor (TCR) transgenic CD8+ T cells. Cancer research. 2004; 64
(3):1140–5. Epub 2004/02/12. PMID: 14871849. 32. Brandl C, Haas C, d'Argouges S, Fisch T, Kufer P, Brischwein K, et al. The effect of dexamethasone on
polyclonal T cell activation and redirected target cell lysis as induced by a CD19/CD3-bispecific single-
chain antibody construct. Cancer immunology, immunotherapy: CII. 2007; 56(10):1551–63. Epub
2007/02/21. doi: 10.1007/s00262-007-0298-z PMID: 17310380. 33. Offner S, Hofmeister R, Romaniuk A, Kufer P, Baeuerle PA. Induction of regular cytolytic T cell synap-
ses by bispecific single-chain antibody constructs on MHC class I-negative tumor cells. Molecular
immunology. 2006; 43(6):763–71. Epub 2005/12/20. doi: 10.1016/j.molimm.2005.03.007 PMID:
16360021. 34. Brischwein K, Parr L, Pflanz S, Volkland J, Lumsden J, Klinger M, et al. Strictly target cell-dependent
activation of T cells by bispecific single-chain antibody constructs of the BiTE class. Journal of immuno-
therapy (Hagerstown, Md: 1997). 2007; 30(8):798–807. Epub 2007/12/01. doi: 10.1097/CJI. 0b013e318156750c PMID: 18049331. 35. Burrell RA, McGranahan N, Bartek J, Swanton C. The causes and consequences of genetic heteroge-
neity in cancer evolution. Nature. 2013; 501(7467):338–45. Epub 2013/09/21. doi: 10.1038/
nature12625 PMID: 24048066. 36. Real LM, Jimenez P, Kirkin A, Serrano A, Garcia A, Canton J, et al. Multiple mechanisms of immune
evasion can coexist in melanoma tumor cell lines derived from the same patient. Cancer immunology,
immunotherapy: CII. 2001; 49(11):621–8. Epub 2001/02/28. PMID: 11225993. 37. References Int J Oncol. 2008; 32
(3):527–35. Epub 2008/02/23. PMID: 18292929. 18. Mosser DM, Zhang X. Interleukin-10: new perspectives on an old cytokine. Immunological reviews. 2008; 226:205–18. doi: 10.1111/j.1600-065X.2008.00706.x PMID: 19161426; PubMed Central
PMCID: PMC2724982. 19. Thomas DA, Massague J. TGF-beta directly targets cytotoxic T cell functions during tumor evasion of
immune surveillance. Cancer cell. 2005; 8(5):369–80. Epub 2005/11/16. doi: 10.1016/j.ccr.2005.10. 012 PMID: 16286245. 20. Medema JP, de Jong J, Peltenburg LT, Verdegaal EM, Gorter A, Bres SA, et al. Blockade of the gran-
zyme B/perforin pathway through overexpression of the serine protease inhibitor PI-9/SPI-6 constitutes
a mechanism for immune escape by tumors. Proceedings of the National Academy of Sciences of the
United States of America. 2001; 98(20):11515–20. Epub 2001/09/20. doi: 10.1073/pnas.201398198
PMID: 11562487; PubMed Central PMCID: PMCPmc58761. 21. Goping IS, Barry M, Liston P, Sawchuk T, Constantinescu G, Michalak KM, et al. Granzyme B-induced
apoptosis requires both direct caspase activation and relief of caspase inhibition. Immunity. 2003; 18
(3):355–65. Epub 2003/03/22. PMID: 12648453. 15 / 16 PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 Impact of Immune Escape Mechanisms on BiTE 22. Terness P, Bauer TM, Rose L, Dufter C, Watzlik A, Simon H, et al. Inhibition of allogeneic T cell prolifer-
ation by indoleamine 2,3-dioxygenase-expressing dendritic cells: mediation of suppression by trypto-
phan metabolites. The Journal of experimental medicine. 2002; 196(4):447–57. Epub 2002/08/21. PMID: 12186837; PubMed Central PMCID: PMCPmc2196057. 22. Terness P, Bauer TM, Rose L, Dufter C, Watzlik A, Simon H, et al. Inhibition of allogeneic T cell prolifer-
ation by indoleamine 2,3-dioxygenase-expressing dendritic cells: mediation of suppression by trypto-
phan metabolites. The Journal of experimental medicine. 2002; 196(4):447–57. Epub 2002/08/21. PMID: 12186837; PubMed Central PMCID: PMCPmc2196057. 23. Munn DH, Mellor AL. Indoleamine 2,3-dioxygenase and tumor-induced tolerance. The Journal of clini-
cal investigation. 2007; 117(5):1147–54. PubMed Central PMCID: PMC1857253. 24. Brischwein K, Schlereth B, Guller B, Steiger C, Wolf A, Lutterbuese R, et al. MT110: a novel bispecific
single-chain antibody construct with high efficacy in eradicating established tumors. Molecular immu-
nology. 2006; 43(8):1129–43. Epub 2005/09/06. doi: 10.1016/j.molimm.2005.07.034 PMID: 16139892. 25. Giard DJ, Aaronson SA, Todaro GJ, Arnstein P, Kersey JH, Dosik H, et al. In vitro cultivation of human
tumors: establishment of cell lines derived from a series of solid tumors. Journal of the National Cancer
Institute. 1973; 51(5):1417–23. Epub 1973/11/01. PMID: 4357758. 26. Tan MH, Nowak NJ, Loor R, Ochi H, Sandberg AA, Lopez C, et al. PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015 References Amann M, D'Argouges S, Lorenczewski G, Brischwein K, Kischel R, Lutterbuese R, et al. Antitumor
activity of an EpCAM/CD3-bispecific BiTE antibody during long-term treatment of mice in the absence
of T-cell anergy and sustained cytokine release. Journal of immunotherapy (Hagerstown, Md: 1997). 2009; 32(5):452–64. Epub 2009/07/18. doi: 10.1097/CJI.0b013e3181a1c097 PMID: 19609237. 38. Klinger M, Brandl C, Zugmaier G, Hijazi Y, Bargou RC, Topp MS, et al. Immunopharmacologic
response of patients with B-lineage acute lymphoblastic leukemia to continuous infusion of T cell-
engaging CD19/CD3-bispecific BiTE antibody blinatumomab. Blood. 2012; 119(26):6226–33. Epub
2012/05/18. doi: 10.1182/blood-2012-01-400515 PMID: 22592608. 39. Carter L, Fouser LA, Jussif J, Fitz L, Deng B, Wood CR, et al. PD-1:PD-L inhibitory pathway affects
both CD4(+) and CD8(+) T cells and is overcome by IL-2. European journal of immunology. 2002; 32
(3):634–43. Epub 2002/02/22. 16 / 16 PLOS ONE | DOI:10.1371/journal.pone.0141669
October 28, 2015
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ATLAS ITk Pixel Detector Overview
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Journal of physics. Conference series
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cc-by
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E-mail: fmunoz@cern.ch Abstract. In this work an overview of the layout and current status of development of the
ITk Pixel detector is given. For the HL-LHC upgrade the current ATLAS Inner Detector is
replaced by an all-silicon system. The Pixel Detector will consist of 5 barrel layers and a number
of rings, resulting in about 14 m2 of instrumented area. Due to the huge non-ionising fluence
(1×1016 neq/cm2) and ionising dose (5 MGy), the two innermost layers, instrumented with 3D
pixel sensors (L0) and 100 µm thin planar sensors (L1) will be replaced after about 5 years of
operation. All hybrid detector modules will be read out by novel ASICs, implemented in 65 nm
CMOS technology, with a bandwidth of up to 5 Gb/s. Data will be transmitted optically to
the off-detector readout system. To save material in the servicing cables, the ASICs are serially
powered. Large-scale prototyping programs are being carried out by all sub-systems. ATL-ITK-PROC-2021-004
22 June 2021 ATL-ITK-PROC-2021-004
22 June 2021 ATLAS ITk Pixel Detector Overview Francisca J. Mu˜noz S´anchez on behalf of the ATLAS collaboration
Department of Physics and Astronomy, Faculty of Science and Engineering,
University of Manchester,
Oxford Road, M13 9PL
United Kingdom. Francisca J. Mu˜noz S´anchez on behalf of the ATLAS collaboration
Department of Physics and Astronomy, Faculty of Science and Engineering,
University of Manchester,
Oxford Road, M13 9PL
United Kingdom. Francisca J. Mu˜noz S´anchez on behalf of the ATLAS collaboration
Department of Physics and Astronomy, Faculty of Science and Engineering,
University of Manchester,
Oxford Road, M13 9PL
United Kingdom. 1. Introduction The upgrade of the Large Hadron Collider (LHC) to the High Luminosity LHC (HL-LHC) will
increase peak and integrated luminosities by factors 7.5 and 13 respectively [1]. The mean pile-
up will average up to 200 events and the radiation fluence reaches values up to 1×1016 neq/cm2
in some areas of the detector. The current inner detector cannot successfully perform under
those conditions and it will be upgraded to an all-silicon tracker, the Inner Tracker (ITk). The ATLAS-ITk consists of a strip detector [2] in the outermost layers and a pixel detector
[3] in those layers closer to the interaction point (shown in Figure 1 -left)). The pixel detector is
divided in three different sub-detectors’ covering up to η = 4, the Inner System (IS), the Outer
Barrel (OB) and two Outer Endcaps (OEs), see Figure 1 -right). 2.2. Outer Barrel
The OB layout has two different sections, flat and inclined.
The local supports in the flat
section supports are called longerons while in the inclined, those in the inclined section are
called inclined rings. In the OB, modules are loaded on module cells, which are screwed to base
blocks on the local supports at a later integration stage, see details in Figure 4. Any of those
cells can be integrated in both local support structures. Prototypes of layer-3 OB local supports 2. ITk Pixel layout In this section a brief description of the three sub-detectors mechanical designs is given. Some
prototypes used to qualify the designs are also shown. 2.1. Inner System
The IS is formed by a barrel and an endcap section and it will follow a quarter-shell integration
structure. Each quarter shell has a barrel section where staves and rings are local support
structures. It also has an endcap section where flavours of rings will support the pixel modules. (see Figure 2). 2.1. Inner System
The IS is formed by a barrel and an endcap section and it will follow a quarter-shell integration
structure. Each quarter shell has a barrel section where staves and rings are local support
structures. It also has an endcap section where flavours of rings will support the pixel modules. (see Figure 2). (
g
)
The IS has built several prototypes to qualify the mechanical design and to exercise the
assembly of local supports. In Figure 3 different prototypes are shown. (
g
)
The IS has built several prototypes to qualify the mechanical design and to exercise the
assembly of local supports. In Figure 3 different prototypes are shown. Figure 1. ITk layout. Strip detector in blue and pixel detector inside the red rectangle on
the left image [3], while the pixel detector quadrant coverage where the three sub-detectors are
distinguishable is shown at the right [4]. Figure 1. ITk layout. Strip detector in blue and pixel detector inside the red rectangle on
the left image [3], while the pixel detector quadrant coverage where the three sub-detectors are
distinguishable is shown at the right [4]. Figure 2. Inner System layout. Left: Quarter shell layout with the barrel and endcap sections. Middle: stave local support composition. Right: ring local support composition. Figure 2. Inner System layout. Left: Quarter shell layout with the barrel and endcap sections. Middle: stave local support composition. Right: ring local support composition. Figure 3. IS prototypes. Left: ring prototype for thermal qualification where some silicon
heaters can be identified. Middle: Bare ring prototype. Right: Bare stave prototype. Figure 3. IS prototypes. Left: ring prototype for thermal qualification where some silicon
heaters can be identified. Middle: Bare ring prototype. Right: Bare stave prototype. Figure 4. OB mechanics. Top Left: OB layer layout. Top right: longeron breakdown. Bottom
left: inclined ring drawing. Bottom right: longeron cross section and module cell. Figure 4. OB mechanics. 2. ITk Pixel layout Top Left: OB layer layout. Top right: longeron breakdown. Bottom
left: inclined ring drawing. Bottom right: longeron cross section and module cell. Figure 5. Layer 3 OB local support prototypes. Figure 5. Layer 3 OB local support prototypes. are shown in Figure 5 together with a prototype of a single cell where modules will be loaded. These prototypes are used to test the production and assembling chains as well as to qualify
their design. are shown in Figure 5 together with a prototype of a single cell where modules will be loaded. These prototypes are used to test the production and assembling chains as well as to qualify
their design. 4. Power and data transmission The pixel system will be powered using a serial powering scheme [7] where up to thirteen pixel
modules will be powered in the longest chain in the OEs. The use of the serial powering
decreases significantly the amount of material needed by reducing the number of required
cables for powering. A Monitor Of the Pixel System (MOPS) chip will be used to monitor
the temperature and the voltage drop in every module. Relative to the data transmission
approach [8], the electrical signals will be transmitted at 1.28 Gbps from the module through
twinax cables up to the opto-electrical conversion system outside of the pixel detector. This
custom-designed system will equalise and aggregate the signals to 10.24 Gb/s and perform the
conversion into optical signals. 3. Modules The pixel modules in the ITk pixel detectors are made using a hybrid technology, where silicon
sensors are bump-bonded to the readout ASICs. The readout chip is based on the 65 nm
technology developed by the RD53 collaboration [5]. The pixel modules in the ITk pixel detectors are made using a hybrid technology, where silicon
sensors are bump-bonded to the readout ASICs. The readout chip is based on the 65 nm
technology developed by the RD53 collaboration [5]. In order to optimise the performance of the ATLAS experiments an extensive study [6] was
done by the collaboration to decide which sensor technology is used in different parts of the
detector. This study showed that best compromise between performance, yield and cost is
achieved by having planar pixel sensors in layers 1 to 4, with 100 µm thick sensors in layer 1 and
150 µm thick sensors in layers 2, 3 and 4. In Layer 0, 3D silicon pixel sensors will be used due to
their higher resistance to radiation. However, it was also found that different pixel geometries
in layer 0 provide a better resolution. Therefore, 50 × 50 µm2 pixels will be used on the rings
while 25 × 100 µm2 will be used in the central staves. 2.3. Outer Endcap p
In the case of the OE, the local supports are carbon-based half-ring structures where a titanium
pipe is embedded. Pixel modules will be loaded on both sides of half-rings where a flex PCB
will also be loaded to route power and monitoring signals to each module. Each OE will consist of three layers of local supports, see Figure 6, which shows the complete
layout of one endcap, together with the composition of a local support, and one of the prototypes
used to qualify the design, test the production and assembly chains, and validate simulations. Though only local supports prototypes are shown in this proceeding, some prototypes of full-scale
global support structures are already under test for the different subsystems as well. In addition
to the support structures, the services routing (comprising power and monitoring cables, cooling
pipes and data lines) is currently in the latest stage of the design for all subsystems. Figure 6. OE mechanics layout. Left: one endcap layout. Centre: A half-ring local support
breakdown. Right: Layer 2 half-ring prototype. Figure 6. OE mechanics layout. Left: one endcap layout. Centre: A half-ring local support
breakdown. Right: Layer 2 half-ring prototype. Copyright 2021 CERN for the benefit of the ATLAS Collaboration. CC-BY-4.0 license. Copyright 2021 CERN for the benefit of the ATLAS Collaboration. CC-BY-4.0 license. 5. Demonstrators In order to test the performance of the pixel detectors and to investigate possible issues in the
final system, every sub-system is building realistic demonstrators from the local support up to
patch panel 1, which is located at end of the pixel detector. These demonstrators will be real scale local supports prototypes populated with the nearly-
final modules, electronics, cooling and interfaces. Working with these prototypes will give the
collaboration experience at operating a representative part of the detector in realistic conditions. Complete serial power chains will be tested while they are being cooled down to the operating
temperatures and modules will be read out with full-length cables and realistic data acquisition systems. Demonstrators will provide the possibility to completely understand the system,
validate simulations, and test the production plans. [ ]
,
p
g
f
p
,
[8] L Franconi, The Opto-electrical conversion system for the data transmission chain of the ATLAS ITk Pixel
detector upgrade for the HL-LHC, TIPP 2021 poster presentation, proceeding included in this conference
publication. 6. Summary and outlook The ATLAS pixel community is facing the latest phase of R&D of the different components
and pre-production is expected to start in 2022-2023 (depending on the components). Intensive
work is being carried out in order to understand complex systems in terms of cooling, power,
data and supports that need to be integrated and fully operational in the ATLAS experiment
in 2027. [7] L Gonella et al., A serial powering scheme for the ATLAS pixeldetector at sLHC, 2010 JINST5 C12002.
[ ] References [1] High Luminosity LHC project, https://hilumilhc.web.cern.ch/. [2] ATLAS Collaboration, Technical Design Report for the ATLAS Inner Tracker Strip Detector, CERN-LHCC-
2017-005, 2017. [3] ATLAS Collaboration, Technical Design Report for the ATLAS Inner Tracker Pixel Detector, CERN-LHCC-
2017-021, 2017. [3] ATLAS Collaboration, Technical Design Report for the ATLAS Inner Tracker Pixel Detector, CERN-LHCC-
2017-021, 2017. ,
[4] ATLAS Collaboration, https://atlas.web.cern.ch/Atlas/GROUPS/PHYSICS/PLOTS/ITK-2020-002 [5] RD53 Collaboration, https://rd53.web.cern.ch/ [ ]
//
/
[6] ATLAS Collaboration, Expected Tracking Performance of the ATLAS Inner Tracker at the HL-LHC, ATL-
PHYS-PUB-2019-014, 2019. [7] L Gonella et al., A serial powering scheme for the ATLAS pixeldetector at sLHC, 2010 JINST5 C12002. [8] L Franconi, The Opto-electrical conversion system for the data transmission chain of the ATLAS ITk Pixel
detector upgrade for the HL-LHC, TIPP 2021 poster presentation, proceeding included in this conference
publication.
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https://openalex.org/W4389787561
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https://www.shs-conferences.org/articles/shsconf/pdf/2023/29/shsconf_icepcc2023_01016.pdf
|
English
| null |
The impact of American Philippine economic policy on Philippine modern economy during the Cold War
|
SHS web of conferences
| 2,023
|
cc-by
| 4,100
|
1 Introduction During the Cold War, in the 80 years since the end of
World War II in the United States, the world pattern has
gradually changed, from the bipolar pattern dominated
by the United States and the Soviet Union to the obvious
trend of multi-polarization. The relationship between
countries has always been the embodiment of the change
of the world pattern. After the 1950s, the cold war
between
the
United
States
and
the Soviet
Union
extended to Asia. With the improvement of its strategic
position in Southeast Asia, the decolonization policy of
the United States in Southeast Asia also reflects the
characteristics
of
neocolonialism. As
an
important
country in Southeast Asia, the Philippines is adjacent to
the South China Sea in the West and the Pacific Ocean
in the East. It is an important node of the first island
chain, guarding the Bashi Strait, and has a very
important strategic position. Therefore, during the Cold
War, the United States' economic assistance policy to the
Philippines on the one hand helped the economic
development of the Philippines, on the other hand,
strengthened the relationship between the United States
and the Philippines, and infiltrated the forces into
Philippine politics. As for the foreign aid of the United
States, its foreign aid theory has made a lot of research
results, among which the international interest theory is
the most mainstream, and its main representatives are
Morgenthau and Waltz. Morgenthau's theory is that no
matter what form of foreign aid, its essence is political,
and the main goal is to promote and protect national
interests [1]. While Waltz believes that under the
anarchy, the major world powers are competitors, they The impact of American Philippine economic policy on
Philippine modern economy during the Cold War Yixuan Li1,*
1Beijing Huiwen Middle School, 100122 Beijing, China Yixuan Li1,* 1Beijing Huiwen Middle School, 100122 Beijing, China Abstract. As an important country in Southeast Asia, the Philippines has repeatedly occupied an important
geographical position and had an important geographical and political position during the Cold War. Since
the Cold War, the relationship between the United States and the Philippines has been very close, and the
influence of the United States on the Philippines is self-evident. Therefore, studying the political influence
of the United States on Philippine economic policy during the Cold War has important theoretical and
practical significance. Starting from the economic policy adopted by the United States in the Philippines,
this paper analyzes the economic assistance methods of the United States to the Philippines and its political
influence on the Philippines and explains why the United States exercises neocolonial control over the
Philippines from two aspects. This article argues that the United States has influenced the Philippine
economy in a neocolonial way in an attempt to expand the political influence and sphere of influence of the
United States itself. seek to establish hegemony and establish a security
system, and foreign aid policy is a hegemonic tool [2]. Previous studies mainly focused on the changes in U.S. aid policy to the Philippines and the influence of U.S. colonial rule on the Philippines. The conclusion is that
the American colonial rule has changed the direction of
modern political development in the Philippines, making
the
Western
colonial
rule
replace
the
political
development with the traditional characteristics of the
Philippines, or on the other hand, making the so-called
oligarchic elite control the Philippine society in the
special relationship of colonialism. That is to say, the
political
development
of
the
Philippines
after
independence is a kind of inheritance relationship
compared with the colonial period. The purpose of this
study is to complement the economic impact of aid
policy on politics, to highlight the importance of
economic
factors
for
social
development,
and
to
elaborate that this control method is different from the
previous direct slavery of the suzerain power to the
colonies, but to enhance its dependence on the United
States with economic aid, to indirectly control. ICEPCC 2023
SHS Web of Conferences 180, 01016 (2023) ICEPCC 2023
SHS Web of Conferences 180, 01016 (2023) https://doi.org/10.1051/shsconf/202318001016 © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0
(http ://creativecommons.org/licenses/by/4.0/).
s * Corresponding author: sking81477@student.napavalley.edu DP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0
ses/by/4.0/). 2 The
Philippines' strategic position
towards the United States during the
Cold War 3 The economic policy of the United
St t
t
th
Phili
i
d
i
th p
To better explain the impact of the United States on the
Philippines, the Neo-colonial view is very important. Neocolonialism is a more covert and indirect means of
colonial aggression by Western powers against non-
Western countries after the Second World War. The
process of establishing the new colonial system is simply
that, first of all, it was a colony of an imperialist country. Secondly, under the wave of the national liberation
movement,
the
imperialist
country
(suzerain
state)
allowed its national independence and established an
independent country. Finally, the imperialist country
used its economic advantages to control the newly
established colonial country politically, militarily, and
culturally, Imperialist countries control and continue to
extract wealth by fostering puppet regimes or using
commerce (state power and transnational corporations
are the two major ways of Neo colonialism infiltration). Under this scenario, the independent colonial countries
will continue to be under control and serve as the
commodity markets, raw material-producing areas, and
investment sites of the imperialist countries. During the
Cold War, the United States indirectly controlled the
Philippines through foreign policy, which was in line
with the control of imperialist international over the
former colonial international under the Neo colonial
model. While using the aid projects to the Philippines to
enhance its influence on the Philippines, the United
States also used this as a medium to skillfully infiltrate
some regional organizations' activities related to this and
take the opportunity to expand its influence in the
political life of the Philippines. 2 The
Philippines' strategic position
towards the United States during the
Cold War The Philippines has been a colony of the United States
for half a century. The earliest can be traced back to
1898, when the United States won the Spanish-American
war, The United States occupied the Philippines instead
of Spain. Since then, the Philippines has become a ICEPCC 2023
SHS Web of Conferences 180, 01016 (2023) https://doi.org/10.1051/shsconf/202318001016 sphere of influence and a colony of the United States. But at this time, the Philippines has not yet become the
focus of the United States. In 1899, the United States put
forward the "open door" policy to carve up China with
foreign powers. Southeast Asia is not its key area. But at
this time, its impact on Philippine politics was obvious
and
profound. The
later
basic
political
systems
introduced by the United States, such as the presidential
system, the bicameral Parliament, and the two-party
system, all began in this period. At that time, Taft
stereotyped
how
the
United
States
transplanted
a
democratic system for colonial rule in the Philippines. Taft's
stereotype
refers
to
cultivating
a
group
of
American
Philippine
upper-class
elements
by
transplanting
Western
parliamentary
democracy
to
facilitate the colonial rule of the United States. This
foreshadowed the family elite politics in the Philippines. In 1946, the Macduffy Act was promulgated and the
Philippines became independent. Since then, the world
has entered the cold war. From 1947 to 1991, the North
Atlantic Treaty Organization led by the United States,
and the Warsaw Treaty led by the Soviet Union carried
out political, military, and economic struggles between
the two camps. The two superpowers of the United
States and
the Soviet Union
competed for world
hegemony. In 1948-1950, a large-scale Revolutionary
Movement broke out in Southeast Asia. The United
States believes that these revolutions were made by the
Communist Party and the Workers' Party intelligence
agency manipulated by the Soviet Union [3]. This is an
indication that the Soviet Union wants to control
Southeast Asia. The founding of the People's Republic of
China in 1949 further expanded the power of the Soviet
Union, which was also a communist country, in the Asia
Pacific region, breaking the balance of power between
the United States and the Soviet Union in East Asia. 3.1 Fourth point plan The fourth point plan, also known as the "plan for
technical assistance to backward areas", is named
because it is the fourth point of the aggression plan put
forward by US President Truman in his inaugural
address on January 20th, 1949. The target of the plan
was developing countries, which was a supplement to
the "Marshall Plan" implemented in Western Europe at
that time. The fourth point is to provide economic and
technical assistance to underdeveloped regions such as
Asia, Africa, and Latin America. The goal of the fourth point plan is not to serve the
economy of the recipient countries but to serve the
United States to contain the Soviet Union The
ultimate
goal
of
United
and
communism. Therefore, the assistance of the United States is mostly
given
to
countries
that
have
important
strategic
significance in implementing the containment strategy. For example, India's Nehru government pursues a
nonaligned foreign policy, while Pakistan is an ally of
the United States, and the assistance received by the two 2 The
Philippines' strategic position
towards the United States during the
Cold War In
January 1950, Secretary of State Acheson delivered a
speech, clearly announcing that the United States'
defense line in the Asia Pacific region should be located
in the Aleutian Islands in the north, through Japan and
Ryukyu Islands, and extended to the Philippines [4]. At
the same time, the strategic position of the Philippines
has gradually improved. The documents nsc48/1 and
nsc48/2 (the United States' position on Asia), nsc64 (the
United States' position on Indochina), and nsc124/1 and
nsc124/2 (the United States' policy statement on the
objectives and course of action of the Communist Party
of Southeast
Asia's aggression
in Southeast
Asia)
proposed by the Truman administration all believe that
Southeast Asia has an important position in the Asian
cold war [3]. Geographically, the Philippines is located
in an important place, guarding the Bashi Strait and
located in the first island chain. The island chain plan
used it as a military base to blockade the Communist
countries. Therefore, the Philippines has an outstanding
strategic position for the United States to curb the
Communist forces and expand its sphere of influence. Before and after World War II, the evolution of the
United States' decolonization policy in East Asia was a
process of opposing the old colonial order in Europe and
establishing a new colonial order in the United States [5]. The United States uses economic aid and investment to
control the economy of Southeast Asian countries and
influence the politics of Southeast Asian countries. Before and after World War II, the evolution of the
United States' decolonization policy in East Asia was a
process of opposing the old colonial order in Europe and
establishing a new colonial order in the United States [5]. The United States uses economic aid and investment to
control the economy of Southeast Asian countries and
influence the politics of Southeast Asian countries. sphere of influence and a colony of the United States. But at this time, the Philippines has not yet become the
focus of the United States. In 1899, the United States put
forward the "open door" policy to carve up China with
foreign powers. Southeast Asia is not its key area. But at
this time, its impact on Philippine politics was obvious
and
profound. The
later
basic
political
systems
introduced by the United States, such as the presidential
system, the bicameral Parliament, and the two-party
system, all began in this period. 2 The
Philippines' strategic position
towards the United States during the
Cold War At that time, Taft
stereotyped
how
the
United
States
transplanted
a
democratic system for colonial rule in the Philippines. Taft's
stereotype
refers
to
cultivating
a
group
of
American
Philippine
upper-class
elements
by
transplanting
Western
parliamentary
democracy
to
facilitate the colonial rule of the United States. This
foreshadowed the family elite politics in the Philippines. In 1946, the Macduffy Act was promulgated and the
Philippines became independent. Since then, the world
has entered the cold war. From 1947 to 1991, the North
Atlantic Treaty Organization led by the United States,
and the Warsaw Treaty led by the Soviet Union carried
out political, military, and economic struggles between
the two camps. The two superpowers of the United
States and
the Soviet Union
competed for world
hegemony. In 1948-1950, a large-scale Revolutionary
Movement broke out in Southeast Asia. The United
States believes that these revolutions were made by the
Communist Party and the Workers' Party intelligence
agency manipulated by the Soviet Union [3]. This is an
indication that the Soviet Union wants to control
Southeast Asia. The founding of the People's Republic of
China in 1949 further expanded the power of the Soviet
Union, which was also a communist country, in the Asia
Pacific region, breaking the balance of power between
the United States and the Soviet Union in East Asia. In
January 1950, Secretary of State Acheson delivered a
speech, clearly announcing that the United States'
defense line in the Asia Pacific region should be located
in the Aleutian Islands in the north, through Japan and
Ryukyu Islands, and extended to the Philippines [4]. At
the same time, the strategic position of the Philippines
has gradually improved. The documents nsc48/1 and
nsc48/2 (the United States' position on Asia), nsc64 (the
United States' position on Indochina), and nsc124/1 and
nsc124/2 (the United States' policy statement on the
objectives and course of action of the Communist Party
of Southeast
Asia's aggression
in Southeast
Asia)
proposed by the Truman administration all believe that
Southeast Asia has an important position in the Asian
cold war [3]. Geographically, the Philippines is located
in an important place, guarding the Bashi Strait and
located in the first island chain. The island chain plan
used it as a military base to blockade the Communist
countries. Therefore, the Philippines has an outstanding
strategic position for the United States to curb the
Communist forces and expand its sphere of influence. 3.3 USAID assistance to the Philippines The aid activities of the International Development
Agency in the Philippines have become an important
part of the alliance between the two countries. It is a
strategic means for the United States to consolidate and
deepen the relationship between the United States and
the Philippines. Based
on
the
content
of
the
assistance,
the
International Development Agency also has the Food
Security Bureau, the Economic Growth and Agriculture
and
Trade
Bureau,
the
Democracy
and
Conflict
Management and Humanitarian Relief Bureau, and the
Global
Health
Bureau. In
addition
to
the
above
departments, the International Development Agency also
has institutions such as policy planning and training,
legislation and public affairs, and the inspector general's
office to coordinate and supervise the operation and
management
of
administrative
and
operational
departments [7]. UNDP is an assistance system covering
politics, economy and trade, social development, and
other aspects, and can realize the connection and
supervision of all links from policy planning to project
implementation. The Philippines is a deeply involved
country, and
its influence on the Philippines has
penetrated all aspects of political and economic activities. For example, according to the statistical prediction, by
the end of the UNDP assistance project in 2009-2013,
90% of the poor people in the Philippines will enjoy the
financial assistance provided by social medical insurance
[8]. It can be seen that the United States' assistance to the
Philippines
plays
a
key
role
in
the
economic
development and stability of the Philippines. So its
action decision is enough to influence and make the
United States indirectly control the political economy of
the Philippines. y
From the economic perspective, the fourth plan is to
a large extent the extension and continuation of the
traditional U.S. foreign economic policy in the new
situation, that is, the foreign policy serves the U.S. economy, especially helping U.S. enterprises to develop
commodity markets and raw material supply channels
overseas, to ensure the prosperity of the U.S. domestic
economy. To carry out the fourth point plan, the United
States sent a large number of technical personnel abroad
for technical cooperation and received personnel from
many countries to the United States for training. The
cooperation projects mainly involve agriculture, raw
material
development,
transportation,
vocational
education, and health. By the end of 1951, the "fourth
point plan" had been extended to 33 countries. 4 Impact of the above measures To help the Philippines improve its economic problems,
the United States provided economic and technical
assistance
to
the
Philippines. According
to
the
documents, the total amount of economic and technical
assistance of the United States to the Philippines in 1954
was US $ 220 million, specifically including the first,
agricultural assistance projects: designed to help the 3.3 USAID assistance to the Philippines From July
1st, 1945 to June 30th, 1967, more than 30% of the
cumulative US $117.2 billion in foreign economic and
military
assistance
was
given
to
non-Communist
underdeveloped countries. 3 The economic policy of the United
States to the Philippines during the
Cold War 3 The economic policy of the United
States to the Philippines during the
Cold War 2 https://doi.org/10.1051/shsconf/202318001016 ICEPCC 2023
SHS Web of Conferences 180, 01016 (2023) https://doi.org/10.1051/shsconf/202318001016 countries is very different. India, with a population of
400 million during the Nehru administration, was the
most populous noncommunist country in the world at
that time, receiving only US $ 45 million (the US foreign
aid budget was US $6.5 billion in 1952). As a reward for
its political and military alliance with the US, Pakistan
received on average twice as much economic aid as
India in addition to military aid [6]. Philippines increase food production. The second is the
public health project: help the Philippines control the
spread of malaria and establish regional health units. Education project: assist the Philippines in establishing
professional
and
professional
teacher
training. Transportation projects: Assist in the construction of
roads
and
ports,
and
carry
out
extensive
and
comprehensive transportation surveys. Mineral resources
project: assist the Philippines in developing its mineral
resources and provide technical guidance to government
officials. Public
administration
project: It aims
to
improve the efficiency of the government, and the labor-
management relations center has been established by the
government's School of Public Management. The plan aims to control these areas politically. Truman also hoped that through the economic and
technical assistance provided by the Fourth Point Plan,
the economic situation of some third-world countries
would be improved, so that these countries could achieve
political
stability,
and
then
eliminate
the
soil
of
communism infiltration. In June 1949, Truman pointed
out
in
his
State
of
the
Parliament
address
that
underdeveloped regions must have a "solid economic
foundation ". Without such an economic foundation, it is
impossible to meet the needs of the people in these
regions. "If they are frustrated and disillusioned, they
will
turn
to
pursue
those
heresies
advocating
development through autocracy. Therefore, the free
country, that is, the United States, must help these
regions establish a solid economic foundation. At this
time, it believes that the United States is the only country
capable of providing such assistance. Therefore, the
United States, through economic and technical assistance,
helps the economically underdeveloped countries and
regions in Asia, Africa, and Latin America to develop
their national economies, consolidate the economic
foundation of governance, and resist the influence of
"heresy", that is, communism. 5 Conclusion In fiscal year 2008-2009, the specific measures of the
United States in the field of energy and environmental
protection are as follows: first, addressing climate
change. First, develop alternative energy and clean
energy. Help promote alternative energy. About 180
million liters of coconut biogasoline were produced and
sold. 31 million liters of ethanol were sold. This saved us
$ 270 million in foreign exchange. Second, establish
modern energy facilities. More than 30,000 people have
access to electricity. The Renewable Energy Act was
passed. Increased efficiency in the energy sector. More
than $4 million was invested in energy projects. Second,
strengthen environmental supervision. More than 270000
hectares of forests and coastal ecosystems have been
better managed and maintained. More than 60 local
government departments have funded a variety of
environmental protection projects. Illegally cut timber
valued at about US $180000 was confiscated. Third,
improve the urban environment. About 600000 people
have access to potable water. Attracted more than $16.5
billion in private funds. 18 local governments recycled
more than 25% of local waste products [10]. The
economic growth theory proposed by Rostow, a famous
American economist, believes that a country's economic
growth needs to go through six stages, namely, the
traditional social stage, the stage of preparing to take off,
the stage of taking off, the stage of advancing towards
maturity, the stage of high mass consumption and the
stage of pursuing quality of life. Rostow suggested that
the
United
States
provide
economic
assistance
to
developing countries according to their stage so that
developing
countries
can
choose
the
Western
development model, implement Western democracy
politically,
promote
market
economy
economically,
achieve political stability and economic development,
and completely get rid of the influence of communism
and the Eastern European model of the Soviet Union. It
can be seen that this theory explains the main purpose of
the United States' economic assistance to the Philippines
during the Cold War, that is, to deal with communism. After the Cold War, terrorism soon became a major
threat to the national security of the United States and
became one of the main purposes of the United States'
assistance to the Philippines. H
h
h
f
i
h l
h
i The resource exchange relationship between the United
States and the Philippines has strong common interests. 5 Conclusion The United States has provided a large amount of
assistance to the Philippines to obtain some special
strategic interests from the Philippines. This strategic
interest acted as a deterrent during the Cold War to
prevent the "expansion" of communism in Southeast
Asia; After 9.11 after the end of the Cold War, strategic
interests focused on the prevention of terrorism and the
rise of China. From the perspective of the Philippines in
general, the economic assistance of the United States is
very important. This is conducive to its economic
development. For the Philippines, which has a large
population and an underdeveloped economy, this is
undoubtedly a very valuable resource. 4.1 Philippine economic situation In the 1950s, the Philippines was considered one of the
most promising countries in Asia. The level of economic
development is second only to Japan. In 1950, Japan's
per capita GDP was 454 US dollars, the Philippines 293
US dollars, Taiwan 237 US dollars, South Korea 157 US 3 ICEPCC 2023
SHS Web of Conferences 180, 01016 (2023) https://doi.org/10.1051/shsconf/202318001016 dollars, Thailand 129 US dollars, and Indonesia 98 US
dollars [9]. and pays attention to the dependence of donor countries
on recipient countries [11]. References 1. H. Morgenthau, X. Xu, et al, translated, Interstate
politics: power struggle and peace, Beijing: Peking
University Press. 2. K. Waltz, Q. Xin, translated, International political
theory, Shanghai: Shanghai People's Publishing
House. 3. J. Cady, N. Yao, et al, translated, Postwar history of
Southeast
Asia,
Shanghai:
Shanghai
People's
Publishing House. 4. D. Acheson, L. L. Wu, et al, translated, Memoirs of
Acheson: Volume II, Shanghai: Shanghai People's
Publishing House. 5. L. F. Liu, J Guizhou Norm Univ (Soc Sci Edit), 5,
69-73 (2006). 6. W. J. Zhang, J Three Gorg Univ (Hum soc sci ed),
39, 183-185 (2017). 7. C. M. Zhang, Sci econ soc, 2, 65 (2002). 8. N. Han, Se Asia Sou Asia stud, 2, 46-51+93 (2012). 9. USAID, Search for Country asistancess trategy
philipines
(2009),
Available
online
at:
https://www.usaid.gov/search/site-search? keys=Country+asistancess+trategy+philipines. 10. C. P. Goldberg, Economic development, Shanghai:
Shanghai Translation Publishing House. However, the theory of economic growth also has its
shortcomings, that is, it overemphasizes the purpose and
interests of the donor countries and belittles the status
and interests of the recipient countries. Social exchange
theory can make up for this defect to a great extent. Dingshaobin, a well-known domestic expert on aid,
pointed out that the theory overcomes the one-sidedness
of the theory of the interests of donors and the theory of
the needs of recipient countries. It inspires researchers to
observe and understand the relationship between aid and
aid
from
the
perspective
of
reciprocity,
attaches
importance to the power of 'weak' recipient countries, 11. USAID,
Energy
and
environment:
acquisitions
(2011),
Available
online
at:
http://philippines
Usaidgov/programs/energy
environment
ent/accomplishments. 4
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https://openalex.org/W3130664472
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https://www.researchsquare.com/article/rs-229945/latest.pdf
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English
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Classification of Colorectal Carcinoma Based on Ferroptosis-related Gene Signature
|
Research Square (Research Square)
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cc-by
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Xianglong Duan
(
duanxl_spph@163.com
) Xianglong Duan
(
duanxl_spph@163.com
) Xizang Mingzu University, Xianyang, Shaanxi, P.R. China Department of General Surgery, Shaanxi
Provincial People's Hospital, Affiliated Hospital of Northwestern Polytechnical University, Xi'an, Shaanxi,
P.R. China. Xizang Mingzu University, Xianyang, Shaanxi, P.R. China Department of General Surgery, Shaanxi
Provincial People's Hospital, Affiliated Hospital of Northwestern Polytechnical University, Xi'an, Shaanxi,
P.R. China. Jun Bai Department of Medical Oncology, Shaanxi Provincial People's Hospital, Affiliated Hospital of
Northwestern Polytechnical University, Xi'an, Shaanxi, P.R. China Classification of Colorectal Carcinoma Based on
Ferroptosis-related Gene Signature
QingFang Yue
Shaanxi Provincial People's Hospital
https://orcid.org/0000-0003-4664-0305
Yuan Zhang
Department of Medical Oncology, Shaanxi Provincial People's Hospital, Affiliated Hospital of
Northwestern Polytechnical University, Xi'an, Shaanxi, P.R. China
Fei Wang
Department of gynecology, Shaanxi Provincial People's Hospital, Affiliated Hospital of Northwestern
Polytechnical University, Xi'an, Shaanxi, P.R. China
Fei Cao
Department of Medical Oncology, Shaanxi Provincial People's Hospital, Affiliated Hospital of
Northwestern Polytechnical University, Xi'an, Shaanxi, P.R. China
Xianglong Duan
(
duanxl_spph@163.com
)
Xizang Mingzu University, Xianyang, Shaanxi, P.R. China Department of General Surgery, Shaanxi
Provincial People's Hospital, Affiliated Hospital of Northwestern Polytechnical University, Xi'an, Shaanxi,
P.R. China. Jun Bai
Department of Medical Oncology, Shaanxi Provincial People's Hospital, Affiliated Hospital of
Northwestern Polytechnical University, Xi'an, Shaanxi, P.R. China
Research
Keywords: Colorectal cancer, ferroptosis related-genes, classification
Posted Date: February 23rd, 2021
DOI: https://doi.org/10.21203/rs.3.rs-229945/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License QingFang Yue
Shaanxi Provincial People's Hospital
https://orcid.org/0000-0003-4664-0305
Yuan Zhang xi Provincial People's Hospital
https://orcid.org/0000-0003-4664-0305 Department of Medical Oncology, Shaanxi Provincial People's Hospital, Affiliated Hospital of
Northwestern Polytechnical University, Xi'an, Shaanxi, P.R. China
Fei Wang Fei Wang Department of gynecology, Shaanxi Provincial People's Hospital, Affiliated Hospital of Northwestern
Polytechnical University, Xi'an, Shaanxi, P.R. China
Fei Cao Department of Medical Oncology, Shaanxi Provincial People's Hospital, Affiliated Hospital of
Northwestern Polytechnical University, Xi'an, Shaanxi, P.R. China Department of Medical Oncology, Shaanxi Provincial People's Hospital, Affiliated Hospital of
Northwestern Polytechnical University, Xi'an, Shaanxi, P.R. China Research Keywords: Colorectal cancer, ferroptosis related-genes, classification
Posted Date: February 23rd, 2021
DOI: https://doi.org/10.21203/rs.3.rs-229945/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. R
d F ll Li Page 1/21 Abstract Background: Ferroptosis is an iron-dependent form of programmed cell death, involves in the
development of many cancers. However, systematic analysis of ferroptosis related-genes in colorectal
carcinoma (CRC) remains to be clarified. We herein analyzed the public databases to identify the
molecular features of CRC by the development of a classification based on the gene expression profile of
ferroptosis-related genes. Methods: We collected the gene expression data and clinical information from The Cancer Atlas and
Gene Expression Omnibus to explore the correlation of ferroptosis-related gene expression of CRC. Consensus clustering was performed to determine the clusters of colorectal cancer patients, then we
analyzed the prognostic value, transcriptome features, immune microenvironment, drug sensitivity, gene
mutations differences of the subclasses. Results: Four subclasses of CRC (C1, C2, C3 and C4) were identified. There were significant differences in
the prognosis of patients between the four subtypes. Functional enrichment suggested that these
ferroptosis related-genes were associated with biological processes such as metabolic processes and
oxidative stress, and the KEGG pathway suggested that it was closely related to ferroptosis and
glutathione metabolic pathway. There were significant differences in immune cell infiltrations, immune
score, stromal score and tumor purity among four subclasses. The expression of PD-L1 was differentially
expressed in four subclasses and PD-L1 was significantly correlated with the expression of several
ferroptosis-related genes in the differentially expressed subtypes. There were significant differences in
stemness indices and drug sensitivity in four subclasses, and gene mutations analysis showed that
ferroptosis-related genes such as TP53 had high mutations in different subtypes, and there were
significant differences in mutation frequencies in the subclasses. Conclusion: This study established a new CRC classification based on ferroptosis-related genes
expression profiles, and different subgroups may have their unique gene expression patterns, indicating
that the heterogeneity within CRC and the classification might provide valuable stratification for the
design of future treatment. Data collection Colon carcinoma(n=461) and rectal carcinoma(n=172) samples with mRNA sequencing data and clinical
properties were downloaded from The Cancer Genome Atlas (TCGA, http://cancergenome.nih.gov/). In
addition, gene expression data together with clinical properties of 114 CRC samples in the GSE152430
data set was downloaded from Gene Expression Omnibus (GEO, http://www.ncbi.nlm.nih.gov/). Thus, in
this study three datasets were merged into a metadata set of 747 CRC samples and the combat function
in the SVA R package was applied to remove the batch effects[13]. The data from TCGA and GEO are
both publicly available. The current research follows the TCGA and GEO data access policies and
publication guidelines. Background Colorectal cancer (CRC) is the third most commonly diagnosed cancer and accounts for the second
leading cause of cancer death globally[1, 2]. Although the current new treatments such as biotargeted
therapy, immunotherapy, and precise treatment have applied for CRC treatment[3, 4], the clinical
outcomes are still disappointing. CRC is a heterogeneous disease[5], it is critical to uncover the underlying
molecular mechanisms for the development of novel targeted therapies. Ferroptosis is a recently defined regulated cell death characterized by the iron-dependent accumulation of
lipid peroxidation[6]. A plethora of researches have implicated that ferroptosis play an important role in Page 2/21 Page 2/21 carcinogenesis and that ferroptosis promises to be a novel option for the cancer treatment, especially for
tumors which are resistant to conventional treatments[7, 8]. carcinogenesis and that ferroptosis promises to be a novel option for the cancer treatment, especially for
tumors which are resistant to conventional treatments[7, 8]. In recent years, the role of ferroptosis in CRC has attracted much attention. For example, the research by
Xie et al. demonstrated that ferroptosis related gene TP53 could inhibit dipeptidyl peptidase 4 activity in
an independent way of transcription, which can restrain erastin-induced ferroptosis in CRC[9]. Park et al. demonstrated that bromelain effectively causes ferroptosis in Kras mutant cell lines compared to in Kras
wild-type cells by modulating ACSL-4 levels[10]. Sui et al. revealed that GPX4 inhibition was a key
determinant in RSL3-induced ferroptosis in CRC[11]. Xu et al reported that targeting SLC7A11 might
selectively kill colorectal cancer stem cells by inducing ferroptosis and attenuate chemoresistance in
CRC[12]. Although previous studies have identified several gene markers associated with ferroptosis in
CRC. However, the relationship between ferroptosis-related genes (FRGs) and CRC treatment and
prognosis is still unclear. In the present study, we firstly collected the mRNA expression profiles and corresponding clinical data of
CRC patients from public databases. Then, three cohorts were merged into a metadata set of 747
patients. We classified CRC into four distinct subtypes based on consensus clustering of FRGs profiles. Furthermore, we evaluated the prognosis value, transcriptome features, immune microenvironment, drug
sensitivity as well as gene mutation alterations of the four subclasses, and analyzed the correlation with
the conventional clinical features. The identification of ferroptosis-related subclasses may can provide an
important prognostic and therapeutic value for CRC. In the present study, we firstly collected the mRNA expression profiles and corresponding clinical data of
CRC patients from public databases. Background Then, three cohorts were merged into a metadata set of 747
patients. We classified CRC into four distinct subtypes based on consensus clustering of FRGs profiles. Furthermore, we evaluated the prognosis value, transcriptome features, immune microenvironment, drug
sensitivity as well as gene mutation alterations of the four subclasses, and analyzed the correlation with
the conventional clinical features. The identification of ferroptosis-related subclasses may can provide an
important prognostic and therapeutic value for CRC. Calculation of stemness index We calculate the stemness index using an innovative one-class logistic regression (OCLR) machine
learning algorithm as previously described[25]. By using a linear transformation, the stemness index is
mapped to the range [0,1] by subtracting the minimum value and dividing it by the maximum value. Functional enrichment analysis The "clusterProfiler" R package was applied to conduct Gene Ontology (GO) and Kyoto Encyclopedia of
Genes and Genomes (KEGG) analyses based on the FRGs in CRC[22]. P values were adjusted with the BH
method. The thresholds for analyses were determined by a p-value < 0.05 indicating significantly enriched
functional annotations Consensus cluster analysis to identify ferroptosis-related subtypes Initially, in order to perform consensus classification of CRC for metadate set, we used the R package
“ConsensusClusterPlus”, which offers stable quantitative and visual evidence for estimating the number
of unsupervised clusters in a dataset[19]. In each algorithm, tumors were sampled 100 times, and the k-
means algorithm with the Euclidean distance metric was carried out. The clustering number was
assessed according to the area under the cumulative distribution function (CDF) curve[20]. The R
package survminer is then used to evaluate the prognostic value of subtypes [21] and a heat map was
draw according to the tumor/node/metastasis (TNM) stage of the samples. In addition, the analysis of variance (ANOVA) test was utilized to screen the differentially expressed
ferroptosis-related genes (DEGs) among different subtypes. and the P values were adjusted by Benjamini
& Hochberg (BH) correction (P <0.05). Then, correlation analysis and principal component analysis based
on DEGs were carried out. Immune characterizations analysis The R package "CIBERSORT" was used to evaluate the infiltration of immune cells, among ferroptosis
subclasses[23]. The immune score, matrix score, and tumor purity of the sample were calculated by the R
package "ESTIMATE"[24]. In recent years, cancer immunotherapy based on immune checkpoint inhibitors
(ICIs) has achieved considerable success in the clinic. We extracted the expression profile of immune
checkpoint molecular (PD-L1) and FRGs in metadate set, and evaluated the differential expression of
immune checkpoint molecular (PD-L1) in subclasses, then the R package "ggplot2" was used to analyze
the correlation between PD-L1 and FRGs. Construction of ferroptosis subclasses in CRC. The expression of 60 FRGs were obtained from the previous literatures[14-17] and which are provided in
Supplementary Table S1, next, we extracted gene expression profiles of ferroptosis-related genes in CRC
samples and the candidate genes were used for clustering. The R package “Rcircos”[18] was applied to
characterize the location distribution of FRGs in CRC samples. Page 3/21 Page 3/21 Correlation analysis of drug sensitivity among subclasses To identify which target compounds might be useful in the subtypes, the R package "pRRophetic" was
used to predict the drug sensitivity in subclasses[26]. Ferroptosis subclasses in CRC The flow chart of this study is shown in Figure 1A. A total of 461 colon adenocarcinoma (COAD) and 172
rectum adenocarcinomas (READ) patients from TCGA database and 114 CRC patients from the GEO
database were finally enrolled. We merged TCGA and GEO data and adopted the ComBat method to
remove the batch effect. Next, we extracted ferroptosis expression gene profiles and found that there were
59 ferroptosis-related genes expressed in CRC tissues. Distribution of FRGs by circosplot were shown in
Figure 1B. By applying consensus clustering on the gene expression profile of the above mentioned 59 FRGs on
metadata set 747 CRC samples, four resulting clusters were defined as C1-C4(Figure2A, B). In addition, a
high similarity of gene expression pattern was observed within each subgroup based on consensus
matrix k=4(Figure2C). Survival analysis indicated a significant prognostic difference between four
subgroups in metadate set (Figure 2D, p=0.034). Next, we developed a heatmap demonstrating the
relationship between stage and 59 genes (Figure 2E). To validate the subclasses’ assignments, we
performed the correlation analysis of 59 genes, the results showed that there were co-expression
correlations among some FRGs (Figure 3A). Principal component analysis (PCA) was applied to decrease
the dimension of features and we found the subtype designations were largely concordant with two-
dimensional PCA distribution patterns (Figure3B). Hence, it was reasonable to classify FRGs into four
subclasses. Independence of the FRGs subclass from CRC patients’ clinical characteristics In order to evaluate whether the FRGs subclass was independent variable when considering other
conventional clinical features (age, gender, TNM stage, tissue or organ of origin, and body mass index
(BMI)) in CRC patients. The correlation analysis by using RCIRCOS were performed. Statistical analysis The Kaplan–Meier with log-rank test was used to assess survival difference between groups. All
statistical analyses were conducted using R software. If not specified above, the P value less than 0.05
was considered statistically significant. The analysis of genomic alterations difference Page 4/21 Page 4/21 According to the gistic score by GenePattern(http://cloud.genepattern.org/), and the R package
"Maftools" was used to characterize the difference of mutations and copy number variations of different
subclasses[27]. Tumor immune microenvironment characteristics among four subclasses To uncover the immune heterogeneity among the four subtypes, we resorted to immune-related tools. Through the CIBERSORT method, we evaluated the differences in the immune infiltration of 22 immune
cell types between four subclasses in CRC patients. As illustrated in Figure 6, the infiltration of 18
immune cells were different between the four subclasses. Compared with the other three subclasses,
tumor in C3 had higher abundance of 7 immune cell populations (B cells, M2 macrophages, resting mast
cells, monocytes, NK cells, plasma cells, CD8+T cells). In addition, C3 also exhibited low infiltration of M1
macrophages, activated mast cells, neutrophils, Tfh cells and Treg cells (Figure 6). We furtherly
investigated stromal and immune scores based on the ESTIMATE method. The results indicated that
tumor in C3 had higher immune and stromal scores but lower tumor purity (Figure7). Transcriptomes of the CRC subclasses To further characterize the differentially expressed FRGs (DEGs)in different subtypes, ANOVA differential
expression analysis were performed. Gene expression differences were considered significant if the Page 5/21 Page 5/21 adjusted P value was < 0.05('BH' correction), the results indicated that all 59 FRGs were differentially
expressed in all of these subtypes (Figure4). To elucidate the biological functions and pathways of the 59 DEGs in CRC. Gene Oncology enrichment
analysis of the signature genes was conducted using the CLUSTERPROFILER package, and significantly
enriched biological processes are shown in Figure 5. GO enrichment analysis showed that these FRGs
were significantly associated with biological processes such as metabolic processes and oxidative stress,
and KEGG pathway analysis revealed that they were associated with metabolic pathways such as iron-
dependent cell death and glutathione metabolism. Assessment of immunotherapeutic response in subclasses Immunotherapy have emerged as a promising strategy for the treatment of many cancers. We
subsequently investigated the expression of PD-L1 which is a pivotal immunomodulator. As shown in
Figure 8A, the expression of PD-L1 were different between the four subclasses, and tumor in C3 had
higher expression of PD-L1 expression than other subclasses. In addition, we investigated the correlation
between PD-L1 expression and FRGs in CRC patients. The results revealed that the expression of PD-L1
was significantly correlated with multiple FRGs such as ACSL4, ALOX5, HOMX1 and IREB2(Figure8B,
FigureS1). Cancer stem cells are known to play a critical role in the growth, metastasis, and recurrence of
tumors. Recent studies have reported that higher stemness indices could limit the antitumor immune
responses and be associated with decreased PD-L1 expression[28]. We herein applied an innovative one-
class logistic regression (OCLR) machine-learning algorithm to calculate stemness indices of subclasses. As shown in Figure9, there was a significant difference in the stemness index among the subtypes, and
we observed that patients in C3 had lower stemness indices value than other subtypes. Thus, these data
support our analysis that patients in C3 may have better prognosis, and might be more promising in
response to immunotherapy. Difference sensitivity to antitumor drugs for CRC subclasses Correlation of the CRC subclasses with mutations and CNV differences The tumoral genomic landscape has been proven to be associated with the application and efficacy of
targeted therapies and immunotherapy. We further evaluated the difference of gene mutations and copy
number variation (CNV) among the four subtypes. The results revealed that distinct subtypes had
different subclasses tend to have different mutational characteristics. For example,49% samples in C1
had TP53 mutation while 62% in C2 and 71% in C4(Figure11A). What’s more, we further obtained gistic
scores of different subtypes according to the genepattern website, and the results indicated that there
was a significant difference in mutation frequency between the four subtypes. These data could protect
the samples in different clusters from the option of individualized therapeutic agents. Correlation of CRC subclasses with clinical parameters In order to elucidate whether the ferroptosis-related subclasses for CRC is independent indicator when
considering other conventional clinical parameters. Based on the integrated clinical information
downloaded from COAD and READ in TCGA with the clinical information obtained from GEO, we obtained
the clinical information of the metadate dataset. By applying the RCIRCOS method, we compared the
distribution of ferroptosis subclasses with the patients’ stage, age, gender, tissue or organ of origin, and
BMI. As shown in Figure 10, ferroptosis subclasses do not show significant crossover with other clinical
parameters, and have significantly difference with the parameters. Hence, the subclass may serve as a
potential molecular subtype which can provide an important prognostic and therapeutic value for CRC. Difference sensitivity to antitumor drugs for CRC subclasses Page 6/21 By applying the R package pRRophetic, we further explored the association between the CRC subclasses
and sensitivity toward antitumor drugs. For gemcitabine, there were significant differences between the
four subtypes(p<0.0001). For eriotinib, C3 exhibited significant association of eriotinib-resistant group. For bortezomib, the results showed significant differences between some subtypes (Figure10). In
addition, other drugs such as cytarabine, dasatinib and sorafenib were explored, and significant
differences were observed between some subtypes (Supplementary Figure). These data demonstrated
the CRC subclasses might provide precise therapeutic approaches in the further. Discussion Ferroptosis is a new form of programmed cell death which is different from other types of cell death, the
correlation between ferroptosis and cancer is extremely complicated and inducing ferroptosis is
considered a novel approach for cancer therapy[29–31]. However, the systematic analysis of CRC has yet
to be elucidated. In this study, to obtain the classification of ferroptosis-related genes profile of CRC
samples, we analyzed gene expression profile of samples in TCGA and GEO datasets, and the batch
effect from different platforms were successfully removed. The consensus clustering based on our large
sample size indicated that our transcriptome classification was robust. Then we screened 59 FRGs that
could be used to cluster patients with CRC into four groups, with significant differences in
clinicopathology and prognosis. Next, transcriptome features, immune makers and drug sensitivity of the
subclasses were explored. clinicopathology and prognosis. Next, transcriptome features, immune makers and drug sensitivity of the
subclasses were explored. Page 7/21 Page 7/21 Recently, a few studies have indicated that several genes could regulate drug-induced ferroptosis in CRC,
however, their relationship with CRC patient’s clinical outcome remains unknown. In this study, we found
most (59/60) of were differently expressed in CRC tissues, and each subclass with different prognosis. These results significantly demonstrated the potential role of ferroptosis in CRC. Tumor microenvironment and immune cell infiltration are reported to be correlated with cancer
prognosis[32]. And some studies conducted over the past five years revealed that the ferroptosis are
tightly associated with antitumor immunity[33]. We investigated the relationship between subclasses and
immune markers including immune score, tumor purity, and infiltrating immune cells. As we expected, the
ferroptosis subclasses could successfully distinguished the CRC patients based on the above makers,
which implied the credibility of the classification in evaluating the immune response. Moreover, the
relevant estimation demonstrated that C3 had the higher immune score, stromal score and the lowest
tumor purity. These data suggested that C3 subclass was of high heterogeneity and might be refractory. In recent years, there has been great success in applying immune checkpoint inhibitors for the treatment
of various cancers, the PD-L1 level is a commonly used maker for predicting the efficacy of Tumor microenvironment and immune cell infiltration are reported to be correlated with cancer
prognosis[32]. And some studies conducted over the past five years revealed that the ferroptosis are
tightly associated with antitumor immunity[33]. Discussion We investigated the relationship between subclasses and
immune markers including immune score, tumor purity, and infiltrating immune cells. As we expected, the
ferroptosis subclasses could successfully distinguished the CRC patients based on the above makers,
which implied the credibility of the classification in evaluating the immune response. Moreover, the
relevant estimation demonstrated that C3 had the higher immune score, stromal score and the lowest
tumor purity. These data suggested that C3 subclass was of high heterogeneity and might be refractory. In recent years, there has been great success in applying immune checkpoint inhibitors for the treatment
of various cancers, the PD-L1 level is a commonly used maker for predicting the efficacy of
immunotherapy. Patients with high levels of PD-L1 in tumor tissue who received PD-1/PD-L1 inhibitors
had better survival outcomes compared to patients who did not receive this treatment[34, 35]. Thus, we
investigated the expression of immune checkpoint molecules PD-L1 and the correlation between PD-L1
and ferroptosis-related genes, the results showed that there were significant differences in the expression
of PD-L1 among the four subgroups, and there was a significant correlation between PD-L1 and several
genes, which further indicated that ferroptosis was significantly correlated with immunotherapy. Cancer
stemness had been reported to be associated with suppressed immune responses across cancers. As
expected in our study, we found that there were significant differences between subgroups. Based on the
above evidence, we hypothesize that the subclass based on ferroptosis-related genes may act as reliable
immune-related biomarker for cancer therapy. As we were known, gene mutation may induce treatment resistance. In our study, genomic analysis
revealed a distinct mutation and copy number change landscape among subclasses. Results indicated
that distinct subclasses tended to have different mutation proportion of each gene. These data might
demonstrate that our identified ferroptosis subtypes attached importance to gene alterations. however,
the correlations between ferroptosis and somatic mutations need to be further studied. Next, utilizing the R package pRRophetic, we tested the sensitivity of antitumor drugs, the results showed
significant differences in drug sensitivity among the four subtypes, which suggests that there are
different mechanisms involved in CRC among the four subtypes. Then, we compared the classification with distribution of the conventical clinical parameters. As a result,
it revealed that molecular classification of FRGs has no significant overlap with the classification of other
clinical parameters in CRC. Funding This study was supported by Natural Science Foundation of Shaanxi Province (No. 2019JM-563),
National Natural Science Foundation of China (No.81760441), Key Research and Development Program
Projects of Shaanxi Province (No.2019ZDLSF02-09-01) and Scientific Research Project of Shaanxi
Education Department (No.18JC027). Conclusion In conclusion, in this study we established a new CRC classification based on ferroptosis-related genes
expression profiles, and different subgroups may have their unique gene expression patterns, and our
work contributes to the insights of ferroptosis signatures in CRC and provides valuable information for
personalized treatment and prognosis prediction. Discussion Page 8/21
The present study was a pioneering work for the classification of CRC based on the molecular signature
of ferroptosis. However, we have to acknowledge some flaws of our present work. First, a larger sample size dataset is critically needed to validate our classification. Second, it will be necessary to validate our
classification in clinical samples. In addition, further basic experiments are important to understand the
difference in the mechanisms of the four subtypes in CRC. size dataset is critically needed to validate our classification. Second, it will be necessary to validate our
classification in clinical samples. In addition, further basic experiments are important to understand the
difference in the mechanisms of the four subtypes in CRC. Abbreviations CRC: Colorectal carcinoma; FRGs: Ferroptosis-related genes; GEO: Gene Expression Omnibus; TCGA: The
Cancer Genome Atlas; TNM: tumor/node/metastasis; DEGs: differentially expressed ferroptosis-related
genes; ANOVA: analysis of variance; GO: Gene Ontology; KEGG: Kyoto Encyclopedia of Genes and
Genomes; PCA: Principal component analysis; BMI: body mass index; COAD: Colon adenocarcinoma;
READ: Rectum adenocarcinomas; OCLR: one-class logistic regression; CNV: Copy number variation; Authors’ contributions The corresponding authors are responsible for the whole article design, Qingfang Yue is responsible for
the manuscript writing and bioinformatics analysis, Yuan Zhang, Fei Cao and Fei Wang are responsible
for the proofreading and partial statistics. Consent for publication Not applicable Competing interests The authors declared no potential conflicts of interest with respect to the research, authorship, and/or
publication of this article. Availability of data and materials The data that support the findings of this study are available from the corresponding author upon
reasonable request Page 9/21 Page 9/21 Ethics approval and consent to participate Not applicable References 1. Bray F, Ferlay J, Soerjomataram I, Siegel RL, Torre LA, Jemal A: Global cancer statistics 2018:
GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA
Cancer J Clin 2018, 68:394-424. 2. Siegel RL, Miller KD, Jemal A: Cancer statistics, 2019. CA Cancer J Clin 2019, 69:7-34. 3. Sandhu J, Lavingia V, Fakih M: Systemic treatment for metastatic colorectal cancer in the era of
precision medicine. J Surg Oncol 2019, 119:564-582. 3. Sandhu J, Lavingia V, Fakih M: Systemic treatment for metastatic colorectal cancer in the era of
precision medicine. J Surg Oncol 2019, 119:564-582. 4. Wong KE, Ngai SC, Chan KG, Lee LH, Goh BH, Chuah LH: Curcumin Nanoformulations for Colorectal
Cancer: A Review. Front Pharmacol 2019, 10:152. 4. Wong KE, Ngai SC, Chan KG, Lee LH, Goh BH, Chuah LH: Curcumin Nanoformulations for Colorectal
Cancer: A Review. Front Pharmacol 2019, 10:152. 5. Punt CJ, Koopman M, Vermeulen L: From tumour heterogeneity to advances in precision treatment of
colorectal cancer. Nat Rev Clin Oncol 2017, 14:235-246. 6. Dixon SJ, Lemberg KM, Lamprecht MR, Skouta R, Zaitsev EM, Gleason CE, Patel DN, Bauer AJ,
Cantley AM, Yang WS, et al: Ferroptosis: an iron-dependent form of nonapoptotic cell death. Cell
2012, 149:1060-1072. 7. Mou Y, Wang J, Wu J, He D, Zhang C, Duan C, Li B: Ferroptosis, a new form of cell death:
opportunities and challenges in cancer. J Hematol Oncol 2019, 12:34. 8. Ma MZ, Chen G, Wang P, Lu WH, Zhu CF, Song M, Yang J, Wen S, Xu RH, Hu Y, Huang P: Xc- inhibitor
sulfasalazine sensitizes colorectal cancer to cisplatin by a GSH-dependent mechanism. Cancer Lett
2015, 368:88-96. 9. Xie Y, Zhu S, Song X, Sun X, Fan Y, Liu J, Zhong M, Yuan H, Zhang L, Billiar TR, et al: The Tumor
Suppressor p53 Limits Ferroptosis by Blocking DPP4 Activity. Cell Rep 2017, 20:1692-1704. 10. Park S, Oh J, Kim M, Jin EJ: Bromelain effectively suppresses Kras-mutant colorectal cancer by
stimulating ferroptosis. Anim Cells Syst (Seoul) 2018, 22:334-340. 11. Sui X, Zhang R, Liu S, Duan T, Zhai L, Zhang M, Han X, Xiang Y, Huang X, Lin H, Xie T: RSL3 Drives
Ferroptosis Through GPX4 Inactivation and ROS Production in Colorectal Cancer. Front Pharmacol
2018, 9:1371. Page 10/21 Page 10/21 12. References Malta TM, Sokolov A, Gentles AJ, Burzykowski T, Poisson L, Weinstein JN, Kaminska B, Huelsken J,
Omberg L, Gevaert O, et al: Machine Learning Identifies Stemness Features Associated with
Oncogenic Dedifferentiation. Cell 2018, 173:338-354 e315. Geeleher P, Cox N, Huang RS: pRRophetic: an R package for prediction of clinical chemotherapeutic
esponse from tumor gene expression levels. PLoS One 2014, 9:e107468. 14. Stockwell BR, Friedmann Angeli JP, Bayir H, Bush AI, Conrad M, Dixon SJ, Fulda S, Gascon S, Hatzios
SK, Kagan VE, et al: Ferroptosis: A Regulated Cell Death Nexus Linking Metabolism, Redox Biology,
and Disease. Cell 2017, 171:273-285. 15. Liang JY, Wang DS, Lin HC, Chen XX, Yang H, Zheng Y, Li YH: A Novel Ferroptosis-related Gene
Signature for Overall Survival Prediction in Patients with Hepatocellular Carcinoma. Int J Biol Sci
2020, 16:2430-2441. 16. Hassannia B, Vandenabeele P, Vanden Berghe T: Targeting Ferroptosis to Iron Out Cancer. Cancer
Cell 2019, 35:830-849. 17. Doll S, Freitas FP, Shah R, Aldrovandi M, da Silva MC, Ingold I, Goya Grocin A, Xavier da Silva TN,
Panzilius E, Scheel CH, et al: FSP1 is a glutathione-independent ferroptosis suppressor. Nature 2019,
575:693-698. 18. Zhang H, Meltzer P, Davis S: RCircos: an R package for Circos 2D track plots. BMC Bioinformatics
2013, 14:244. 19. Wilkerson MD, Hayes DN: ConsensusClusterPlus: a class discovery tool with confidence
assessments and item tracking. Bioinformatics 2010, 26:1572-1573. 20. Yang C, Zhang Y, Xu X, Li W: Molecular subtypes based on DNA methylation predict prognosis in
colon adenocarcinoma patients. Aging (Albany NY) 2019, 11:11880-11892. 21. Kassambara A. KM, Biecek P., Fabian S. : Survminer: Drawing survival curves using ‘ggplot2’R
package version 0.4.4. . Available from: https://cranr-projectorg/package=survminer 2019, Accessed
on: . References Xu X, Zhang X, Wei C, Zheng D, Lu X, Yang Y, Luo A, Zhang K, Duan X, Wang Y: Targeting SLC7A11
specifically suppresses the progression of colorectal cancer stem cells via inducing ferroptosis. Eur J
Pharm Sci 2020, 152:105450. 13. Leek JT, Storey JD: Capturing heterogeneity in gene expression studies by surrogate variable
analysis. PLoS Genet 2007, 3:1724-1735. Page 11/21
y
,
Stockwell BR, Friedmann Angeli JP, Bayir H, Bush AI, Conrad M, Dixon SJ, Fulda S, Gascon S, Hatzios
SK, Kagan VE, et al: Ferroptosis: A Regulated Cell Death Nexus Linking Metabolism, Redox Biology,
nd Disease. Cell 2017, 171:273-285. iang JY, Wang DS, Lin HC, Chen XX, Yang H, Zheng Y, Li YH: A Novel Ferroptosis-related Gene
Signature for Overall Survival Prediction in Patients with Hepatocellular Carcinoma. Int J Biol Sci
020, 16:2430-2441. Hassannia B, Vandenabeele P, Vanden Berghe T: Targeting Ferroptosis to Iron Out Cancer. Cancer
Cell 2019, 35:830-849. Doll S, Freitas FP, Shah R, Aldrovandi M, da Silva MC, Ingold I, Goya Grocin A, Xavier da Silva TN,
Panzilius E, Scheel CH, et al: FSP1 is a glutathione-independent ferroptosis suppressor. Nature 2019,
75:693-698. Zhang H, Meltzer P, Davis S: RCircos: an R package for Circos 2D track plots. BMC Bioinformatics
013, 14:244. Wilkerson MD, Hayes DN: ConsensusClusterPlus: a class discovery tool with confidence
ssessments and item tracking. Bioinformatics 2010, 26:1572-1573. Yang C, Zhang Y, Xu X, Li W: Molecular subtypes based on DNA methylation predict prognosis in
olon adenocarcinoma patients. Aging (Albany NY) 2019, 11:11880-11892. Kassambara A. KM, Biecek P., Fabian S. : Survminer: Drawing survival curves using ‘ggplot2’R
ackage version 0.4.4. . Available from: https://cranr-projectorg/package=survminer 2019, Accessed
n: . Yu G, Wang LG, Han Y, He QY: clusterProfiler: an R package for comparing biological themes among
ene clusters. OMICS 2012, 16:284-287. Newman AM, Steen CB, Liu CL, Gentles AJ, Chaudhuri AA, Scherer F, Khodadoust MS, Esfahani MS,
uca BA, Steiner D, et al: Determining cell type abundance and expression from bulk tissues with
igital cytometry. Nat Biotechnol 2019, 37:773-782. Yoshihara K, Shahmoradgoli M, Martinez E, Vegesna R, Kim H, Torres-Garcia W, Trevino V, Shen H,
aird PW, Levine DA, et al: Inferring tumour purity and stromal and immune cell admixture from
xpression data. Nat Commun 2013, 4:2612. 22. Yu G, Wang LG, Han Y, He QY: clusterProfiler: an R package for comparing biological themes among
gene clusters. OMICS 2012, 16:284-287. 22. Yu G, Wang LG, Han Y, He QY: clusterProfiler: an R package for comparing biological themes among
gene clusters. OMICS 2012, 16:284-287. 23. Newman AM, Steen CB, Liu CL, Gentles AJ, Chaudhuri AA, Scherer F, Khodadoust MS, Esfahani MS,
Luca BA, Steiner D, et al: Determining cell type abundance and expression from bulk tissues with
digital cytometry. Nat Biotechnol 2019, 37:773-782. 24. Yoshihara K, Shahmoradgoli M, Martinez E, Vegesna R, Kim H, Torres-Garcia W, Trevino V, Shen H,
Laird PW, Levine DA, et al: Inferring tumour purity and stromal and immune cell admixture from
expression data. Nat Commun 2013, 4:2612. 25. Malta TM, Sokolov A, Gentles AJ, Burzykowski T, Poisson L, Weinstein JN, Kaminska B, Huelsken J,
Omberg L, Gevaert O, et al: Machine Learning Identifies Stemness Features Associated with
Oncogenic Dedifferentiation. Cell 2018, 173:338-354 e315. 25. Malta TM, Sokolov A, Gentles AJ, Burzykowski T, Poisson L, Weinstein JN, Kaminska B, Huelsken J,
Omberg L, Gevaert O, et al: Machine Learning Identifies Stemness Features Associated with
Oncogenic Dedifferentiation. Cell 2018, 173:338-354 e315. Page 11/21
26. Geeleher P, Cox N, Huang RS: pRRophetic: an R package for prediction of clinical chemotherapeutic
response from tumor gene expression levels. PLoS One 2014, 9:e107468. Page 11/21
26. Geeleher P, Cox N, Huang RS: pRRophetic: an R package for prediction of clinical chemotherapeutic
response from tumor gene expression levels. PLoS One 2014, 9:e107468. Page 11/21 27. Mayakonda A, Lin DC, Assenov Y, Plass C, Koeffler HP: Maftools: efficient and comprehensive
analysis of somatic variants in cancer. Genome Res 2018, 28:1747-1756. 28. Miranda A, Hamilton PT, Zhang AW, Pattnaik S, Becht E, Mezheyeuski A, Bruun J, Micke P, de Reynies
A, Nelson BH: Cancer stemness, intratumoral heterogeneity, and immune response across cancers. Proc Natl Acad Sci U S A 2019, 116:9020-9029. 29. Shen Z, Song J, Yung BC, Zhou Z, Wu A, Chen X: Emerging Strategies of Cancer Therapy Based on
Ferroptosis. Adv Mater 2018, 30:e1704007. 30. Xu T, Ding W, Ji X, Ao X, Liu Y, Yu W, Wang J: Molecular mechanisms of ferroptosis and its role in
cancer therapy. J Cell Mol Med 2019, 23:4900-4912. 31. Yu H, Guo P, Xie X, Wang Y, Chen G: Ferroptosis, a new form of cell death, and its relationships with
tumourous diseases. J Cell Mol Med 2017, 21:648-657. 32. 22. Yu G, Wang LG, Han Y, He QY: clusterProfiler: an R package for comparing biological themes among
gene clusters. OMICS 2012, 16:284-287. Pages F, Berger A, Camus M, Sanchez-Cabo F, Costes A, Molidor R, Mlecnik B, Kirilovsky A, Nilsson M,
Damotte D, et al: Effector memory T cells, early metastasis, and survival in colorectal cancer. N Engl
J Med 2005, 353:2654-2666. 33. Wang W, Green M, Choi JE, Gijon M, Kennedy PD, Johnson JK, Liao P, Lang X, Kryczek I, Sell A, et al:
CD8(+) T cells regulate tumour ferroptosis during cancer immunotherapy. Nature 2019, 569:270-274. 34. Herbst RS, Baas P, Kim DW, Felip E, Perez-Gracia JL, Han JY, Molina J, Kim JH, Arvis CD, Ahn MJ, et
al: Pembrolizumab versus docetaxel for previously treated, PD-L1-positive, advanced non-small-cell
lung cancer (KEYNOTE-010): a randomised controlled trial. Lancet 2016, 387:1540-1550. 34. Herbst RS, Baas P, Kim DW, Felip E, Perez-Gracia JL, Han JY, Molina J, Kim JH, Arvis CD, Ahn MJ, et
al: Pembrolizumab versus docetaxel for previously treated, PD-L1-positive, advanced non-small-cell
lung cancer (KEYNOTE-010): a randomised controlled trial. Lancet 2016, 387:1540-1550. 35. Borghaei H, Paz-Ares L, Horn L, Spigel DR, Steins M, Ready NE, Chow LQ, Vokes EE, Felip E, Holgado
E, et al: Nivolumab versus Docetaxel in Advanced Nonsquamous Non-Small-Cell Lung Cancer. N Engl
J Med 2015, 373:1627-1639. 35. Borghaei H, Paz-Ares L, Horn L, Spigel DR, Steins M, Ready NE, Chow LQ, Vokes EE, Felip E, Holgado
E, et al: Nivolumab versus Docetaxel in Advanced Nonsquamous Non-Small-Cell Lung Cancer. N Engl
J Med 2015, 373:1627-1639. Figures Page 12/21
Figure 1 Figure 1 Page 12/21 (A) The flow chart of this study. (B) Circos plot showed the distribution of ferroptosis-related genes in
human chromosome. (A) The flow chart of this study. (B) Circos plot showed the dist
human chromosome. Figure 2
(A) The consensus among clusters for each category number k
clustering. (C) Consensus clustering of CRC samples with k = 4 Page 13/21
Figure 2
(A) The consensus among clusters for each category number k. (B) Delta area curve of consensus
clustering. (C) Consensus clustering of CRC samples with k = 4. (D) Kaplan-Meier survival curves of CRC
in each ferroptosis subclass. (E) Heatmap shows the
correlation between the expression of ferroptosis- Figure 2 Figure 2 (A) The consensus among clusters for each category number k. (B) Delta area curve of consensus
clustering. (C) Consensus clustering of CRC samples with k = 4. (D) Kaplan-Meier survival curves of CRC
in each ferroptosis subclass. (E) Heatmap shows the
correlation between the expression of ferroptosis- (A) The consensus among clusters for each category number k. (B) Delta area curve of consensus
clustering. (C) Consensus clustering of CRC samples with k = 4. (D) Kaplan-Meier survival curves of CRC
in each ferroptosis subclass. (E) Heatmap shows the
correlation between the expression of ferroptosis- Page 13/21 Page 13/21 related genes and the stage of the four patient classes. The color codes for different stage are as
indicated. The expression of ferroptosis-related genes is also indicated by a color code bar, where red
refers to high expression or upregulation and green refers to low expression or downregulation. Figure 3
(A) Heatmap describing co-expression of ferroptosis-related genes; (B) Principal component analysis
(PCA) of ferroptosis-related genes expression profiles of the metadata set. Figure 3 (A) Heatmap describing co-expression of ferroptosis-related genes; (B) Principal component analysis
(PCA) of ferroptosis-related genes expression profiles of the metadata set. Page 14/21 Figure 4
59 ferroptosis-related genes differentially expressed in different subclasses. 59 ferroptosis-related genes differentially expressed in different subclasses. Page 15/21 Page 15/21 Figure 5
Functional enrichment analysis of differentially expressed ferroptosis-related genes in subtypes. Figure 5 Functional enrichment analysis of differentially expressed ferroptosis-related genes in subtypes. Functional enrichment analysis of differentially expressed ferroptosis-related genes in subtypes. Page 16/21 Page 16/21 Page 17/21
Figure 6
The difference of immune cell infiltration abundances CRC subtypes. Figure 7 Figure 6 The difference of immune cell infiltration abundances CRC subtypes. The difference of immune cell infiltration abundances CRC subtypes. Page 17/21
The difference of immune cell infiltration abundances CRC subtypes. Figure 7 The difference of immune cell infiltration abundances CRC subtypes. Figure 7 Page 17/21 Immune scores, stromal scores and tumor purity in CRC subclasses. u e sco es, st o
a sco es a d tu
o pu ty
C C subc asses. Figure 8 Figure 8
(A) The PD-L1 mRNA expression in ferroptosis subclasses of CRC patients. (B) The correlation between
PD-L1 with the expression of ACSL4, ALOX5, HMOX1 and IREB2. Figure 8 (A) The PD-L1 mRNA expression in ferroptosis subclasses of CRC patients. (B) The correlation between
PD-L1 with the expression of ACSL4, ALOX5, HMOX1 and IREB2. Page 18/21 Page 18/21 Page 18/21 gure 9
fference of stemness indices among four ferroptosis subtypes. Figure 9 Difference of stemness indices among four ferroptosis subtypes. Page 19/21 Page 19/21 Figure 10
Differences in antitumor drug sensitivity in ferroptosis subclasses of CRC patients. Figure 10
Differences in antitumor drug sensitivity in ferroptosis subclasses of CRC patients. Figure 12 Circos plot describing the comparison of ferroptosis subclass with the distribution of conventional
clinical parameters. Figure 10 Figure 10
Differences in antitumor drug sensitivity in ferroptosis subclasses of CRC patients. Differences in antitumor drug sensitivity in ferroptosis subclasses of CRC patients. Page 20/21 Page 20/21 Page 20/21 Figure 11 Figure 11 (A) OncoPrint of mutation status of genes in ferroptosis subclasses. (B) CNV mutation map among
ferroptosis subclasses. (C) The violin plot of mutation frequency in ferroptosis subclasses. (A) OncoPrint of mutation status of genes in ferroptosis subclasses. (B) CNV mutation map among
ferroptosis subclasses. (C) The violin plot of mutation frequency in ferroptosis subclasses. Figure 12 Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. TableS1.xls Supplementaryfigures.pdf Page 21/21
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RELICTS OF DESTROYED OCEANIC ISLAND ARCS IN THE PALEOPROTEROZOIC VYATKA OROGEN (EAST-EUROPEAN CRATON)
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Trudy Karelʹskogo naučnogo centra Rossijskoj akademii nauk
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Труды Карельского научного центра РАН. 2022. № 5. С. 34–37
Transactions of the Karelian Research Centre RAS. 2022. No. 5. P. 34–37
DOI: 10.17076/geo1656
КРАТКИЕ СООБЩЕНИЯ
Short communications
УДК 550.4; 550.93
РЕЛИКТЫ РАЗРУШЕННЫХ ОКЕАНИЧЕСКИХ ОСТРОВНЫХ
ДУГ В ПАЛЕОПРОТЕРОЗОЙСКОМ ВЯТСКОМ ОРОГЕНЕ
(ВОСТОЧНО-ЕВРОПЕЙСКИЙ КРАТОН)
К. Г. Ерофеева1,2*, А. В. Самсонов1, Т. А. Пилицына1,
А. Н. Ларионов3, В. А. Спиридонов4, А. В. Постников5,
А. Ю. Вовшина3, А. С. Дубенский2
1 Институт геологии рудных месторождений, петрографии, минералогии и геохимии РАН
(Старомонетный пер., 35, Москва, Россия, 119017), *xenin.erofeeva@ya.ru
2 Геологический институт РАН (Пыжевский пер., 7, Москва, Россия, 119017)
3 Всероссийский научно-исследовательский геологический институт имени А. П. Карпинского
(Средний проспект, 74, Санкт-Петербург, Россия, 199106)
4 ВНИИ Геосистем (Варшавское шоссе, 8, Москва, Россия, 117105)
5 РГУ нефти и газа им. И. М. Губкина (Ленинский просп., 63/2, Москва, Россия, 119991) Труды Карельского научного центра РАН. 2022. № 5. С. 34–37
Transactions of the Karelian Research Centre RAS. 2022. No. 5. P. 34–37
DOI: 10.17076/geo1656 КРАТКИЕ СООБЩЕНИЯ
Short communications УДК 550.4; 550.93 К. Г. Ерофеева1,2*, А. В. Самсонов1, Т. А. Пилицына1,
А. Н. Ларионов3, В. А. Спиридонов4, А. В. Постников5,
А. Ю. Вовшина3, А. С. Дубенский2 1 Институт геологии рудных месторождений, петрографии, минералогии и геохимии РАН
(Старомонетный пер., 35, Москва, Россия, 119017), *xenin.erofeeva@ya.ru
2 Геологический институт РАН (Пыжевский пер., 7, Москва, Россия, 119017)
3 Всероссийский научно-исследовательский геологический институт имени А. П. Карпинского
(Средний проспект, 74, Санкт-Петербург, Россия, 199106)
4 ВНИИ Геосистем (Варшавское шоссе, 8, Москва, Россия, 117105)
5 РГУ нефти и газа им. И. М. Губкина (Ленинский просп., 63/2, Москва, Россия, 119991) На основе изучения раннедокембрийских метаморфизованных вулканогенно-
осадочных пород Вятского пояса (Волго-Уральский сегмент Восточно-Европей-
ского кратона) рассмотрены вопросы тектонических обстановок его формирова-
ния и места в палеоконтинентальных корреляциях 2,2–2,0 млрд лет назад. К лю че вые сло в а: Восточно-Европейский кратон; Волго-Уралия; орогены;
островные дуги Для цитирования: Ерофеева К. Г., Самсонов А. В., Пилицына Т. А., Ларионов А. Н.,
Спиридонов В. А., Постников А. В., Вовшина А. Ю., Дубенский А. С. Реликты раз-
рушенных океанических островных дуг в палеопротерозойском Вятском орогене
(Восточно-Европейский кратон) // Труды Карельского научного центра РАН. 2022. № 5. С. 34–37. doi: 10.17076/geo1656 Финансирование. Исследование выполнено при финансовой поддержке в
рамках госзадания лаборатории петрографии ИГЕМ РАН. K. G. Erofeeva1,2*, A. V. Samsonov1, T. A. Pilitsyna1, A. N. Larionov3, V. A. Spiridonov4,
A. V. Postnikov5, A. Yu. Vovshina3, A. S. Dubenskiy2. RELICTS OF DESTROYED
OCEANIC ISLAND ARCS IN THE PALEOPROTEROZOIC VYATKA OROGEN
(EAST-EUROPEAN CRATON) 34 Transactions of the Karelian Research Centre of the Russian Academy of Sciences. 2022. No. 5 2 Geological Institute, Russian Academy of Sciences (7 Pyrzhevsky Per., 119017 Moscow, Russia) 2 Geological Institute, Russian Academy of Sciences (7 Pyrzhevsky Per., 119017 Moscow, Russia)
3 Karpinsky Russian Geological Research Institute (74 Sredny Prospect, 199106 St. Petersburg, Russia)
4 VNIIGeosystem (8 Varshavskoe Shosse, 117105 Moscow, Russia)
5 Gubkin State University of Oil and Gas (63/2 Leninsky Ave., 119991 Moscow, Russia) 2 Geological Institute, Russian Academy of Sciences (7 Pyrzhevsky Per., 119017 Moscow, Russia)
3 Karpinsky Russian Geological Research Institute (74 Sredny Prospect, 199106 St. Petersburg, Russia)
4 VNIIGeosystem (8 Varshavskoe Shosse, 117105 Moscow, Russia)
5 Gubkin State University of Oil and Gas (63/2 Leninsky Ave., 119991 Moscow, Russia) 4 VNIIGeosystem (8 Varshavskoe Shosse, 117105 Moscow, Russia) y
(
,
,
)
5 Gubkin State University of Oil and Gas (63/2 Leninsky Ave., 119991 Moscow, Russia) y
5 Gubkin State University of Oil and Gas (63/2 Leninsky Ave., 119991 Moscow, Ru On the basis of the study of Early Precambrian metamorphosed volcanogenic-sedi-
mentary rocks of the Vyatka belt of the northeastern Volga-Ural megablock, East Euro-
pean Craton, the paper will consider the tectonic settings for the formation of this belt
and its position in the paleocontinental correlations 2.2-2.0 Ga ago. Ke ywords: East European Craton; Volgo-Uralia; orogens; oceanic island arcs For cit a t ion: Erofeeva K. G., Samsonov A. V., Pilitsyna T. A., Larionov A. N., Spiri-
donov V. A., Postnikov A. V., Vovshina A. Yu., Dubenskiy A. S. Relicts of destroyed oce-
anic island arcs in the Paleoproterozoic Vyatka Orogen (East-European Craton). Trudy
Karel’skogo nauchnogo tsentra RAN = Transactions of the Karelian Research Centre
RAS. 2022;5:34–37. doi: 10.17076/geo1656 Funding. The study was funded under state assignment to the Petrography Laboratory
IGEM RAS. Вятский пояс выделен по результатам буре-
ния и оконтурен по геофизическим данным как
крупная
вулканогенно-осадочная
структура,
зажатая между архейскими гранито-гнейсовы-
ми блоками [Bogdanova et al., 2016]. Вятский
пояс слагают Hbl-Bt-гнейсы, сохранившие Pl-
порфировую структуру и образованные за счет
вулканогенного протолита, и Crd-Sil-Grt-Bt-
гнейсы первично осадочного происхождения. Эти вулканогенно-осадочные породы, объе-
диняемые в унийскую свиту, прорваны жилами
гнейсовидных Ms-Bt-трондьемитов талицкого
комплекса мощностью от первых сантиметров
до 5 метров. что не обнаруженного, источника палеопроте-
розойского магматического циркона. Труды Карельского научного центра Российской академии наук. 2022. № 5 Литература Бибикова Е. В., Богданова С. В., Постников А. В.,
Попова Л. П., Кирнозова Т. И., Фугзан М. М., Глущен-
ко В. В. Зона сочленения Сарматии и Волго-Уралии:
изотопно-геохронологическая характеристика су-
пракрустальных пород и гранитоидов // Стратигра-
фия и геологическая корреляция. 2009. № 6. С. 3–16. Bogdanova S. V., Gorbatschev R., Garetsky R. G. EUROPE | East European Craton. Reference Module in
Earth Systems and Environmental Sciences. Elsevier;
2016. doi: 10.1016/B978-0-12-409548-9.10020-X Condie K. C., Pisarevsky S. A., Puetz S. J. LIPs,
orogens and supercontinents: The ongoing saga. Gondwana Res. 2021;96:105–121. doi: 10.1016/j. gr.2021.05.002 Гурьянов В. А., Диденко А. Н., Песков А. Ю., Рога-
нов Г. В., Дымович В. А. Раннедокембрийские грани-
тоиды Батомгского выступа фундамента Юго-Вос-
тока сибирской платформы: возраст и геодинами-
ческая обстановка формирования // Тихоокеанская
геология. 2016. Т. 35, № 3. С. 23–44. Elming S.-Å., Salminen J., Pesonen L. J. Chapter
16: Paleo-Mesoproterozoic Nuna supercycle. Peso-
nen L. J., Salminen J., Evans D. A. D., Elming S.-Å.,
Veikkolainen T. (eds.). Ancient Supercontinents and the
Paleogeography of the Earth. Elsevier; 2021. P. 499–
548. doi: 10.1016/B978-0-12-818533-9.00001-1 Котов А. Б. Граничные условия геодинамических
моделей формирования континентальной коры Ал-
данского щита: Автореф. дис. … д-ра геол.-минер. наук. СПб.: Изд-во СПбГУ, 2003. 78 с. Guryanov V. A., Didenko A. N., Peskov A. Y. Roganov G. V., Dymovich V. A. Early Precambrian grani-
toids of the Batomga inlier of the southeastern Siberian
Platform basement: Age and geodynamic formation
settings. Russ. J. of Pac. Geol. 2016;10:168–188. doi:
10.1134/S1819714016030039 Кузьмин В. К., Богомолов Е. С., Глебовицкий В. А. Раннепротерозойский
габбро-диорит-гранитный
магматизм Батомгского поднятия (Северо-Восток
Алданского щита): Sm-Nd-изотопно-геохимические
свидетельства // ДАН. 2016. Т. 466, № 6. С. 707. doi:
10.7868/S0869565216060177 Kotov A. B. Boundary conditions of geodynamic
models of the formation of the continental crust of the
Aldan Shield: Summary of DSc (Dr. of Geol.-Miner.) the-
sis. St. Petersburg: SPbGU; 2003. (In Russ.) Мишкин М. А., Ленников А. М., Баянова Т. Б.,
Вовна Г. М., Сахно В. Г., Октябрьский Р. А., Бадреди-
нов З. Г. Первые результаты U-Pb геохронологиче-
ских исследований докембрийских гранитоидов Ба-
томгского блока Алданского щита // Тихоокеанская
геология. 2010. Т. 29, № 3. С. 45–49. Kuzmin V. K., Bogomolov E. S., Glebovitskii V. A. Paleoproterozoic
gabbro-diorite-granite
magmatism
of the Batomga Rise (NE Aldan Shield): Sm-Nd isotope
geochemical evidence. Dokl. Earth Sci. 2016;466:199–
205. doi: 10.1134/S1028334X16020203 Bogdanova S. V., Gorbatschev R., Garetsky R. G. K. G. Erofeeva1,2*, A. V. Samsonov1, T. A. Pilitsyna1, A. N. Larionov3, V. A. Spiridonov4,
A. V. Postnikov5, A. Yu. Vovshina3, A. S. Dubenskiy2. RELICTS OF DESTROYED
OCEANIC ISLAND ARCS IN THE PALEOPROTEROZOIC VYATKA OROGEN
(EAST-EUROPEAN CRATON) Получен-
ные данные расширяют список палеопроте-
розойских орогенов с возрастом 2,2–2,0 млрд
лет, в которых начало амальгамации отдельных
архейских блоков в суперконтинент Нуна про-
исходило на фоне главного этапа раскола ар-
хейских суперкратонов 2,2–2,0 млрд лет назад
[Condie et al., 2021]. [Котов, 2003; Мишкин и др., 2010; Гурьянов и
др., 2016; Кузьмин и др., 2016] и существую-
щими палеоконтинентальными корреляциями
[Elming et al., 2021 и ссылки в ней]. Получен-
ные данные расширяют список палеопроте-
розойских орогенов с возрастом 2,2–2,0 млрд
лет, в которых начало амальгамации отдельных
архейских блоков в суперконтинент Нуна про-
исходило на фоне главного этапа раскола ар-
хейских суперкратонов 2,2–2,0 млрд лет назад
[Condie et al., 2021]. Terentiev R. A., Santosh M. Detrital zircon geochro-
nology and geochemistry of metasediments from the
Vorontsovka terrane: implications for microcontinent
tectonics // Int. Geol. Rev. 2016. Vol. 58, no. 9. P. 1108–
1126. doi: 10.1080/00206814.2016.1147386 References Bibikova E. V., Bogdanova S. V., Postnikov A. V.,
Popova L. P., Kirnozova T. I., Fugzan M. M., Glushchen-
ko V. V. Sarmatia-Volgo-Uralia junction zone: Isotopic-
geochronologic characteristic of supracrustal rocks and
granitoids. Stratigr. Geol. Correl. 2009;17(6):561–573. doi: 10.1134/S086959380906001X Поступила в редакцию / received: 19.08.2022; принята к публикации / accepted: 29.08.2022.
Авторы заявляют об отсутствии конфликта интересов / The authors declare no conflict of interest. K. G. Erofeeva1,2*, A. V. Samsonov1, T. A. Pilitsyna1, A. N. Larionov3, V. A. Spiridonov4,
A. V. Postnikov5, A. Yu. Vovshina3, A. S. Dubenskiy2. RELICTS OF DESTROYED
OCEANIC ISLAND ARCS IN THE PALEOPROTEROZOIC VYATKA OROGEN
(EAST-EUROPEAN CRATON) Циркон
с возрастом 2,05 млрд лет, найденный во всех
породах в виде каем обрастания и мелких кри-
сталлов, мог образоваться при внедрении Ms-
Bt-трондьемитов, возраст которых оценен в
2,05 млрд лет. Радиогенный изотопный состав
Nd в метавулканитах (εNd(2100) = 3,2 ± 0,2) ука-
зывает на ювенильный источник магм. Более
низкие величины εNd(2100) = 2,5 ± 0,3 в метао-
садочных породах свидетельствуют о неболь-
шом вкладе более древнего материала, что со-
гласуется с находками в них единичных архей-
ских зерен циркона. По составу метавулканиты отвечают известко-
во-щелочным высокоглиноземистым андезитам
и дацитам калинатрового ряда (Na2O/K2O > 1),
имеют сильно обогащенные спектры легких
РЗЭ, умеренно фракционированные спектры тя-
желых РЗЭ и отрицательные аномалии Sr, Eu, Ti
и всех HFSE. Метаосадочные породы отвечают
грауваккам и по содержанию большинства глав-
ных и редких элементов близки к метавулкани-
там, которые могли служить их источником. Весь комплекс данных дает убедительные
свидетельства об образовании пород унийской
свиты Вятского пояса на удалении от архейских
блоков, во внутриокеанической надсубдукци-
онной обстановке, при формировании двух
разновозрастных островных дуг 2,10 и 2,14
млрд лет, разрушение которых с образованием
граувакковых отложений могло происходить за
счет субдукционной эрозии [например, Straub
et al., 2020]. U-Pb-изотопное датирование циркона из
метавулканитов и метаосадков в разных ча-
стях пояса дает близкие спектры возрастов с
тремя главными пиками. Циркон с возрастом
2,10 млрд лет доминирует в метавулканитах
(> 90 %) и составляет до 70 % популяции в ме-
таосадочных породах, что служит еще одним
аргументом в пользу образования осадков за
счет разрушения смежных вулканических по-
строек. Циркон с возрастом 2,14 млрд лет со-
ставляет до 15 % популяций во всех пробах
метаосадочных пород, что указывает на при-
сутствие в Вятском поясе еще одного, пока Близкие по геохимии флишоидные осадки
с ювенильными островодужными источниками
и с возрастом циркона 2,1–2,2 млрд лет слага-
ют Волго-Донской пояс [например, Бибикова
и др., 2009; Terentiev, Santosh, 2016], который
располагается между Волго-Уральским и Сар-
матским мегаблоками [Bogdanova et al., 2016]. Восточный фланг Вятского пояса, возможно,
был частью обширного палеопротерозойско-
го орогена вместе с Батомгским поясом юго-
восточной части Сибирского кратона. Такая
корреляция обоснована сходством возраста
корообразующих процессов этих двух поясов 35 P. 574–589. do
osh M. Detrital zirc
f
di Environ. 2020. Vol. 1. P. 574–589. doi: 10.1038/
s43017-020-0095-1 [Котов, 2003; Мишкин и др., 2010; Гурьянов и
др., 2016; Кузьмин и др., 2016] и существую-
щими палеоконтинентальными корреляциями
[Elming et al., 2021 и ссылки в ней]. Transactions of the Karelian Research Centre of the Russian Academy of Sciences. 2022. No. 5 Труды Карельского научного центра Российской академии наук. 2022. № 5 СВЕДЕНИЯ ОБ АВТОРАХ:
Ерофеева Ксения Геннадьевна
канд. геол.-мин. наук, научный сотрудник
e-mail: xenin.erofeeva@ya.ru
Самсонов Александр Владимирович
член-корр. РАН, д-р геол.-мин. наук, главный научный
сотрудник
e-mail: samsonovigem@mail.ru
Пилицына Татьяна Андреевна
младший научный сотрудник
e-mail: allafia@yandex.ru
Ларионов Александр Николаевич
д-р геол.-мин. наук
e-mail: alexander_larionov@vsegei.ru
Спиридонов Виктор Альбертович
ведущий специалист
e-mail: vik-spiridonov@yandex.ru
Постников Александр Васильевич
д-р геол.-мин. наук, зав. кафедрой литологии
e-mail: postnikov.a@gubkin.ru
Вовшина Анна Юрьевна
ведущий геолог
e-mail: anna_vovshina@vsegei.ru
Дубенский Александр Сергеевич
канд. хим. наук, старший научный сотрудник
e-mail: alexchem206@gmail.com СВЕДЕНИЯ ОБ АВТОРАХ:
Ерофеева Ксения Геннадьевна
канд. геол.-мин. наук, научный сотрудник
e-mail: xenin.erofeeva@ya.ru
Самсонов Александр Владимирович
член-корр. РАН, д-р геол.-мин. наук, главный научный
сотрудник
e-mail: samsonovigem@mail.ru
Пилицына Татьяна Андреевна
младший научный сотрудник
e-mail: allafia@yandex.ru
Ларионов Александр Николаевич
д-р геол.-мин. наук
e-mail: alexander_larionov@vsegei.ru
Спиридонов Виктор Альбертович
ведущий специалист
e-mail: vik-spiridonov@yandex.ru
Постников Александр Васильевич
д-р геол.-мин. наук, зав. кафедрой литологии
e-mail: postnikov.a@gubkin.ru
Вовшина Анна Юрьевна
ведущий геолог
e-mail: anna_vovshina@vsegei.ru
Дубенский Александр Сергеевич
канд. хим. наук, старший научный сотрудник
e-mail: alexchem206@gmail.com Литература EUROPE | East European Craton // Reference Module
in Earth Systems and Environmental Sciences, Elsevier,
2016. doi: 10.1016/B978-0-12-409548-9.10020-X Mishkin M. A., Lennikov A. M., Bayanova T. B.,
Vovna G. M., Sakhno V. G., Oktyabr’skii R. A., Badredi-
nov Z. G. First results of U-Pb geochronological studies
of the Precambrian granitoids of the Batomga block of
the Aldan Shield. Russ. J. of Pac. Geol. 2010;4:223–
227. doi: 10.1134/S1819714010030048 Condie K. C., Pisarevsky S. A., Puetz S. J. LIPs, oro-
gens and supercontinents: The ongoing saga // Gond-
wana Res. 2021. Vol. 96. P. 105–121. doi: 10.1016/j. gr.2021.05.002 Straub S. M., Gómez-Tuena A., Vannucchi P. Sub-
duction erosion and arc volcanism. Nat. Rev. Earth Envi-
ron. 2020;1:574–589. doi: 10.1038/s43017-020-0095-1 Elming S.-Å., Salminen J., Pesonen L. J. Chapter
16: Paleo-Mesoproterozoic Nuna supercycle // Peso-
nen L. J., Salminen J., Evans D. A. D., Elming S.-Å.,
Veikkolainen T. (eds.). Ancient Supercontinents and the
Paleogeography of the Earth. Elsevier, 2021. P. 499–548. doi: 10.1016/B978-0-12-818533-9.00001-1 Terentiev R. A., Santosh M. Detrital zircon geochro-
nology and geochemistry of metasediments from the
Vorontsovka terrane: implications for microcontinent
tectonics. Int. Geol. Rev. 2016;58(9):1108–1126. doi:
10.1080/00206814.2016.1147386 Terentiev R. A., Santosh M. Detrital zircon geochro-
nology and geochemistry of metasediments from the
Vorontsovka terrane: implications for microcontinent
tectonics. Int. Geol. Rev. 2016;58(9):1108–1126. doi:
10.1080/00206814.2016.1147386 Terentiev R. A., Santosh M. Detrital zircon geochro-
nology and geochemistry of metasediments from the
Vorontsovka terrane: implications for microcontinent
tectonics. Int. Geol. Rev. 2016;58(9):1108–1126. doi:
10.1080/00206814.2016.1147386 Straub S. M., Gómez-Tuena A., Vannucchi P. Sub-
duction erosion and arc volcanism // Nat. Rev. Earth Поступила в редакцию / received: 19.08.2022; принята к публикации / accepted: 29.08.2022. Авторы заявляют об отсутствии конфликта интересов / The authors declare no conflict of interest. Поступила в редакцию / received: 19.08.2022; принята к публикации / accepted: 29.08.2022. Авторы заявляют об отсутствии конфликта интересов / The authors declare no conflict of interest 36 37
Труды Карельского научного центра Российской академии наук. 2022. № 5
канд. геол.-мин. наук, научный сотрудник
Cand. Sci. (Geol.-Miner.), Researcher
e-mail: xenin.erofeeva@ya.ru
Самсонов Александр Владимирович
член-корр. РАН, д-р геол.-мин. наук, главный научный
сотрудник
Samsonov, Alexander
RAS Corr. Fellow, Dr. Sci. (Geol.-Miner.), Chief Researcher
e-mail: samsonovigem@mail.ru
Пилицына Татьяна Андреевна
младший научный сотрудник
Pilitsyna, Tatiana
Junior Researcher
e-mail: allafia@yandex.ru
Ларионов Александр Николаевич
д-р геол.-мин. наук
Larionov, Alexander
Dr. Sci. (Geol.-Miner.)
e-mail: alexander_larionov@vsegei.ru
Спиридонов Виктор Альбертович
ведущий специалист
Spiridonov, Viktor
Leading Specialist
e-mail: vik-spiridonov@yandex.ru
Постников Александр Васильевич
д-р геол.-мин. наук, зав. кафедрой литологии
Postnikov, Alexander
Dr. Sci. (Geol.-Miner.), Head of Lithology Department
e-mail: postnikov.a@gubkin.ru
Вовшина Анна Юрьевна
ведущий геолог
Vovshina, Anna
Leading Geologist
e-mail: anna_vovshina@vsegei.ru
Дубенский Александр Сергеевич
канд. хим. наук, старший научный сотрудник
Dubenskiy, Alexander
Cand. Sci. (Chem.), Senior Researche
e-mail: alexchem206@gmail.com Samsonov, Alexander
RAS Corr. Fellow, Dr. Sci. (Geol.-Miner.), Chief Researcher Самсонов Александр Владимирович
член-корр. РАН, д-р геол.-мин. наук, главный научный
сотрудник
e-mail: samsonovigem@mail.ru 37 37
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https://openalex.org/W3011336384
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https://www.econjournals.com/index.php/ijeep/article/download/9066/5010
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English
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FEASIBILITY ANALYSIS OF A RENEWABLE AUTONOMOUS POWER SUPPLY SYSTEM AT A COASTAL AREA IN INDONESIA
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International journal of energy economics and policy
| 2,020
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cc-by
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1. INTRODUCTION reduce people’s dependence on the use of fossil fuels through the
Self-Sufficient Energy Village program (energypedia.info, 2019). Increasing population will increase the demand for electrical
energy. The need for electrical energy now has shifted from
secondary needs to primary needs, the need for equal distribution
of electrical energy so that every layer of society in both urban
and rural areas can enjoy the utilization of electrical energy. The
expansion of electricity grids by electricity service providers in
solving the problem of electricity distribution in isolated settlements
is often hampered by geographic conditions to get to the area. The
main roads that are difficult to pass vehicles cause new electrical
grid material is difficult to reach the area. In 2010, the government
provided solar panels in isolated areas to meet the needs of electrical
energy by optimizing available renewable energy to be able to Development of hybrid power plants by many countries continues
to increase in number, ranging from power generation to tens of
watts to tens of kilowatts. The increasingly expensive use of fossil
fuels can be reduced by applying power generation from renewable
energy sources that generate clean and environmentally friendly
electrical energy with very minimal levels of carbon dioxide gas. Accepted: 18 February 2020 DOI: https://doi.org/10.32479/ijeep.9066 Received: 04 December 2019 ABSTRACT The Indonesian government program in providing solutions of electrical energy distribution problems to get to remote or isolated areas is to optimize
the potential of renewable energy in an area. The combination of conventional power plants (diesel generators) with renewable energy (photovoltaic
and wind turbine) power plants is expected to solve the problem of electricity service in isolated areas in southern Tulungagung regency, namely
residential area in Brumbun Beach. The existence of government assistance in the form of solar panels distributed to each family head still can not
optimize the utilization of electrical energy for 24 h in a day, this is because the generation of diesel generators and solar panels are done separately. This research focuses on the design and analysis of renewable autonomous power supply system which consists of centralized solar-powered diesel
generator (solar panel – wind turbine – diesel generator) systems using HOMER software. This software is in addition to being used to create designs,
is also capable of performing the most optimal system design evaluation by sorting based on overall cost, basic electricity tariff, and carbon dioxide
gas emissions. The research from the design of four power plant configurations shows that the use of 10 kW diesel generators, 8 kW solar panels, and
6 kW wind turbines is the best solution, from the combination of the three energy sources shows the net present cost value of US $ 44,680, Cost of
Energy of 0.268 kWh/$, CO2 emissions of 1,077 kg/year, and diesel generator use only 54 min a day. Keywords: Cost of Energy, Hybrid Power Generation, HOMER, Net Present Cost, Renewable Energy
JEL Classifications: C63, C88, Q42 Keywords: Cost of Energy, Hybrid Power Generation, HOMER, Net Present Cost, Renewable Energy
JEL Classifications: C63, C88, Q42 This Journal is licensed under a Creative Commons Attribution 4.0 International License Department of Electrical Engineering, State Polytechnic of Malang, Soekarno-Hatta Street No. 9, Malang 65141, Indonesia.
*E
il
h
@
li
id Department of Electrical Engineering, State Polytechnic of Malang, Soekarno-Hatta Street No. 9, Malang 65141, Indonesia. *Email: moh.noor@polinema.ac.id Accepted: 18 February 2020 2. SYSTEM DESCRIPTION From the design and simulation of
planned generator system to get optimal result with configuration
of hybrid power plant system between diesel generator, PV
panel, and wind turbine. Power plants with centralized system
configuration have many advantages over dispersed systems. The most optimal system configuration of power plant design
simulated by HOMER software is the use of 10 kW diesel
generator, 8 kW capacity PV panel, 6 kW wind turbine, 24 V
busbar with 8000 Ah capacity and 5 kW inverter capacity. Based
on the technical review, the operation of the generator for 1 year
is 341 h or 0.9 h/day, resulting in less fuel use and longer diesel
generator life. While based on economic reviews, the value
of net present cost (NPC) of US $ 44,680, the value of cost of
energy (COE) of US $ 0.268 $/kWh, and CO2 gas emissions of
1,077 kg/year. This research designs and simulates hybrid power plants suitable
for community settlements in Brumbun Beach where they have
not enjoyed the utilization of electrical energy due to remote
locations of urban and hilly road access that are difficult to
carry out network expansion. From the design and simulation of
planned generator system to get optimal result with configuration
of hybrid power plant system between diesel generator, PV
panel, and wind turbine. Power plants with centralized system
configuration have many advantages over dispersed systems. i The configuration of the hybrid power plant system is based on
the working principle (Madziga et al., 2018, Nayar et al., 1993),
among others: (1) Series hybrid system, (2) hybrid system switch,
and (3) parallel hybrid system. In serial system configurations, all
power plants (generators, PV panels, wind turbines) are converted
in DC form and equipped with a charge controller to charge the
battery charge, to serve the load with AC voltage specifications
required by the inverter. In this system, the electrical energy
generated is paralleled by the battery, so the battery life becomes
less durable and reduces the efficiency of the system, then the
generator occurs voltage losses because of the AC voltage to DC
to supply the load is converted again into AC voltage using the
inverter. 2. SYSTEM DESCRIPTION Hybrid power plant system is a power plant consisting of two or
more renewable energy sources that are operated together to obtain his Journal is licensed under a Creative Commons Attribution 4.0 International License International Journal of Energy Economics and Policy | Vol 10 • Issue 3 • 2020 Hidayat, et al.: Feasibility Analysis of a Renewable Autonomous Power Supply System at a Coastal Area in Indonesia an efficient and optimal system in supplying electrical energy in
accordance with the load demand. The combination of various
renewable energy sources can provide the balance and stability
of a power plant system (Magarappanavar and Koti, 2016). The
advantages of this system (Sopian et al., 2005, Nayar et al., 1993),
among others: (1) Increasing the reliability of the system in serving
the load demand, (2) reducing the use of fossil fuels, (3) utilization
of electricity within 24 h, (4) system or component of the plant,
and (5) the use of electrical energy effectively and efficiently. serves to bridge between components that produce DC voltage
source and AC voltage source generated from diesel generator, BDI
can charge battery from diesel generator while operating as rectifier
(AC-DC Converter) or from renewable energy source (PV panels
and wind turbines), BDI can also operate as an inverter (DC-AC
Converter) while serving AC-powered AC loads. The advantages
of parallel hybrid configuration (Nayar et al., 1993), among
others: (1) Optimal in the supply of electrical energy at the load,
(2) efficient in the operation and maintenance of electrical energy
generating equipment, and (3) minimization of components so as
to reduce initial investment costs. Figure 1 is a hybrid power plant
system configuration (Madziga et al., 2018, Nayar et al., 1993). Component required in hybrid power generation (Sopian et al., 2005),
among others: (1) An inverter with a power rating of 60% greater
than the loaded power required, (2) one or two generator diesel
generators with a larger or minimum capacity (3) electrical energy
storage using lead-acid batteries; (4) use of solar panels equipped
with regulators and controllers; and (5) microprocessor-based or
system-based controls microcontroller for monitoring and system
automation. 2.1. Renewable Energy Resource This research designs and simulates hybrid power plants suitable
for community settlements in Brumbun Beach where they have
not enjoyed the utilization of electrical energy due to remote
locations of urban and hilly road access that are difficult to
carry out network expansion. 2. SYSTEM DESCRIPTION In a switched switch system, the diesel and the inverter
can be operated as an AC voltage source capable of directly
supplying the voltage during the average load and peak load
conditions thus increasing the efficiency of the system, the excess
energy generation of the diesel generator can be allocated to charge
the battery charge. At low loads, the diesel generator becomes
inactive and the electrical load requirements are only supplied by
renewable energy and battery by converting DC voltage into AC
voltage using inverter. In parallel configuration systems, the need
for electrical loads can be served in parallel from both the diesel
generator and from the inverter. Bi-Directional Inverter (BDI) 2.2. System Configuration The isolated problem of power grids in remote areas and
islands with small population communities can be solved by
implementing the construction of Stand-Alone or off-grid
hybrid power plants, apart from costly and costly network
expansion as well as to minimize fossil fuels in energy
generation electricity on diesel generators. The components
used in the design of power plant system configuration in this
study are as follows: 2.2.1. Diesel generator or genset A diesel generator is a power plant that is used to supply electrical
loads on a small power capacity and to increase electrical power
during peak loads. Optimization of diesel generator use is done
in isolated area and not yet reached by power grid. For selection
of capacity of diesel generator/generator to be used by using
equation 1 (Alayan, 2016; Okwu et al., 2017). Monocrystalline type because it has the highest efficiency
level with 24.1% (GSES, 2016). Modeling Solar panels in
HOMER software model the arrangement of PV as a device
that produces DC electricity in proportion to the incidence of
solar radiation globally present, regardless of the temperature
and the affected voltage (Lambert et al., 2006), to determine
the capacity of the PV integrated with the battery, solar charge
controller, and inverter by using equation 2 (Alayan, 2016;
Okwu et al., 2017). ( ) 130%
diesel
diesel
diesel
E
t
P
η
=
×
(1) (1) Where: Estimated capacity increase of 30% Pdiesel: Output power of diesel generator (KW) Pdiesel: Output power of diesel generator (KW) Ediesel: Electric load to be met per hour (kWh)i Ediesel: Electric load to be met per hour (kWh)i ηdiesel: Diesel efficiency (assuming=0.9). ηdiesel: Diesel efficiency (assuming=0.9). P
E
I
k
H
PV
load
b
inv
m
bcu
=
×
×
×
×
×
×
0
0 η
η
η
η
(2) (2) 2.1.3. Load profilei Figure 3: Load profile data Load profile is a characteristic of the use of electrical energy
for 24 h on the consumer of electrical energy. Some facilities,
facilities, and infrastructure that require electrical energy, among
others: residential residents, places of worship, schools, and
shops. Figure 3 shows the peak load profile at 17.00 - 19.00 WIB
of 30.480 kW. 2.1.2. Wind speed p
Electric energy can be generated from wind gusts to wind
turbines, so wind speed parameters are required in mechanical
design of wind turbines. The wind speed data is equipped with
a high anemometer where wind speed is measured (HOMER
Manual Book, 2017). Figure 2 shows the largest wind velocity
(6.1 m/s) obtained in August and minimum wind speed (2.95 m/s)
in December, while the mean annual wind velocity at Brumbun
Beach is 4.43 m/s. 2.2.2. Solar panels Commonly known as photovoltaic panels (PV) are modern
equipment capable of generating electrical energy by
converting photon energy from sunlight into electrical energy
(Quaschning, 2016). Based on the manufacture technology
(Handbook for Solar Photovoltaic (PV) Systems, 2017) solar
cells are divided into 3 kinds, namely: (a). Monocrystalline
Solar Cell; (b). Polycrystalline Solar Cell; and (c). Thin
Film Solar Cell (TSFC). In this study the solar panel used is Where: 2.1.1. Solar radiation The characteristics and potential of solar energy in selected
locations are analyzed based on global solar radiation with monthly
averages as well as monthly brightness (Olatomiwa, 2015). Global Horizontal Irradiance (GHI) is the total solar radiation that
occurs on the horizontal surface (HOMER Manual Book, 2017). Figure 1 shows the minimum value of solar radiation in January
at 4,850 kWh/m2/day with a brightness index of 0.448 and in International Journal of Energy Economics and Policy | Vol 10 • Issue 3 • 2020
176
Figure 1: Hybrid power generation system configuration (Madziga et al., 2018, Nayar et al., 1993) International Journal of Energy Economics and Policy | Vol 10 • Issue 3 • 2020 Hidayat, et al.: Feasibility Analysis of a Renewable Autonomous Power Supply System at a Coastal Area in Indonesia Monocrystalline type because it has the highest efficiency
level with 24.1% (GSES, 2016). Modeling Solar panels in
Figure 2: Renewable energy potential data at Brumbun beach
(NASA, 2016)
Figure 3: Load profile data Figure 2: Renewable energy potential data at Brumbun beach
(NASA, 2016) Figure 2: Renewable energy potential data at Brumbun beach
(NASA, 2016) September is a maximum value of 6.220 kWh/m2/day with a
brightness index of 0.613, while the average annual solar radiation
is 5,37 kWh/m2/day. Dimana: Ppeak load: Peak load daily
Pinv: Inverter produced the power
ηinv: Inverter efficiency PV
Pmax−out: The load energy that the generator must meet (kWh). It refers to
the turbine’s power curve to calculate its power output at that
wind speed assuming standard air density, (d). It multiplies
that power output value by the air density ratio, which is the
ratio of actual water density to the standard water density. To determine the capacity of wind turbine generator (PWG)
using equation 5 and to determine the energy generated using
equation 6 (Balachander et al., 2012) Dimana: Where: Where:
PPv: Solar panel power capacity (kWp)
Eload: Electric load to be supplied
I0: Standard radiation
k: Coefficient
H0: Average radiation
ηb: Battery efficiency
ηinv: Inverter efficiency PPv: Solar panel power capacity (kWp) Pv
Eload: Electric load to be supplied International Journal of Energy Economics and Policy | Vol 10 • Issue 3 • 2020 Hidayat, et al.: Feasibility Analysis of a Renewable Autonomous Power Supply System at a Coastal Area in Indonesia shortage factor, energy storage is required. The required battery
capacity (Ah) can be determined using equation 6 (Ishaq and
Ibrahim, 2013) ηm: Maching efficiencyi m
ηbuc: Efficiency of unit control batteries Or to determine the amount of energy produced Eel PV panel
used, can be determined using equation 3 (Alayan, 2016;
Okwu et al., 2017) (
)
Ah
load
bat
max
bat
bat nom
E
Dayof Automous
C
DOD
V
η
−
×
=
×
×
(7) (7) Dimana: Dimana: 0
0
max out
b
inv
m
bcu
el
P
H
E
k
I
η
η
η
η
−
×
×
×
×
×
=
×
(3) Cbat: Batteray capacity (Ah)
Eload: Electric load to be supplied (kWh)
Day of Autonomous:
DODmax: Deep of discharge
ηbat: Battery Efficiency
Vbat−nom: Battery nominal voltase (3) Cbat: Batteray capacity (Ah) Cbat: Batteray capacity (Ah)
Eload: Electric load to be supplied (kWh)
Day of Autonomous:
DODmax: Deep of discharge
ηbat: Battery Efficiency
Vbat−nom: Battery nominal voltase As for determining the number of PV panels (NPV) used can be
determined using equation 4 (Alayan 2016, Okwu et al., 2017). N
P
P
PV
PV
max out
=
−
(4) : Battery nominal voltase (4) And to determine number of battery (Nbat) used equation 7. And to determine number of battery (Nbat) used equation 7. Where: N
C
V
bat
bat
bat nom
=
−
(8) NPV: Number of PV panels (8) PV
PPV: The energy from PV panels (kWh) PV
Pmax−out: The load energy that the generator must meet (kWh). 2.3. Cost Optimization The economic evaluation of the entire hybrid system is achieved
by optimizing the total life cycle cost of the system configurations. The NPC (or life-cycle cost) of a component is the present value
of all the costs of installing and operating that components over
the project lifetime, minus the present value of all revenues that
it earns over the project lifetime. To determine the value of NPC
is shown in equation 9 (HOMER Manual Book, 2017). P
A
C
V
WG
r
P
W
=
×
×
×
×
1
2
3
ρ
(5)
3
1
2
P
W
C
V
ρ
π
=
×
×
×
×
E
t
P
t
WG
WG
( ) =
×
(6) (5) (6) ( )
ann tot
NPC
C
C
CRF i N
=
(10) (10) Dimana:
PWG: Output power of wind turbine generator
EWG: Energy produced wind turbine
ρ: Air density
Ar: The area of the rotor
Cp: Power coefficient
VW: Wind velocity
t: Time Dimana:
PWG: Output power of wind turbine generator
EWG: Energy produced wind turbine
ρ: Air density
Ar: The area of the rotor
Cp: Power coefficient
VW: Wind velocity
t: Time
( )
ann tot
NPC
C
CRF i N
=
Dimana:
CNPC: Overall cost over lifetime
Cann tot: Total annualized cost
CRF: Capital recovery factor
I: Interest rate
Rproj: Project period. PWG: Output power of wind turbine generator Dimana:
CNPC: Overall cost over lifetime
Cann tot: Total annualized cost
CRF: Capital recovery factor
I: Interest rate
Rproj: Project period. PV
Pmax−out: The load energy that the generator must meet (kWh). 2.2.5. Bidirectional converter 2.2.5. Bidirectional converter Bidirectional Converter is a tool used to convert DC-voltage power
sources from 12, 24, 48 Volts generated from electrical sources
such as solar panels, wind turbines and batteries, into AC-inverter
power sources that can be used to power equipment electronics as
per specification (120 or 240 V AC, 50 or 60 Hz) or equivalent to
PLN electricity voltage and vice versa (rectifier) (Purwadi et al.,
2012). The efficiency of a converter is better when the output
load approaches the rated work of the converter, and vice versa. In equation 8 is shown to determine the working capacity of the
inverter (Purwadi et al., 2012). 2.2.3. Wind turbine Wind turbine is a device used to convert wind energy into
kinetic energy connected to the generator to generate electrical
energy. The voltage generated by the wind turbine can be
either DC or AC voltage seseuai with the type of generator
used. With HOMER software can be determined the use of
the optimum amount of wind turbines in serving the load. Determination of output power from wind turbine in software
HOMER can be done with four stages (Lambert et al., 2006),
namely: (a). It determines the average wind speed for the hour
at the anemometer height by referring to the wind resource data,
(b). It calculates the corresponding wind speed at the turbine’s
hub using the logarithmic law or the power law, (c). It refers to
the turbine’s power curve to calculate its power output at that
wind speed assuming standard air density, (d). It multiplies
that power output value by the air density ratio, which is the
ratio of actual water density to the standard water density. To determine the capacity of wind turbine generator (PWG)
using equation 5 and to determine the energy generated using
equation 6 (Balachander et al., 2012) Wind turbine is a device used to convert wind energy into
kinetic energy connected to the generator to generate electrical
energy. The voltage generated by the wind turbine can be
either DC or AC voltage seseuai with the type of generator
used. With HOMER software can be determined the use of
the optimum amount of wind turbines in serving the load. P
P
inv
peakload
inv
=
×1 15
,
η
(9) (9) (b). It calculates the corresponding wind speed at the turbine’s
hub using the logarithmic law or the power law, (c). 3. DISCUSSION In this research, the design and simulation of hybrid power plant
configuration is solved using HOMER software. HOMER is a
simulation tool developed by NREL that is used for the design,
simulation, and evaluation of hybrid power generation systems
(Lambert et al., 2006). HOMER simulates to obtain an optimized
off-grid and grid-connected power grid system (Sopian et al.,
2005, Purwadi et al., 2012, Olatomiwa, 2015), which consists
of a combination of solar panels, wind turbines, microhydro,
biomass, diesel generators, micro turbines, fuel-cells, battery,
and hydrogen storage, also serves AC and DC power loads, as
well as thermal loads. The optimization algorithm and HOMER
software sensitivity analysis facilitate the evaluation of various
possible system configurations (HOMER Manual Book, 2017). Many references suggest the use of HOMER software to
make the design of optimal hybrid power generation systems
(Magarappanavar and Koti, 2016; Sopian et al., 2005; Lambert
et al., 2006; NASA, 2016; Handbook for Solar Photovoltaic
(PV) Systems, 2016). Source: Author’s Computation using HOMER, 2017) 179
Table 1: Component data input
Panel PV
Technology
Monocrystal
Capital cost
$7,800
Replacement
$7,800
Lifetime
15 years
Derating faktor
80%
Wind turbin generator
Technology
Low speed
Capital cost
$ 3,000
Replacement
$ 3,000
O & M cost
$ 100
Lifetime
15 years
Converter
Capital cost
$ 2,000
Replacement cost
$ 2,000
Efficiency
95%
Lifetime
15 years
Diesel generator
Capital Cost
$ 5,575
Replacement
$ 5,575
O & M cost
$ 0.7
Lifetime
15.000 h
Battery
Technology
GEL Deep Cycle
Capital cost
$ 4,000
Replacement cost
$ 4,000
O & M cost
$ 10
Battery busbar voltage
24 Volt
Lifetime
10 years
Source: Author’s computation using HOMER, 2017 Table 1: Component data input In this research the hybrid power plant design uses a parallel
configuration with the advantages shown in Figure 4. Consists of
100 Wp photovoltaic panel, 1kW wind turbine generator, 5 kW
converter, 10 kW diesel generator, and GEL Deep Cycle battery. To optimize the power output of the wind turbine and the resulting
power is fluctuating, it must be connected to the DC generator. Diesel generator operates at peak load and as back-up voltage
source when power capacity of PV panel output, wind turbine,
battery in minimum condition. With a decent hybrid system diesel
generator configuration can be active maximum for 1 h/day to
keep the diesel generator is always in good condition also keep
the voltage stability. 2.2.4. Battery The capital recovery factor is a ratio used to calculate the present
value of an annuity (a series of equal annual cash flows) (HOMER
Manual Book, 2017). y
Battery is an equipment used to store unidirectional DC (DC)
charge. To improve the efficiency of the system by reducing International Journal of Energy Economics and Policy | Vol 10 • Issue 3 • 2020 Hidayat, et al.: Feasibility Analysis of a Renewable Autonomous Power Supply System at a Coastal Area in Indonesia Figure 4: Hybrid Power Plant Configuration Purposed HOMER defines the COE as the average cost per kWh of useful
electrical energy produced by the system (HOMER Manual Book,
2017). To determine the value of COE, HOMER compares the
value of the total annual cost (NPC) with the actual electrical
load of the serve by the hybrid system (kWh/year). To determine
the value of COE is shown in equation 10 (Laksmhi et al., 2012) Figure 4: Hybrid Power Plant Configuration Purposed
Source: Author’s Computation using HOMER, 2017) ,
,
ann tot
load AC
load DC
def
gridsales
C
COE
E
E
E
E
=
+
+
+
(11) (11) Where:
COE: Cost of energy
Eload,AC: The load is served AC voltage
Eload,DC: The load is served DC voltage
Edef: Deferable load
Egrid sales: Total sales of power grids. 7. Battery capacity 30.480 Wh 3
6.350 Ah
0,75 0,80 24 Volt
bat
C
×
=
=
×
× 8. Number of battery 8. Number of battery 8. Number of battery 6.350 Ah
64 unit
100 Ah
bat
N
=
≈ al of Energy Economics and Policy | Vol 10 • Issue 3 • 2020
Source: Author’s computation using HOMER, 2017
Source: Author’s computation using HOMER, 2017
Figure 6: Comparison of net present cost value
Source: Author’s computation using HOMER, 2017
Figure 7: Comparison of cost of energy value Source: Author’s computation using HOMER, 2017 9. Power capacity of inverter (
)
.1 25%
3,220
0,40 .1 ,25
0,96
peak load
inv
inv
P
P
η
+
=
=
Pinv=4,72 kW≈5 kW Source: Author’s computation using HOMER, 2017
Figure 6: Comparison of net present cost value Source: Author’s computation using HOMER, 2017
Figure 6: Comparison of net present cost value Figure 6: Comparison of net present cost value To maintain the safety and stability of the inverter should be
considered with a size 25-30% greater than the total load. The inverter that should be installed with a minimum specification
is 5 kW. 5. Power output of wind turbine 1 .1 ,225 . 1 ,07 . 2,293 . 0,59
4,64 kW
2
WT
P
=
= Source: Author’s computation using HOMER, 2017
Figure 5: Net present cost, cost of energy, and CO2 system values
based on HOMER software Source: Author’s computation using HOMER, 2017
Figure 5: Net present cost, cost of energy, and CO2 system values
based on HOMER software Figure 5: Net present cost, cost of energy, and CO2 system values
based on HOMER software 6. Number of power turbine 6. Number of power turbine 30480
6,57 7unit
464
0
WT
N
=
=
≈ 7. Battery capacity 4. Solar panel capacity (
)
27
1
1,1
4.850 0,85 0,95 1 0,95
peak
P
× ×
=
×
×
× ×
Ppeak=7,96 kW≈8 kW (
)
27
1
1,1
4.850 0,85 0,95 1 0,95
peak
P
× ×
=
×
×
× ×
Ppeak=7,96 kW≈8 kW Figure 8 illustrates that the selling price of electricity in the hybrid
configuration system (Diesel - WT) is 0.556 $/kWh or 34%
cheaper than the Diesel configuration system as the main supply. 5. Power output of wind turbine 3. DISCUSSION Table 1 is shown in detail rather than hybrid
power plant components to be planned. Sizing of Design Hybrid Power Generation:
1. Load demand
Total energy usage=30,480 kWh/day
2. Capacity of diesel generator
P
t
diesel ( ) =
+
×
=
5 34
0 4
0 9
130
8 29
,
,
,
%
,
kW 1. Load demand
Total energy usage=30,480 kWh/day 2. Capacity of diesel generator Hidayat, et al.: Feasibility Analysis of a Renewable Autonomous Power Supply System at a Coastal Area in Indonesia And in the HOMER software provided generator capacity is close
to 8.29 kW is a generator with a capacity of 10 kW. configuration as the main supply in the fulfillment of electrical loads
with a value of US $ 267,023 and the lowest value is the configuration
of a hybrid power plant (Diesel - PV - WT). The total NPC value
includes all costs used during the project, consisting of component
procurement costs, replacement costs, operations and maintenance
costs (O & M), fuel costs, emission fine costs (if any), and interest rates. 3. Solar energy potential ( ) (
)
( )
1
4,850
0,85 0,95 1 0,95
1,1
1
el
E
×
×
×
× ×
=
×
Eel = 3,213 kWh (Energy produced 1 h) Figure 7 shows a bar chart of the COE value or the price of electricity
per kWh of each planned system configuration. The largest electricity
price in Diesel configuration as the main supply in the fulfillment of
electrical loads with a value of US $ 1.60/kWh and the lowest value
is the configuration of a hybrid power plant (Diesel - PV - WT). 4. Solar panel capacity REFERENCES Alayan, S. (2016), Design of a PV-Diesel Hybrid System with Unreliable
Grid Connection in Lebanon Thesis. Balachander, K., Kuppusamy, S., Dan Vijayakumar, P. (2012),
Comparative Study of Hybrid Photovoltaic-fuel Cell System/Hybrid
Wind-Fuel Cell System for Smart Grid Distributed Generation
System. India: International Conference on Emerging Trends in Science, Engineering and Technology. GSES. (2016), A Practical Guide to PV Efficiency. GSES Technical Paper. Source: Author’s computation using HOMER, 2017 (
)i
y
p
Handbook for Solar Photovoltaic (PV) Systems. (2011), Singapore:
Grenzone Pte Ltd, Phoenix Solar Pte Ltd, Singapore Polytechnic,
Solar Energy, Research Institute of Singapore. SP PowerGrid, Urban
Redevelopment Authority. p4-15. Table 2: Tariff of electricity power of four PLTH
configuration systems
Configurations
COE (Rp/kWh)
Diesel
1.600
Diesel–PV
0.370
Diesel–WT
0.556
Diesel–PV–WT
0.268
Source: Author’s computation using HOMER, 2017. COE: Cost of energy Table 2: Tariff of electricity power of four PLTH
configuration systems
Configurations
COE (Rp/kWh)
Diesel
1.600
Diesel–PV
0.370
Diesel–WT
0.556
Diesel–PV–WT
0.268
Source: Author’s computation using HOMER, 2017. COE: Cost of energy HOMER HOMER® Pro Version 3.7 User Manual. Available from:
https://www.homerenergy.com/pdf/HOMERHelpManual.pdf. [Last
accessed on 2017 Aug 08]. Indonesia Energy Situation. Available from: https://www.energypedia.info/
wiki/Indonesia_Energy_Situation. [Last accessed on 2019 Sep 21]. Source: Author’s computation using HOMER, 2017. COE: Cost of ener Ishaq, M., Ibrahim, U.H. (2013), Design of an off grid photovoltaic
system: A case study of government technical college, Wudil, Kano
State. International Journal of Scientific and Technology Research,
2(12), 175-181. The hybrid configuration system (Diesel - PV) is 0.370 $/kWh or i The hybrid configuration system (Diesel - PV) is 0.370 $/kWh or
67% cheaper than the hybrid configuration system (Diesel - WT). Among the four planned configuration systems, the selling
price of the hybrid configuration system (Diesel - PV - WT) is
0.268 $/kWh. Table 2 shows the Electricity Tariff (TDL) of several
Hybrid Power Generation configuration systems when changed
according to the electricity tariff in the State of Indonesia. Laksmhi, M.V.S., Babu, C.S. dan Prasad, S. (2012), Design of Off-grid
Homes with Renewable Energy Sources”, Third International
Conference on Sustainable Energy and Intelligent System, Chennai
and Vivekanandha College of Technology for Women, Dept. of EEE. India: Regency Institute of Technology. Lambert, T., Gilman, P., Lilienthal, P. (2006), Micropower system
modeling with HOMER. Integration of Alternative Sources of
Energy, 1(15), 379-418. Figure 8 shows the gas emission stem diagram (CO2) produced
by each planned system configuration. 4. RESULT To get optimal system configuration of Hybrid Power Generation
(PLTH) in Brumbun Beach by modeling electrical condition and
availability of renewable energy potency, so there are 4 models of
system design configuration which will be simulated using Software
HOMER, that is: (1). Disel Diesel Generator Configuration; (2). Diesel Generator + Panel + PV + Battery Configuration; (3). Diesel
Generator Configuration + Wind Turbine + Battery; and (4). Diesel
Generator + PV Panel + Wind Turbine + Battery Configuration. The
feasibility of a power plant is reviewed on the technical and economic
side. Based on the design and simulation using HOMER software
obtained comparison of several output parameters (NPC, COE, and
CO2) of the four system configuration of PLH shown in Figure 5. Source: Author’s computation using HOMER, 2017
Figure 7: Comparison of cost of energy value Figure 7: Comparison of cost of energy value Figure 6 shows a bar chart of the NPC value value or the total total cost
of each planned system configuration. The largest NPC value in Diesel Hidayat, et al.: Feasibility Analysis of a Renewable Autonomous Power Supply System at a Coastal Area in Indonesia Hidayat, et al.: Feasibility Analysis of a Renewable Autonomous Power Supply System at a Coastal Area in Indonesia Source: Author’s computation using HOMER, 2017
Figure 8: Comparison of CO2 emission Source: Author’s computation using HOMER, 2017
Figure 8: Comparison of CO2 emission the value of COE of US $ 0.268 $/kWh, and CO2 gas emissions
of 1,077 kg/year. REFERENCES The largest gas emission
value in Diesel configuration as the main supply in the fulfillment
of electrical load is 28,462 kg/year and the lowest value is hybrid
power plant configuration (Diesel - PV - WT). For 1 year the
generator continues to operate, but every configuration system
with the addition of a generator from renewable energy occurs a
reduction in operating time. Madziga, M., Rahil, A., Mansoor, R. (2018), Comparison between three
off-grid hybrid systems (solar photovoltaic, diesel generator and
battery storage system) for electrification for Gwakwani village,
South Africa. Environments, 5(5), 57. Magarappanavar, U.S., Koti, S. (2016), Optimization of wind-solar-
diesel generator hybrid power system using HOMER. International
Research Journal of Engineering and Technology, 3(6), 522-526. NASA Surface Meteorology and Solar Energy. Available from: https://www. eosweb.larc.nasa.gov/cgi-bin/sse/grid.cgi?&email=&step=1&p=&lat
=8.18&submit=Submit&lon=111.94. [Last accessed on 2016 Dec 28]. 5. CONCLUSIONS Nayar, C.V., Phillips, S.J., James, W.L., Pryor, T.L., Remmer, D. (1993),
Novel wind/diesel/battery hybrid energy system. Solar Energy,
51(1), 65-78. This research designs and simulates hybrid power plants suitable
for community settlements in Brumbun Beach where they have
not enjoyed the utilization of electrical energy due to remote
locations of urban and hilly road access that are difficult to carry
out network expansion. From the design and simulation of planned
generator system to get optimal result with configuration of hybrid
power plant system between diesel generator, PV panel, and wind
turbine. Power plants with centralized system configuration have
many advantages over dispersed systems. The most optimal
system configuration of power plant design simulated by HOMER
software is the use of 10 kW diesel generator, 8 kW capacity PV
panel, 6 kW wind turbine, 24 V busbar with 8000 Ah capacity
and 5 kW inverter capacity. Based on the technical review,
the operation of the generator for 1 year is 341 h or 0.9 h/day,
resulting in less fuel use and longer diesel generator life. While
based on economic reviews, the value of NPC of US $ 44,680, Okwu, P.I., Chidiebere, C.E.O., Obinna, E.O., Uche, E.A. (2017),
Details of photovoltaic solar system design alculations and the
accessories. International Journal for Research in Applied Science
and Engineering Technology, 5(6), 2933-2938.i Olatomiwa, L. (2016), Optimal configuration assessments of hybrid
renewable power supply for rural healthcare facilities. Energy
Reports, 2, 141-146. Purwadi, A., Haroen, Y., Zamroni, M., Heryana, N., dan Suryanto, A. (2012), Study of Hybrid PV-Diesel Power Generation System at
Sebira IslandKepulauan Seribu. Conference on Power Engineering
and Renewable Energy. Bali, Indonesia: IEEE. and Renewable Energy. Bali, Indonesia: IEEE. Quaschning, V. (2016), Understanding Renewable Energy Systems. 2nd ed. New York: Routledge, Taylor and Francis Group. Sopian, K., dan Othman, M.Y. (2005), Performance of a photovoltaic
diesel hybrid system in Malaysia. Isesco Science and Technology
Vision, 96, 37-39. 181 International Journal of Energy Economics and Policy | Vol 10 • Issue 3 • 2020
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|
English
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How Visual Is the Visual Cortex? Comparing Connectional and Functional Fingerprints between Congenitally Blind and Sighted Individuals
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Terms of Use This article was downloaded from Harvard University’s DASH repository, and is made available
under the terms and conditions applicable to Other Posted Material, as set forth at http://
nrs.harvard.edu/urn-3:HUL.InstRepos:dash.current.terms-of-use#LAA Permanent link http://nrs.harvard.edu/urn-3:HUL.InstRepos:41384847 http://nrs.harvard.edu/urn-3:HUL.InstRepos:41384847 Citation Wang, X., M. V. Peelen, Z. Han, C. He, A. Caramazza, and Y. Bi. 2015. “How Visual Is the Visual
Cortex? Comparing Connectional and Functional Fingerprints between Congenitally Blind
and Sighted Individuals.” Journal of Neuroscience 35 (36): 12545–59. https://doi.org/10.1523/
jneurosci.3914-14.2015. Received Sept. 18, 2014; revised July 16, 2015; accepted July 22, 2015.
Authorcontributions:M.V.PandY.B.designedresearch;X.W.,Z.H.,andC.H.performedresearch;X.W.analyzed
data; X.W., M.V.P., A.C., and Y.B. wrote the paper.
This study was supported by National Key Basic Research Program of China (2013CB837300, 2014CB846100),
National Natural Science Foundation of China (31222024, 31171073, 31271115, 81030028, 31221003), and Pro-
gram for New Century Excellent Talents in University (12-0055, 12-0065). A.C. was supported by the Fondazione
CassadiRisparmiodiTrentoeRovereto.WethankDr.YongHeforhelpfulcomments;Drs.XuemingLuandYujunMa
for help with data analyses; and Beijing Normal University-CNLab members for assistance in data collection. The authors declare no competing financial interests.
Correspondence should be addressed to Dr. Yanchao Bi, State Key Laboratory of Cognitive Neuroscience and
Learning & IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing, China 100875. E-mail:
ybi@bnu.edu.cn.
DOI:10.1523/JNEUROSCI.3914-14.2015
Copyright © 2015 the authors
0270-6474/15/3512545-15$15.00/0 How Visual Is the Visual Cortex? Comparing Connectional
and Functional Fingerprints between Congenitally Blind and
Sighted Individuals Xiaoying Wang,1 XMarius V. Peelen,2 Zaizhu Han,1 Chenxi He,1 Alfonso Caramazza,2,3 and Yanchao Bi1
1State Key Laboratory of Cognitive Neuroscience and Learning and IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing 100875,
China, 2Center for Mind/Brain Sciences, University of Trento, 38068 Rovereto, Italy, and 3Department of Psychology, Harvard University, Cambridge,
Massachusetts 02138 Classical animal visual deprivation studies and human neuroimaging studies have shown that visual experience plays a critical role in
shaping the functionality and connectivity of the visual cortex. Interestingly, recent studies have additionally reported circumscribed
regionsinthevisualcortexinwhichfunctionalselectivitywasremarkablysimilarinindividualswithandwithoutvisualexperience.Here,
by directly comparing resting-state and task-based fMRI data in congenitally blind and sighted human subjects, we obtained large-scale
continuous maps of the degree to which connectional and functional “fingerprints” of ventral visual cortex depend on visual experience. We found a close agreement between connectional and functional maps, pointing to a strong interdependence of connectivity and
function. Visual experience (or the absence thereof) had a pronounced effect on the resting-state connectivity and functional response
profile of occipital cortex and the posterior lateral fusiform gyrus. By contrast, connectional and functional fingerprints in the anterior
medial and posterior lateral parts of the ventral visual cortex were statistically indistinguishable between blind and sighted individuals. These results provide a large-scale mapping of the influence of visual experience on the development of both functional and connectivity
properties of visual cortex, which serves as a basis for the formulation of new hypotheses regarding the functionality and plasticity of
specific subregions. Key words: blind; connectional fingerprints; functional fingerprints; resting-state functional connectivity; ventral visual cortex; visual
experience Significance Statement Howisthefunctionalityandconnectivityofthevisualcortexshapedbyvisualexperience?Bydirectlycomparingresting-stateand
task-based fMRI data in congenitally blind and sighted subjects, we obtained large-scale continuous maps of the degree to which
connectional and functional “fingerprints” of ventral visual cortex depend on visual experience. In addition to revealing regions
that are strongly dependent on visual experience (early visual cortex and posterior fusiform gyrus), our results showed regions in
which connectional and functional patterns are highly similar in blind and sighted individuals (anterior medial and posterior
lateral ventral occipital temporal cortex). These results serve as a basis for the formulation of new hypotheses regarding the
functionality and plasticity of specific subregions of the visual cortex. Share Your Story The Harvard community has made this article openly available. Please share how this access benefits you. Submit a story . The Harvard community has made this article openly available. Please share how this access benefits you. Submit a story . Accessibility The Journal of Neuroscience, September 9, 2015 • 35(36):12545–12559 • 12545 Behavioral/Cognitive Introduction hierarchical (interactive) process starting from V1, processing
simple visual features, such as line orientation, to higher-level
visual regions in inferior temporal cortex processing more com-
plex visual properties (Felleman and Van Essen, 1991). Although
the role of VOTC in vision is well characterized, its involvement The ventral occipital-temporal cortex (VOTC) is primarily im-
plicated in visual object recognition. This is achieved through a 12546 • J. Neurosci., September 9, 2015 • 35(36):12545–12559 Wang et al. • Function and Connection of Blind Visual Cortex Table 1. Background information of congenitally blind subjects
Subject
Age (yr), gender
Years of education
Cause of blindness
Light perception
Reported age at blindness onset
Experiments participated
1
21, M
12
Congenital microphthalmia
None
0
Task-fMRI
2
18, M
12
Congenital glaucoma and cataracts
None
0
Task-fMRI
3
23, M
0
Congenital anophthalmos
None
0
Task-fMRI
4
30, M
12
Congenital microphthalmia and microcornea
None
0
Task-fMRI
5
38, F
12
Congenital glaucoma
None
0
Both
6
45, M
12
Congenital microphthalmia; cataracts; leukoma
None
0
Both
7
44, F
9
Congenital glaucoma
None
0
Both
8
46, F
12
Cataracts; congenital eyeball dysplasia
Faint
0
Both
9
53, M
12
Congenital eyeball dysplasia
None
0
Both
10
36, M
12
Congenital leukoma
Faint
0
Both
11
36, F
12
Congenital optic nerve atrophy
Faint
0
Both
12
58, M
9
Congenital glaucoma and leukoma
None
0
Both
13
41, M
12
Congenital glaucoma
None
0
Both
14
28, F
15
Congenital microphthalmia; microcornea; leukoma
Faint
0
Resting-state fMRI
15
37, F
12
No professional medical establishment of cause of blindness
Faint
0
Resting-state fMRI
16
60, M
12
No professional medical establishment of cause of blindness
Faint
0
Resting-state fMRI
17
46, M
12
No professional medical establishment of cause of blindness
Faint
0
Resting-state fMRI
18
54, F
9
No professional medical establishment of cause of blindness
Faint
0
Resting-state fMRI Table 1. Background information of congenitally blind subjects rest in terms of vectors of correlations between resting-state time-
series) (Biswal et al., 1995). We characterized the functional and
connectional profiles of regions within VOTC that were strongly
influenced by visual experience, showing divergent functional
and connectivity patterns between blind and sighted, as well as
regions within VOTC that appeared polymodal, showing highly
similar patterns in the blind and sighted groups. Participants
Thi p
Thirteen congenitally blind (4 females) and 16 sighted controls (7 fe-
males) participated in the object category experiments. All blind subjects
reported that they had been blind since birth. Because medical records of
onset of blindness were not available for most subjects, it cannot be ruled
out that some of the subjects may have had vision very early in life. None
of the subjects remembered to have ever been able to visually recognize
shapes. All blind subjects were examined by an ophthalmologist to con-
firm their blindness and to establish the causes if possible. Five blind
subjects reported to have had faint light perception in the past. Three
blind subjects had faint light perception at the time of testing. Detailed
diagnoses for all blind subjects are listed in Table 1. The blind and sighted
groups were matched on handedness (all right-handed), age (blind:
mean SD 38 12 years, range 18–58 years; sighted: mean
SD 43 11 years, range 26–59 years; t(27) 1), and years of
education (blind: mean SD 11 3 years, range 0–12 years;
sighted: mean SD 12 2 years, range 9–15 years; t(27) 1). Intriguingly, a set of recent findings showed that the categorical
response preferences of other parts of VOTC are surprisingly inde-
pendent of visual experience (for review, see Ricciardi et al., 2014). For example, several category-preferring regions in VOTC respond
similarly (in nonvisual tasks) in the congenitally blind and the
sighted, including selectivity for scenes and large objects in the para-
hippocampal place area (Wolbers et al., 2011; He et al., 2013), for
toolsinleftlateraloccipital-temporalcortex(Peelenetal.,2013),and
for bodies in the right extrastriate body area (Kitada et al., 2014;
using a training procedure: Striem-Amit and Amedi, 2014). These
results suggest that some parts of VOTC are relatively polymodal, or
metamodal (Pascual-Leone and Hamilton, 2001) in nature, exhibit-
ing similar functional profiles in terms of category preference in the
absence of visual input/experience. The resting-state fMRI scanning was performed on 14 congenitally
blind (7 females; mean age 45 years, range 26–60 years), 9 of whom
participated in our object category experiment (Table 1), and 34 right-
handed sighted subjects (20 females; age: mean SD 22.5 1.3 years,
range 20–26 years) from separate studies (Wei et al., 2012; Peelen et al.,
2013). Introduction in processing input from other modalities is less clear (Morrell,
1972; Gibson and Maunsell, 1997; for a review, see Ghazanfar and
Schroeder, 2006). In the present study, we provide large-scale
maps of the degree to which the functionality and connectivity of
VOTC are shaped by visual experience, revealing both visual and
nonvisual parts of VOTC. p
Animal visual deprivation studies (Hubel et al., 1977; Heil et al.,
1991)andhumanbrainimagingstudieswithcongenitallyblindsub-
jects(Sadatoetal.,1996,1998;Cohenetal.,1997;Bu¨cheletal.,1998;
Burton et al., 2002, Burton, 2003; Amedi et al., 2003; Lewis et al.,
2010;forreviews,seeMerabetetal.,2005;Pascual-Leoneetal.,2005)
haveshownthatvisualinputhasacriticalroleinshapingearlyvisual
corticalfunction.Absenceofvisualexperienceearlyinlifealsoaffects
the functionality of VOTC regions beyond early visual cortex, such
as regions selective for faces (Goyal et al., 2006) or motion (Saenz et
al., 2008; Bedny et al., 2010). These functional changes are reflected
in altered anatomical and functional connectivity patterns of visual
cortex in early blind adults (Liu et al., 2007; Bedny et al., 2010; Wat-
kins et al., 2012; Butt et al., 2013; Burton et al., 2014; Wang et al.,
2014; for reviews, see Bock and Fine, 2014; Ricciardi et al., 2014). Stimuli Image acquisition
All fMRI and structural MRI data were collected using a 3T Siemens Trio
Tim Scanner at the Beijing Normal University MRI center. The stimuli consisted of 18 categories, each containing 18 items. The 18
categories included human face parts, human body parts, daily scenes, tools,
mammals, reptiles, birds, fishes, bugs, fruits and vegetables, flowers, pre-
servedfood,clothes,musicalinstruments,vehicles,furniture,celebrities,and
famous places (for exemplars for each category, see Table 2). Our analyses
here focused on the first 16 common objects. Celebrities (presented as faces
in visual experiment) and famous places might be differently represented in
the brain (e.g., Ross and Olson, 2012) and were not analyzed in this paper. This set of categories was chosen: (1) to cover a range of common object
categories people know about and interact with in daily life; and (2) to in-
clude categories that have previously been shown to evoke relatively distinct
response patterns in VOTC (e.g., tools, animals, bodies, faces, furniture,
scenes). Our set was a subset of the categories studied in an earlier study in
sighted subjects (Downing et al., 2006). For the object category fMRI experiments, high-resolution anatomical
3D MP-RAGE images were collected in the sagittal plane (144 slices,
TR 2530 ms, TE 3.39 ms, flip angle 7°, matrix size 256 256,
voxel size 1.33 1 1.33 mm). BOLD activity was measured with an
EPI sequence covering the whole cerebral cortex and most of the cerebel-
lum (33 axial slices, TR 2000 ms, TE 30 ms, flip angle 90°, matrix
size 64 64, voxel size 3 3 3.5 mm with gap of 0.7 mm). Fourteen congenitally blind and 34 sighted subjects underwent a
resting-state scan in separate studies. Subjects were instructed to close
their eyes and to not fall asleep. The resting-state scan lasted 6 min 40 s for
the congenitally blind group and 8 min for the sighted group. A T1-weighted MP-RAGE structural image with the same scanning
parameters as reported above and 200 volumes of resting-state functional
images using an EPI sequence (32 axial slices, TR 2000 ms, TE 33 ms,
flip angle 73°, matrix size 64 64, voxel size 3.125 3.125 4
mm with gap of 0.6 mm) were acquired for each of the 14 blind subjects. Participants
Thi The potential confound of the age difference between the two
groups of subjects was examined in a control analysis where a separate
group of 7 sighted adults (2 females; age: mean SD 42 10 years,
range 26–54 years; years of education: mean SD 12 2 years,
range 9–15 years; all right-handed; 2 of them also took part in the
object category experiment) that were age-matched with the congenitally
blind group were used. In sum, previous studies with blind subjects have used specific
contrasts to test hypotheses about the influence of visual experi-
ence on circumscribed regions of VOTC, reporting evidence for
both visually dependent and visually independent regions. The
goal of the present study was to systematically map out, across the
whole VOTC, the influence of visual experience on functional
fingerprints (response patterns to 16 object categories) and con-
nectional fingerprints (functional connectivity patterns during All subjects were native Mandarin Chinese speakers. None had any
history of psychiatric or neurological disorders or suffered from head
injuries. All subjects provided informed consent and received monetary
compensation for their participation. The study was approved by the
institutional review board of the Beijing Normal University Imaging
Center for Brain Research. Wang et al. • Function and Connection of Blind Visual Cortex Wang et al. • Function and Connection of Blind Visual Cortex J. Neurosci., September 9, 2015 • 35(36):12545–12559 • 12547 Table 2. Stimulus characteristics
Category
Exemplar
stimulus
Word fre-
quency
(log)
Familiarity (1-7,7: most
familiar)
Sighted
Blind
Mean
SD
Mean
SD
Mean
SD
Bird
Pigeon
0.4
0.4
4.9
1.0
4.1
1.0
Body parts
Palm
0.8
0.5
6.7
0.4
6.9
0.1
Bug
Ladybug
0.4
0.5
5.2
0.9
4.6
1
Clothing
Jacket
0.6
0.5
6.5
0.5
6.3
0.6
Face parts
Nose
1.0
0.6
6.6
0.3
6.8
0.3
Fish
Goldfish
0.2
0.3
4.3
0.8
3.9
0.9
Flower
Rose
0.4
0.4
4.6
0.9
4.1
1.0
Food
Dumpling
0.4
0.4
6.4
0.5
6.5
0.5
Furniture
Bed
0.6
0.5
6.2
0.4
6.1
0.7
Fruits and vegetables
Apple
0.7
0.5
6.6
0.5
6.6
0.5
Mammal
Cat
0.6
0.6
5.1
1.2
4.3
0.8
Musical instruments
Piano
0.4
0.5
4.3
1.1
4.8
1.0
Reptile
Turtle
0.2
0.5
4.1
1.0
3.4
0.8
Scene
Kitchen
1.0
0.6
6
0.5
5.7
0.7
Tool
Hammer
0.6
0.5
6.4
0.6
6.4
0.7
Vehicle
Bus
0.8
0.7
5.9
0.8
5.1
0.9 Table 2. Stimuli For the 34 sighted subjects, a T1-weighted structural MP-RAGE image in
sagittal plane (128 slices; TR 2530 ms, TE 3.39 ms, flip angle 7°,
matrix size 64 64, voxel size 1.3 1 1.3 mm) and 240 volumes
of resting-state functional images using an EPI sequence (33 axial slices,
TR 2000 ms, TE 30 ms, flip angle 90°, matrix size 64 64, voxel
size 3.1 3.1 3.5 mm with gap of 0.6 mm) were acquired. In the visual object category experiment, stimuli were grayscale pho-
tographs (400 400 pixels, subtended 10.55° 10.55° of visual angle); in
auditory experiments, they were object names that were digitally re-
corded (22,050 Hz, 16 bit), spoken by a female native Mandarin speaker. Stimulus presentation was controlled by E-prime (Schneider et al., 2002). There were no significant differences in word length across the 16 cate-
gories (number of one, two, or three syllable words: 2 1.807, df 15,
p 0.05). Names of face parts, body parts, scenes, and vehicles tended to
be of higher frequency, and those of reptile and fish were of low frequency
(Table 2). Familiarity ratings collected from both sighted and blind sub-
jects showed that face parts, body parts, clothing, food, fruits and vege-
tables, and tools were the most familiar, and fish, reptile, and bird items
were the least familiar (Table 2). The rating scores of the 16 object cate-
gories were highly correlated between-subject groups (Spearman’s
0.95, p 0.001). Data preprocessing
b Object category experiment data were preprocessed using Statistical Para-
metric Mapping software (SPM8; http://www.fil.ion.ucl.ac.uk/spm/) and
the advanced edition of DPARSF version 2.1 (Chao-Gan and Yu-Feng,
2010). The first six volumes (12 s) of each functional run were discarded for
signal equilibrium. Functional data were motion-corrected, low-frequency
drifts removed with a temporal high-pass filter (cutoff: 0.008 Hz), and nor-
malized to the MNI space using unified segmentation. The functional im-
ages were then resampled to 3 mm isotropic voxels and were spatially
smoothed using a 6 mm FWHM Gaussian kernel. Image acquisition
All fMRI
d t
t Stimuli Participants
Thi Stimulus characteristics size in half of the blocks, whereas for the remaining blocks, the items were
presented in random order. The order of the 12 runs and the 18 blocks
within each run was pseudo-randomized across subjects with no more
than 4 successive blocks in each run being of the same judgment (ascend-
ing order or not, see below). Auditory object category experiment. All subjects were asked to keep
their eyes closed throughout the experiment and to listen carefully to
groups of six spoken words presented binaurally through a headphone. Subjects were instructed to think about each item and press a button with
the right index finger if the items were presented in an ascending order in
terms of real-world object size and press the other button with the right
middle finger if otherwise. Responses were made after the onset of a
response cue (300 ms auditory tone) immediately following the last item
of the block. Visual object category experiment. Sighted subjects viewed the stimuli
through a mirror attached to the head coil. The stimuli were grayscale
photographs presented at the center of the screen. Subjects were in-
structed to think about the real-world size of each item and press one
button with the right index finger if the items were presented in an order
of increasing real-world object size and press the other button with the
right middle finger if otherwise. Responses were made when the fixation
dot at the center of the screen turned from red to green right after the
offset of the last item of the block. Data analysis Object category experiment data were analyzed using the GLM in SPM8. For both the auditory and visual object category experiments, the GLM
included 18 predictors, convolved with a canonical HRF, corresponding
to the 18 category blocks (duration 9 s) along with one regressor of no
interest for the button press (duration 0) for each block, and six
regressors of no interest corresponding to the six head motion parame-
ters in each run. For each subject, runs in which the subject’s head mo-
tion was 3 mm or 3° were deleted, and the remaining runs were entered
into the analysis. For the group effects, a random-effects analysis was
conducted for each experiment separately. Comparing functional fingerprints between sighted and congenitally
blind groups. To examine the between-group similarity/dissimilarity of
functional fingerprints for each voxel in the VOTC mask, we compared
the functional response profile to the 16 object categories between
sighted and congenitally blind groups. This analysis was identical to the
connectional fingerprint analysis described above, except that the voxel-
wise vectors consisted of the responses ( values) to the 16 object cate-
gories in the auditory experiment instead of the 180 RSFC values. All the voxelwise analyses were conducted in a VOTC mask. The
mask was defined according to three criteria (Mahon et al., 2009): (1)
the voxels were activated (random effects, FDR corrected, p 0.05)
for the task versus fixation contrast in the sighted visual experiment;
(2) the voxels were within the occipitotemporal cortex (37–56 and
79–90) in the Automated Anatomical Labeling template (Tzourio-
Mazoyer et al., 2002); and (3) the voxels were at or below a z coordi-
nates in the MNI space of 10. Comparing functional fingerprints between modalities, within the sighted
group. In addition to comparisons between blind and sighted groups, our
data also allowed for comparing response profiles between modalities
(auditory, visual) within the sighted group. This analysis examined the
degree of between-modality similarity of functional fingerprints within
the sighted group. The analysis was otherwise identical to that described
for the between-group comparison of functional response profile. Comparing connectional fingerprints between sighted and congenitally
blind groups. To examine the between-group similarity/dissimilarity of
RSFC patterns for each voxel in the VOTC mask, we compared the in-
trinsic functional connectivity patterns between sighted and congenitally
blind groups. Design and task
d g
A size judgment task was adopted (Mahon et al., 2009; He et al., 2013;
Peelen et al., 2013) to encourage subjects to retrieve object information. The auditory and the visual version of the experiments had the same
following structure. Each object category experiment consisted of 12
runs, with 348 s per run. Each run started and ended with a 12 s fixation
(visual experiment) or silence (auditory experiment) block. Between
these blocks, eighteen 9 s task blocks, one per category, were presented
with an interblock interval of 9 s. For each task block, six 1.5 s items from
the same category were presented sequentially. Thus, for each object
category, there were a total of 12 blocks across the 12 runs of each exper-
iment, yielding a total of 72 presentations per category, with each of the
18 category exemplars repeated 4 times in the experiment. For each cat-
egory, items were presented in an order of increasing real-world object Resting-statedatawerepreprocessedandanalyzedusingSPM8,DPARSF
version 2.1, and Resting-State fMRI Data Analysis Toolkit version 1.5 (Song
etal.,2011).Thefirst6min40softhesightedgroup’sresting-statedatawere
analyzedsothatthetwosubjectgroupshadmatchinglengthsofresting-state
time-series. Functional data were resampled to 3 mm isotropic voxels. The
first 10 volumes of the functional images were discarded. Preprocessing of
thefunctionaldataincludedslicetimingcorrection,headmotioncorrection,
spatial normalization to the MNI space using unified segmentation, spatial
smoothing with 6 mm FWHM Gaussian kernel, linear trend removal, and Wang et al. • Function and Connection of Blind Visual Cortex 12548 • J. Neurosci., September 9, 2015 • 35(36):12545–12559 bandpass filtering (0.01–0.1 Hz). Six head motion parameters, global mean
signals, white matter, and CSF signals were regressed out as nuisance cova-
riates. Global mean, white matter, and CSF signals were calculated as the
mean signals in SPM’s whole-brain mask (brainmask.nii) thresholded at
50%, white matter mask (white.nii) thresholded at 90%, and CSF mask
(csf.nii)thresholdedat70%,respectively(Chao-GanandYu-Feng,2010).As
described below, validation analyses were performed to examine the effects
of global signal removal, gray matter density difference, and head motion. bandpass filtering (0.01–0.1 Hz). Six head motion parameters, global mean
signals, white matter, and CSF signals were regressed out as nuisance cova-
riates. Global mean, white matter, and CSF signals were calculated as the
mean signals in SPM’s whole-brain mask (brainmask.nii) thresholded at
50%, white matter mask (white.nii) thresholded at 90%, and CSF mask
(csf.nii)thresholdedat70%,respectively(Chao-GanandYu-Feng,2010).As
described below, validation analyses were performed to examine the effects
of global signal removal, gray matter density difference, and head motion. the congenitally blind group and within the sighted group, respectively. Data analysis Two of the 14 congenitally blind subjects were excluded
because of excessive head motion (2 mm maximum translation or 2°
rotation), resulting in 12 blind subjects in the RSFC analysis. There were
no significant head motion differences between the remaining blind and
sighted subjects: mean/SD of translational motion: blind, 0.36 mm/0.19
mm, sighted, 0.31 mm/0.16 mm; mean/SD of rotational motion: blind,
0.42°/0.23°, sighted, 0.39°/0.26°; two-tailed two-sample t test: p 0.43
for translational, p 0.75 for rotational, p 0.32 for mean framewise
displacement computed using the method in Power et al. (2012) and p
0.22 using the method in Jenkinson et al. (2002). Comparing results from connectional and functional fingerprint analyses. Motivated by the view that the functional profile in a brain region is
driven by the functional/structural connectivity pattern of this region
(Passingham et al., 2002; Mahon and Caramazza, 2009, 2011; Saygin et
al., 2012), we directly compared the between-group similarity maps of
category response patterns and RSFC patterns. The RSFC pattern maps
and category response maps were plotted for regions showing similar
between-group similarity of RSFC patterns and category response pat-
terns (both highly similar or both dissimilar between-subject groups). We further computed the Pearson correlation coefficient between the
between-group category response pattern similarity and the between-
group RSFC pattern similarity across the VOTC to measure the corre-
spondence between connectional and functional fingerprints. For each voxel in the VOTC mask, its intrinsic functional connectivity
pattern was defined as a vector of the strengths of RSFC between the voxel
and each of 180 cerebral regions covering the whole cerebrum. The 180
cerebral regions were defined from an atlas that was generated by parcel-
lating voxels in the whole brain into 200 regions according to their ho-
mogeneity of RSFC patterns (Craddock et al., 2012). Twenty regions in
the cerebellum and brainstem were excluded from our analysis. Connec-
tional fingerprints were constructed at both individual level and group
level. First, the vector of RSFC strengths was obtained for each voxel and
each subject by calculating the Pearson correlation of the time series of
the voxel and the mean time series of each of the 180 cerebral regions
(including the region the seed voxel resided in). For each voxel, the RSFC
strengths were then Fisher-transformed and averaged across the subjects
of each group (sighted, congenitally blind). Design and task
d These values were compared with between-group r values, obtained by
correlating the individual-level connectional fingerprint between all
pairs of blind and sighted subjects. The bootstrap resampling method
(Efron and Tibshirani, 1993; Kriegeskorte et al., 2008) was used to exam-
ine whether there was a significant difference between within-group (col-
lapsing within-blind and within-sighted) and between-group similarities
of connectional fingerprints, separately for each voxel. This method was
chosen because it did not require the data being tested to meet distribu-
tional assumptions (Kriegeskorte et al., 2008). Specifically, we bootstrap-
resampled the within-group and between-group Fisher-transformed r
values, recomputing the mean of within-group similarities and the mean
of between-group similarities, and the difference between them. The
bootstrap resampling process was repeated 1000 times, resulting in a
distribution of the difference between the mean of within-group and
between-group similarities. For each voxel, the within-group similarity
was considered to be significantly higher than the between-group simi-
larity at a significance level of if the lower bound of the 1- confidence
interval of the difference was positive. A map indicating the significance
level ( 0.05, 0.01, 0.001) each voxel could reach was produced. Data analysis For each subject, an individual-level connectional fingerprint was
constructed as the vector of 180 RSFC strength values computed
based on the subject’s own time-series of resting-state brain activity. For each VOTC voxel, 627 within-group r values (66 within-blind R
values, n 12; and 561 within-sighted r values, n 34) and 408
between-group r values were obtained by correlating the individual-
level connectional fingerprints of pairs of subjects from the same
group or from different groups (see Materials and Methods). Voxels
showing higher within-group similarity relative to between-group
similarity of connectional fingerprints were identified using the
bootstrap resampling method (Efron and Tibshirani, 1993; Krieges-
korte et al., 2008) on the within-group and between-group r values. A brain map (Fig. 1C) was obtained to show which VOTC voxels’
connectional fingerprints were significantly different between
sighted and blind groups. As shown in Figure 1C (red patches), the
differencebetweenthewithin-groupandbetween-groupsimilarities
were significant (within between, uncorrected p 0.001) in large
portionoftheVOTC,includingthebilateralcalcarine,lingualgyrus,
inferior and middle occipital gyrus, posterior fusiform gyrus, and
portions of the posterior inferior/middle temporal gyrus. These ar-
eas covered almost completely the regions showing the lowest
between-group correlations (bottom 15%), indicating that the
RSFCpatternsoftheseclustersweresystematicallydifferentbetween
thesightedandcongenitallyblindgroups.Bycontrast,thedifference
between the within-group similarities and the between-group simi-
larities was not significant (uncorrected single voxel, p 0.05) in
parts of the bilateral anterior parahippocampal gyrus, anterior me-
dial fusiform gyrus, and middle/posterior parts of the inferior and
middle temporal gyrus (Fig. 1C, blue patches). These voxels over-
lappedwiththeanteriormedialtemporalregionsandmiddle/posterior
lateral temporal regions that showed the highest rank (top 15%) of
between-groupsimilarities(Fig.1B).Thisanalysiswasalsodoneforthe
blind and sighted groups separately (i.e., within-blind correlations vs
between-group correlations; within-sighted correlations vs between-
group correlations), yielding similar results (data not shown). 4. Between-group age difference. There was a significant age difference
between the sighted and the congenitally blind groups in the RSFC anal-
ysis. To rule out age effects on the RSFC patterns in the VOTC (Biswal et
al., 2010; Zuo et al., 2010; Yan et al., 2011), we performed a control
analysis using resting-state data of a new group of 7 sighted subjects who
were age-matched with our congenitally blind subjects. The scanning
time and parameters were identical for the two groups. 5. SVM classification analyses on identified clusters of interest. Data analysis p
g p
Finally, we examined the consistency of the between-group and
between-modality similarity maps of category response patterns by plot-
ting overlapping regions and calculating their Pearson correlation coef-
ficients across all voxels in the VOTC mask. Control and validation analyses. We additionally performed four
control analyses to address the potentially confounding effects of
global signal removal, gray matter density, head motion and subject
age, and one validation analysis to consolidate the major identified
clusters of interest using an alternative approach (support vector ma-
chine classification). In a first analysis, these group-level data were directly compared using
correlation analysis: a correlation map was generated by calculating, for
each voxel, the Pearson correlation coefficient between the group-level
connectional fingerprints (i.e., the 180 values reflecting RSFC strengths)
of the sighted and congenitally blind groups. The resulting map repre-
sents the degree of between-group RSFC pattern similarity, with voxels
showing a relatively high correlation having relatively similar connec-
tional fingerprints in the blind and sighted groups. 1. Global signal removal. Whether global signal should be removed
during resting-state fMRI preprocessing is currently controversial. Although previous studies have suggested that global signal should be
removed because it is associated with non-neuronal activity such as
respiration (e.g., Fox et al., 2009), this procedure introduces wide-
spread negative functional connectivities and may alter the intrinsic
brain network structure (e.g., Murphy et al., 2009). To explore the
effects of global signal removal on our results, we reanalyzed the
correlation between the between-group similarity of category re-
sponse patterns and the between-group similarity of RSFC patterns
without global signal removal. In a second analysis, putative group differences and similarities were
examined in more detail by statistically comparing within-group and
between-group similarities using individual subject data. Specifically, for
each voxel, within-blind and within-sighted r values were calculated by
correlating each pair of individual-level connectional fingerprints within J. Neurosci., September 9, 2015 • 35(36):12545–12559 • 12549 Wang et al. • Function and Connection of Blind Visual Cortex (180 pairs of RSFC strength values) for each voxel. For better
visualization, the resulting r map (Fig. 1A) was transformed to a
percentile rank map in which the value of each voxel denoted its
rank of between-group RSFC pattern similarity among all voxels
in the VOTC mask (Fig. 1B). 2. Group difference of gray matter density. Data analysis For the potential influence of
gray matter density on RSFC patterns (He et al., 2007; Wang et al., 2011),
we calculated the partial correlation between the between-group similar-
ity of RSFC patterns and the between-group similarity of category re-
sponse patterns by including the between-group differences of gray
matter density as a covariate. The between-group difference of gray mat-
ter density for each voxel was the absolute value of the effect size (esti-
mated) (Hedges, 1982) in the comparison between the gray matter
density of blind subjects and sighted subjects. As shown in Figure 1A, voxels showing the highest between-
group similarity of RSFC patterns (top 15%, Pearson r 0.88;
Fig. 1B, dark red clusters) were observed in the bilateral anterior
medial parts and posterior lateral parts of the VOTC, whereas
voxels showing the lowest between-group RSFC pattern similar-
ity (bottom 15%, Pearson r 0.67; Fig. 1B, dark blue regions)
were mainly found in the posterior occipital cortex, including the
bilateral inferior occipital gyrus, lingual gyrus, and the left poste-
rior lateral fusiform gyrus. 3. Head motion confounds. Head motion can exert a confounding effect
on functional connectivity patterns (Power et al., 2012, 2014; Van Dijk et
al., 2012; Satterthwaite et al., 2013). As reported above, we found no
significant difference in head motion between our sighted and congeni-
tally blind groups. To further exclude any potential effects of head mo-
tion, we repreprocessed the resting-state functional images using a
scrubbing method (Power et al., 2012; Yan et al., 2013). Specifically, for
each subject, resting-state functional volumes were removed based on a
threshold of framewise displacement (Power et al., 2012) 0.2 mm as
well as the 1 back and 2 forward neighbors (Power et al., 2013). Scrubbing
resulted in different lengths of time-series across subjects. Nine sighted
and 3 congenitally blind subjects were removed due to too few remaining
time points (150 volumes, i.e., 5 min) (Power et al., 2012). For the
remaining 25 sighted and 9 congenitally blind subjects, the first 150 time
points were analyzed to match the lengths of time-series between groups. gy
To statistically examine where the two subject groups differed
significantly, we compared the between-group correlations and the
within-group correlations of RSFC patterns across all VOTC voxels. Data analysis To antic-
ipate, our results revealed visual regions in bilateral posterior occipital
regions and left posterior fusiform region, and polymodal regions, in-
cluding the bilateral anterior medial temporal regions and bilateral mid-
dle/posterior lateral temporal regions. To verify these results, we
performed group classification in each cluster based on the RSFC pat-
terns or category response patterns of the sighted and blind groups using
a linear SVM (LIBSVM: http://www.csie.ntu.edu.tw/~cjlin/libsvm) with
standard parameters. We used a leave-one-subject-out cross-validation
scheme. In each iteration of the cross-validation, each dimension of fea-
ture vectors of both training and test examples was z-normalized within
each subject. The classifier was then trained on the training set and tested
on the remaining one subject by classifying each subject into either the
blind or the sighted groups. At the end of the procedure, we obtained the
decoding accuracy in terms of the percentage of corrected predictions of
group label in all predictions. The statistical significance of decoding
accuracy was assessed using permutation tests (1000 iterations), in which
group labels for all subjects were shuffled. The p value for decoding
accuracy was calculated as the fraction of accuracies from all permuta-
tions that were equal to or greater than the actual accuracy when using
correct group labels. All results in this paper are shown in the MNI space and projected onto
the MNI brain surface using the BrainNet viewer (http://www.nitrc.org/
projects/bnv/) (Xia et al., 2013). Comparing functional fingerprints between sighted and
congenitally blind groups B, Percentile rank map of Pearson correlation coefficients of RSFC patterns
betweenblindandsightedgroups.Colorbarrepresentsthepercentilerankvalue.Warmercolorsrepresentgreaterbetween-groupsimilarity.Blackarrowsinthecolorbarindicatethebottomand
the top 15% similarity. C, Brain map indicating the significance level each voxel reached for the difference between within-group similarity and between-group similarity of RSFC patterns. The
contours of bilateral fusiform gyrus (solid black lines), bilateral parahippocampal gyrus (dashed black lines), and bilateral inferior temporal gyrus (dash-dot black lines) are imposed on the brain
surface for a clear reference of significant anatomical locations. (top 15%, Pearson r 0.71; Fig. 2B, dark red clusters) were the
anterior medial parts of the bilateral VOTC, including the para-
hippocampal gyrus and anterior medial fusiform gyrus and mid-
dle/posterior lateral parts of the bilateral VOTC, including the
posterior inferior/middle temporal regions, whereas voxels
showing the lowest between-group category response similarity
(bottom 15%, Pearson r 0.02; Fig. 2B, dark blue regions)
mainly located in the bilateral posterior lingual gyrus and inferior
occipital gyrus, with the clusters in the left hemisphere extending
anteriorly to the left posterior lateral fusiform. lapped largely with regions showing the lowest between-group
correlations (bottom 15%), indicating that the category response
rankings of these clusters were systematically different between
the sighted and congenitally blind groups. The VOTC regions
showing the highest between-group similarities (top 15%) did
not exhibit significant within- versus between-group differences
(uncorrected single voxel, p 0.05), confirming similar cate-
gory response patterns between the two groups in these bilat-
eral anterior medial and middle/posterior lateral VOTC
regions (Fig. 2C, blue patches). This analysis was also done for
the blind and sighted groups separately (i.e., within-blind cor-
relations vs between-group correlations; within-sighted cor-
relations vs between-group correlations), yielding similar
results (data not shown). Similar to the connectional fingerprint comparison, we statis-
tically compared the within-group and between-group similari-
ties calculated from individual-level functional fingerprints. Bootstrap resampling was repeated 1000 times on 198 within-
group r values: 78 within-blind r values for the blind group (n
13) and 120 within-sighted r values for the sighted group (n 16)
and 208 between-group r values for each VOTC voxel. As shown
in Figure 2C, a small number of voxels (red patches) in bilateral
posterior inferior occipital and lingual gyri showed significant
within- versus between-group differences (within between;
uncorrected p 0.001). Comparing functional fingerprints between sighted and
congenitally blind groups By lowering the thresholds of signifi-
cance to uncorrected p 0.01 (yellow patches) and p 0.05
(cyan patches), voxels exhibiting difference of category response
patterns between-subject groups were still mainly observed in
these bilateral posterior occipital regions. These regions over- Comparing functional fingerprints between sighted and
congenitally blind groups For each voxel in the VOTC mask, strengths of RSFCs (Fisher-
transformed Pearson correlation coefficients) between the voxel
and 180 cerebral regions (Craddock et al., 2012, their parcellation
atlas) covering the whole brain were computed for each subject
and averaged across subjects in the sighted and congenitally blind
groups separately, rendering a vector of 180 mean RSFC strength
values as the RSFC pattern for each voxel in each group; then, the
similarity of RSFC patterns between the blind and sighted groups
was calculated as the Pearson correlation between the 2 vectors To explore the degree of between-group similarity of functional
response patterns in VOTC, we calculated, for each voxel, the
correlation of the response profiles to 16 object categories (rep-
resented by the spoken names of category exemplars) between the
sighted and blind groups. The r map (Fig. 2A) was transformed to
a percentile rank map for an overview of the pattern of between-
group similarity across the VOTC (Fig. 2B). Regions showing the
highest between-group similarity of category response patterns 12550 • J. Neurosci., September 9, 2015 • 35(36):12545–12559 Wang et al. • Function and Connection of Blind Visual Cortex Figure1. ComparisonoftheconnectionalfingerprintsoftheVOTCvoxelsintheblindandsightedgroups.A,OriginalmapofPearsoncorrelationcoefficientsofRSFCpatternsbetweenb
sighted groups. Color bar represents the Pearson r value. Warmer colors represent greater between-group similarity. B, Percentile rank map of Pearson correlation coefficients of RSFC p
betweenblindandsightedgroups.Colorbarrepresentsthepercentilerankvalue.Warmercolorsrepresentgreaterbetween-groupsimilarity.Blackarrowsinthecolorbarindicatethebott
the top 15% similarity. C, Brain map indicating the significance level each voxel reached for the difference between within-group similarity and between-group similarity of RSFC patte
contours of bilateral fusiform gyrus (solid black lines), bilateral parahippocampal gyrus (dashed black lines), and bilateral inferior temporal gyrus (dash-dot black lines) are imposed on th
surface for a clear reference of significant anatomical locations. Figure1. ComparisonoftheconnectionalfingerprintsoftheVOTCvoxelsintheblindandsightedgroups.A,OriginalmapofPearsoncorrelationcoefficientsofRSFCpatternsbetweenblindand
sighted groups. Color bar represents the Pearson r value. Warmer colors represent greater between-group similarity. B, Percentile rank map of Pearson correlation coefficients of RSFC patterns
betweenblindandsightedgroups.Colorbarrepresentsthepercentilerankvalue.Warmercolorsrepresentgreaterbetween-groupsimilarity.Blackarrowsinthecolorbarindicatethebottomand
the top 15% similarity. C, Brain map indicating the significance level each voxel reached for the difference between within-group similarity and between-group similarity of RSFC patterns. The
contours of bilateral fusiform gyrus (solid black lines), bilateral parahippocampal gyrus (dashed black lines), and bilateral inferior temporal gyrus (dash-dot black lines) are imposed on the brain
surface for a clear reference of significant anatomical locations. Figure1. ComparisonoftheconnectionalfingerprintsoftheVOTCvoxelsintheblindandsightedgroups.A,OriginalmapofPearsoncorrelationcoefficientsofRSFCpatternsbetweenblindand
sighted groups. Color bar represents the Pearson r value. Warmer colors represent greater between-group similarity. Comparing functional fingerprints between modalities,
within the sighted group Re-
gions showing the lowest correlations (bottom 15%, r values,
Pearson r 0.27; Fig. 3B, dark blue clusters) between modality
of inputs in sighted group were mainly located in the bilateral
posterior lingual gyrus, posterior lateral fusiform gyrus, and in-
ferior occipital gyrus. Spearman’s rank order correlations gener-
ated highly similar results. (top 15%, Pearson r 0.63; Fig. 3B, dark red clusters) were the
anterior medial parts of the bilateral VOTC, including the poste-
rior parahippocampal gyrus, anterior medial fusiform gyrus, and
middle/posterior lateral parts of the bilateral VOTC, including
the posterior parts of the middle/inferior temporal regions. Re-
gions showing the lowest correlations (bottom 15%, r values,
Pearson r 0.27; Fig. 3B, dark blue clusters) between modality
of inputs in sighted group were mainly located in the bilateral
posterior lingual gyrus, posterior lateral fusiform gyrus, and in-
ferior occipital gyrus. Spearman’s rank order correlations gener-
ated highly similar results. rankings of these clusters were indeed systematically different be-
tween auditory and visual modalities. By contrast, in bilateral para-
hippocampalgyrus,medialanteriorfusiformgyrus,andthemiddle/
posterior parts of the lateral inferior and middle temporal cortex
(Fig. 3C, blue regions), the within-modality correlations and the
between-modality correlations did not differ significantly (uncor-
rected single voxel, p 0.05). These regions correspond well to the
bilateral anterior medial temporal and middle/posterior lateral tem-
poral regions showing the highest rank (top 15%) of between-
modality similarities. This analysis was also done for the sighted
visual and sighted auditory experiments separately (i.e., within-
visual correlations vs between-modality correlations; within-
auditory correlations vs between-modality correlations), yielding
similar results (data not shown). Similar to the other measures, we statistically compared the
within-modality and between-modality similarities (240 within- vs
256between-modality)usingthebootstrapresamplingmethod.The
resulting binary map (Fig. 3C) showed that the differences between
the within-modality correlations and between-modality correla-
tions were significant (within between) in vast regions of the
VOTC (Fig. 3C, red patches), mainly including the bilateral calcar-
ine, lingual gyrus, inferior and middle occipital gyrus, middle and
posterior fusiform gyrus, and the posterior tip of the inferior and
middle temporal gyri (uncorrected, p 0.001). These areas largely
overlapped with bilateral posterior lingual, lateral fusiform, and in-
ferior occipital regions showing the lowest between-modality corre-
lations (bottom 15%), confirming that the category response Comparing functional fingerprints between modalities,
within the sighted group To explore the degree of between-modality similarity of func-
tional fingerprints in VOTC, for each voxel we calculated the
Pearson correlation of the category response levels for the 16
categories between the sighted-visual and sighted-auditory ex-
periments. The r map (Fig. 3A) was transformed to a percentile
rank map for an overview of the pattern of between-modality
similarity across the VOTC (Fig. 3B). Regions showing the high-
est between-modality similarity of category response patterns J. Neurosci., September 9, 2015 • 35(36):12545–12559 • 12551 Wang et al. • Function and Connection of Blind Visual Cortex Figure 2. Comparison of the functional fingerprints of the VOTC voxels in the blind and sighted auditory experiments. A, Original map of Pearson correlation coefficients of category response
patterns between blind and sighted groups. Color bar represents the Pearson r value. Warmer colors represent greater between-group similarity. B, Percentile rank map of Pearson correlation
coefficientsofcategoryresponsepatternsbetweenblindandsightedgroups.Colorbarrepresentsthepercentilerankvalue.Warmercolorsrepresentgreaterbetween-groupsimilarity.Blackarrows
in the color bar indicate the bottom and the top 15% similarity. C, Brain map indicating the significance level each voxel reached for the difference between within-group similarity and
between-group similarity of category response patterns. The contours of bilateral fusiform gyrus (solid black lines), bilateral parahippocampal gyrus (dashed black lines), and bilateral inferior
temporal gyrus (dash-dot black lines) are imposed on the brain surface for a clear reference of significant anatomical locations. Figure 2. Comparison of the functional fingerprints of the VOTC voxels in the blind and sighted auditory experiments. A, Original map of Pearson correlation coefficients of category response
patterns between blind and sighted groups. Color bar represents the Pearson r value. Warmer colors represent greater between-group similarity. B, Percentile rank map of Pearson correlation
coefficientsofcategoryresponsepatternsbetweenblindandsightedgroups.Colorbarrepresentsthepercentilerankvalue.Warmercolorsrepresentgreaterbetween-groupsimilarity.Blackarrows
in the color bar indicate the bottom and the top 15% similarity. C, Brain map indicating the significance level each voxel reached for the difference between within-group similarity and
between-group similarity of category response patterns. The contours of bilateral fusiform gyrus (solid black lines), bilateral parahippocampal gyrus (dashed black lines), and bilateral inferior
temporal gyrus (dash-dot black lines) are imposed on the brain surface for a clear reference of significant anatomical locations. (top 15%, Pearson r 0.63; Fig. 3B, dark red clusters) were the
anterior medial parts of the bilateral VOTC, including the poste-
rior parahippocampal gyrus, anterior medial fusiform gyrus, and
middle/posterior lateral parts of the bilateral VOTC, including
the posterior parts of the middle/inferior temporal regions. Comparing results from connectional and functional
fingerprint analyses The maps of voxels showing various degrees of similarity be-
tween the blind and the sighted subject were highly similar in
terms of RSFC and category response patterns (Fig. 4A). The
bilateral medial parts of anterior temporal cortex, including
the parahippocampal and anterior medial fusiform gyri, and
the bilateral posterior parts of lateral temporal cortex, includ-
ing the posterior middle and inferior temporal gyri, showed 12552 • J. Neurosci., September 9, 2015 • 35(36):12545–12559 Wang et al. • Function and Connection of Blind Visual Cortex Figure 3. Comparison of the functional fingerprints of the VOTC voxels in the sighted visual and auditory experiments. A, Original map of Pearson correlation coefficients of category response
patterns between visual and auditory modalities. Color bar represents the Pearson r value. Warmer colors represent greater between-modality similarity. B, Percentile rank map of Pearson
correlation coefficients of category response patterns between visual and auditory modalities. Color bar represents the percentile rank value. Warmer colors represent greater between-modality
similarity.Blackarrowsinthecolorbarindicatethebottomandthetop15%similarity.C,Brainmapindicatingthesignificanceleveleachvoxelreachedforthedifferencebetweenwithin-modality
similarity and between-modality similarity of category response patterns. The contours of bilateral fusiform gyrus (solid black lines), bilateral parahippocampal gyrus (dashed black lines), and
bilateral inferior temporal gyrus (dash-dot black lines) are imposed on the brain surface for a clear reference of significant anatomical locations. Figure 3. Comparison of the functional fingerprints of the VOTC voxels in the sighted visual and auditory experiments. A, Original map of Pearson correlation coefficients of category response
patterns between visual and auditory modalities. Color bar represents the Pearson r value. Warmer colors represent greater between-modality similarity. B, Percentile rank map of Pearson
correlation coefficients of category response patterns between visual and auditory modalities. Color bar represents the percentile rank value. Warmer colors represent greater between-modality
similarity.Blackarrowsinthecolorbarindicatethebottomandthetop15%similarity.C,Brainmapindicatingthesignificanceleveleachvoxelreachedforthedifferencebetweenwithin-modality
similarity and between-modality similarity of category response patterns. The contours of bilateral fusiform gyrus (solid black lines), bilateral parahippocampal gyrus (dashed black lines), and
bilateral inferior temporal gyrus (dash-dot black lines) are imposed on the brain surface for a clear reference of significant anatomical locations. terns. The distribution of voxels showing various degrees of
similarity of category response patterns between blind and
sighted auditory experiments (i.e., across groups with differ-
ent visual experiences) were highly similar with those between
visual and auditory experiments within the sighted group (i.e.,
across different task input modality in the same subject group)
(Fig. 4B). Comparing results from connectional and functional
fingerprint analyses The bilateral medial parts of anterior temporal cor-
tex, including the parahippocampal gyrus and anterior medial
fusiform gyrus, and the bilateral posterior parts of lateral
temporal cortex, including the posterior middle and inferi-
or temporal gyrus, showed the greatest similarity (top 15%) of
task-induced object category response patterns between the
blind and sighted auditory experiments, as well as between
visual and auditory experiments within the sighted group (Fig. 4B, top row of the left panel, red patches). Bilateral posterior
occipital regions, with the left-side cluster extending anteri-
orly to the left fusiform gyrus, showed the least similarity
(bottom 15%) of task-induced object category response pat-
terns both between the blind and sighted auditory experi-
ments and between the visual and auditory experiments
within the sighted group (Fig. 4B, bottom row of the left panel,
purple patches). There was a high correlation (Pearson r
0.71) between the between-group similarity and the between-
modality similarity of category response patterns across the the greatest similarity (top 15%) between the blind and
sighted groups for both category response patterns and RSFC
patterns (Fig. 4A, top row of the left panel, red patches). Be-
low, these regions will be considered to be “polymodal.” Bilat-
eral posterior occipital regions and a small region in the left
posterior lateral fusiform gyrus showed the least similarity
(bottom 15%) in both category response patterns and RSFC
patterns (Fig. 4A, bottom row of the left panel, purple patches)
and will be considered to be “visual” regions. There was a positive correlation (Pearson r 0.56) between
the between-group RSFC pattern similarity and the between-
group category response profile similarity across the VOTC
mask. As can be seen from the scatter plot (Fig. 4A, right panel),
the coupling between the functional response pattern and the
intrinsic functional connectivity pattern seemed to be a general
pattern across the VOTC rather than driven by a few functionally
specific clusters. We also examined the relationship between the category
response patterns in VOTC in two types of visual input anal-
yses: the between-group similarity (blind and sighted auditory
experiments), which reflects how visual input across life af-
fects response patterns, and the between-modality similarity
(sighted visual and auditory experiments), which measures
how visual input during the task setting affects response pat- J. Neurosci., September 9, 2015 • 35(36):12545–12559 • 12553 Wang et al. • Function and Connection of Blind Visual Cortex Figure 4. Comparing results from connectional and functional
fingerprint analyses Top row of left
panel, Voxels with the highest percentile rank (85) of between-group category response pattern similarity (yellow) overlap with voxels showing highest percentile rank (85) of between-
modalitycategoryresponsepatternsimilarity(cyan),overlappingvoxelsinred.Bottomrowofleftpanel,Voxelswiththelowestpercentilerank(15)ofbetween-groupcategoryresponsepattern
similarity (blue) overlap with voxels with the lowest percentile rank (15) of between-modality similarity of category response (green) patterns, with overlapping voxels in purple. Right panel,
Scatterplotofthecorrelationbetweenbetween-modalitycategoryresponsepatternsimilarity( y-axis,Fisher-transformedrvalues)andbetween-groupcategoryresponsepatternsimilarity(x-axis,
Fisher-transformedrvalues).Thecontoursofbilateralfusiformgyrus(solidblacklines),bilateralparahippocampalgyrus(dashedblacklines),andbilateralinferiortemporalgyrus(dash-dotblack
lines) are imposed on the brain surface for a clear reference of significant anatomical locations. VOTC mask. These results show that the effect of visual input
through life and the effect of visual input in task settings mod-
ulate VOTC voxels responses similarly. global signal removal. Polymodal voxels, those exhibiting high
between-group similarities in terms of both RSFC patterns and cat-
egory response patterns, were in bilateral medial parts of anterior
temporalcortexandlateralpartsofposteriortemporalcortex.Visual
voxels,thoseexhibitingthelowestbetween-groupsimilarityinterms
of both RSFC patterns and category response patterns, were in the
posterior occipital cortex. There was a positive correlation (Pearson
r 0.44) between the between-group RSFC pattern similarity and Comparing results from connectional and functional
fingerprint analyses Relationship between connectional fingerprints similarity and functional fingerprints similarity, and between two types of visual input effects on functional fingerprints similarity, in
VOTC. A, Relationship between the between-group similarity of RSFC patterns and between-group similarity of category response patterns in VOTC. Top row of left panel, Voxels with the highest
percentilerank(85)ofbetween-groupRSFCpatternsimilarity(cyan)overlapwithvoxelsshowinghighestpercentilerank(85)ofbetween-groupcategoryresponsepatternsimilarity(yellow),
with overlapping voxels in red. Bottom row of left panel, Voxels with the lowest percentile rank (15) of between-group RSFC pattern similarity (green) overlap with voxels with the lowest
percentilerank(15)ofbetween-groupsimilarityofcategoryresponsepatterns(blue),withoverlappingvoxelsinpurple.Rightpanel,Scatterplotofthecorrelationbetweenbetween-groupRSFC
patternsimilarity( y-axis,Fisher-transformedRvalues)andbetween-groupcategoryresponsepatternsimilarity(x-axis,Fisher-transformedRvalues).B,Relationshipbetweencategoryresponse
pattern similarities between groups (blind and sighted auditory experiments) and between task input modalities (visual and auditory experiments within sighted group) in VOTC. Top row of left Figure 4. Relationship between connectional fingerprints similarity and functional fingerprints similarity, and between two types of visual input effects on functional fingerprints similarity, in
VOTC. A, Relationship between the between-group similarity of RSFC patterns and between-group similarity of category response patterns in VOTC. Top row of left panel, Voxels with the highest
percentilerank(85)ofbetween-groupRSFCpatternsimilarity(cyan)overlapwithvoxelsshowinghighestpercentilerank(85)ofbetween-groupcategoryresponsepatternsimilarity(yellow),
with overlapping voxels in red. Bottom row of left panel, Voxels with the lowest percentile rank (15) of between-group RSFC pattern similarity (green) overlap with voxels with the lowest
percentilerank(15)ofbetween-groupsimilarityofcategoryresponsepatterns(blue),withoverlappingvoxelsinpurple.Rightpanel,Scatterplotofthecorrelationbetweenbetween-groupRSFC
patternsimilarity( y-axis,Fisher-transformedRvalues)andbetween-groupcategoryresponsepatternsimilarity(x-axis,Fisher-transformedRvalues).B,Relationshipbetweencategoryresponse
pattern similarities between groups (blind and sighted auditory experiments) and between task input modalities (visual and auditory experiments within sighted group) in VOTC. Top row of left
panel, Voxels with the highest percentile rank (85) of between-group category response pattern similarity (yellow) overlap with voxels showing highest percentile rank (85) of between-
modalitycategoryresponsepatternsimilarity(cyan),overlappingvoxelsinred.Bottomrowofleftpanel,Voxelswiththelowestpercentilerank(15)ofbetween-groupcategoryresponsepattern
similarity (blue) overlap with voxels with the lowest percentile rank (15) of between-modality similarity of category response (green) patterns, with overlapping voxels in purple. Right panel,
Scatterplotofthecorrelationbetweenbetween-modalitycategoryresponsepatternsimilarity( y-axis,Fisher-transformedrvalues)andbetween-groupcategoryresponsepatternsimilarity(x-axis,
Fisher-transformedrvalues).Thecontoursofbilateralfusiformgyrus(solidblacklines),bilateralparahippocampalgyrus(dashedblacklines),andbilateralinferiortemporalgyrus(dash-dotblack
lines) are imposed on the brain surface for a clear reference of significant anatomical locations. Figure 4. Relationship between connectional fingerprints similarity and functional fingerprints similarity, and between two types of visual input effects on functional fingerprints similarity, in
VOTC. A, Relationship between the between-group similarity of RSFC patterns and between-group similarity of category response patterns in VOTC. Top row of left panel, Voxels with the highest
percentilerank(85)ofbetween-groupRSFCpatternsimilarity(cyan)overlapwithvoxelsshowinghighestpercentilerank(85)ofbetween-groupcategoryresponsepatternsimilarity(yellow),
with overlapping voxels in red. Bottom row of left panel, Voxels with the lowest percentile rank (15) of between-group RSFC pattern similarity (green) overlap with voxels with the lowest
percentilerank(15)ofbetween-groupsimilarityofcategoryresponsepatterns(blue),withoverlappingvoxelsinpurple.Rightpanel,Scatterplotofthecorrelationbetweenbetween-groupRSFC
patternsimilarity( y-axis,Fisher-transformedRvalues)andbetween-groupcategoryresponsepatternsimilarity(x-axis,Fisher-transformedRvalues).B,Relationshipbetweencategoryresponse
pattern similarities between groups (blind and sighted auditory experiments) and between task input modalities (visual and auditory experiments within sighted group) in VOTC. We validated these results with five additional analyses. Two-way mixed-design ANOVAs were per-
formed on the functional responses in these two clusters, with
object category as within-group factor and subject group as
between-group factor. A significant main effect of category was
observed in both clusters (left: F(7,189) 18.74, p 10 18; right:
F(8,222) 13.55, p 10 15; Greenhouse-Geisser corrected). Post
hoc comparisons revealed that both clusters exhibited signifi-
cantly stronger responses to daily scenes and furniture compared
with the average of the responses to the remaining 15 object
categories (Fs(1,27) 30.12, Bonferroni corrected, ps 0.05). The
main effect of group and the interaction between category and
group were not significant in either cluster (ps 0.07). For the
bilateral posterior lateral temporal cortex, the left (Fig. 6A) had
significant positive connections (FDR corrected, p 0.05) with
abutting middle and inferior temporal gyrus, bilateral inferior
and middle frontal cortex, right superior frontal cortex, left pre-
central gyrus, bilateral superior and inferior parietal lobule, and
adjacent postcentral gyrus in both the blind and the sighted
groups. Two-way mixed-design ANOVA identified signifi-
cant main effects of category (F(8,223) 11.53, p 10 13,
Greenhouse-Geisser corrected) as well as group (F(1,27) 6.43,
p 0.05) in this region, although the interaction was not signif-
icant (F(8,223) 0.56, p 0.83, Greenhouse-Geisser corrected). Post hoc comparisons revealed that this cluster showed signifi-
cantly stronger responses to body parts, face parts, and tools com-
pared with the average of the responses to the remaining 15 object 4. To control for age differences, we performed an additional
analysis on resting-state data of 7 sighted subjects who were age-
matched with the congenitally blind subjects. Again, we found a
very similar pattern of results. Voxels exhibiting high between-
group similarity of RSFC patterns located in bilateral medial parts
of anterior temporal cortex and lateral parts of posterior tempo-
ral cortex, whereas voxels exhibiting low between-group similar-
ity of RSFC patterns were in the posterior occipital cortex. A
positive correlation (Pearson r 0.45) was again observed be-
tween the between-group RSFC pattern similarity and the
between-group category response profile similarity across the
VOTC mask. 5. We performed group classification based on the functional
or connectional fingerprints using a linear SVM (LIBSVM:
http://www.csie.ntu.edu.tw/~cjlin/libsvm) with standard pa-
rameters to confirm the characteristics of the visual (Fig. 4A,
purple patches in the bottom row) and polymodal (Fig. We validated these results with five additional analyses. When the between-group differences (indexed by the absolute
value of effect size) in terms of gray matter probability of each
voxel were included as a covariate, the partial correlation between
the between-group RSFC pattern similarity and the between-
group category response profile similarity across the VOTC mask
was still high (Pearson r 0.53), indicating that the results were
not driven by cross-voxel variations of gray matter density differ-
ences between blind and sighted subjects. To plot the RSFC maps, for each cluster, one-sample t tests
were conducted separately for the blind and sighted groups on
the RSFC strengths between the cluster and each of the 180 re-
gions covering the whole brain. The t values were then mapped
onto each region of the brain for a direct visual inspection of the
RSFC patterns in the blind and sighted groups. To depict the
functional fingerprints (category response profiles) for each clus-
ter, values of activation strength to the 16 object categories in
the auditory experiments were extracted and plotted. 3. We ruled out possible head motion confounds by perform-
ing the analysis using head-motion scrubbed resting-state data
(see Materials and Methods). The overall results remained stable. Bilateral medial parts of anterior temporal cortex and lateral parts
of posterior temporal cortex exhibited high between-group sim-
ilarity in terms of both RSFC patterns and category response
patterns, whereas voxels in the posterior occipital cortex exhib-
ited low between-group similarity in terms of both RSFC patterns
and category response patterns. There was again a positive corre-
lation (Pearson r 0.42) between the between-group RSFC pat-
tern similarity and the between-group category response profile
similarity across the VOTC mask. y
As shown in Figures 5 and 6, the whole-brain RSFC patterns as
well as the category response patterns (in the auditory experi-
ments) for the bilateral anterior medial temporal clusters and the
bilateral posterior lateral temporal clusters were highly similar
between the congenitally blind and sighted groups. Bilateral an-
terior medial temporal clusters (Fig. 5) were significantly con-
nected (FDR corrected, p 0.05) with bilateral precuneus and
posterior cingulate cortex and adjacent calcarine and lingual re-
gions, the ventral medial and anterior temporal cortex, middle
occipital gyrus, and medial prefrontal cortex in both the blind
and sighted groups. We validated these results with five additional analyses. A significant main effect of category was
observed in both clusters (left: F(7,189) 18.74, p 10 18; right:
F(8,222) 13.55, p 10 15; Greenhouse-Geisser corrected). Post
hoc comparisons revealed that both clusters exhibited signifi-
cantly stronger responses to daily scenes and furniture compared
with the average of the responses to the remaining 15 object
categories (Fs(1,27) 30.12, Bonferroni corrected, ps 0.05). The
main effect of group and the interaction between category and
group were not significant in either cluster (ps 0.07). For the
bilateral posterior lateral temporal cortex, the left (Fig. 6A) had
significant positive connections (FDR corrected, p 0.05) with
abutting middle and inferior temporal gyrus, bilateral inferior
and middle frontal cortex, right superior frontal cortex, left pre-
central gyrus, bilateral superior and inferior parietal lobule, and
able 3. ROI-based SVM results
Left posterior
occipital
Right posterior
occipital
Left posterior
fusiform
Left anterior
medial temporal
Right anterior
medial temporal
Left posterior
lateral temporal
Right posterior
lateral temporal
lassification accuracy (p value)
RSFC
93.48% (0.001)
93.48% (0.001)
78.26% (0.017)
69.57% (0.198)
60.87% (0.601)
69.57% (0.188)
76.09% (0.053)
Category response
75.86% (0.027)
79.31% (0.015)
55.17% (0.356)
48.28% (0.548)
48.28% (0.566)
34.48% (0.889)
65.52% (0.120) the between-group category response profile similarity across the
VOTC mask. between-group similarity in both RSFC patterns and category re-
sponse patterns; Fig. 4A, red patches in the top row) and visual re-
Table 3. ROI-based SVM results
Left posterior
occipital
Right posterior
occipital
Left posterior
fusiform
Left anterior
medial temporal
Right anterior
medial temporal
Left posterior
lateral temporal
Right posterior
lateral temporal
Classification accuracy (p value)
RSFC
93.48% (0.001)
93.48% (0.001)
78.26% (0.017)
69.57% (0.198)
60.87% (0.601)
69.57% (0.188)
76.09% (0.053)
Category response
75.86% (0.027)
79.31% (0.015)
55.17% (0.356)
48.28% (0.548)
48.28% (0.566)
34.48% (0.889)
65.52% (0.120) between-group similarity in both RSFC patterns and category re-
sponse patterns; Fig. 4A, red patches in the top row) and visual re-
gions (showing the lowest percentile rankings, 15%, of between-
group similarity in both RSFC patterns and category response
patterns; Fig. 4A, purple patches in the bottom row) identified
above.Inthecurrentanalyses,thetimeseries(inRSFCanalyses)and
values (in category response analyses) were averaged across all
voxels within each region for exploration and visualization pur-
poses.Itshouldbenotedthattheseanalysesdonotconsiderpossibly
heterogeneous subregions within the clusters. 2. We considered the possible influence of gray matter density. We validated these results with five additional analyses. 4A, red
patches in the top row) clusters we identified above. Results (Ta-
ble 3) showed that the bilateral posterior occipital “visual” clus-
ters could successfully discriminate between blind and sighted
groups based on both the connectional and functional finger-
prints, the left posterior fusiform cluster distinguished success-
fully the blind from sighted group based on the connectional
fingerprints but not the functional fingerprints. In contrast, the
temporal “polymodal” clusters could not successfully discrimi-
nate between groups based on connectional fingerprints or based
on functional fingerprints. Thus, the ROI validation analyses
confirmed the “visual” and “polymodal” characteristics of these
VOTC clusters we identified. We validated these results with five additional analyses. We validated these results with five additiona 1.WecalculatedtheRSFCstrengthswithoutremovingtheglobal
signal. The overall pattern of results was largely similar to those with Wang et al. • Function and Connection of Blind Visual Cortex Wang et al. • Function and Connection of Blind Visual Cortex 12554 • J. Neurosci., September 9, 2015 • 35(36):12545–12559 Wang et al. • Function and Connection of Blind Visual Cortex he between-group category response profile similarity across the
VOTC mask. 2. We considered the possible influence of gray matter density. When the between-group differences (indexed by the absolute
value of effect size) in terms of gray matter probability of each
voxel were included as a covariate, the partial correlation between
he between-group RSFC pattern similarity and the between-
group category response profile similarity across the VOTC mask
was still high (Pearson r 0.53), indicating that the results were
not driven by cross-voxel variations of gray matter density differ-
ences between blind and sighted subjects. 3. We ruled out possible head motion confounds by perform-
ng the analysis using head-motion scrubbed resting-state data
see Materials and Methods). The overall results remained stable. Bilateral medial parts of anterior temporal cortex and lateral parts
of posterior temporal cortex exhibited high between-group sim-
larity in terms of both RSFC patterns and category response
patterns, whereas voxels in the posterior occipital cortex exhib-
ted low between-group similarity in terms of both RSFC patterns
and category response patterns. There was again a positive corre-
ation (Pearson r 0.42) between the between-group RSFC pat-
ern similarity and the between-group category response profile
imilarity across the VOTC mask. 4. To control for age differences, we performed an additional
analysis on resting-state data of 7 sighted subjects who were age-
matched with the congenitally blind subjects. Again, we found a
very similar pattern of results. Voxels exhibiting high between-
group similarity of RSFC patterns located in bilateral medial parts
of anterior temporal cortex and lateral parts of posterior tempo-
al cortex, whereas voxels exhibiting low between-group similar-
ty of RSFC patterns were in the posterior occipital cortex. A
positive correlation (Pearson r 0.45) was again observed be-
ween the between-group RSFC pattern similarity and the
between-group category response profile similarity across the
VOTC mask. 5. We performed group classification based on the functional
or connectional fingerprints using a linear SVM (LIBSVM:
http://www.csie.ntu.edu.tw/~cjlin/libsvm) with standard pa-
ameters to confirm the characteristics of the visual (Fig. We validated these results with five additional analyses. 4A,
purple patches in the bottom row) and polymodal (Fig. 4A, red
patches in the top row) clusters we identified above. Results (Ta-
ble 3) showed that the bilateral posterior occipital “visual” clus-
ers could successfully discriminate between blind and sighted
groups based on both the connectional and functional finger-
prints, the left posterior fusiform cluster distinguished success-
ully the blind from sighted group based on the connectional
ingerprints but not the functional fingerprints. In contrast, the
between-group similarity in both RSFC patterns and category re-
sponse patterns; Fig. 4A, red patches in the top row) and visual re-
gions (showing the lowest percentile rankings, 15%, of between-
group similarity in both RSFC patterns and category response
patterns; Fig. 4A, purple patches in the bottom row) identified
above.Inthecurrentanalyses,thetimeseries(inRSFCanalyses)and
values (in category response analyses) were averaged across all
voxels within each region for exploration and visualization pur-
poses.Itshouldbenotedthattheseanalysesdonotconsiderpossibly
heterogeneous subregions within the clusters. To plot the RSFC maps, for each cluster, one-sample t tests
were conducted separately for the blind and sighted groups on
the RSFC strengths between the cluster and each of the 180 re-
gions covering the whole brain. The t values were then mapped
onto each region of the brain for a direct visual inspection of the
RSFC patterns in the blind and sighted groups. To depict the
functional fingerprints (category response profiles) for each clus-
ter, values of activation strength to the 16 object categories in
the auditory experiments were extracted and plotted. As shown in Figures 5 and 6, the whole-brain RSFC patterns as
well as the category response patterns (in the auditory experi-
ments) for the bilateral anterior medial temporal clusters and the
bilateral posterior lateral temporal clusters were highly similar
between the congenitally blind and sighted groups. Bilateral an-
terior medial temporal clusters (Fig. 5) were significantly con-
nected (FDR corrected, p 0.05) with bilateral precuneus and
posterior cingulate cortex and adjacent calcarine and lingual re-
gions, the ventral medial and anterior temporal cortex, middle
occipital gyrus, and medial prefrontal cortex in both the blind
and sighted groups. Two-way mixed-design ANOVAs were per-
formed on the functional responses in these two clusters, with
object category as within-group factor and subject group as
between-group factor. Figure6. Connectionalfingerprintsandfunctionalfingerprints(categoryresponseintheauditoryexperiments)ofthe(A)leftand(B)rightposteriorlateraltemporalclusters.Colorscalesinthe
RSFC maps represent the strengths of RSFC between regions (t values). The radial distance in the functional fingerprints reflects the activation strength ( values). Figure6. Connectionalfingerprintsandfunctionalfingerprints(categoryresponseintheauditoryexperiments)ofthe(A)leftand(B)rightposterio
RSFC maps represent the strengths of RSFC between regions (t values). The radial distance in the functional fingerprints reflects the activation strengt blind and sighted groups were rather different (Fig. 7). One-
sample t tests showed that the posterior occipital clusters were
significantly connected with the precentral and postcentral
cortex and superior temporal regions in the sighted group;
whereas in the blind group, they exhibited significant func-
tional connectivity with the left inferior/middle frontal cortex
and adjacent precentral gyrus (both FDR corrected, ps
0.05). The left posterior lateral fusiform cluster was signifi-
cantly connected with vast regions in the bilateral occipital
and ventral temporal cortex and regions in the bilateral pre-
central and postcentral cortex and supplementary motor areas
in the sighted group (FDR corrected, p 0.05). For the blind
group, the left posterior lateral fusiform cluster was signifi-
cantly connected with bilateral Heschl’s gyrus and superior
temporal regions corresponding to the primary and secondary
auditory cortices, bilateral superior parietal regions, postcen-
tral and precentral cortices and supplementary motor areas, categories (Fs(1,27) 16.95, Bonferroni corrected, ps 0.05). The
right posterior lateral temporal cluster (Fig. 6B) was significantly
positively connected (FDR corrected, p 0.05) with the bilateral
inferior and middle temporal gyrus, inferior and middle frontal
cortex, supplementary motor area, precentral and postcentral
cortex, and inferior/superior parietal cortex in both the sighted
and the blind groups. A significant main effect of category was
identified by the two-way mixed-design ANOVA (F(15,405)
8.08, p 10 15). Post hoc comparisons revealed that the right
posterior lateral temporal cluster showed significantly stronger
responses to body parts, face parts, and clothing compared with
the average of the responses to the remaining 15 object categories
(Fs(1,27) 13.04, Bonferroni corrected, ps 0.05). The main
effect of group and the interaction between category and group
were not significant (ps 0.22). categories (Fs(1,27) 16.95, Bonferroni corrected, ps 0.05). The
right posterior lateral temporal cluster (Fig. 6B) was significantly
positively connected (FDR corrected, p 0.05) with the bilateral
inferior and middle temporal gyrus, inferior and middle frontal
cortex, supplementary motor area, precentral and postcentral
cortex, and inferior/superior parietal cortex in both the sighted
and the blind groups. Characterization of visual and polymodal regions In this section, we map the connectional and functional fingerprints
of the polymodal (showing the highest percentile rankings, 85, of J. Neurosci., September 9, 2015 • 35(36):12545–12559 • 12555 Wang et al. • Function and Connection of Blind Visual Cortex Figure5. Connectionalfingerprintsandfunctionalfingerprints(categoryresponseintheauditoryexperiments)ofthe(A)leftand(B)rightanteriormedialtemporalclusters.Colorscalesinthe
RSFC maps represent the strengths of RSFC between regions (t values). The radial distance in the functional fingerprints reflects the activation strength ( values). Figure5. Connectionalfingerprintsandfunctionalfingerprints(categoryresponseintheauditoryexperiments)ofthe(A)leftand(B)rightanteriormedialtemporalclusters.Colorscalesinthe
RSFC maps represent the strengths of RSFC between regions (t values). The radial distance in the functional fingerprints reflects the activation strength ( values). Figure6. Connectionalfingerprintsandfunctionalfingerprints(categoryresponseintheauditoryexperiments)ofthe(A)leftand(B)rightposteriorlateraltemporalclusters.Colorscalesinthe
RSFC maps represent the strengths of RSFC between regions (t values). The radial distance in the functional fingerprints reflects the activation strength ( values). Discussion We mapped out the extent to which visual experience modulates
connectional and functional fingerprints of VOTC by comparing
RSFC patterns and category response profiles between congeni-
tally blind and sighted subjects. Large-scale continuous maps of
functional and connectional similarity revealed which parts of
VOTC are shaped by visual input/experience and which parts are
not. We identified highly “visual” areas in bilateral posterior oc-
cipital and left posterior lateral fusiform clusters, where RSFC
patterns and object category responses were significantly differ-
ent between congenitally blind and sighted individuals, and dif-
ferent between sighted subjects performing visual and auditory
tasks. We also revealed “polymodal” regions in bilateral anterior
medial temporal clusters and posterior lateral temporal clusters,
where highly similar functional and connectivity patterns be-
tween sighted and blind individuals were obtained. Regions with
medium levels of visual dependency were intermixed. The effects of visual input in shaping occipital and part of the
posterior lateral fusiform regions are in line with previous studies
showing plastic changes in this territory. Studies on visually de-
prived animals have identified functional and structural reorga-
nization in occipital visual cortices (Hubel et al., 1977; Hyva¨rinen
et al., 1981; Price et al., 1994). In humans, cross-modal activation
has been robustly reported in occipital visual cortices in blind
individuals when performing nonvisual tasks (for reviews, see
Noppeney, 2007; Ricciardi et al., 2014). We here not only ob-
served stronger activation in blind subjects in the auditory exper-
iments relative to the sighted group but also showed that the
categorical response patterns are different between blind and
sighted, further confirming the visual characteristic of these pos-
terior regions and indicating that the cross-modal reorganization
does not follow a simple additive pattern (compare Lewis et al.,
2010). Studies on RSFC have found that visual deprivation is
associated with reduced connectivity within the occipital cortices
and between the occipital cortex and other primary sensory/mo-
tor regions, and with increased connectivity between occipital
cortices and inferior frontal cortices (Liu et al., 2007; Butt et al.,
2013; Burton et al., 2014; for review, see Bock and Fine, 2014). We
here showed that in sighted, but not in congenitally blind, poste-
rior occipital regions are significantly synchronized with post-
central/precentral cortices and superior temporal regions;
whereas in congenitally blind, but not in sighted, posterior occip-
ital regions are functionally connected with left inferior frontal
cortex. A significant main effect of category was
identified by the two-way mixed-design ANOVA (F(15,405)
8.08, p 10 15). Post hoc comparisons revealed that the right
posterior lateral temporal cluster showed significantly stronger
responses to body parts, face parts, and clothing compared with
the average of the responses to the remaining 15 object categories
(Fs(1,27) 13.04, Bonferroni corrected, ps 0.05). The main
effect of group and the interaction between category and group
were not significant (ps 0.22). blind and sighted groups were rather different (Fig. 7). One-
sample t tests showed that the posterior occipital clusters were
significantly connected with the precentral and postcentral
cortex and superior temporal regions in the sighted group;
whereas in the blind group, they exhibited significant func-
tional connectivity with the left inferior/middle frontal cortex
and adjacent precentral gyrus (both FDR corrected, ps
0.05). The left posterior lateral fusiform cluster was signifi-
cantly connected with vast regions in the bilateral occipital
and ventral temporal cortex and regions in the bilateral pre-
central and postcentral cortex and supplementary motor areas
in the sighted group (FDR corrected, p 0.05). For the blind
group, the left posterior lateral fusiform cluster was signifi-
cantly connected with bilateral Heschl’s gyrus and superior
temporal regions corresponding to the primary and secondary
auditory cortices, bilateral superior parietal regions, postcen-
tral and precentral cortices and supplementary motor areas, For the bilateral posterior occipital and left posterior lateral
fusiform clusters, the whole-brain RSFC patterns between Wang et al. • Function and Connection of Blind Visual Cortex 12556 • J. Neurosci., September 9, 2015 • 35(36):12545–12559 Figure7. RSFCpatternmapsandfunctionalfingerprints(categoryresponseintheauditoryexperiments)ofthe(A)left,(B)rightposterioroccipital,and(C)posteriorlateralfusiformvisualregions
(lowbetween-groupsimilarityofbothRSFCpatternsandcategoryresponsepatterns).ColorscalesintheRSFCmapsrepresentthestrengthsofRSFCbetweenregions(tvalues).Theradialdistance
in the functional fingerprints reflects the activation strength ( values). Figure7. RSFCpatternmapsandfunctionalfingerprints(categoryresponseintheauditoryexperiments)ofthe(A)left,(B)rightposterioroccipital,and(C)posteriorlateralfusiformvisualregions
(lowbetween-groupsimilarityofbothRSFCpatternsandcategoryresponsepatterns).ColorscalesintheRSFCmapsrepresentthestrengthsofRSFCbetweenregions(tvalues).Theradialdistance
in the functional fingerprints reflects the activation strength ( values). and small parts of the right inferior frontal cortex (FDR cor-
rected, p 0.05). Two-way mixed-design ANOVAs showed a
significant main effect of group in all three clusters (left pos-
terior lateral FG: F(1,27) 8.84, p 0.006; left posterior occip-
ital: F(1,27) 9.07, p 0.006; right posterior occipital: F(1,27)
11.34, p 0.002), with blind subjects exhibiting stronger
overall activity than sighted subjects. The main effect of cate-
gory was not significant (ps 0.24), but there was a significant
interaction between group and category in the left posterior
fusiform cluster (F(15,405) 1.70, p 0.048). Further analyses
revealed that only the responses to fish, flower, musical instru-
ment, and reptile categories were significantly stronger in con-
genitally blind relative to sighted groups (ts(27) 3.26,
Bonferroni corrected, ps 0.05). variable plasticity reflecting the degree to which they are typically
programmed to process visual or polymodal information (or
computation in the metamodal hypothesis; e.g., Pascual-Leone
and Hamilton, 2001). The coupling between a region’s functional profile and its intrin-
sic connectional fingerprint observed in this study corroborates a
previous finding that selectivity to faces in VOTC is accurately pre-
dicted by voxelwise patterns of whole-brain structural connectivity
patterns(Sayginetal.,2012).Ourstudyextendsthisfindingtofunc-
tional connectivity and to categories other than faces, and most im-
portantly, showed that drastic changes in visual experience affect
local activity and functional connectivity patterns together. These
results are in accord with the general hypothesis that local activity is
determined by large-scale connectivity patterns (Passingham et al.,
2002; Mahon and Caramazza, 2009, 2011; Behrens and Sporns,
2012). Discussion In
other words, typically the type of representation computed in
early visual cortex by dedicated neural circuits may be intrinsic
and exclusive to the visual modality, and this representation is
therefore not directly recoverable from other sensory inputs. Thus, the plastic changes associated with congenital blindness
become more drastic here, responding to language and auditory
stimuli without similarity to the visual characteristics. An unex-
pected hemispheric asymmetry was present in the occipital cor-
tex: the between-group similarities of both the connectional and
functional fingerprints were more prominent in the right hemi-
sphere than the left (Figs. 1, 2), perhaps due to more extensive
reorganization in the left occipital cortex (Raz et al., 2005; Bedny
et al., 2011; Watkins et al., 2012; Butt et al., 2013). The transition between visual and polymodal cortical regions
appears to be continuous rather than discrete. The cortical re-
gions with medium levels of visual dependence may contain neu-
rons that are more strongly tuned to visual input, but they are also
modulated by nonvisual input. Alternatively, they may contain a
mixture of visual neurons and polymodal neurons that is not
distinguishable at the current spatial scale. In conclusion, by comparing congenitally blind and sighted
individuals, we provide a large-scale mapping of the degree to
which connectional and functional fingerprints of the “visual”
cortex depend on visual experience/input. In addition to reveal-
ing regions that are strongly dependent on visual experience
(early visual cortex and posterior fusiform gyrus), our results
point to regions in which connectional and functional patterns
are surprisingly similar in blind and sighted individuals (anterior
medial and posterior lateral parts of the VOTC). Although there
is general consensus that representations become more “high-
level” and more “abstract” as one moves anteriorly from the
primary visual system, our results show where exactly such tran-
sitions happen. Finally, our results help define the limits of plas-
ticity: plasticity is maximal in those regions that are most strongly
modality-specific. In the absence of relevant input, these regions
may become “available” for alternative functions. The other major result concerns the bilateral anterior medial
temporal regions and posterior lateral temporal regions, where
highly similar patterns of intrinsic functional connectivity and
response preferences for various types of objects were observed
between congenitally blind and sighted subjects, as well as similar
categorical response patterns between visual and auditory verbal
input within sighted subjects. Discussion These findings are consistent with previous studies and
may underlie the recruitment of this occipital region for verbal The first result to emphasize is the convergence between the
connectional fingerprints and the two types of functional finger-
prints, strengthening confidence in the generality of our findings. We also found strong convergence between the effect of visual
input during the task and the effect of visual input during life. The
map of similarity between input modalities for sighted individu-
als (sighted visual experiment and auditory experiment) was sim-
ilar to that of between-subject groups with and without visual
experience (blind auditory experiment and sighted auditory ex-
periment). This correspondence invites the inference that a uni-
tary explanation may be appropriate for the modality effect
within the sighted group and for the visual experience effect
across groups. One possibility is that regions of VOTC exhibit J. Neurosci., September 9, 2015 • 35(36):12545–12559 • 12557 Wang et al. • Function and Connection of Blind Visual Cortex (e.g., Bedny et al., 2011) or other higher cognitive functions in
early blind adults. RSFC patterns of early visual cortex with other
visual regions have been reported to be similar between groups
(Burton et al., 2014; Striem-Amit et al., 2015), and the intriguing
differences of RSFC patterns within the visual cortex and bet-
ween early visual cortex and nonvisual regions warrant further
investigation. cluding tactile and verbal input, such as objects’ shape (Peelen et
al., 2014) or size (Konkle and Oliva, 2012; Konkle and Cara-
mazza, 2013). Thus, these regions respond in similar ways when
sighted subjects receive visual and nonvisual stimuli and when
blind subjects receive verbal or tactile stimuli. Taking away inputs
from one modality does not change the function of these regions
perhaps because they can develop functional specificity through
input from other modalities. g
These findings are well explained by the assumption that neu-
rons in early visual cortex are genetically programmed to process
stimuli from the visual modality and represent characteristic fea-
tures within this modality, such as orientation and spatial rela-
tions. Stimuli presented in other modalities (e.g., auditory input)
are not expressible in terms of those basic units because they
depend on other stimulus properties, such as the temporal di-
mension in this case. Even in the case of tactile input, where
spatial relations are important, the construction of object repre-
sentation requires integration of tactile features over time. References Amedi A, Raz N, Pianka P, Malach R, Zohary E (2003) Early “visual” cortex
activation correlates with superior verbal memory performance in the
blind. Nat Neurosci 6:758–766. CrossRef Medline Amedi A, Raz N, Pianka P, Malach R, Zohary E (2003) Early “visual” cortex
activation correlates with superior verbal memory performance in the
blind. Nat Neurosci 6:758–766. CrossRef Medline Bedny M, Konkle T, Pelphrey K, Saxe R, Pascual-Leone A (2010) Sensitive
period for a multimodal response in human visual motion area MT/MST. Curr Biol 20:1900–1906. CrossRef Medline Bedny M, Pascual-Leone A, Dodell-Feder D, Fedorenko E, Saxe R (2011)
Language processing in the occipital cortex of congenitally blind adults. Language processing in the occipital cortex of congenitally blind
Proc Natl Acad Sci U S A 108:4429–4434. CrossRef Medline Behrens TE, Sporns O (2012) Human connectomics. Curr Opin Neurobiol
22:144–153. CrossRef Medline Biswal BB, Mennes M, Zuo XN, Gohel S, Kelly C, Smith SM, Beckmann CF,
Adelstein JS, Buckner RL, Colcombe S, Dogonowski AM, Ernst M, Fair D,
Hampson M, Hoptman MJ, Hyde JS, Kiviniemi VJ, Ko¨tter R, Li SJ, Lin
CP, et al. (2010) Toward discovery science of human brain function. Proc Natl Acad Sci U S A 107:4734–4739. CrossRef Medline Biswal B, Yetkin FZ, Haughton VM, Hyde JS (1995) Functional connectiv-
ity in the motor cortex of resting human brain using echo-planar MRI. Magn Reson Med 34:537–541. CrossRef Medline Bock AS, Fine I (2014) Anatomical and functional plasticity in early blind
individuals and the mixture of experts architecture. Front Hum Neurosci
8:971. CrossRef Medline Bu¨chel C, Price C, Frackowiak RS, Friston K (1998) Different activation
patterns in the visual cortex of late and congenitally blind subjects. Brain
121:409–419. CrossRef Medline Burton H (2003) Visual cortex activity in early and late blind people. J Neu-
rosci 23:4005–4011. Medline Burton H, Snyder AZ, Conturo TE, Akbudak E, Ollinger JM, Raichle ME
(2002) Adaptive changes in early and late blind: a fMRI study of Braille
reading. J Neurophysiol 87:589–607. Medline We expect that the polymodal nature of the regions revealed
here is closely related to the type of information and/or compu-
tation these regions represent: information that is abstracted
away from vision-specific properties is suitable for interaction
with representations computed through other modalities, in- Burton H, Snyder AZ, Raichle ME (2014) Resting state functional connec-
tivity in early blind humans. Front Syst Neurosci 8:51. Discussion For the bilateral anterior medial
temporal regions, we observed that, for both blind and sighted
subjects, the activity was strongest for scenes and furniture,
converging with previous findings of selectivity for tactile
exploration of scenes and verbal comprehension of large nonma-
nipulable objects in the parahippocampal cortex of early blind
adults (Wolbers et al., 2011; He et al., 2013). Furthermore, in
both subject groups, these regions were functionally connected
with bilateral precuneus and posterior cingulate cortex, ventral
medial temporal cortex, and middle occipital gyrus. This connec-
tivity pattern is in line with the proposal that this section of
VOTC is part of a navigation network that processes scenes and
large objects that may serve as landmarks (Epstein, 2008; He et al.,
2013). The categorical response profile in bilateral posterior lat-
eral temporal regions is less transparent. Here, relatively stronger
activation was observed for diverse categories, including human
face and body parts, clothing, and tools. One possibility is that
these regions represent one or more properties that are common
to these categories. Alternatively, these clusters may consist of
voxels with diverse functional properties; our tests of visual de-
pendence did not require voxels of a cluster to be functionally
homogeneous. References CrossRef Medline
ll
C (
)
i
ib
d hi
hi
l
i
i p
g
g
Felleman DJ, Van Essen DC (1991) Distributed hierarchical processing in
the primate cerebral cortex Cereb Cortex 1:1–47 CrossRef Medline g
g
Felleman DJ, Van Essen DC (1991) Distributed hierarchical processing in Pascual-Leone A, Hamilton R (2001) The metamodal organization of the
brain. Prog Brain Res 134:427–445. CrossRef Medline J,
(
)
p
g
the primate cerebral cortex. Cereb Cortex 1:1–47. CrossRef Medline Fox MD, Zhang D, Snyder AZ, Raichle ME (2009) The global signal and
observed anticorrelated resting state brain networks. J Neurophysiol 101:
3270–3283. CrossRef Medline Pascual-Leone A, Amedi A, Fregni F, Merabet LB (2005) The plastic human
brain cortex. Annu Rev Neurosci 28:377–401. CrossRef Medline Passingham RE, Stephan KE, Ko¨tter R (2002) The anatomical basis of func-
tional localization in the cortex. Nat Rev Neurosci 3:606–616. CrossRef
Medline Ghazanfar AA, Schroeder CE (2006) Is neocortex essentially multisensory? Trends Cogn Sci 10:278–285. CrossRef Medline Gibson JR, Maunsell JH (1997) Sensory modality specificity of neural activ-
ity related to memory in visual cortex. J Neurophysiol 78:1263–1275. Medline Peelen MV, Bracci S, Lu X, He C, Caramazza A, Bi Y (2013) Tool selectivity
in left occipitotemporal cortex develops without vision. J Cogn Neurosci
25:1225–1234. CrossRef Medline Goyal MS, Hansen PJ, Blakemore CB (2006) Tactile perception recruits
functionally related visual areas in the late-blind. Neuroreport 17:1381–
1384. CrossRef Medline Peelen MV, He C, Han Z, Caramazza A, Bi Y (2014) Nonvisual and visual
object shape representations in occipitotemporal cortex: evidence from
congenitally blind and sighted adults. J Neurosci 34:163–170. CrossRef
Medline He C, Peelen MV, Han Z, Lin N, Caramazza A, Bi Y (2013) Selectivity for
large nonmanipulable objects in scene-selective visual cortex does not
require visual experience. Neuroimage 79:1–9. CrossRef Medline Power JD, Barnes KA, Snyder AZ, Schlaggar BL, Petersen SE (2012) Spuri-
ous but systematic correlations in functional connectivity MRI networks
arise from subject motion. Neuroimage 59:2142–2154. CrossRef Medline He Y, Wang L, Zang Y, Tian L, Zhang X, Li K, Jiang T (2007) Regional
coherence changes in the early stages of Alzheimer’s disease: a combined
structural and resting-state functional MRI study. Neuroimage 35:488–
500. CrossRef Medline Power JD, Barnes KA, Snyder AZ, Schlaggar BL, Petersen SE (2013) Steps
toward optimizing motion artifact removal in functional connectivity
MRI; a reply to Carp. Neuroimage 76:439–441. References CrossRef Medline Hedges LV (1982) Estimation of effect size from a series of independent
experiments. Psychol Bull 92:490–499. CrossRef Medline Power JD, Mitra A, Laumann TO, Snyder AZ, Schlaggar BL, Petersen SE
(2014) Methods to detect, characterize, and remove motion artifact in
resting-state fMRI. Neuroimage 84:320–341. CrossRef Medline Heil P, Bronchti G, Wollberg Z, Scheich H (1991) Invasion of visual cortex
by the auditory system in the naturally blind mole rat. Neuroreport
2:735–738. CrossRef Medline Price DJ, Ferrer JM, Blakemore C, Kato N (1994) Postnatal development
and plasticity of corticocortical projections from area 17 to area 18 in the
cat’s visual cortex. J Neurosci 14:2747–2762. Medline Hubel DH, Wiesel TN, LeVay S (1977) Plasticity of ocular dominance col-
umns in monkey striate cortex. Philos Trans R Soc Lond B Biol Sci 278:
377–409. CrossRef Medline Raz N, Amedi A, Zohary E (2005) V1 activation in congenitally blind hu-
mans is associated with episodic retrieval. Cereb Cortex 15:1459–1468. CrossRef Medline Hyva¨rinen J, Carlson S, Hyva¨rinen L (1981) Early visual deprivation alters
modality of neuronal responses in area 19 of monkey cortex. Neurosci
Lett 26:239–243. CrossRef Medline Ricciardi E, Bonino D, Pellegrini S, Pietrini P (2014) Mind the blind brain to
understand the sighted one! Is there a supramodal cortical functional
architecture? Neurosci Biobehav Rev 41:64–77. CrossRef Medline Jenkinson M, Bannister P, Brady M, Smith S (2002) Improved optimization
for the robust and accurate linear registration and motion correction of
brain images. Neuroimage 17:825–841. CrossRef Medline Ross LA, Olson IR (2012) What’s unique about unique entities? An fMRI
investigation of the semantics of famous faces and landmarks. Cereb Cor-
tex 22:2005–2015. CrossRef Medline Kitada R, Yoshihara K, Sasaki AT, Hashiguchi M, Kochiyama T, Sadato N
(2014) The brain network underlying the recognition of hand gestures in
the blind: the supramodal role of the extrastriate body area. J Neurosci
34:10096–10108. CrossRef Medline Sadato N, Pascual-Leone A, Grafman J, Iban˜ez V, Deiber MP, Dold G, Hallett
M (1996) Activation of the primary visual cortex by Braille reading in
blind subjects. Nature 380:526–528. CrossRef Medline Sadato N, Pascual-Leone A, Grafman J, Deiber MP, Iban˜ez V, Hallett M
(1998) Neural networks for Braille reading by the blind. Brain 121:1213–
1229. CrossRef Medline Konkle T, Caramazza A (2013) Tripartite organization of the ventral stream
by animacy and object size. J Neurosci 33:10235–10242. References CrossRef Medline Butt OH, Benson NC, Datta R, Aguirre GK (2013) The fine-scale functional
correlation of striate cortex in sighted and blind people. J Neurosci 33:
16209–16219. CrossRef Medline 12558 • J. Neurosci., September 9, 2015 • 35(36):12545–12559 Wang et al. • Function and Connection of Blind Visual Cortex Chao-Gan Y, Yu-Feng Z (2010) DPARSF: a MATLAB Toolbox for “pipe-
line” data analysis of resting-state fMRI. Front Syst Neurosci 4:13. CrossRef Medline Mahon BZ, Caramazza A (2011) What drives the organization of object
knowledge in the brain? Trends Cogn Sci 15:97–103. CrossRef Medline Mahon BZ, Anzellotti S, Schwarzbach J, Zampini M, Caramazza A (2009)
Category-specific organization in the human brain does not require visual
experience. Neuron 63:397–405. CrossRef Medline Cohen LG, Celnik P, Pascual-Leone A, Corwell B, Falz L, Dambrosia J, Honda
M, Sadato N, Gerloff C, Catala´ MD, Hallett M (1997) Functional rele-
vance of cross-modal plasticity in blind humans. Nature 389:180–183. CrossRef Medline Merabet LB, Rizzo JF, Amedi A, Somers DC, Pascual-Leone A (2005) What
blindness can tell us about seeing again: merging neuroplasticity and
neuroprostheses. Nat Rev Neurosci 6:71–77. CrossRef Medline Craddock RC, James GA, Holtzheimer PE 3rd, Hu XP, Mayberg HS (2012)
A whole brain fMRI atlas generated via spatially constrained spectral clus-
tering. Hum Brain Mapp 33:1914–1928. CrossRef Medline Morrell F (1972) Visual system’s view of acoustic space. Nature 238:44–46. CrossRef Medline Downing PE, Chan AW, Peelen MV, Dodds CM, Kanwisher N (2006) Do-
main specificity in visual cortex. Cereb Cortex 16:1453–1461. CrossRef
Medline Murphy K, Birn RM, Handwerker DA, Jones TB, Bandettini PA (2009) The
impact of global signal regression on resting state correlations: are anti-
correlated networks introduced? Neuroimage 44:893–905. CrossRef
Medline Efron B, Tibshirani RJ (1993) An introduction to the bootstrap. Boca Raton,
FL: Chapman and Hall/CRC. Noppeney U (2007) The effects of visual deprivation on functional and
structural organization of the human brain. Neurosci Biobehav Rev 31:
1169–1180. CrossRef Medline Epstein RA (2008) Parahippocampal and retrosplenial contributions to hu-
man spatial navigation. Trends Cogn Sci 12:388–396. CrossRef Medline Epstein RA (2008) Parahippocampal and retrosplenial contributions to hu-
man spatial navigation. Trends Cogn Sci 12:388–396. References CrossRef
Medline Konkle T, Oliva A (2012) A real-world size organization of object responses
in occipitotemporal cortex. Neuron 74:1114–1124. CrossRef Medline Saenz M, Lewis LB, Huth AG, Fine I, Koch C (2008) Visual motion area
MT/V5 responds to auditory motion in human sight-recovery subjects. J Neurosci 28:5141–5148. CrossRef Medline Kriegeskorte N, Mur M, Ruff DA, Kiani R, Bodurka J, Esteky H, Tanaka K,
Bandettini PA (2008) Matching categorical object representations in in-
ferior temporal cortex of man and monkey. Neuron 60:1126–1141. CrossRef Medline Satterthwaite TD, Elliott MA, Gerraty RT, Ruparel K, Loughead J, Calkins
ME, Eickhoff SB, Hakonarson H, Gur RC, Gur RE, Wolf DH (2013) An
improved framework for confound regression and filtering for control of
motion artifact in the preprocessing of resting-state functional connectiv-
ity data. Neuroimage 64:240–256. CrossRef Medline Lewis LB, Saenz M, Fine I (2010) Mechanisms of cross-modal plasticity in
early-blind subjects. J Neurophysiol 104:2995–3008. CrossRef Medline Saygin ZM, Osher DE, Koldewyn K, Reynolds G, Gabrieli JD, Saxe RR (2012)
Anatomical connectivity patterns predict face selectivity in the fusiform
gyrus. Nat Neurosci 15:321–327. CrossRef Medline Saygin ZM, Osher DE, Koldewyn K, Reynolds G, Gabrieli JD, Saxe RR (2012)
Anatomical connectivity patterns predict face selectivity in the fusiform Liu Y, Yu C, Liang M, Li J, Tian L, Zhou Y, Qin W, Li K, Jiang T (2007)
Whole brain functional connectivity in the early blind. Brain 130:2085–
2096. CrossRef Medline gyrus. Nat Neurosci 15:321–327. CrossRef Medline Mahon BZ, Caramazza A (2009) Concepts and categories: a cognitive neu-
ropsychological perspective. Annu Rev Psychol 60:27–51. CrossRef
Medline Schneider W, Eschman A, Zuccolotto A (2002) E-Prime reference guide. Psychol Softw Tools. Song XW, Dong ZY, Long XY, Li SF, Zuo XN, Zhu CZ, He Y, Yan CG, Zang Wang et al. • Function and Connection of Blind Visual Cortex J. Neurosci., September 9, 2015 • 35(36):12545–12559 • 12559 YF (2011) REST: a toolkit for resting-state functional magnetic reso-
nance imaging data processing. PLoS One 6:e25031. CrossRef Medline YF (2011) REST: a toolkit for resting-state functional magnetic reso-
nance imaging data processing. PLoS One 6:e25031. CrossRef Medline Watkins KE, Cowey A, Alexander I, Filippini N, Kennedy JM, Smith SM,
Ragge N, Bridge H (2012) Language networks in anophthalmia: main-
tained hierarchy of processing in “visual” cortex. Brain 135:1566–1577. References CrossRef Medline g
g
p
g
Striem-Amit E, Amedi A (2014) Visual cortex extrastriate body-selective
area activation in congenitally blind people “Seeing” by using sounds. Curr Biol 24:687–692. CrossRef Medline Wei T, Liang X, He Y, Zang Y, Han Z, Caramazza A, Bi Y (2012) Predicting
conceptual processing capacity from spontaneous neuronal activity of the
left middle temporal gyrus. J Neurosci 32:481–489. CrossRef Medline Striem-Amit E, Ovadia-Caro S, Caramazza A, Margulies DS, Villringer A,
Amedi A (2015) Functional connectivity of visual cortex in the blind
follows retinotopic organization principles. Brain 138:1679–1695. CrossRef Medline p
gy
Wolbers T, Klatzky RL, Loomis JM, Wutte MG, Giudice NA (2011)
Modality-independent coding of spatial layout in the human brain. Curr
Biol 21:984–989. CrossRef Medline Tzourio-Mazoyer N, Landeau B, Papathanassiou D, Crivello F, Etard O, Del-
croix N, Mazoyer B, Joliot M (2002) Automated anatomical labeling of
activations in SPM using a macroscopic anatomical parcellation of the
MNI MRI single-subject brain. Neuroimage 15:273–289. CrossRef
Medline Xia M, Wang J, He Y (2013) BrainNet Viewer: a network visualization tool
for human brain connectomics. PLoS One 8:e68910. CrossRef Medline Yan CG, Cheung B, Kelly C, Colcombe S, Craddock RC, Di Martino A, Li Q,
Zuo XN, Castellanos FX, Milham MP (2013) A comprehensive assess-
ment of regional variation in the impact of head micromovements on
functional connectomics. Neuroimage 76:183–201. CrossRef Medline Van Dijk KR, Sabuncu MR, Buckner RL (2012) The influence of head mo-
tion on intrinsic functional connectivity MRI. Neuroimage 59:431–438. CrossRef Medline Yan L, Zhuo Y, Wang B, Wang DJ (2011) Loss of coherence of low frequency
fluctuations of BOLD fMRI in visual cortex of healthy aged subjects. Open
Neuroimag J 5:105–111. CrossRef Medline Wang D, Qin W, Liu Y, Zhang Y, Jiang T, Yu C (2014) Altered resting-state
network connectivity in congenital blind. Hum Brain Mapp 35:2573–
2581. CrossRef Medline Zuo XN, Kelly C, Di Martino A, Mennes M, Margulies DS, Bangaru S,
Grzadzinski R, Evans AC, Zang YF, Castellanos FX, Milham MP (2010)
Growing together and growing apart: regional and sex differences in the
lifespan developmental trajectories of functional homotopy. J Neurosci
30:15034–15043. CrossRef Medline Wang Z, Yan C, Zhao C, Qi Z, Zhou W, Lu J, He Y, Li K (2011) Spatial
patterns of intrinsic brain activity in mild cognitive impairment and Alz-
heimer’s disease: a resting-state functional MRI study. Hum Brain Mapp
32:1720–1740. CrossRef Medline
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Perancangan Aplikasi Berbasis Android untuk Pemeriksaan Pengecatan Kapal Bangunan Baru
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Perancangan Aplikasi Berbasis Android untuk
Pemeriksaan Pengecatan Kapal Bangunan Baru
Dandy Adrianto dan Triwilaswandio Wuruk Pribadi
Departemen Teknik Perkapalan, Fakultas Teknologi Kelautan, Institut Teknologi Sepuluh Nopember (ITS)
Jl. Arief Rahman Hakim, Surabaya 60111 Indonesia
e-mail: triwilas.its@gmail.com Dandy Adrianto dan Triwilaswandio Wuruk Pribadi
Perkapalan, Fakultas Teknologi Kelautan, Institut Teknologi Sepuluh Nopember (ITS)
Jl. Arief Rahman Hakim, Surabaya 60111 Indonesia
e-mail: triwilas.its@gmail.com pengetahuan literatur mengenai standart-standart yang harus
dilakukan. Aspek pengalaman juga berperan penting dalam
hal ini, oleh karena itu seorang inspector harus memiliki
pengetahuan
literatur
yang
baik
diimbangi
dengan
pengalaman yang banyak pula. Hal tersebut yang menjadi
permasalahan junior coating inspector. Abstrak— Proses pemeriksaan pengecatan kapal yang ada
saat ini dilakukan secara manual dimana coating inspector dan
pihak terkait lainnya yang melakukan pemeriksaan mengacu
pada form pemeriksaan yang telah disetujui. Penginputan dan
pelaporan hasil pemeriksaan dilakukan dengan menggunakan
kertas yang ditulis secara manual sehingga tidak efektif dan
terdapat resiko besar jika terjadi kehilangan dokumen karena
tidak memiliki backup. Selain itu, proses pemeriksaan cat yang
dilakukan kurang efektif dikarenakan antar pihak terkait yang
melakukan pemeriksaan tidak memiliki pengetahuan dan
pengalaman yang sama. Tujuan dari pengerjaan Studi ini
adalah untuk merancang aplikasi berbasis android yang
berfungsi sebagai sarana untuk memudahkan praktisi di
lapangan
dalam
proses
pemeriksaan
dan
dokumentasi
pemeriksaan pengecatan kapal. Dalam pengerjaan Studi ini,
pertama dilakukan observasi pada kegiatan pemeriksaan
pengecatan kapal bangunan baru yang dilakukan oleh coating
inspector di lapangan. Kemudian yang kedua adalah studi
literatur tentang lingkup pekerjaan dari coating inspector,
standart pemeriksaan dari tahap perisapan hingga final, dan
standart untuk melaporkan hasil pemeriksaan cat. Setelah itu
dilakukan
perancangan
aplikasi. Perancangan
aplikasi
dilakukan dengan pembuatan kerangka dasar aplikasi, diagram
alir data dan entitas, mock up aplikasi, perancangan database,
dan pengkodingan aplikasi yang dirancang. Pada aplikasi yang
dirancang dapat dilakukan penginputan hasil pemeriksaan
pada form pemeriksaan yang didalamnya terdapat batasan
pemeriksaan yang telah ditentukan, review hasil pemeriksaan,
penyimpanan hasil pemeriksaan dalam bentuk file, dan fitur
search dokumen hasil pemeriksaan dan dokumen lain yang
terkait. Uji coba aplikasi dilakukan kepada responden yang
merupakan praktisi di lapangan yang melakukan pemeriksaan
pengecatan kapal bangunan baru. Dari hasil pengujian kuisoner
yang diperoleh dapat ditarik kesimpulan bahwa aplikasi yang
dirancang perlu diaplikasikan sebagai sarana pendukung proses
pemeriksaan pengecatan kapal bangunan baru. Tugas dari coating inspector belum selesai hingga
dokumentasi proyek dan laporan (report) dikirimkan ke pihak
owner dan direview oleh klas [1]. Dalam prosesnya,
pembuatan laporan membutuhkan waktu yang relatif lama
untuk penyelesaiannya karena berkas yang dibutuhkan tidak
sedikit selain itu proses dokumentasi dan pelaporan
dilakukan secara manual sehingga ada resiko terjadinya
kehilangan laporan yang akan menghambat produktifitas dari
proses pembangunan kapal tersebut. Perancangan Aplikasi Berbasis Android untuk
Pemeriksaan Pengecatan Kapal Bangunan Baru
Dandy Adrianto dan Triwilaswandio Wuruk Pribadi
Departemen Teknik Perkapalan, Fakultas Teknologi Kelautan, Institut Teknologi Sepuluh Nopember (ITS)
Jl. Arief Rahman Hakim, Surabaya 60111 Indonesia
e-mail: triwilas.its@gmail.com Oleh karena itu dibutuhkan aplikasi berbasis android yang
dapat digunakan untuk memberikan panduan pekerjaan
inspeksi yang harus dilakukan meliputi surface preparation,
mixing dan thinning, dan proses inspeksi lainnya sehingga
diharapkan seorang coating inspector dapat bekerja sesuai
standard dan menghindari adanya repair work akibat proses
aplikasi yang salah. Dengan aplikasi ini seorang coating
inspector dapat lebih mudah dalam melakukan penyusunan
laporan karena di dalam aplikasi ini terdapat form standard
yang dapat disisipi dengan keterangan atau gambar disertai
standardnya sesuai inspeksi yang telah dilakukan dan dapat
dikirimkan langsung melalui koneksi internet pada pihak
owner, shipyard, klas dan pihak terkait lainnya. G-15 G-15 JURNAL TEKNIK ITS Vol. 6, No. 1, (2017) ISSN: 2337-3539 (2301-9271 Print) A. Pengecatan Kapal Bangunan Baru Kata
Kunci—
Aplikasi
Android,
Pengecatan
Kapal,
Pemeriksaan Pengecatan Kapal, Coating inspector. Kata
Kunci—
Aplikasi
Android,
Pengecatan
Kapal,
Pemeriksaan Pengecatan Kapal, Coating inspector. Pengecatan kapal bangunan baru dimulai dari material
datang hingga kapal selesai dilakukan erection. Pengecatan
kapal ini berguna untuk melindungi kulit kapal dari proses
pengkaratan dan juga binatang laut, karena hampir semua
material penyusun kapal adalah logam (pelat baja) dan
daerah kerja kapal adalah di laut maka sifat logam (pelat
baja) reaktif terhadap korosi. Sebelum melakukan pengerjaan
pengecatan terlebih dahulu material yang akan dicat harus
bersih dari kotoran-kotoran minyak maupun sisa-sisa cat dan
debu. Gambar 1 menunjukkan urutan proses pengecatan
kapal bangunan baru. B. Surface Preparation Surface
preparation
ini
merupakan
proses
untuk
menghilangkan semua kotoran dari permukaan material yang
dapat mengganggu daya rekat coating atau dapat membuat
coating mudah terkelupas. Selain menghilangkan kotoran,
surface preparation juga berfungsi untuk menghilangkan
karat, mill scale, surface defect seperti sisa pengelasan dan
permukaan yang tajam yang dapat menyebabkan coating
rusak [2]. A. Studi Literature Studi literatur yang dilakukan untuk mengerjakan studi ini
terdiri dari: 1) Mempelajari item-item pekerjaan inspeksi yang dilakukan
oleh
coating
inspector
pada
pembangunan
kapal
bangunan baru. 2) Alur inspeksi coating inspector. 2) Alur inspeksi coating inspector. 3) Mempelajari standard yang mengatur kegiatan inspeksi
coating inspector. 4) Mempelajari proses dokumentasi dan report hasil inspeksi
yang sesuai standard. III. METODOLOGI PENELITIAN Tabel 2. Item pemeriksaan surface preparation
Nama Proses
Item Pemeriksaan
Surface Preparation
(Blasting dan Power
Tool)
Kondisi Lingkungan:
Cek relative humidity
Cek dew point
Cek temperatur
material
Kontaminan
Cleanliness grade
Surface Profile
Cek Dust level
Cek Soluble Salt Tabel 2. D. Coating Inspector Gambar 1. Urutan proses pengecatan kapal Gambar 1. Urutan proses pengecatan kapal Coating
Inspector
memiliki tanggung jawab yang
bervariasi dalam setiap pekerjaan. Peranan inspector adalah
sebagai quality control technician yang memiliki tanggung
jawab untuk melakukan observasi dan report tentang aspek
teknis dari proyek coating dan untuk mengecek kesesuaian
atau tidaknya project dari project specification [1]. Coating
Inspector harus dapat menjamin bahwa project specification
telah dilakukan dengan benar sesuai dengan yang dibuat. Selain itu, Coating Inspector harus mendokumentasikan hasil
pemeriksaan. JURNAL TEKNIK ITS Vol. 6, No. 1, (2017) ISSN: 2337-3539 (2301-9271 Print) JURNAL TEKNIK ITS Vol. 6, No. 1, (2017) ISSN: 2337-3539 (2301-9271 Print) G-16 Raw Material
Shop Primer
Fabrikasi dan
Assembly
Rust Preventive
Painting
Subsequent
Painting
Final Inspection
Primary Surface
Preparation
Secondary Surface
Preparation
Stripe Coat
Tabel 3. Item pemeriksaan pengecatan kapal
Nama Proses
Item Pemeriksaan
Painting
Inspeksi Visual
Dry Film thickness (DFT)
Measurement
Cleanliness dan Curing
Time Tiap Coating
Holiday detection
D. Coating Inspector Raw Material
Shop Primer
Fabrikasi dan
Assembly
Rust Preventive
Painting
Subsequent
Painting
Final Inspection
Primary Surface
Preparation
Secondary Surface
Preparation
Stripe Coat
D Raw Material
Shop Primer
Fabrikasi dan
Assembly
Rust Preventive
Painting
Subsequent
Painting
Final Inspection
Primary Surface
Preparation
Secondary Surface
Preparation
Stripe Coat
D Tabel 3. Item pemeriksaan pengecatan kapal
Nama Proses
Item Pemeriksaan
Painting
Inspeksi Visual
Dry Film thickness (DFT)
Measurement
Cleanliness dan Curing
Time Tiap Coating
Holiday detection
Coating Inspector Fabrikasi dan
Assembly E. Aplikasi Android Tabel 1. Item pemeriksaan pre-surface preparation
Nama Proses
Item Pemeriksaan
Steel Surface
Preparation (Pre-
Surface Preparation)
Inspeksi Visual:
Shrap edges
Miss weld
Weld defect
Imperfect steel
surface Tabel 1. Item pemeriksaan pre-surface preparation
Nama Proses
Item Pemeriksaan
Steel Surface
Preparation (Pre-
Surface Preparation)
Inspeksi Visual:
Shrap edges
Miss weld
Weld defect
Imperfect steel
surface Android merupakan system operasi berbasis Linux yang
bersifat terbuka (open source) dan dirancang untuk perangkat
seluler layar sentu seperti smartphone dan computer tablet
[5]. Aplikasi
Android
dikembangkan
dalam
bahasa
pemrograman Java dengan menggunakan kit pengembangan
perangkat lunak Android (SDK). SDK ini terdiri dari
seperangkat perkakas pengembangan, termasuk debugger,
perpustakaan perangkat lunak, emulator handset yang
berbasis QEMU, dokumentasi, kode sampel, dan tutorial. Didukung secara resmi oleh lingkungan pengembangan
terpadu (IDE) Eclipse, yang menggunakan plugin Android
Development Tools (ADT) Pada Tabel 1 dijelaskan item-item yang dilakukan
pemeriksaan pada tahap pre-surface preparation [3]. Metode-
metode surface preparation yang umum digunakan adalah
solvent cleaning, abrasive blasting, waterjetting, hand tool
cleaning, power tool cleaning, dan lain-lain. Pada Tabel 2
dijelaskan item-item pemeriksaan pada proses surface
preparation [3]. C. Pengecatan Kapal 5) Mempelajari pengantar sistem informasi mengenai sistem
database dan MySQL. Pengecatan kapal pada block stage umumnya dilakukan
indoor dan kondisi lingkungan yang terkontrol [4]. Metode
yang digunakan sesuai dengan spesifikasi kontrak yang
disetujui. Metode pengecatan kapal dapat dilakukan dengan
airless spray, roller, brush, dan conventional air spray. Pada
Tabel 3 dijelaskan item-item pemeriksaan pengecatan kapal 6) Mempelajari sistem aplikasi android. 6) Mempelajari sistem aplikasi android. I. PENDAHULUAN A
r
D ALAM proses pembangunan kapal baru tidak terkecuali
reparasi kapal terdapat pekerjaan coating di dalamnya. Coating merupakan tahapan yang harus dilalui pada proses
pembangunan kapal. Tahapan ini harus dilakukan dengan
benar karena penerapan coating yang salah berpengaruh pada
umur cat dan biaya operasional kapal tersebut. Pekerjaan
reparasi (repair work) sering terjadi pada setiap instalasi
coating baru. Untuk menghindari coating failure dibutuhkan
D E. Perancangan Aplikasi Android Tahap perancangan aplikasi ini antara lain: Tahap perancangan aplikasi ini antara lain: 1) Perancangan permodelan aplikasi
Pembuatan entitiy relationship diagram, data flow
diagram, dan system interface diagram. 2) Perancangan aplikasi
Berikut merupakan proses perancangan aplikasi yang
dilakukan: Tabel 4. Item pemeriksaan pengecatan kapal bangunan baru
Tahapan
Tahapan
Item Pemeriksaan Tabel 4. Item pemeriksaan pengecatan kapal bangunan baru
Tahapan
Konstruksi
Tahapan
Pengecatan
Item Pemeriksaan
Fabrikasi
(Raw
material)
Primary
Surface
Preparation
Cek relative humidity
Cek dew point
Cek temperatur permukaan material
Kontaminan
Cleanliness grade
Surface Profile (Roughness)
Cek Dust level
Cek Soluble Salt
Shop primer
Application
Cek relative humidity
Cek dew point
Cek temperatur permukaan material
Inspeksi Visual
Dry Film thickness (DFT) Measurement
Cleanliness dan Curing Time Tiap
Coating
Assembly
(Block
Stage)
Steelwork
Preparation
Inspeksi Visual:
Shrap edges
Weld defect
Imperfect steel surface
Secondary
Surface
Preparation
Cek relative humidity
Cek dew point
Cek temperatur permukaan material
Kontaminan
Cleanliness grade
Cek Dust level
Surface Profile (Roughness)
Cek Soluble Salt
Coating
Cek relative humidity a. Pembuatan mock up aplikasi. b. Perancangan interface atau tampilan antarmuka
aplikasi. c. Perancangan database pemeriksaan pengecatan kapal
bangunan baru. d. Pengcodingan aplikasi. 3) Pengujian Aplikasi a. Uji coba aplikasi pada praktisi di lapangan b. Uji kepuasan dalam penggunaan program dengan
kuisoner c. Uji perbandingan kinerja aplikasi dengan sistem
eksisting. C. Pengumpulan Data dilaksanakan. Coating Inspector
Pemilik
Kapal
Badan Klasifikasi
Kapal
QC Galangan
Owner
Representative
(Owner Surveyor)
Inspeksi
Pengecatan Kapal
Report inspeksi area IMO PSPC
Inspection Report,
Coating Technical File
Gambar 2. Alur proses pemeriksaan dan pelaporan hasil pemeriksaan Owner
Representative
(Owner Surveyor) QC Galangan Tahapan ini adalah pengumpulan data yang menunjang
dalam penulisan studi ini yang terdiri dari: Tahapan ini adalah pengumpulan data yang menunjang
dalam penulisan studi ini yang terdiri dari: 1) List pekerjaan pemeriksaan coating inspector pada
pembangunan kapal baru. Inspeksi
Pengecatan Kapa 2) Standard yang mengatur kegiatan coating inspector untuk
kapal bangunan baru. 3) Form laporan dan dokumentasi hasil inspeksi coating
inspector. bangunan baru. bangunan baru. persetujuan apa saja yang harus dilakukan inspeksi
(inspection agreement) yang terdapat pada persetujuan tiga
pihak (tripartite agreement). Setelah persetujuan dilakukan
barulah
kemudian
inspeksi
pengecatan
kapal
dapat
dilaksanakan. 2) Mengidentifikasi alur proses inspeksi pengecatan kapal
bangunan baru. 3) Mempelajari form dan dokumen laporan inspeksi. D. Pengolahan Data Gambar 2. Alur proses pemeriksaan dan pelaporan hasil pemeriksaan Berikut merupakan tahap pengolahan data yang dilakukan
: Pada Gambar 2 dijelaskan inspeksi pengecatan kapal
dilakukan oleh tiga pihak yaitu Coating inspector, Owner,
dan QC Galangan. Pekerjaan inspeksi yang dilakukan sesuai
dengan inspection agreement pada tripartie agreement. Coating inspector bertanggung jawab untuk melakukan
pelaporan hasil inspeksi pada area yang diatur IMO PSPC
kepada badan klasifikasi kapal. Sedangkan QC Galangan
memiliki tugas untuk melakukan pelaporan hasil inspeksi
harian (daily inspection report) dan pembuatan Coating
Technical File kepada pemilik kapal. Owner surveyor juga
ditugaskan untuk melakukan pemeriksaan jika diperlukan
dan merupakan salah satu pihak yang melakukan approval
atau submit laporan inspeksi. Proses pemeriksaan pengecatan
kapal bangunan baru dapat dilihat pada Tabel 4 dibawah ini. 1) Melakukan pengelompokkan data pekerjaan pemeriksaan. 2) Melakukan
pembuatan
list
pekerjaan
yang
harus
dilakukan. 3) Pembuatan list panduan untuk pemeriksaan. 4) Pembuatan struktur laporan. B. Studi Lapangan Studi lapangan dilakukan di galangan PT. Lamongan
Marine Industry. Berikut merupakan studi lapangan yang
dilakukan: 1) Mengidentifikasi item pemeriksaan pengecatan kapal 1) Mengidentifikasi item pemeriksaan pengecatan kapal JURNAL TEKNIK ITS Vol. 6, No. 1, (2017) ISSN: 2337-3539 (2301-9271 Print) G-17 A. Penjelasan Umum Aplikasi Android Aplikasi yang dirancang memiliki 2 fungsi login yaitu
administrator dan user. Fungsi login administrator adalah
melakukan input item komponen/blok/area yang hendak
dilakukan inspeksi, memberikan standard parameter inspeksi,
memberikan file panduan inspeksi dan mengakses laporan
hasil inspeksi. Sedangkan login user yang pada hal ini
dioperasikan oleh coating inspector dan pihak terkait lainnya
yang hendak melakukan pemeriksaan dan pengawasan
pengecatan kapal bangunan baru memiliki fungsi untuk
melakukan pengisian form pemeriksaan yang telah dirancang
dan sesuai dengan proses inspeksi yang telah dipilih oleh
administrator. Setelah
melakukan
pengisian
form
pemeriksaan, user dapat melakukan persetujuan form
inspeksi dan melihat hasil report yang telah jadi berdasarkan
pengisian form pemeriksaan yang telah dilakukan. Untuk
satu proyek kapal yang didaftarkan oleh administrator, dapat
memiliki maksimal 4 orang user yang dapat melakukan
pengisian form pemeriksaan. User tersebut sebelumnya
didaftarkan oleh administrator dengan menyantumkan
Nomer Induk Karyawan (NIK) sebagai verifikasinya. C. Kendala Pemeriksaan Pengecatan Kapal Bangunan Baru
Saat Ini Setelah dilakukan studi lapangan dan interview kepada
praktisi di lapangan, kendala yang sering dihadapi adalah
kurang praktisnya proses dokumentasi inspeksi dan pelaporan
hasil inspeksi. Pembuatan form inspeksi dan input data masih
dilakukan secara manual sehingga jika terjadi kehilangan
coating inspector tidak memiliki backup data inspeksi dan
harus melakukan input ulang data inspeksi. Selain itu, proses
pelaporan kepada pihak terkait seperti pemilik kapal dan klas
tidak dapat dilakukan secara langsung sehingga kurang
praktis. B. Form Pemeriksaan Form pemeriksaan merupakan form yang telah disetujui
oleh tiga pihak sebagai acuan inspektor untuk melakukan
pekerjaannya. p
j
y
Gambar 3. Contoh form pemeriksaan pada proses surface preparation A. Pemeriksaan Pengecatan Kapal Bangunan Baru Kendala Pemeriksaan Pengecatan Kapal Bangunan Baru
Saat Ini C. Kendala Pemeriksaan Pengecatan Kapal Bangunan Baru
Saat Ini A. Pemeriksaan Pengecatan Kapal Bangunan Baru A. Pemeriksaan Pengecatan Kapal Bangunan Baru Proses pengecatan kapal perlu adanya pengawasan dari
coating inspector yang bertujuan untuk menjamin proyek
kapal yang dibangun dapat sesuai dengan kualitas dan
standard yang diinginkan. Untuk pembagian aktifitas
pekerjaan pemeriksaan pengecatan, sebelumnya tiga pihak
(three parties) yang terdiri dari owner, galangan dan
manufaktur coating telah menentukan perjanjian atau JURNAL TEKNIK ITS Vol. 6, No. 1, (2017) ISSN: 2337-3539 (2301-9271 Print) G-18 Cek dew point
Cek temperatur permukaan material
Tahapan
Konstruksi
Tahapan
Pengecatan
Item Pemeriksaan
Inspeksi Visual
Dry Film thickness (DFT) Measurement
Cleanliness dan Curing Time
After
Erection
Steelwork
Preparation
(Erection Joint)
Inspeksi Visual:
Shrap edges
Weld defect
Imperfect steel surface
Secondary
Surface
Preparation
Cek relative humidity
Cek dew point
Cek temperatur permukaan material
Kontaminan
Cleanliness grade
Cek Dust level
Surface Profile (Roughness)
Cek Soluble Salt
Stripe Coat
Cek relative humidity
Cek dew point
Cek temperatur permukaan material
Inspeksi Visual
Coating
Selanjutnya
Cek relative humidity
Cek dew point
Cek temperatur permukaan material
Inspeksi Visual
Dry Film thickness (DFT) Measurement
Cleanliness dan Curing Time Tiap
Coating
Inspeksi Final
Inspeksi Visual
Dry Film thickness (DFT) Measurement
Cleanliness dan Curing Time Tiap
Coating
Holiday detection Cek dew point
Cek temperatur permukaan material
Tahapan
Konstruksi
Tahapan
Pengecatan
Item Pemeriksaan
Inspeksi Visual
Dry Film thickness (DFT) Measurement
Cleanliness dan Curing Time
After
Erection
Steelwork
Preparation
(Erection Joint)
Inspeksi Visual:
Shrap edges
Weld defect
Imperfect steel surface
Secondary
Surface
Preparation
Cek relative humidity
Cek dew point
Cek temperatur permukaan material
Kontaminan
Cleanliness grade
Cek Dust level
Surface Profile (Roughness)
Cek Soluble Salt
Stripe Coat
Cek relative humidity
Cek dew point
Cek temperatur permukaan material
Inspeksi Visual
Coating
Selanjutnya
Cek relative humidity
Cek dew point
Cek temperatur permukaan material
Inspeksi Visual
Dry Film thickness (DFT) Measurement
Cleanliness dan Curing Time Tiap
Coating
Inspeksi Final
Inspeksi Visual
Dry Film thickness (DFT) Measurement
Cleanliness dan Curing Time Tiap
Coating
Holiday detection Gambar 3 diatas merupakan contoh format form pemeriksaan
yang telah disetujui oleh owner, shipyard, dan coating
inspector. Setiap proyek memiliki form pemeriksaan yang
berbeda-beda sehingga perlu dilakukan persetujuan sebelum
proyek pengecatan kapal dimulai. Form pemeriksaan yang
telah diisi harus dilaporkan ke pihak-pihak terkait untuk
dilakukan
persetujuan/approval
dan
disimpan
untuk
keperluan Coating Technical File (CTF) kapal yang
dibangun. C. C. Simulasi Aplikasi Android C. Simulasi Aplikasi Android 1) Administrator Administrator merupakan salah satu entitas dari aplikasi
ini yang memiliki kewenangan untuk mendaftarkan proyek,
memanajemen pengguna aplikasi, memasukkan file bantuan,
menginput blok/area yang akan diperiksa, dan pemilihan
proses pengecatan disertai dengan pengisian parameter pada
setiap form pemeriksaan proses pengecatan yang dipilih, (a) (b)
Gambar 4. Menu awal aplikasi (a) dan halaman input data proyek kapal (b) (a) (b) Gambar 5. Menu input file panduan (a) dan halaman input data blok Gambar 5 (a) merupakan menu penginputan file bantuan
untuk user yang nantinya dimaksudkan untuk dapat
membantu user dalam proses pemeriksaan. Sedangkan pada
Gambar 5 (b) merupakan form pengisian data blok yang akan
dilakukan
pemeriksaan
dan
juga
pemilihan
proses
pemeriksaan yang akan dilakukan pada blok. Setelah blok
terdaftar, selanjutnya administrator memberikan batasan atau
parameter pada setiap form pemeriksaan yang telah dipilih. User pada aplikasi ini adalah coating inspector, qc
shipyard, owner surveyor, dan klas. Kegiatan yang dilakukan
oleh user adalah memiliki kapal yang akan dilakukan
pemeriksaan, mengisi form pemeriksaan pada blok /area yang
telah
diinput
sebelumnya
oleh
administrator,
dan
mendokumentasikan
proses
pemeriksaan
yang
telah
dilakukan. ( )
( )
Gambar 4. Menu awal aplikasi (a) dan halaman input data proyek kapal (b) Gambar 4 (a) merupakan tampilan dari menu awal setelah
administrator melakukan log in. Pada halaman menu ini,
administrator dapat mendaftarkan proyek kapal yang akan
dilakukan pemeriksaan cat. Setelah melakukan pemilihan
menu tambah proyek akan muncul tampilan pengisian data
kapal seperti Gambar 4 (b) diatas. Selain data kapal,
administrator juga mendaftarkan user yang memiliki dengan
cara memasukkan NIK user ke data proyek tersebut. Gambar 4 (a) merupakan tampilan dari menu awal setelah
administrator melakukan log in. Pada halaman menu ini,
administrator dapat mendaftarkan proyek kapal yang akan
dilakukan pemeriksaan cat. Setelah melakukan pemilihan
menu tambah proyek akan muncul tampilan pengisian data
kapal seperti Gambar 4 (b) diatas. Selain data kapal,
administrator juga mendaftarkan user yang memiliki dengan
cara memasukkan NIK user ke data proyek tersebut. Gambar 4 (a) merupakan tampilan dari menu awal setelah
administrator melakukan log in. Pada halaman menu ini,
administrator dapat mendaftarkan proyek kapal yang akan
dilakukan pemeriksaan cat. Setelah melakukan pemilihan
menu tambah proyek akan muncul tampilan pengisian data
kapal seperti Gambar 4 (b) diatas. Selain data kapal,
administrator juga mendaftarkan user yang memiliki dengan
cara memasukkan NIK user ke data proyek tersebut. (a) (b)
Gambar 6. Menu pilih proyek (a) dan halaman list blok (b) (a) (a) (b) Gambar 6. B. Perancangan Aplikasi Android Perancangan aplikasi dilakukan dengan tiga program
utama yaitu Android Studio, MySQL, dan phpMyAdmin. Android Studio digunakan untuk merancang aplikasi sesuai
dengan permintaan desainer. Sedangkan MySQL digunakan
untuk merancang database aplikasi yang dirancang. Sebelum
program
tersebut
digunakan,
sebelumnya
desainer
memberikan diagram alir dan mockup aplikasi. Diagram-
diagram yang dibutuhkan antara lain Entitiy Relationship
Diagram, Data flow Diagram, dan System Interface Diagram. Gambar 3. Contoh form pemeriksaan pada proses surface preparation JURNAL TEKNIK ITS Vol. 6, No. 1, (2017) ISSN: 2337-3539 (2301-9271 Print) G-19 (a) (b)
Gambar 5. Menu input file panduan (a) dan halaman input data blok Setelah diagram selesai dibuat, implementasikan DFD dan
SID
pada
program
Android
Studio. Kemudian
implementasikan ERD pada database MySQL dengan tools
phpMyAdmin. Setelah itu, aplikasi android dan database
dihubungkan secara online dengan file php. VII. KESIMPULAN/RINGKASAN Kesimpulan yang didapatkan dari pengerjaan studi ini
antara lain: 1) Pemeriksaan pengecatan kapal bangunan baru yang ada
saat ini memiliki beberapa kelemahan diantaranya
memerlukan coating inspector yang memiliki pengalaman
dan pengetahuan yang memadai untuk melakukan
pemeriksaan dengan benar, form pemeriksaan dibuat
secara manual sehingga setiap proyek memiliki form yang
berbeda-beda, proses penyusunan laporan dan pelaporan
hasil pemeriksaan dilakukan secara manual sehingga
kurang efektif. Gambar 7. Halaman pengisian form pemeriksaan p
g
p
Gambar 7 merupakan contoh tampilan form pemeriksaan
yang telah dipilih. Pada form ini terdapat parameter
pemeriksaan yang sebelumnya diinput oleh administrator
sehingga
dapat
menjadi
panduan
inspektor
dalam
pengambilan keputusan. 1) Administrator Menu pilih proyek (a) dan halaman list blok (b) Gambar 6 (a) merupakan menu awal aplikasi yang pada
menu ini user dapat melakukan pemilihan proyek kapal yang
akan dilakukan pemeriksaan. Setelah dilakukan pemilihan Gambar 6 (a) merupakan menu awal aplikasi yang pada
menu ini user dapat melakukan pemilihan proyek kapal yang
akan dilakukan pemeriksaan. Setelah dilakukan pemilihan G-20 JURNAL TEKNIK ITS Vol. 6, No. 1, (2017) ISSN: 2337-3539 (2301-9271 Print) proyek kapal, selanjutnya dipilih komponen yang akan di
inspeksi dan akan muncul halaman seperti pada Gambar 6
(b). Kemudian user memilih proses pemeriksaan yang akan
dilakukan. Dari Tabel 5 diatas dapat dilihat perbandingan antara
sistem eksisting dengan sistem aplikasi yang dirancang. Pada
tabel tersebut terdapat kelebihan maupun kekurangan dari
sistem eksisting dan sistem aplikasi. Gambar 7. Halaman pengisian form pemeriksaan B. Uji Coba Aplikasi Untuk mengetahui kelayakan aplikasi, dilakukan uji coba
aplikasi terlebih dahulu kepada praktisi di lapangan yang
masih memiliki keterkaitan dalam pemeriksaan pengecatan
kapal bangunan baru. Setelah dilakukan uji coba, selanjutnya
pengujian dilakukan dengan memberikan kuisoner untuk
mengetahui
respon
praktisi
mengenai
aplikasi
yang
dirancang dan penilaian dari kuisoner ini akan digunakan
sebagai acuan kelayakan aplikasi. A. Analisis Sistem Analisis perbandingan kelebihan dan kekurangan sistem
Aspek
Sistem Eksisting
Aplikasi
Koneksi
Tanpa Koneksi
Menggunakan koneksi
internet (selalu online)
Penulisan
form
inspeksi
Penulisan form inspeksi
dilakukan secara manual dan
format form pemeriksaan
setiap proyek berbeda-beda
Melakukan checklist dan
penulisan secara cepat karena
form pemeriksaan telah
didesain sesuai standard
Penyusunan
laporan dan
dokumentasi
hasil
inspeksi
Jika ditemukan
ketidaksesuaian harus di foto
terlebih dahulu
mengirimkannya ke laptop
untuk diinput pada laporan
Pada aplikasi terdapat fitur
upload file gambar yang
dapat dimasukkan secara
langsung ke dalam laporan
sehingga lebih efektif
Proses
pelaporan
Proses pelaporan lama
(memindahkan data tertulis ke
komputer terlebih dahulu baru
dilaporkan)
Proses pelaporan lebih
ringkas dan cepat (setelah
laporan inspeksi di submit,
dapat dibuka oleh user lain
yang terintegrasi)
SDM
Diperlukan seseorang yang
memiliki pengetahuan dan
pengalaman yang memadai
seperti senior coating inspector
Terdapat fitur bantuan yang
berisikan panduan dan
standard pemeriksaan yang
dapat membantu proses
pengawasan
Keamanan
Penyimpanan laporan terdapat
pada lemari penyimpanan dan
laporan pengawasan ada
kemungkinan hilang/rusak
Penyimpanan laporan
terdapat pada database server
dan dapat dibackup di HP
dengan fitur save report pada 3) Uji coba aplikasi ini dilakukan kepada praktisi di
lapangan seperti coating inspector, quality control
painting galangan, dan owner surveyor. Dalam pengujian
kelayakan aplikasi ini digunakan data kuisoner. Dari hasil
kuisoner yang telah dilakukan pengolahan data, didapati
nilai kelayakan sebesar 29,4 dari nilai maksimum 35 yang
mengartikan bahwa aplikasi yang dirancang layak untuk
diaplikasikan di lapangan sebagai sarana pendukung
proses pemeriksaan pengecatan kapal bangunan baru. 3) Uji coba aplikasi ini dilakukan kepada praktisi di
lapangan seperti coating inspector, quality control
painting galangan, dan owner surveyor. Dalam pengujian
kelayakan aplikasi ini digunakan data kuisoner. Dari hasil
kuisoner yang telah dilakukan pengolahan data, didapati
nilai kelayakan sebesar 29,4 dari nilai maksimum 35 yang
mengartikan bahwa aplikasi yang dirancang layak untuk
diaplikasikan di lapangan sebagai sarana pendukung
proses pemeriksaan pengecatan kapal bangunan baru. 3) Uji coba aplikasi ini dilakukan kepada praktisi di
lapangan seperti coating inspector, quality control
painting galangan, dan owner surveyor. Dalam pengujian
kelayakan aplikasi ini digunakan data kuisoner. Dari hasil
kuisoner yang telah dilakukan pengolahan data, didapati
nilai kelayakan sebesar 29,4 dari nilai maksimum 35 yang
mengartikan bahwa aplikasi yang dirancang layak untuk
diaplikasikan di lapangan sebagai sarana pendukung
proses pemeriksaan pengecatan kapal bangunan baru. [1]
NACE. (2011). Coating inspector Program Level 1. Houston: NACE
International. [2]
Berendsen, A. M. (1989). Marine Painting Manual. Netherlands: Kluwer
Academic Publisher. [3]
ASTM D3276. (2000). A. Analisis Sistem 2) Aplikasi android yang dirancang memiliki kelebihan yang
diantaranya terdapat file panduan pemeriksaan yang
berisikan prosedur pemeriksaan sesuai standard ISO,
ASTM, dan IMO PSPC, form pemeriksaan yang disusun
sesuai IMO PSPC dan observasi di PT. Lamongan Marine
Industry, fitur penyampaian laporan yang terintegrasi
antara pihak-pihak terkait, dan data history pemeriksaan
sebelumnya yang telah dilakukan yang dapat digunakan
sebagai acuan pemeriksaan selanjutnya. Analisis sistem dilakukan dari hasil interview dan
komentar praktisi di lapangan setelah dilakukan pengujian
aplikasi. Berikut hasil perbandingan sistem ditunjukkan pada
Tabel 5 di bawah ini. Tabel 5. Analisis perbandingan kelebihan dan kekurangan sistem
Aspek
Sistem Eksisting
Aplikasi
Koneksi
Tanpa Koneksi
Menggunakan koneksi
internet (selalu online)
Penulisan
form
inspeksi
Penulisan form inspeksi
dilakukan secara manual dan
format form pemeriksaan
setiap proyek berbeda-beda
Melakukan checklist dan
penulisan secara cepat karena
form pemeriksaan telah
didesain sesuai standard
Penyusunan
laporan dan
dokumentasi
hasil
inspeksi
Jika ditemukan
ketidaksesuaian harus di foto
terlebih dahulu
mengirimkannya ke laptop
untuk diinput pada laporan
Pada aplikasi terdapat fitur
upload file gambar yang
dapat dimasukkan secara
langsung ke dalam laporan
sehingga lebih efektif
Proses
pelaporan
Proses pelaporan lama
(memindahkan data tertulis ke
komputer terlebih dahulu baru
dilaporkan)
Proses pelaporan lebih
ringkas dan cepat (setelah
laporan inspeksi di submit,
dapat dibuka oleh user lain
yang terintegrasi)
SDM
Diperlukan seseorang yang
memiliki pengetahuan dan
pengalaman yang memadai
seperti senior coating inspector
Terdapat fitur bantuan yang
berisikan panduan dan
standard pemeriksaan yang
dapat membantu proses
pengawasan
Keamanan
Penyimpanan laporan terdapat
pada lemari penyimpanan dan
laporan pengawasan ada
kemungkinan hilang/rusak
Penyimpanan laporan
terdapat pada database server
dan dapat dibackup di HP
dengan fitur save report pada Tabel 5. [4]
American Bureau of Shipping (ABS). (2007). Guidance Notes on The
Inspection, Maintenance and Application of Marine Coating Systems,
Third Edition. United States: ABS. [5]
Salbino, S. (2013). Buku Pintar Gadget Android untuk Pemula. Lembar
Langit Indonesia. JURNAL TEKNIK ITS Vol. 6, No. 1, (2017) ISSN: 2337-3539 (2301-9271 Print) A. Analisis Sistem Standard Guide for Painting Inspectors (Metal
Substrates). New York: American Society for Testing and Materials. G-21 JURNAL TEKNIK ITS Vol. 6, No. 1, (2017) ISSN: 2337-3539 (2301-9271 Print)
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An academic value-added mathematical model for higher education in Colombia
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1 José Daniel Bogoya. Ingeniero Químico and Magister en Ingeniería de Sistemas,
Universidad Nacional de Colombia, Colombia. Affiliation: Universidad Jorge Tadeo
Lozano, Colombia. E-mail: daniel.bogoya@utadeo.edu.co
2 Johan Manuel Bogoya Ramírez. Ingeniería Mecánica and Matemáticas Puras,
Universidad de los Andes, Colombia. M.Sc. y Ph.D. en Matemáticas puras, CINVES-
TAV, México. Affiliation: Pontificia Universidad Javeriana, Colombia.
E-mail: jbogoya@javeriana.edu.co
How to cite: Bogoya, J. D., Bogoya, J. M., An academic value-added mathematical
model for higher education in Colombia., Ingeniería e Investigación. Vol. 33, No. 2.
August 2013, pp. 76 – 81. RESUMEN El concepto de valor académico agregado puede ser asociado con la variación en el desarrollo cognitivo de estudiantes que
completaron un ciclo educativo en una institución perteneciente a un universo de referencia, con relación a la te ndencia mostra-
da por todos los individuos del mencionado universo. Para estimar tal variación es necesario evaluar cierto conocimiento al co-
mienzo y final del ciclo. La literatura existente dice que el conocimiento es el resultado de las capacidades intele ctuales del estu-
diante, profesores y compañeros de clase, principalmente en el contexto familiar e institucional. Este trabajo propone un mod elo
matemático lineal que representa el valor académico agregado en Colombia para el nivel de un estudiante o de un grupo de
estudiantes en una institución, en términos de dos vectores: los resultados de exámenes estandarizados a nivel nacional aplicados
al comienzo y final de un programa de educación superior, y el contexto estimado como el estrato socioeconómico. Palabras clave: M odelo M atemático, Valor académico agregado, educación superior, evaluación. Received: October 22th 2012
Accepted: July 16th 2013 the Colombian standardised exam for senior high school stu-
dents. The methods and types of classroom practice based on a
variety of pedagogical models whose objective is an academic
exercise going beyond the classroom. Higher education timeta-
bles seek to reduce face-to-face classes and increase autono-
mous work supported by tutors or academic advisors. Curricu-
lum plans tend to optimise the scope of conceptual and cognitive
domain development, including content enabling the foundations
of higher education programmes. Evaluation systems enable
students’ level of learning to be determined at different times
regarding educational effectiveness, make necessary adjustments,
verify the degree of accomplishment regarding established stand-
ards and map students’ achievements. ABSTRACT The concept of academic added-value can be associated with a variation in the cognitive development of students w ho com-
plete an educational cycle at a given institution belonging to a reference universe, related to the tendency shown by all students in
the aforementioned universe. Certain knowledge at the beginning and end of the cycle must be evaluated to estimate such varia-
tion. The pertinent literature states that learning is the result of students, teachers, and classmates’ intellectual capacity, mainly within
the family and an institution. This article proposes an academic value-added linear mathematical model representing a single stu-
dent and sets of students in Colombia, grouped by institution, in terms of tw o vectors: learning outcome, regarding standardised
national exams at the beginning and end of higher education programmes, and context, estimated as socioeconomic strata. Keywords: M athematical model, academic value added effectiveness, higher education, evaluat Un modelo matemático para el valor académico agregado:
Caso de la educación superior en Colombia J. D. Bogoya1 and J. M. Bogoya2 INGENIERÍA E INVESTIGACIÓN VOL. 33 No. 2, AUGUST - 2013 (76-81) INGENIERÍA E INVESTIGACIÓN VOL. 33 No. 2, AUGUST - 2013 (76-81) Towards a conceptual model Evaluation entails structuring arguments for maintaining the
initial design or preparing guidelines for making adjustments
during such development, whenever corrections of unexpected
aspects are necessary, to guarantee that proposed goals are
achieved (Stufflebeam & Shinkfield, 1995, p. 199). The specified relationship (statistical formulation) allowed esti-
mating explained variance for a response by means of the coeffi-
cient value in equation (2), which was found by mathematical
regression: Product evaluation consists of interpreting results achieved
throughout a project, during different stages of development and
the final stage, showing the degree of proposed goal fulfilment
and the quality of obtained results. Such evaluation entails com-
parison with other projects’ products in similar contexts and
observing project significance. Activity effectiveness can be seen
in changes in initial conditions regarding context (Stufflebeam &
Shinkfield, 1995, pp. 201-202). (2) (2) where was output showing the performance of student I,
variables estimations of arguments in equation
(1) for student I, parameters of educational process,
and the portion of variance for performance which could
not be explained by (Hanushek & Kain, 1972, p. 124). Figure 1 shows the meaning of academic added-value for univer-
sities A and B within a set of 116 institutions. It presents the
relationship between the students’ average scores, grouped by
university, on assessment on two different occasions, i.e. at the
beginning and end of a higher education programme. The average
result of the first assessment is represented on the horizontal
axis and that of the second assessment on the vertical axis. With minor nomenclature modifications, equation (1) was pro-
posed for estimating variation in student performance during a
given time, starting at moment t* and ending at t: (
( )
( )
( ) )
(3)
(
) (3) ) represented change in family influence for student
(
) where
( ) represented change in family influence for student
i during period ( ),
( ) reflected the change in classmate
influence for student i during period ( ),
( ) indicated
the change in school input relevant for student i during period
( ) and showed natural skills for student i (Hanushek,
1979, pp. 363-364). Towards a conceptual model Figure 1. The academic value added effectiveness for university A and B,
denoted by VA and VB, respectively, within a set of results for 116 institu-
tions regarding assessment on two different occasions
Assessment 1
Assessment 2 Assessment 1
Assessment 2 A model regarding the study and evaluation of educational effec-
tiveness considers information from four entities: context, input,
process and product. Evaluating context implies identifying and
assessing project framework characteristics regarding either an
individual or a group concerning a particular programme or
institution, anticipating observed strengths and aiming to rectify
any detected difficulties. It must be ascertained whether the
foreseen goals and priorities are relevant when evaluating con-
text and that they are in accordance with specified needs which
must be satisfied. Such evaluation should provide reliable and
sufficient information for designing the required adjustments and
guaranteeing improvement (Stufflebeam & Shinkfield, 1995, p. 196). Figure 1. The academic value added effectiveness for university A and B,
denoted by VA and VB, respectively, within a set of results for 116 institu-
tions regarding assessment on two different occasions Evaluating input aims at recognising initial conditions, the proce-
dures being used and those which could be used. When evaluat-
ing input, every fresh possibility is checked so that it meets es-
tablished requirements and the most likely paths which would be
taken according to a hypothetical benchmarking exercise are
defined. The most sensitive differences between the current
state of each path and that of a typical one are also outlined
(Stufflebeam & Shinkfield, 1995, p. 197). The following relationship for possible aspects intervening in an
educational project was proposed for analysing primary schools
subsequent to a critical study of the Coleman report (1996): (
)
(1) (1) where was output, i.e. educational performance of student i
during time t,
individual and family characteristics for student i
accumulated during time t,
characteristics for the student
population (classmate effects) of the institution to which student
i belonged, accumulated during time t, initial endowments for
student i and
school input relevant to student i, accumulated
during time t (Hanushek & Kain, 1972, p. 123). Verifying the degree of a given plan’s fulfilment represents evalua-
tion aimed at providing the main actors and decision-makers with
ongoing information in terms of required time, execution oppor-
tunities, displayed method quality, the suitability of the people
responsible for executing planned activities and the resources
used. Introduction1 The learning outcome of higher education programmes being
offered by Colombian universities, involving varied starting condi-
tions and different processes taking place, raises the need for
proposing and exploring relationships amongst some variables
enabling educational project effectiveness and significance to be
identified. These variables represent the influence of the socio-
economic and cultural environment, the students’ level of learn-
ing at the beginning of their studies and a wide variety of such
projects’ academic value added elements (Bogoya, 2006, p. N18). Some such conditions are worth highlighting. The performance
of students entering universities is observable in their results in This article proposes a mathematical model representing higher
education overall effectiveness in Colombia, viewed as academic
added-value. Variables such as input, context, academic added-
value and output are defined. Input variable has been estimated
using the score obtained by students on the Colombian Higher
Education Admission Exam (Saber 11). Students’ socioeconomic
strata at the end of their university studies was assigned to con-
text, their scores on the Colombian Higher Education Exit Exam
(Saber Pro) was assigned to output and the difference between 76 BOGOYA AND BOGOYA scores on the Saber Pro exam and the value of the national
tendency function defined as academic value added effectivess
(Bogoya, 2011, p. 32). value VA. University B was below the line of tendency because its
average result on the second assessment was lower than the
value indicated by the reference line, indicating negative academic
added-value -VB (Goldstein, 2001, p. 4). AN ACADEMIC VALUE-ADDED MATHEMATICAL MODEL FOR HIGHER EDUCATION IN COLOMBIA Vectors and were defined as follows: ( ) ( ( ) ( ) ( )) and ( ). The model in equation (10) was thus redefined as: The model in equation (10) was thus redefined as: (6) (11) ( ) ( ) ̂( )
(11) (6) In an ideal situation ( ̂ ), the objective would be to calculate
vector , solving equations in (11). In geometric terms, the
problem consisted of calculating the normal for a plane in ,
containing points ( ( ) ( )), where was output, representing the performance of student i
in school j, school characteristics for the school to which
student i belonged, family background for student i and
stochastic error (Krueger, 1997, p. 12). The real situation would be different: points ( ( ) ( )),
were not coplanar. Thus, the objective would be
written as an optimisation problem: Another example using initial condition, contributing to discus-
sion of academic added-value models in England aimed at stu-
dents aged 4 to 16, involved a two-level model (see equation 7): would be the Euclidean norm for , defined as: (7) (7) ( )
| ( ) ( )|
(12) (12) where was as described in equation (6), average score at
the beginning of a period as an explanatory variable, the
component of unexplained variance corresponding to the school,
and the component of unexplained variance attributed to
the student (Ray, 2006, p. 73). In this case, academic value added
effectiveness could be estimated by subtraction( ). where was as described in equation (6), average score at
the beginning of a period as an explanatory variable, the
component of unexplained variance corresponding to the school,
and the component of unexplained variance attributed to
the student (Ray, 2006, p. 73). In this case, academic value added
effectiveness could be estimated by subtraction( ). It should be noted that ( ) was the distance from point
( ( ) ( )) to the plane passing through the origin determined
by normal vector ( ). The function was minimised by following the base of the least
square method: Mathematical model ( ) ∑
( )
∑( ( )
( ))
(13) Colombia has two mandatory national state examinations; one,
called Saber 11, is used on students finishing the high school
cycle as a university admission requirement, whereas the second,
known as Saber Pro, is used for students finishing the higher
education cycle. The results obtained by a student on these two
exams enables verifying the validity of an academic value added
model. (13) The four partial derivatives of were cancelled to find vector . The previous approach involved an algorithm known as multi-
lineal regression which can be found as a standard function in
most software (Wolfram Mathematica was used here). Students taking a given Saber Pro exam in Colombia were num-
bered from 1 to n, and the programmes or universities attended
by these individuals were numbered from 1 to m; ( ), ( ) and
( ) were the results for student i on Saber Pro and Saber 11
exams and his/her socioeconomic stratum, respectively. 1 The public database at ftp://ftp.icfes.gov.co was used. Towards a conceptual model i during period ( ),
( ) reflected the change
( Taking the line of tendency describing average scores for Co-
lombian universities on exams taking place at the beginning and
end of a higher education programme as reference, it can be
observed that institutions having a low average on the first as-
sessment (Figure 1, left) tended to also have a low average on
the second assessment. By contrast, institutions shown on the
right maintained high averages on both assessments. Figure 1 also
shows that university A was located above the line of tendency,
having a higher average score on the second assessment than
that traced by the line of tendency and positive academic added- Modelling equation (1) by level, academic added-value could be
estimated as an indication of teaching quality: (4) (4) INGENIERÍA E INVESTIGACIÓN VOL. 33 No. 2, AUGUST - 2013 (76-81) 77 INGENIERÍA E INVESTIGACIÓN VOL. 33 No. 2, AUGUST - 2013 (76-81) 77 INGENIERÍA E INVESTIGACIÓN VOL. 33 No. 2, AUGUST - 2013 (76-81) 77 AN ACADEMIC VALUE-ADDED MATHEMATICAL MODEL FOR HIGHER EDUCATION IN COLOMBIA AN ACADEMIC VALUE-ADDED MATHEMATICAL MODEL FOR HIGHER EDUCATION IN COLOMBIA ( ) ( ( )) ( ( )) ( )
( )
(8) where output value indicated educational performance for
student i in grade level u, school factors, family and con-
text input, , and unknown parameters, a stochastic term
expressing unconsidered influences and value added for teach-
er j (Hanushek & Rivkin, 2010, p. 267). (8) l where real constants, ( ) academic value
added effectiveness for programme s, continuous functions
determining the model’s complexity and ( ) estimated error for
student i. For example, the linear model was obtained when
( ) i.e.: After incorporating fixed and stochastic effects, a general linear
mixed model with one association level was proposed, (5) (5) ( ) ( ) ( )
(9) (9) where output variable was observation, a known matrix ×
in size, an unknown fixed-effect vector, a known fixed-
effect matrix and and unobservable random variable vectors
(Henderson, 1973, p. 16; Sanders & Horn, 1994, p. 305; Pinheiro
& Bates, 2000, p. 58). where output variable was observation, a known matrix ×
in size, an unknown fixed-effect vector, a known fixed-
effect matrix and and unobservable random variable vectors
(Henderson, 1973, p. 16; Sanders & Horn, 1994, p. 305; Pinheiro
& Bates, 2000, p. 58). Equation (9) was proposed in three steps. The following equation
determined the values of : ( ) ( ) ( ) ̂( )
(10) (10) The second step involved defining ( ) as the average of ̂ for
the students in each program , . In the third step,
( ) was defined as ̂( ) ( ): The second step involved defining ( ) as the average of ̂ for
the students in each program , . In the third step,
( ) was defined as ̂( ) ( ): An example regarding fixed and stochastic effects on two associ-
ation levels can be found in an analysis of results in the STAR
project (Tennessee Student/Teacher Achievement Ratio experi-
ment) by means of a model summarising kindergarten students’
learning in terms of school and family characteristics (see equa-
tion 6). If the model were used on two consecutive occasions
and a subtraction made, change in output can be found and asso-
ciated with academic value added effectiveness: ( ) . Vectors and were defined as follows: ( ) . Case study Students’ performance on the 2009 Business Administration
Saber Pro exam in Colombia was used for evaluating a set of
corresponding programmes. Only institutions having 20 or more
students were taken into account because of reliability issues. The database used3 reported 120 programmes having these The academic value added for a programme was defined as the
positive or negative influence of the programme on students’
learning when results at two different moments were compared,
represented by variables and , assumed to be related as
follows: INGENIERÍA E INVESTIGACIÓN VOL. 33 No. 2, AUGUST - 2013 (76 - 81) 78 BOGOYA AND BOGOYA characteristics for a universe of 10,782 students. Equation (9)
was used for estimating . characteristics for a universe of 10,782 students. Equation (9)
was used for estimating . Figure 4. Error [see equation (9)] after omitting 2% of the outliers
Figure 5. The distribution of the number of students per decile on the
error scale
Students
ε
Number of
students
Decile Figure 4. Error [see equation (9)] after omitting 2% of the outliers
Students
ε ( ) was a sample having mean and standard
deviation . ( ) was a sample having mean and standard
deviation . ̂( )
(14)
( ) (14) Sample ̂( ) was thus located on a scale having
mean 0 and standard deviation 1; transformation ̂ is
known as normalisation. Figure 4. Error [see equation (9)] after omitting 2% of the outliers Figure 2. Error [see equation (9)] for each of the 10,782 Business Ad-
ministration students whose results were analysed
Students
ε Figure 5. The distribution of the number of students per decile on the
error scale
Number of
students
Decile Figure 2. Error [see equation (9)] for each of the 10,782 Business Ad-
ministration students whose results were analysed Figure 5. The distribution of the number of students per decile on the
error scale Variables , and were normalised to compare the values of
constants . Absolute error value (see Figure 2)
had a maximum of 4.95 and a mean of 0.55 points on a normal-
ised scale. Based on the information in Figure 3, 2% of the data
farthest from the line of tendency (equivalent to 216 records)
were removed (i.e. the outliers). After data depuration, the
absolute error value had a maximum of 1.67 and a mean of 0.52
points (see Figures 4 and 5). Results Equation ( ) ( ) ( ) was defined [see
equation (10)], where represented the estimated value for
variable (Saber Pro score) according to the model in equation
(9). Figure 6 shows the depurated score for the 10,566 students
who took the 2009 Business Administration Saber Pro exam
(vertical axis) and estimated value (horizontal axis). The data
line of tendency divided the universe of students considered into
two sets: individuals whose results were located above the line
(having positive academic value added effectiveness because their
scores on the Saber Pro were higher than the value estimated by
means ) and individuals whose results were below the line
(having negative academic value added effectiveness because
estimated a result higher than their actual score). According to
the normalised approach, the results for each student were
relative to the universe they belonged to. Quadratic, cubic and exponential models were studied during the
course of the investigation, but it was found that these models
did not substantially reduce (about a hundredth) lineal model
error. Other variables were also included, such as the number of
semesters studied, the type of high-school education and the
students’ gender; however, the results showed these variables to
be irrelevant. Figure 6. 2009 Business Administration Saber Pro results compared to
estimated value per student, after omitting 2% of the outliers
Table 1 shows position and dispersion calculated for , and . Pearson’s correlation coefficient between the values for Saber
Pro ( ) and the corresponding estimated values ( ) was 0.71;
the line of tendency had a 1.00 slope and 0.00 intercept. Estimated value w
Saber Pro y Figure 6. 2009 Business Administration Saber Pro results compared to
estimated value per student, after omitting 2% of the outliers
Estimated value w
Saber Pro y Figure 3. Maximum absolute value pattern for ( ), [see equation (9)] for
every set taken into account, compared to the percentage of omitted
outliers
% outliers omitted
max {|ɛ(i)|} % outliers omitted
max {|ɛ(i)|} Figure 6. 2009 Business Administration Saber Pro results compared to
estimated value per student, after omitting 2% of the outliers % outliers omitted Table 1 shows position and dispersion calculated for , and . Pearson’s correlation coefficient between the values for Saber
Pro ( ) and the corresponding estimated values ( ) was 0.71;
the line of tendency had a 1.00 slope and 0.00 intercept. Figure 3. Case study The normalised score for 10,566
students on the Saber Pro exam had a minimum of -4.24 and a
maximum of 3.68 points; the model in equation (9) predicted the
score on this exam having 0.52 mean error, equal to 6.57% of
range y. The solution found the following values for the con-
stants: Results 2009 Business Administration Saber Pro results compared to
estimated value per programme or university Figure 8 shows the distribution of academic value added effec-
tiveness for the 120 programmes considered in the analysis,
arranged in ascending order from left to right, whereas Tables 2,
3 and 4 show the set of values for and for three
groups of five programmes, respectively. The first group had the
highest observed value, the second a value close to zero and the
third the lowest academic value added effectiveness. Figure 9. The distribution of the number of programmes per decile on the
academic value added scale. Results 2009 Business Administration Saber Pro results compared to
estimated value per programme or university
Figure 8 shows the distribution of academic value added effec-
tiveness for the 120 programmes considered in the analysis,
arranged in ascending order from left to right, whereas Tables 2,
3 and 4 show the set of values for and for three
groups of five programmes, respectively. The first group had the
highest observed value, the second a value close to zero and the
third the lowest academic value added effectiveness. Estimated
av erage value
Saber Pro
av erage effectiveness ranged from 0.66 to 0.82 and that having the lowest
ranged from -0.83 to -0.66 points. Table 1. Mean and standard deviation for and after omitting 2% of
the outliers
Parameter
y
w
V
Mean
1.80x10-3
1.80x10-3
-2.25x10-2
Standard deviation
9.80x10-1
6.94x10-1
2.84x10-1 Table 1. Mean and standard deviation for and after omitting 2% of
the outliers Table 1. Mean and standard deviation for and after omitting 2% of
the outliers
Parameter
y
w
V
Mean
1.80x10-3
1.80x10-3
-2.25x10-2
Standard deviation
9.80x10-1
6.94x10-1
2.84x10-1 Table 2. and for five programmes having the highest
academic value added effectiveness Figure 7 presents the relationship between the average score
obtained on the 2009 Business Administration Saber Pro exam
by students grouped in each of the 120 considered programmes
(vertical axis) and the corresponding average of the values esti-
mated by means of function w (horizontal axis). The line of ten-
dency again divided the universe of programmes into two sets:
those above the line were individuals having positive academic
value added effectiveness because their actual average was higher
than the estimated value and those below the line having negative
academic value added effectiveness because their estimated
average foresaw a higher value than the average which they
actually achieved. Table 3. and for five programmes having academic value
added effectiveness close to zero Pearson’s correlation coefficient between the average values on
the Saber Pro ( ) and the corresponding average for the esti-
mated value ( ) was 0.90; the line of tendency had a 1.35 slope
and 3.24 × 10-3 intercept. Table 4. and for five programmes having the lowest aca-
demic value added effectiveness Figure 7. 2009 Business Administration Saber Pro results compared to
estimated value per programme or university
Estimated
av erage value
Saber Pro
av erage Figure 7. Results Maximum absolute value pattern for ( ), [see equation (9)] for
every set taken into account, compared to the percentage of omitted
outliers INGENIERÍA E INVESTIGACIÓN VOL. 33 No. 2, AUGUST - 2013 (76-81) 79 AN ACADEMIC VALUE-ADDED MATHEMATICAL MODEL FOR HIGHER EDUCATION IN COLOMBIA effectiveness ranged from 0.66 to 0.82 and that having the lowest
ranged from -0.83 to -0.66 points. Table 2. and for five programmes having the highest
academic value added effectiveness
University
1
1.20
0.54
-0.08
0.37
0.83
2
1.21
0.70
-0.12
0.48
0.73
3
1.46
1.09
-0.05
0.75
0.72
4
0.84
0.40
0.24
0.29
0.55
5
1.34
1.20
0.32
0.84
0.50
Table 3. and for five programmes having academic value
added effectiveness close to zero
University
53
1.51
2.05
1.60
1.49
0.02
54
-0.10
-0.20
0.20
-0.12
0.01
55
-0.37
-0.48
-1.09
-0.38
0.01
56
-0.37
-0.54
-0.30
-0.38
0.01
57
-0.16
-0.25
0.25
-0.15
-0.01
Table 4. and for five programmes having the lowest aca-
demic value added effectiveness
University
116
-0.54
-0.16
-0.09
-0.11
-0.43
117
-0.81
-0.49
0.58
-0.30
-0.51
118
-0.02
0.86
0.26
0.61
-0.63
119
-1.23
-0.51
-0.80
-0.39
-0.85
120
-1.39
-0.72
-0.84
0.53
-0.86
Figure 9. The distribution of the number of programmes per decile on the
academic value added scale. C
l
i
Decile
Number of
programmes Table 1. Mean and standard deviation for and after omitting 2% of
the outliers
Parameter
y
w
V
Mean
1.80x10-3
1.80x10-3
-2.25x10-2
Standard deviation
9.80x10-1
6.94x10-1
2.84x10-1
Figure 7 presents the relationship between the average score
obtained on the 2009 Business Administration Saber Pro exam
by students grouped in each of the 120 considered programmes
(vertical axis) and the corresponding average of the values esti-
mated by means of function w (horizontal axis). The line of ten-
dency again divided the universe of programmes into two sets:
those above the line were individuals having positive academic
value added effectiveness because their actual average was higher
than the estimated value and those below the line having negative
academic value added effectiveness because their estimated
average foresaw a higher value than the average which they
actually achieved. Pearson’s correlation coefficient between the average values on
the Saber Pro ( ) and the corresponding average for the esti-
mated value ( ) was 0.90; the line of tendency had a 1.35 slope
and 3.24 × 10-3 intercept. Figure 7. Conclusions Academic value added effectiveness represents a valuable tool
for recognising an educational institution’s effectiveness as the
students achieve higher average learning results on external
standardised exams in relation to the value estimated by the line
of tendency describing the universe of institutions considered as
reference. Figure 8. Academic value added effectiveness for the 120 programmes
analysed
Programme
Academic
v alue added Programme
Academic
v alue added A linear mathematical model involving four variables was devel-
oped in the current research for estimating academic value add-
ed effectiveness for higher education programmes in Colombia. Two variables established the learning level of students enrolled
in a given programme (the first at the beginning and the second
at the end of their studies), a third variable incorporated the the
students’ socioeconomic strata and a fourth covered academic
value added effectiveness. e
e ect ve ess o
g e e ucat o
p og a
es
Co o b a. Two variables established the learning level of students enrolled
in a given programme (the first at the beginning and the second
at the end of their studies), a third variable incorporated the the
students’ socioeconomic strata and a fourth covered academic
value added effectiveness. Figure 8. Academic value added effectiveness for the 120 programmes
analysed To solve the model and show its application, academic value
added effectiveness ( ) was calculated for a sample of 10,782
Business Administration students who finished their higher edu-
cation in Colombia. The data was depurated to 10,566 records;
the students were grouped into 120 programmes according to
the university they were attending. Student data included score
obtained on Saber 11 required for university admission ( ), From a different perspective, Figure 9 shows the distribution of
the number of programmes per decile on the scale of academic
value added effectiveness. Of the 120 Business Administration
programmes considered, 99 were located in the middle area,
having academic value added effectiveness ranging from -0.33 to
0.32; the programme having the highest academic value added INGENIERÍA E INVESTIGACIÓN VOL. 33 No. 2, AUGUST - 2013 (76 - 81) 80 BOGOYA AND BOGOYA socioeconomic strata ( ) and score obtained on the 2009 Saber
Pro exam ( ). tion Functions. Industrial Relations Section W orking Paper No. 379, Princeton: Princeton University. Pinheiro, J. C. & Bates, D. M. (2000). Mix ed Effects Models in S and
S-Plus. Secaucus: Springer. References Hanushek, E. A. & Kain, J. F. (1972). On the Value of Equality of
Educational Opportunity as a Guide to Public Policy. In: On
Equality of Educational Opportunity, Eds Mosteller, F. & Moyni-
han, D. P. New York: Random House. Bogoya, D. (2006). Evaluación Educativa en Colombia. Seminario
Internacional de Evaluación, N1-N27. Cartagena: ICFES. Bogoya, D. (2011). Impacto académico de la Facultad de Inge-
niería de la Universidad Nacional de Colombia – Sede Bogotá. Ingeniería e Investigación, 31, 29-39. Hanushek, E. A. (1979). Conceptual and Empirical Issues in the
Estimation of Educational Production Functions. The Journal of
Human Resources, 14, 351-388. Coleman, J. S., Campbell, E. Q., Hobson, C. F., McPartland, J.,
Mood, A. M., W einfeld, F. D. & York, R. L. (1966). Equality of Edu-
cational Opportunity. W ashington DC: US Government Printing
Office. Hanushek, E. A. & Rivkin, S. G. (2010). Generalizations about Using
Value-Added Measures of Teacher Quality. American Econom-
ics Review : Papers & Proceedings, 100, 267-271. Henderson, C. R. (1973). Sire Evaluation and Genetic Trends. Journal of Animal Science, 1973, 10-41. Goldstein, H. (2001). League Tables and Schooling. Science in
Parliament, 58-2, 4-5. Krueger, A. B. (1997). Ex perimental Estimates of Education Produc-
tion Functions. Industrial Relations Section W orking Paper No. 379, Princeton: Princeton University. Hanushek, E. A. & Kain, J. F. (1972). On the Value of Equality of
Educational Opportunity as a Guide to Public Policy. En: On
Equality of Educational Opportunity, eds Mosteller, F. & Moyni-
han, D. P. New York: Random House. Pinheiro, J. C. & Bates, D. M. (2000). Mix ed Effects Models in S and
S-Plus. Secaucus: Springer. Hanushek, E. A. (1979). Conceptual and Empirical Issues in the
Estimation of Educational Production Functions. The Journal of
Human Resources, 14, 351-388. Ray, A. (2006). School Value Added Measures in England. A
paper for the OECD Project on the Development of Value-
Added Models in Education Systems. Hanushek, E. A. & Rivkin, S. G. (2010). Generalizations about Using
Value-Added Measures of Teacher Quality. American Econom-
ics Review : Papers & Proceedings, 100, 267-271. Sanders, W . L. & Horn, S. P. (1994). The Tennessee Value-Added
Assessment System (TVAAS): Mix ed-Model Methodology in Edu-
cational Assessment. Journal of Personnel Evaluation in Educa-
tion, 8, 299-311. Henderson, C. R. (1973). Sire Evaluation and Genetic Trends. Journal of Animal Science, 1973, 10-41. Stufflebeam, D. & Shinkfield, A. (1995). Conclusions An event’s location on a scale was relative to the universe being
considered due to the normalised approach adopted in this
research. For higher education benchmarking exercises, one
programme will be more effective and more significant for stu-
dent learning than another when the first programme has higher
academic value added effectiveness than the second one, provid-
ed that identified crucial context variables are controlled. Ray, A. (2006). School Value Added Measures in England. A
paper for the OECD Project on the Development of Value-
Added Models in Education Systems. Sanders, W . L. & Horn, S. P. (1994). The Tennessee Value-Added
Assessment System (TVAAS): Mix ed-Model Methodology in Edu-
cational Assessment. Journal of Personnel Evaluation in Educa-
tion, 8, 299-311. Sanders, W . L. & Horn, S. P. (1994). The Tennessee Value-Added
Assessment System (TVAAS): Mix ed-Model Methodology in Edu- Assessment System (TVAAS): Mix ed-Model Methodology in Edu-
cational Assessment. Journal of Personnel Evaluation in Educa-
tion, 8, 299-311. cational Assessment. Journal of Personnel Evaluation in Educa-
tion, 8, 299-311. The values found for constants and were 0.6837 and
0.0526 in the mathematical model. A statistical interpretation
based on data from the sample of 10,782 students showed that
variable (Saber 11) was more powerful (13 times more) in
explaining variance for variable (Saber Pro) than variable
(socioeconomic strata). Stufflebeam, D. & Shinkfield, A. (1995). Evaluación sistemática –
Guía teórica y práctica. Barcelona: Ediciones Paidós.Coleman,
J. S., Campbell, E. Q., Hobson, C. F., McPartland, J., Mood, A. M., W einfeld, F. D. & York, R. L. (1966). Equality of Educational
Opportunity. W ashington DC: US Government Printing Office. Stufflebeam, D. & Shinkfield, A. (1995). Evaluación sistemática –
Guía teórica y práctica. Barcelona: Ediciones Paidós.Coleman,
J. S., Campbell, E. Q., Hobson, C. F., McPartland, J., Mood, A. M
W einfeld F D
& York
R L (1966)
Equality of Educational M., W einfeld, F. D. & York, R. L. (1966). Equality of Educational
Opportunity. W ashington DC: US Government Printing Office. Goldstein, H. (2001). League Tables and Schooling. Science in
Parliament, 58-2, 4-5. References Evaluación sistemática –
Guía teórica y práctica. Barcelona: Ediciones Paidós. Krueger, A. B. (1997). Ex perimental Estimates of Education Produc- INGENIERÍA E INVESTIGACIÓN VOL. 33 No. 2, AUGUST - 2013 (76-81) 81
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Paracrine activity of adipose derived stem cells on limbal epithelial stem cells
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License. Read Full License Page 1/20 Page 1/20 Abstract Limbal stem cells deficiency (LSCD) is an eye disease caused by the loss of stem cells in the corneal
limbus as a succession of an injury due physical, biological, or chemical agents. Current therapies of
LSCD are focused on the transplantation of donor corneas or tissue equivalents produced from
autologous limbal stem cells. Every year there are waiting millions of people for the cornea
transplantation all over the world and the list of waiting patients is growing due to the relatively low
number of cornea donors. On the other hand, the transplantation of tissue or cells into the recipient’s body
is associated with the higher risk of possible side effects. The possibility of the application of an indirect
treatment using the properties of the paracrine activity of stem cells, would be beneficial for the patients
with transplant failures. This study was to evaluate the paracrine effect of mesenchymal stem cells
derived from adipose tissue (ADSC) on the viability of limbal epithelial stem cells (LESC). The paracrine
effect was assessed by treating LESC with conditioned medium collected from ADSC culture. Cell
viability, cytotoxicity, apoptosis and proliferation were evaluated using in vitro assays in standard
conditions and induced inflammation. After the exposure to the examined conditions, the expression of
genes related to pro- and anti- inflammatory factors was evaluated and compared to the secretion of
selected cytokines by ELISA test. Moreover, the changes in LESC phenotype were assessed using of
phenotype microarrays. Our findings suggest that paracrine activity of ADSC on LESC promotes its
proliferation and mitigates the adverse impact of induced inflammation. Introduction Cornea is front, transparent part of eye responsible for transmission and refraction of light. It possesses
high self-regenerative ability due to the presence of limbal epithelial stem cells (LESC) what makes the
cornea easy to be transplanted. LESC are localized in corneal limbus which is a thin, transparent cell zone
in the junction between cornea, sclera and conjunctiva [1]. Limbal Stem Cell Deficiency (LSCD) may occur
due to chemical or thermal burns and physical destruction. LSCD is also a congenital disease like
aniridia-associated keratopathy (AAK), corneal leukoma or Fuchs’ dystrophy [2–4]. Cornea is one of the most frequently transplanted organs. Unfortunately, despite the possibility of
transplantation, insufficient number of donors in comparison to number of recipients is still a huge
problem of transplant medicine. Statistical report of Eye Bank Association of America (EBAA) showed
that 85441 corneal transplantations were done in year 2018 [5]. Reported cases of corneal
transplantations in 2019 reached 85601. In 2020 due the worldwide pandemic of COVID-19 reported
procedures dramatically decreased to the number of 66278 surgeries. The pandemic has influenced on
performing many surgical procedures and the implemented sanitary restrictions in most countries all over
the world had slower healthcare system what appeared in lower number of all surgical procedures. Instead of the successfully ended cornea transplantation reported by EBAA, every year there is a huge
number of waiting patients for the corneal transplantation all over the world. In 2016 it was reported
about 12.7 million of waiting patients [6]. Page 2/20 Treatment of the corneal disorders may embrace partial or whole cornea transplantation. Unfortunately,
the number of patients waiting for the graft indicates that there are not enough cornea donors, thus newer
and newer medicinal products for corneal reconstruction are being introduced. When other treatment
fails, standard surgical procedure of damaged cornea replacement with a donor tissue is being displaced
by artificial cornea transplantation [7–10]. As well the use of xenogeneic corneas is being considered in
the absence of cornea donors [11–13]. However, each medicinal product of such matter is produced with
active stem cells usually harvested from small biopsy taken from the healthy limbal region of patients’
eye. Such a biopsy could potentially broaden stem cells deficiency and cause extensive damage to the
corneal epithelium. On the other hand, not all the corneal injures require immediate replacement. Introduction New
strategies may focus on improving residual limbal stem cells viability and supporting them with factors
or drugs aimed to activate their proliferation and thus tissue reconstruction. Therefore, new strategies on
corneal treatment, based on supporting the residual stem cells should be developed. Regarding these
concerns we assume that new strategy of corneal treatment which will be based on supporting residual
healthy stem cells niche in patients’ eye will be the future therapy of limbal stem cells deficiency. Mesenchymal stem cells (MSCs) are somatic cells with wide regenerative properties. Research focus on
using them e.g. in bone and cartilage failures regeneration or cardiovascular disease therapies. One of
the common sources of MSCs is adipose tissue. Adipose tissue is a rich source of mesenchymal stem
cells. Its collection is an easy procedure and the probable amount of stem cells which can be gathered
during the isolation procedure is high. Considering other sources of mesenchymal stem cells, liposuction
is burdened with low risk of complications in opposite to the bone marrow biopsy. Mesenchymal stem
cells, besides its plasticity, exhibit immunomodulatory abilities by secreting numerous cytokines [14, 15]. ADSC affects neighboring cells also via secretion of growth factors [16, 17] and extracellular vesicles
[18–20]. Secretome of ADSC promotes proliferation and reduces inflammation [21, 22]. MSCs secrete
anti-scarring factors as KGF, SDF-1, MIP-1a, MIP-1b, anti-apoptotic agents as STC-1, SFRP2, TGF-β1,
VEGF and HGF, molecules associated to angiogenesis like VEGF, TGF-β1 and mitogenic factors as TGF-α,
TGF-β, HGF, IGF-1, FGF-2 or EGF [15, 23]. Research indicated that MSCs secretome act positively on
corneal epithelium [24]. It suggests that ADSC can be used clinically in the treatment of LSCD. Our experiment evaluates the paracrine activity of ADSC on LESC’S dysfunction model in vitro. The effect
of ADSC’S secreted factors on the proliferation, metabolic activity, and transcriptome of limbal stem cells
was analyzed under conditions of induced inflammation using bacterial lipopolysaccharide (LPS). MTT assay 3-[4,5-dimethylthiazol-2-yl]-2,5-diphenyltetrazolium bromide (MTT) (Sigma-Aldrich, USA) was used to
evaluate the viability of the cells after exposure to LPS to determine the optimal concentration for cells
stimulation [27]. Absorbance referring to the concentration of formazan was measured using Wallac
1420 VICTOR plate reader (Perkin Elmer, USA) after 24 h of exposure to 0,1 µg/ml; 0,2 µg/ml; 0,5 µg/ml;
0,7 µg/ml; 1 µg/ml and 2 µg/ml of LPS and compared to control. All groups were analyzed in six
replicates. Experiment Paracrine activity of ADSC was assessed in an in vitro model of LESC dysfunction. Experiment was
conducted in two aspects. First, the direct influence of conditioned medium (CM) from ADSC on LESC
activity was assessed. The examined cells were compared to the control cells cultured in standard
medium (SM). Then, LESC were pretreated with LPS to induce inflammation and again cultured in CM to Page 3/20 assess its influence under the condition of induced inflammation (CM_LPS group). The control cells were
cultured in SM after analogous pretreatment with LPS (SM_LPS group). Cell culture conditions ADSC (PT-5006) were obtained from Lonza company (Switzerland) and LESC were provided by courtesy
of Department of Microbial Biotechnology and Cell Biology, Faculty of Science, University of Debrecen
(Hungary) where they were isolated and identified [25]. ADSC and LESC were cultured in a Dulbecco's
Modified Eagle Medium (DMEM, Lonza, Switzerland) with 10% of fetal bovine serum (FBS, EuroClone,
Italy) and 1% of antibiotics: amphotericin B with penicillin-streptomycin (Lonza, Switzerland) at 37˚C in a
5% CO2 incubator (Direct Heat CO2; Thermo Fisher Scientific, USA). The medium was changed every 48 h. Identification of ADSC was made with real time RTqPCR analysis of genes: CD73, CD90 and CD105 and
flow cytometry with Human Mesenchymal Stem Cell Marker Verification Multi-Color Flow Cytometry Kit
for the analysis of surface proteins: CD73, CD90 and CD105 (R&D Systems, USA). Cell fluorescence was
measured with FACS Aria 2 (Becton Dickinson, USA) and the data was analyzed using software (Becton
Dickinson, USA) (not shown). Conditioned medium preparation CM was collected from 24 h culture of ADSC at 60–70% confluency. It was centrifuged at 3500 rpm for 5
min to pellet down dead cells and cell debris. Then supernatants were filtered through 0.22 µm filters. The
filtered supernatants were diluted with a SM (DMEM, 10% FBS, 1% antibiotics) in a ratio 1:1. [26]. The SM
for the experiments was prepared simultaneously in analogous manner. First portion was incubated for
24 h in clean culture dishes and then it was centrifuged, filtered, and diluted in a 1:1 ratio with fresh
portion of medium. Inflammation inducement To mimic the inflammation, LESC were pretreated with LPS (lipopolysaccharide from E. coli, Sigma-
Aldrich, USA) at concentration of 2 µg/ml for 24 hours. ApoTox-Glo Triplex Assay To measure cell viability, cytotoxicity and apoptosis in the samples, the ApoTox-Glo Triplex Assay
(Promega, USA) was used according to the manufacturer’s instructions. Viability, cytotoxicity, and
apoptosis were evaluated after 24 h of cells exposure to examined conditions. LESC were cultured in SM, Page 4/20 CM after pretreatment with LPS (groups: SM_LPS, CM_LPS) and compared to standard conditions
(groups: SM, CM). Viability and cytotoxicity were measured by the fluorescent signal, which was emitted
due to the cleavage of the added substrates glycyl-phenylalanyl-aminofluorocoumarin (GF-AFC) for
viability and bis-alanyl-alanyl-phenylalanyl-rhodamine 110 (bis-AAF-R110) for cytotoxicity by specific
proteases. GF-AFC enters the cells where it is cleaved via the live-cell protease activity to generate a
fluorescent signal that is proportional to the number of living cells. AAF-R110 was used to measure the
dead-cell protease activity, which was released from the cells that have lost membrane integrity. Both
substrates have different excitation (400 nm, 485 nm) and emission (505 nm, 520 nm) spectra. CM after pretreatment with LPS (groups: SM_LPS, CM_LPS) and compared to standard conditions
(groups: SM, CM). Viability and cytotoxicity were measured by the fluorescent signal, which was emitted
due to the cleavage of the added substrates glycyl-phenylalanyl-aminofluorocoumarin (GF-AFC) for
viability and bis-alanyl-alanyl-phenylalanyl-rhodamine 110 (bis-AAF-R110) for cytotoxicity by specific
proteases. GF-AFC enters the cells where it is cleaved via the live-cell protease activity to generate a
fluorescent signal that is proportional to the number of living cells. AAF-R110 was used to measure the
dead-cell protease activity, which was released from the cells that have lost membrane integrity. Both
substrates have different excitation (400 nm, 485 nm) and emission (505 nm, 520 nm) spectra. Apoptosis was measured by the addition of a Caspase-Glo 3/7 Reagent. It is a luminogenic substrate that
contains the tetrapeptide sequence DEVD in the reagent to assess caspase activity, luciferase activity and
cell lysis. Fluorescence and luminescence were measured using a plate reader Triad LTMultimode
Detector (Dynex Technologies, USA) [28]. All groups were analyzed in six replicates. Apoptosis was measured by the addition of a Caspase-Glo 3/7 Reagent. It is a luminogenic substrate that
contains the tetrapeptide sequence DEVD in the reagent to assess caspase activity, luciferase activity and
cell lysis. Fluorescence and luminescence were measured using a plate reader Triad LTMultimode
Detector (Dynex Technologies, USA) [28]. All groups were analyzed in six replicates. Scratch assay LESC’S proliferation rate was analyzed in all study groups (SM, SM_LPS, CM, CM_LPS). For this purpose,
a scratch assay (wound healing test) was done. The LESC were grown in standard condition to 80%
confluence and then cells were exposed to LPS for 24 hours to induce the inflammation. Control cells
were cultured without LPS. After reaching the full confluence, the scratch was made using 200 µl pipette
tip and cells were washed with PBS to remove non-adherent cells. After that medium was replaced for SM
or CM [29]. Then the scratch area was photographed with an Olympus IX81 microscope (Japan) with a
DP70 Olympus camera (Japan) and the wound area was measured using Image J software in time
points: 0 h, 6 h, 12 h, 24 h, 36 h. All groups were analyzed in six replicates. Enzyme-linked immunosorbent assay (ELISA) The concentration of interleukins (IL-2, IL-4, IL-10, IL-6, IL-1α) secreted by LESC to culture medium after
exposure to the examined conditions, was analyzed with the use of immunoenzymatic tests (R&D
Systems Quantikine ELISA Kits, USA) according to manufacturer protocol, as was described previously
[31]. Optical density (OD) was read at 450 nm using Wallac 1420 VICTOR2™ (PerkinElmer Inc., USA). For
each biological replicate three technical replicates were performed. Phenotype microarrays (PMM) The phenotype of LESC was assessed under the influence of SM, CM and SM with the addition of LPS
(SM + LPS) with phenotype microarrays (PMM, Biolog, USA). Phenotype microarrays are 96-well
microplates coated with different substrates in appropriate solvents e.g. ions, hormones and metabolic
effectors. PMM show how cells metabolism, growth and productivity is affected by these agents. In order
to the composition of substrates located on microarray, the PMM7 and PMM8 plates were used. These
arrays are microplates coated with growth factors (e.g. IGF, FGF, PDGF), hormones (e.g. leptin,
somatotropin, calcitonin, TSH) and cytokines (e.g. IL-1β, IL-6, IL-8, TNFα, IFNγ). This method enables the
demonstration of cell preferences in the uptake of substrate added to the well of microarray. It also gives
an information about possible cytotoxic effect of single compound. For this method cells previously were
cultured in examined media for 24 h. Then, cells were collected by trypsinization and seeded on
microarrays at the density of 10000 cells per well. For the each medium (SM, CM, SM + LPS) one
microarray of each type was used. LESC were cultured on microarrays for 24 h and after this period a
dedicated tetrazolium salt (provided by the producer) was added to the wells for 3 h of further incubation. Added salt was reduced to soluble formazan what appeared in color-change reaction. The measured
absorbance value corresponded to cell viability. The absorbance was measured with a Wallac 1420
VICTOR plate reader (Perkin Elmer, USA) at 590 nm [30]. The phenotype of LESC was assessed under the influence of SM, CM and SM with the addition of LPS
(SM + LPS) with phenotype microarrays (PMM, Biolog, USA). Phenotype microarrays are 96-well
microplates coated with different substrates in appropriate solvents e.g. ions, hormones and metabolic
effectors. PMM show how cells metabolism, growth and productivity is affected by these agents. In order
to the composition of substrates located on microarray, the PMM7 and PMM8 plates were used. These
arrays are microplates coated with growth factors (e.g. IGF, FGF, PDGF), hormones (e.g. leptin, Page 5/20 Page 5/20 Statistical analysis Statistical analysis was performed using Statistica 13.0 software (StatSoft, USA). A one-way ANOVA test
with Tukey’s post hoc test and two-way ANOVA test or T-test were applied to evaluate any significant
differences in the examined groups for normally distributed data. For non-normally distributed data
Kruskal-Wallis test was applied. The level of significance was set at p < 0.05 for all statistical tests. Quantitative real-time polymerase chain reaction assay (real
time RTqPCR) Total RNA was extracted from the cells using a TRIzol reagent (Invitrogen, USA) according to the
manufacturer’s instructions. The nucleic acid concentration was determined using a MaestroNano
Spectrophotometer (Maestrogen, Taiwan). The expression of mRNAs related to inflammation (IL6, IL-10,
IL-2, IL-1α, IL-1β, IFNγ) was detected using the real time RT-qPCR technique with SYBR Green chemistry
(SensiFAST™ SYBR® No-ROX Kit, Bioline, USA) and an Opticon™ DNA Engine Continuous Fluorescence
detector (MJ Research Inc., USA) as was previously described [27]. For each biological replicate three
technical replicates were performed. Enzyme-linked immunosorbent assay (ELISA) Inflammation inducement Viability was evaluated after 24 h of LPS treatment at following concentrations: 0.1 µg/ml; 0.2 µg/ml; 0.5
µg/ml; 0.7 µg/ml; 1 µg/ml and 2 µg/ml in comparison to control (0 µg/ml of LPS). Control cells were
taken as 100% (Fig. 1.). We have not observed statistically significant difference of mitochondrial activity
in examined cells. However, meaningfully decreased viability was observed in 0.2 µg/ml (p = 0.0337) and
2 µg/ml (p = 0.0009) groups compared to cells treated by 0.5 µg/ml of LPS. In addition, viability of 2
µg/ml group was also lower in comparison to 0.7 µg/ml group (p = 0.0351). Based on the most
meaningful biological effect, which was observed, the LPS concentration of 2 µg/ml was selected as
optimal and nontoxic for the inflammation inducement in further analyses. Effect of ADSC secretome on viability, cytotoxicity, and
apoptosis of LESC Impact of ADSC secretome on the transcriptome of LESC The expression of pro-inflammatory cytokines IL-1α (p = 0,0075) and IL-1β (p = 0,0098) was significantly
lower in cells cultured in CM_LPS in comparison to CM. The IL-6 mRNA level was lower in CM_LPS cells
(p = 0,0177) versus SM. Level of IFNγ mRNA in SM_LPS was higher (p = 0,0374) than in SM group. IL-2
and IL-10 mRNA did not differ in analyzed groups (Fig. 5.). Impact of ADSC secretome on inflammatory cytokines
secretion by LESC Impact of ADSC secretome on phenotype Impact of ADSC secretome on phenotype of LESC Obtained results are presented in heatmaps (Fig. 4). The pattern of heatmap for each group significantly
differs what shows that the preferences of cells has changed due to the exposure of examined media. A
detailed analysis showed a diverse reaction to the presence of hormones and metabolic activators
(growth factors and cytokines) present on microarrays, such as: insulin, resistin, glucagon, ghrelin, leptin,
gastrin, exendin-3, hGH, IGF-I, FGF-1, PDGF-AB, IL-1β, IL-2, Il-6, Il- 8, PTH, calcitonin, LH, HCG, TSH, IFN-γ,
adenosine, vasopressin, prolactin, calcitriol, LH-RH, ACTH, TRH, TNF-α, and Gly-His-Lys tripeptide. LESC
showed decreased activity in the presence of insulin, IL-8, and prolactin in all examined groups. Cells
cultured in CM showed less activity in response to IL-6 and the Gly-His-Lys tripeptide. Whereas cells after
the culture in SM showed decreased activity in response to IL-2. Finally, cells cultured in SM + LPS
showed less activity in the presence of glucagon. The above results varied in lower concentrations. A
detailed description of our findings is included in discussion. Impact of ADSC secretome on the transcriptome of LESC Impact of ADSC secretome on proliferation and migration
f LESC Impact of ADSC secretome on proliferation and migration
of LESC Effect of ADSC secretome on viability, cytotoxicity, and
apoptosis of LESC Page 6/20 Cells treated with CM showed a significant increase in viability (p = 0.023) and decrease in cytotoxicity (p
= 0.033) comparing to the control. We have not observed significant changes in apoptosis of cells
cultured in SM and CM. We did not find statistically significant differences in viability, cytotoxicity and
apoptosis of cells pretreated with LPS (Fig. 2). Impact of ADSC secretome on proliferation and migration
of LESC Scratch assay was made to assess an influence of ADSC secretome on LESC which were pretreated with
LPS for 24 hours. The results of microscopic observations are presented in the Fig. 3A. Wound areas were
calculated as the fold change of measured surface area (total number of pixels, N = 6) in examined
groups (CM, SM, CM_LPS, SM_LPS) after 6 h, 12 h, 24 h and 36 h compared to the initial time point (0 h). Significant differences were observed between the examined groups. The two-way analysis of variance
(ANOVA) (p < 0.05) showed that cells treated with CM had higher proliferation rate compared to the cells
grown in SM, both in standard conditions and in induced inflammation. It was noticed that cells treated
with LPS showed lower proliferation rate than non-stimulated cells, however the change was not
statistically significant compared to standard conditions (Fig 3B) Discussion The first stage of experiment included the choice of lipopolysaccharide concentration for the inducement
of inflammation. The effect of a series of concentrations of LPS on LESC was assessed, however MTT
assay showed no statistically significant differences between the examined groups compared to the
control. Similarly Kukolj et al. [32] observed that LPS did not affect proliferation and viability of
periodontal ligament stem cells and it did not change their immunophenotype and cell cycle. Kukolj et al. showed that LPS acts on differentiation potential of cells and it inhibits osteogenesis and promotes
chondrogenesis and adipogenesis [32]. Cell viability may change under the influence of LPS depending
on the time of incubation and its concentration [33]. Many studies suggest the application of different
concentrations from very low like 0,1 µg/ml [34]; through 0,5 µg/ml [35], 1 µg/ml [33] to 10 µg/ml [33, 34]
or even 24 µg/ml [36]. Moreover, the suggested incubation time which is necessary for the induction of
inflammation is diverse and takes e.g. from 2 h to 24 h [33]. Some studies indicate that a proper time to
induce the inflammation in mesenchymal stem cells is 24 h with 1 µg/ml of LPS concentration [37]. Other
suggest increasing the concentration of LPS to 2 µg/ml, but shortening the incubation time to 6 h in
morphologically similar cells like normal human skin fibroblasts (NHDF) [38]. In contrast, LPS at
concentration of 0,1 µg/ml was used for the induction of inflammation in macrophages for 24 h [39]. Therefore, based on numerous literature data and our findings, the concentration selected for this
experiment was 2 µg/ml of LPS. Next, the analysis with ApoTox-Glo Triplex Assay showed that LESC viability increased after the treatment
of conditioned medium from ADSC. The test showed also that the CM was not toxic to cells and as well
there were no differences in cells apoptosis between groups. These results suggest that factors secreted
by ADSC improve LESC’S viability. In the condition of induced inflammation, no statistically significant
differences in cell viability, cytotoxicity and apoptosis were noticed under the influence of CM. These
findings suggest that LPS inhibits the positive effect of ADSC’S secretome on limbal stem cells. Probably
different signaling pathways were activated in the presence of LPS in the cells, not necessarily
associated with the promotion of cell viability. It indicates that the addition of LPS does not significantly
reduce cell activity. Impact of ADSC secretome on inflammatory cytokines
secretion by LESC The secretion of cytokines (IL-2, IL-10, IL-6, IL-1α, IFNγ and IL-4) was quantified by ELISA. Only the
presence of IL-6 and IL-1α was detectable, the secretion of IL2, IL10, IL4 and INFy has not been noticed. (Fig. 6). The concentration of IL-6 was significantly lower in cells cultured in CM both in standard
conditions (p = 0,0002) and in induced inflammation (CM_LPS) (p = 0,0002) compared to SM and
SM_LPS groups. The concentration of IL-1α was significantly lower both in CM (p = 0,0006) and CM_LPS
(p = 0,0066) groups compared to SM_LPS. We also noticed lower level of IL-1α in SM (p = 0,0002) group
compared to SM_LPS. There were no differences between CM, CM_LPS and SM groups. Discussion The secretion of cytokines (IL-2, IL-10, IL-6, IL-1α, IFNγ and IL-4) was quantified by ELISA. Only the
presence of IL-6 and IL-1α was detectable, the secretion of IL2, IL10, IL4 and INFy has not been noticed. (Fig. 6). The concentration of IL-6 was significantly lower in cells cultured in CM both in standard
conditions (p = 0,0002) and in induced inflammation (CM_LPS) (p = 0,0002) compared to SM and
SM_LPS groups. The concentration of IL-1α was significantly lower both in CM (p = 0,0006) and CM_LPS
(p = 0,0066) groups compared to SM_LPS. We also noticed lower level of IL-1α in SM (p = 0,0002) group
compared to SM_LPS. There were no differences between CM, CM_LPS and SM groups. Discussion The secretion of cytokines (IL-2, IL-10, IL-6, IL-1α, IFNγ and IL-4) was quantified by ELISA. Only the
presence of IL-6 and IL-1α was detectable, the secretion of IL2, IL10, IL4 and INFy has not been noticed. (Fig. 6). The concentration of IL-6 was significantly lower in cells cultured in CM both in standard
conditions (p = 0,0002) and in induced inflammation (CM_LPS) (p = 0,0002) compared to SM and
SM_LPS groups. The concentration of IL-1α was significantly lower both in CM (p = 0,0006) and CM_LPS
(p = 0,0066) groups compared to SM_LPS. We also noticed lower level of IL-1α in SM (p = 0,0002) group
compared to SM_LPS. There were no differences between CM, CM_LPS and SM groups. Discussion Discussion Probably a longer cell culture in the above-mentioned conditions could result in
similar findings as in the case of cells cultured in standard conditions. However, these results show that
the presence of LPS changes the activity of cellular proteases and caspase 3/7 in LECSs. Similar findings
were reported by Chen and his team who investigated the effect of conditioned medium from
mesenchymal stem cells derived from Wharton jelly on epithelial cells. It was shown that conditioned
medium increased cells proliferation and migration by activation of stress response kinase JNK (c-Jun N- Page 8/20 terminal Kinase) and isoform of p38 protein [40]. Farahmand et al. also confirmed these results by
observing higher expression of proliferation-related genes after culture in conditioned medium [41]. Some
data indicated using a conditioned medium in the therapy of e.g. arthritis. In this case, a reduction of
damages in cartilage tissue was shown and an inhibition of the immune response in cells has been noted
[42]. Li et al. investigated using conditioned medium as a promoter of wound healing in diabetic patients
in whom this process is usually disturbed. Research showed that the use of LPS reduces the rate of
migration and proliferation in keratinocytes which grown in the presence of high glucose concentration,
as the disease model for analyzing the effect of type 2 diabetes on cells. It was proven that the use of CM
eliminates the negative effect of LPS and also negative effect of high glucose levels [43]. Also, the high
potential of using CM in the treatment of bronchopulmonary dysplasia in oxygen-induced alveolar
damage model showed that MSCs support tissue with antioxidant substances which therefore can lead
to new therapy [44]. Scratch wound healing assay was performed to assess the rate of cell proliferation. LESC cultured in CM
compared to SM, both under standard conditions and induced inflammation, showed better proliferation
rate. It was noticed that cells stimulated with LPS and cultured in CM showed lower proliferative potential
compared to unstimulated cells. These results indicate inhibition of cells proliferation by LPS, which is
consistent with previous findings and the literature data [43]. Zhang et al. in in vivo studies showed that
injection of ADSC promoted wound healing in rabbits [45]. Zeppieri et al. presented that mesenchymal
stem cells promote corneal wound healing in rats [46]. Similarly, Galindo et al. demonstrated that ADSC
have a therapeutic effect on LSCD in rabbits [47]. Discussion Phenotype microarrays showed that LESC in all study groups (SM, CM, SM + LPS) had various activity. PMM7 and PMM8 arrays were coated with six replicates of the same compound but in variable
concentration. Producer provides an information that these concentrations are increasing from left to
right, but does not give the information about the number and the unit, so we do not really know how
much of each compound is in the well. We have numbered these concentrations from 1 to 6, where 1 is
the lowest concentration and 6 is the highest. Due to a lot of data on cells activity, the results are
presented on heat maps what ensures clear readability. All readings are presented as the fold change
compared to control which was taken as 100%. We noticed that the activity of LPS significantly impact
on LESC viability. This group of cells became more sensitive for bigger concentrations of each compound
what appeared in the highest spread of fold change values. Interestingly, we noticed that LESC cultured in
SM with the addition of LPS were more viable in presence of IL-6, while LESC cultured in SM and CM
showed neutral or toxic effect of this cytokine. The lowest viability in presence of IL-6 was noticed in CM. We assume that while ADSC secrete IL-6, the final concentration of this cytokine in one well could be high
enough to act negatively on LESC [48–50]. Surprisingly, the highest toxic effect was observed at the
concentration “4”. LESC showed decreased activity in response to IL-8 in all examined groups. The toxic
effect was more readable in higher concentrations and the highest values were noticed in CM group, but
there were no differences between SM. Similarly, IL-2 in higher concentrations showed a toxic effect on
LESC viability in all groups, but in opposite, lower concentrations of IL-2 induced LESC activity what was
mostly notable in CM group. We observed that INFγ exerted a neutral response of LESC. In SM and CM Page 9/20 Page 9/20 groups we noted slightly increasing viability in direct proportion to the INFγ concentration. LESC cultured
in SM + LPS showed decreased viability in the presence of INFγ. groups we noted slightly increasing viability in direct proportion to the INFγ concentration. LESC cultured
in SM + LPS showed decreased viability in the presence of INFγ. Discussion Phenotype microarrays brought plenty of information which could help composing supplementation of
culture media to improve cells viability. These factors could be potentially cross-linked in biopolymer
scaffolds adapted for carrying ADSC to strengthen the response to secreted factors. However, further
studies on the influence of presented factors are needed for better understanding of variable effect on
LESC activity. The last stage included the assessment of mRNA expression and cytokine secretion of pro and anti-
inflammatory cytokines in LESC due to the examined conditions. Increased expression of IL-1α and IL-1β
was observed in cells cultured in CM at standard conditions compared to cells with induced inflammation
(CM_LPS). IL-1α and IL-1β role is associated with the regulation of an immune response as a result of
ongoing infection [51, 52]. IL-1 also acts by activating the secretion of many different cytokines and
chemokines, e.g. IL-6, TNFα and IFNγ [51, 52]. IL-1 participate in the regulation of stem cell activity. In
hematopoietic stem cells (HSCs), it exhibits radioprotective activity, induces their proliferation and
differentiation [52]. Our findings showed no differences in the expression of IL-1α and IL-1β between cells
cultured in CM and SM in both standard conditions and induced inflammation. The lower expression of
both interleukins in CM_LPS group suggests that CM has a significant impact on IL-1 release during the
inflammation. This activity was confirmed by ELISA detection of IL-1α. The concentration of this IL-1α in
LESC’S culture medium was lower during induced inflammation under the influence of CM (CM_LPS
group). Furthermore, significant difference in the secretion of IL-1α between LECSs with induced
inflammation and LESC in standard conditions cultured in SM indicates that LPS has meaningful impact
on IL-1α release. Finally, observed no differences in IL-1α secretion between CM, CM_LPS and SM group
suggest that CM downregulates the release of IL-1α which means that ADSC secrete factors which
mitigates the inflammation. Some studies suggest that an increase in interleukin-1 secretion was
observed under the influence of cellular stress e.g. in a state of hypoxia, chemical or physical damage. During the apoptosis which is natural, programmed cell death IL-1α is not released by the cells [51]. Solomon et al. reported that stroma of amniotic membrane inhibits the level of IL-1α and IL-1β, after LPS
stimulation, in cell culture of limbal epithelial stem cells [53]. Discussion It suggests that the use of CM
simultaneously with amniotic membrane could give better therapeutic results in cornea treatment by
achieving a synergistic effect. The analysis of the IL-6 mRNA expression showed decreased copy number
in cells with induced inflammation cultured in CM compared to SM. ELISA also indicated a significant
decrease of IL-6 secretion by LESC with induced inflammation compared to cells cultured in SM. Similarly, lower concentration of IL-6 in the same group was noticed at LESC in standard conditions. Studies indicate that IL-6 secretion increase in cells during inflammation [54, 55]. However, it was proven
that MSCs naturally secrete IL-6 [56, 57]. This interleukin is responsible for the regulation of the immune
response, hematopoiesis, apoptosis, proliferation and cell viability [58]. It plays important role in
regulation of homeostasis in corneal limbus cells niche. IL-6 may help in wound healing of epithelial cells
in vivo [59, 60]. Perhaps a significant increase in the level of this interleukin may be the result of cellular
responses to unfavorable environmental conditions e g like LPS induced inflammation Lower levels of Similarly, lower concentration of IL-6 in the same group was noticed at LESC in standard conditions. Studies indicate that IL-6 secretion increase in cells during inflammation [54, 55]. However, it was proven
that MSCs naturally secrete IL-6 [56, 57]. This interleukin is responsible for the regulation of the immune
response, hematopoiesis, apoptosis, proliferation and cell viability [58]. It plays important role in
regulation of homeostasis in corneal limbus cells niche. IL-6 may help in wound healing of epithelial cells
in vivo [59, 60]. Perhaps a significant increase in the level of this interleukin may be the result of cellular
responses to unfavorable environmental conditions e.g. like LPS induced inflammation. Lower levels of Page 10/20 Page 10/20 IL-6 at LESC cultured in CM suggest a beneficial property of ADSC secreted factors. Probably factors
present in the conditioned medium from ADSC promote the LESC regeneration. Perhaps the use of IL-6 as
a supplement for cell culture could provide better proliferation. However, this issue requires further study. The analysis also revealed an increase of IFNγ mRNA expression in LESC with induced inflammation
cultured in SM compared to the LECSs in standard conditions cultured in the same medium. This
indicates that LPS stimulation probably caused upregulation of this gene expression. However, IFNγ was
not detected by ELISA. Discussion It should be remembered that the increase in mRNA level is ahead of the protein
concentration. Gene expression depends on many transcription factors which activation changes the
level of mRNA in cells. Thus, when translation product is at demanded level, the DNA transcription can be
suppressed. In opposite, when there is a low level of protein, gene expression can be continuously
upregulated. Conclusion Our results showed that the paracrine activity of ADSC on LESC promotes its proliferation and mitigates
the adverse impact of LPS. We find the ADSC’S secreted factors useful for LESC regeneration. ADSC can
serve as supporting cells for corneal wound healing. Placing the ADSC in closed carrier can probably be
used for temporal wound dressing. The ADSC’S secretome could be used in development of new
medicinal products for corneal injures. Acknowledgements We would like to express our deepest appreciation to prof. dr hab. Urszula Mazurek and dr hab. Monika
Paul-Samojedny for invaluable methodological support and sharing of laboratory facilities. Authors kindly acknowledge the support from Medical University of Silesia in Katowice (Upper Silesia,
Poland) grant no. KNW-1-032/N/9/I and PCN-2-004/N/0/O Competing interests The authors declare that there is no conflict of interest regarding the publication of this article The authors declare that there is no conflict of interest regarding the publication of this article Authors' contributions B.S. and A.S-S. conceived and designed the experiments; B.S. and A.P. performed the experiments; A.S-S. and J.G. analyzed the data; J.G. contributed reagents/materials/analysis tools; B.S., A.S-S. wrote the
paper. References Page 11/20 Page 11/20 1. Willoughby, C. E. et al. Anatomy and Physiology of the Human Eye: Effects of
Mucopolysaccharidoses Disease on Structure and Function - a Review: Anatomy and Physiology of
the Eye. Clin. Experiment. Ophthalmol. 38, 2–11 https://doi.org/10.1111/j.1442-9071.2010.02363.x
(2010). 2. Le-Bel, G. et al. Grafting of an Autologous Tissue-Engineered Human Corneal Epithelium to a Patient
with Limbal Stem Cell Deficiency (LSCD). Am. J. Ophthalmol. Case Rep. 15, 100532
https://doi.org/10.1016/j.ajoc.2019.100532 (2019). 2. Le-Bel, G. et al. Grafting of an Autologous Tissue-Engineered Human Corneal Epithelium to a Patient
with Limbal Stem Cell Deficiency (LSCD). Am. J. Ophthalmol. Case Rep. 15, 100532
https://doi.org/10.1016/j.ajoc.2019.100532 (2019). 3. Jankowska-Szmul, J. et al. Changes in Technique and Indications for Keratoplasty in Poland, 1989 to
2014: An Analysis of Corneal Transplantations Performed at Saint Barbara Hospital, Trauma Center,
Sosnowiec, Poland. Transplant. Proc. 2016, 48, 1818–1823,
doi:10.1016/j.transproceed.2016.01.056. 3. Jankowska-Szmul, J. et al. Changes in Technique and Indications for Keratoplasty in Poland, 1989 to
2014: An Analysis of Corneal Transplantations Performed at Saint Barbara Hospital, Trauma Center,
Sosnowiec, Poland. Transplant. Proc. 2016, 48, 1818–1823,
doi:10.1016/j.transproceed.2016.01.056. 4. Lagali, N. et al. Stage-Related Central Corneal Epithelial Transformation in Congenital Aniridia-
Associated Keratopathy. Ocul. Surf. 16, 163–172 https://doi.org/10.1016/j.jtos.2017.11.003 (2018). 4. Lagali, N. et al. Stage-Related Central Corneal Epithelial Transformation in Congenital Aniridia-
Associated Keratopathy. Ocul. Surf. 16, 163–172 https://doi.org/10.1016/j.jtos.2017.11.003 (2018). 5. Eye Bank Association of America Statistical Report Available online: https://restoresight.org/what-
we-do/publications/statistical-report/ (accessed on 29 August 2019). 5. Eye Bank Association of America Statistical Report Available online: https://restoresight.org/what-
we-do/publications/statistical-report/ (accessed on 29 August 2019). 6. Gain, P. et al. Global Survey of Corneal Transplantation and Eye Banking. JAMA Ophthalmol. 134,
167 https://doi.org/10.1001/jamaophthalmol.2015.4776 (2016). 6. Gain, P. et al. Global Survey of Corneal Transplantation and Eye Banking. JAMA Ophthalmol. 134,
167 https://doi.org/10.1001/jamaophthalmol.2015.4776 (2016). 7. Avadhanam, V. S. & Liu, C. S. C. A Brief Review of Boston Type-1 and Osteo-Odonto
Keratoprostheses. Br. J. Ophthalmol. 99, 878–887 https://doi.org/10.1136/bjophthalmol-2014-
305359 (2015). 8. Avadhanam, V. S., Smith, H. E. & Liu, C. Keratoprostheses for Corneal Blindness: A Review of
Contemporary Devices. Clin. Ophthalmol. Auckl. NZ. 9, 697–720
https://doi.org/10.2147/OPTH.S27083 (2015). 9. McCarthy, M. & Keratoprosthesis (eds) (Kpro) Available onlinehttp://mccarthyeye.com/kpro/
(accessed on 30 June 2018). 9. McCarthy, M. & Keratoprosthesis (eds) (Kpro) Available onlinehttp://mccarthyeye.com/kpro/
(accessed on 30 June 2018). 10. Rafat, M., Hackett, J., Fagerholm, P. & Griffith, M. Artificial Cornea. In Encyclopedia of the Eye; Elsevier
2010; Vol. 1, pp. 128–134 ISBN 978-0-12-374203-2. 10. 2016 ISBN 978-953-51-2538-9. 2016 ISBN 978-953-51-2538-9. 16. Liu, C. et al. Pretreatment of Mesenchymal Stem Cells with Angiotensin II Enhances Paracrine
Effects, Angiogenesis, Gap Junction Formation and Therapeutic Efficacy for Myocardial Infarction. Int. J. Cardiol. 188, 22–32 https://doi.org/10.1016/j.ijcard.2015.03.425 (2015). 17. Zhou, Y., Yamamoto, Y., Xiao, Z. & Ochiya, T. The Immunomodulatory Functions of Mesenchymal
Stromal/Stem Cells Mediated via Paracrine Activity. J. Clin. Med. 8, 1025
https://doi.org/10.3390/jcm8071025 (2019). 18. Hong, P., Yang, H., Wu, Y., Li, K. & Tang, Z. The Functions and Clinical Application Potential of 18. Hong, P., Yang, H., Wu, Y., Li, K. & Tang, Z. The Functions and Clinical Application Potential of
Exosomes Derived from Adipose Mesenchymal Stem Cells: A Comprehensive Review. Stem Cell Res. Ther. 10, 242 https://doi.org/10.1186/s13287-019-1358-y (2019). Exosomes Derived from Adipose Mesenchymal Stem Cells: A Comprehensive Review. Stem Cell Res. Ther. 10, 242 https://doi.org/10.1186/s13287-019-1358-y (2019). 19. Mendt, M., Rezvani, K. & Shpall, E. Mesenchymal Stem Cell-Derived Exosomes for Clinical Use. Bone
Marrow Transplant. 54, 789–792 https://doi.org/10.1038/s41409-019-0616-z (2019). 20. Wang, X. et al. Fetal Dermal Mesenchymal Stem Cell-Derived Exosomes Accelerate Cutaneous
Wound Healing by Activating Notch Signaling. Stem Cells Int. 2019, 2019, 1–11,
doi:10.1155/2019/2402916. 21. Lavoie, J. R. & Rosu-Myles, M. Uncovering the Secretes of Mesenchymal Stem Cells. Biochimie. 95
(12), 2212–2221 (2013). 22. Murphy, M. B., Moncivais, K. & Caplan, A. I. Mesenchymal Stem Cells: Environmentally Responsive
Therapeutics for Regenerative Medicine. Exp. Mol. Med. 45, e54
https://doi.org/10.1038/emm.2013.94 (2013). 23. Shojaei, F., Rahmati, S. & Banitalebi Dehkordi, M. A. Review on Different Methods to Increase the
Efficiency of Mesenchymal Stem Cell-based Wound Therapy. Wound Repair Regen. 2019, wrr.12749,
doi:10.1111/wrr.12749. 24. Yang, Y. H. et al. Stromal Tissue Rigidity Promotes Mesenchymal Stem Cell-Mediated Corneal Wound
Healing Through the Transforming Growth Factor β Signaling Pathway: Stromal Rigidity Promotes
MSC-Mediated Corneal Wound Healing via TGF-β. STEM CELLS. 34, 2525–2535
https://doi.org/10.1002/stem.2405 (2016). 25. Turani, M. et al. Antibiotics Delay in Vitro Human Stem Cell Regrowth. Toxicol. In Vitro. 29, 370–379
https://doi.org/10.1016/j.tiv.2014.10.013 (2015). 26. Dowling, P. & Clynes, M. Conditioned Media from Cell Lines: A Complementary Model to Clinical
Specimens for the Discovery of Disease-Specific Biomarkers. PROTEOMICS 2011, 11, 794–804,
doi:10.1002/pmic.201000530. 27. Skubis, A. et al. Impact of Antibiotics on the Proliferation and Differentiation of Human Adipose-
Derived Mesenchymal Stem Cells. Int. J. Mol. Sci. 18, 2522 https://doi.org/10.3390/ijms18122522
(2017). 27. Skubis, A. et al. Impact of Antibiotics on the Proliferation and Differentiation of Human Adipose-
Derived Mesenchymal Stem Cells. Int. J. Mol. Sci. References Rafat, M., Hackett, J., Fagerholm, P. & Griffith, M. Artificial Cornea. In Encyclopedia of the Eye; Elsevier
2010; Vol. 1, pp. 128–134 ISBN 978-0-12-374203-2. 11. Choi, H. J. et al. Efficacy of Pig-to-Rhesus Lamellar Corneal Xenotransplantation. Investig. Opthalmology Vis. Sci. 52, 6643 https://doi.org/10.1167/iovs.11-7273 (2011). 11. Choi, H. J. et al. Efficacy of Pig-to-Rhesus Lamellar Corneal Xenotransplantation. Investig. Opthalmology Vis. Sci. 52, 6643 https://doi.org/10.1167/iovs.11-7273 (2011). 12. Hara, H., Cooper, D. K. C., XENOTRANSPLANTATION – THE & FUTURE OF CORNEAL
TRANSPLANTATION?. Cornea. 30, 371–378 https://doi.org/10.1097/ICO.0b013e3181f237ef (2011). 12. Hara, H., Cooper, D. K. C., XENOTRANSPLANTATION – THE & FUTURE OF CORNEAL
TRANSPLANTATION?. Cornea. 30, 371–378 https://doi.org/10.1097/ICO.0b013e3181f237ef (2011). 13. Wu, Z. et al. Reconstruction of Auto-Tissue-Engineered Lamellar Cornea by Dynamic Culture for
Transplantation: A Rabbit Model. PLOS ONE. 9, e93012
https://doi.org/10.1371/journal.pone.0093012 (2014). 13. Wu, Z. et al. Reconstruction of Auto-Tissue-Engineered Lamellar Cornea by Dynamic Culture for
Transplantation: A Rabbit Model. PLOS ONE. 9, e93012
https://doi.org/10.1371/journal.pone.0093012 (2014). 14. Jiang, Z. et al. Paracrine Effects of Mesenchymal Stem Cells on the Activation of Keratocytes. Br. J. Ophthalmol. bjophthalmol https://doi.org/10.1136/bjophthalmol-2016-310012 (2017). 14. Jiang, Z. et al. Paracrine Effects of Mesenchymal Stem Cells on the Activation of Keratocytes. Br. J. Ophthalmol. bjophthalmol https://doi.org/10.1136/bjophthalmol-2016-310012 (2017). Page 12/20
15. Ramaswamy, Y., Lim, K. S., Zreiqat, H. & Lu, Z. Stem Cells for Bone Regeneration: Role of Trophic
Factors. In Advanced Techniques in Bone Regeneration; Zorzi, A.R., de Miranda, J.B., Eds.; InTech, Page 12/20
15. Ramaswamy, Y., Lim, K. S., Zreiqat, H. & Lu, Z. Stem Cells for Bone Regeneration: Role of Trophic
Factors. In Advanced Techniques in Bone Regeneration; Zorzi, A.R., de Miranda, J.B., Eds.; InTech, Page 12/20 2016 ISBN 978-953-51-2538-9. 18, 2522 https://doi.org/10.3390/ijms18122522
(2017). 28. Zajdel, A., Wilczok, A. & Tarkowski, M. Toxic Effects of N-3 Polyunsaturated Fatty Acids in Human
Lung A549 Cells. Toxicol. In Vitro. 30, 486–491 https://doi.org/10.1016/j.tiv.2015.09.013 (2015). 28. Zajdel, A., Wilczok, A. & Tarkowski, M. Toxic Effects of N-3 Polyunsaturated Fatty Acids in Human
Lung A549 Cells. Toxicol. In Vitro. 30, 486–491 https://doi.org/10.1016/j.tiv.2015.09.013 (2015). 28. Zajdel, A., Wilczok, A. & Tarkowski, M. Toxic Effects of N-3 Polyunsaturated Fatty Acids in Human
Lung A549 Cells. Toxicol. In Vitro. 30, 486–491 https://doi.org/10.1016/j.tiv.2015.09.013 (2015). Page 13/20 Page 13/20 29. Liang, C. C., Park, A. Y. & Guan, J. L. In Vitro Scratch Assay: A Convenient and Inexpensive Method for
Analysis of Cell Migration in Vitro. Nat. Protoc. 2, 329–333 https://doi.org/10.1038/nprot.2007.30
(2007). 30. Bochner, B. R. et al. Assay of the Multiple Energy-Producing Pathways of Mammalian Cells. PLoS
ONE. 6, e18147 https://doi.org/10.1371/journal.pone.0018147 (2011). 31. Gola, J. et al. –Copper (II) Complex Alters Transcriptional Activity of Genes Encoding Transforming
Growth Factor-Beta Family Members and Related Proteins in Renal Cells. Pharmacol. Rep. 69, 1308–
1314 https://doi.org/10.1016/j.pharep.2017.05.011 (2017). 32. Kukolj, T. et al. Lipopolysaccharide Can Modify Differentiation and Immunomodulatory Potential of
Periodontal Ligament Stem Cells via ERK1,2 Signaling. J. Cell. Physiol. 233, 447–462
https://doi.org/10.1002/jcp.25904 (2018). 33. Shi, H. et al. The in Vitro Effect of Lipopolysaccharide on Proliferation, Inflammatory Factors and
Antioxidant Enzyme Activity in Bovine Mammary Epithelial Cells. Anim. Nutr. 2, 99–104
https://doi.org/10.1016/j.aninu.2016.03.005 (2016). 34. Yang, H., Hu, C., Li, F., Liang, L. & Liu, L. Effect of Lipopolysaccharide on the Biological Characteristics
of Human Skin Fibroblasts and Hypertrophic Scar Tissue Formation. IUBMB Life. 65, 526–532
https://doi.org/10.1002/iub.1159 (2013). 35. Wang, J. et al. Dynamic Changes of Phenotypes and Secretory Functions during the Differentiation
of Pre-DCs to Mature DCs. J. Huazhong Univ. Sci. Technolog. Med. Sci. 37, 191–196
https://doi.org/10.1007/s11596-017-1714-z (2017). 36. Chanrot, M. et al. Dose Related Effects of LPS on Endometrial Epithelial Cell Populations from
Dioestrus Cows. Anim. Reprod. Sci. 177, 12–24 https://doi.org/10.1016/j.anireprosci.2016.12.002
(2017). 37. Chen, X., Zhang, Z. Y., Zhou, H. & Zhou, G. W. Characterization of Mesenchymal Stem Cells under the
Stimulation of Toll-like Receptor Agonists. Dev. Growth Differ. 56, 233–244
https://doi.org/10.1111/dgd.12124 (2014). 38. Kimsa, M. et al. Transforming Growth Factor β-Related Genes in Human Retinal Pigment Epithelial
Cells after Tacrolimus Treatment. Pharmacol. Rep. 68, 969–974
https://doi.org/10.1016/j.pharep.2016.04.020 (2016). 39. Nakajima, V. M. et al. Biotransformed Citrus Extract as a Source of Anti-Inflammatory Polyphenols:
Effects in Macrophages and Adipocytes. Food Res. 2016 ISBN 978-953-51-2538-9. Int. 97, 37–44
https://doi.org/10.1016/j.foodres.2017.03.034 (2017). 39. Nakajima, V. M. et al. Biotransformed Citrus Extract as a Source of Anti-Inflammatory Polyphenols:
Effects in Macrophages and Adipocytes. Food Res. Int. 97, 37–44
https://doi.org/10.1016/j.foodres.2017.03.034 (2017). 40. Chen, J. et al. Mesenchymal Stem Cell Conditioned Medium Promotes Proliferation and Migration of
Alveolar Epithelial Cells under Septic Conditions In Vitro via the JNK-P38 Signaling Pathway. Cell. Physiol. Biochem. 37, 1830–1846 https://doi.org/10.1159/000438545 (2015). 40. Chen, J. et al. Mesenchymal Stem Cell Conditioned Medium Promotes Proliferation and Migration of
Alveolar Epithelial Cells under Septic Conditions In Vitro via the JNK-P38 Signaling Pathway. Cell. Physiol. Biochem. 37, 1830–1846 https://doi.org/10.1159/000438545 (2015). 41. Farahmand, L., Esmaeili, R., Eini, L. & Majidzadeh-A, K. The Effect of Mesenchymal Stem Cell-
Conditioned Medium on Proliferation and Apoptosis of Breast Cancer Cell Line. J. Cancer Res. Ther. 14, 341 (2018). 41. Farahmand, L., Esmaeili, R., Eini, L. & Majidzadeh-A, K. The Effect of Mesenchymal Stem Cell-
Conditioned Medium on Proliferation and Apoptosis of Breast Cancer Cell Line. J. Cancer Res. Ther. 14, 341 (2018). Page 14/20 Page 14/20 42. Kay, A. G. et al. Mesenchymal Stem Cell-Conditioned Medium Reduces Disease Severity and Immune
Responses in Inflammatory Arthritis. Sci. Rep. 7, https://doi.org/10.1038/s41598-017-18144-w
(2017). 43. Li, M. et al. Mesenchymal Stem Cell–Conditioned Medium Improves the Proliferation and Migration
of Keratinocytes in a Diabetes-Like Microenvironment. Int. J. Low. Extrem. Wounds. 14, 73–86
(2015). 44. Waszak, P. et al. Preconditioning Enhances the Paracrine Effect of Mesenchymal Stem Cells in
Preventing Oxygen-Induced Neonatal Lung Injury in Rats. Stem Cells Dev. 21, 2789–2797
https://doi.org/10.1089/scd.2010.0566 (2012). 45. Zhang, Q., Liu, L. N., Yong, Q., Deng, J. C. & Cao, W. G. Intralesional Injection of Adipose-Derived Stem
Cells Reduces Hypertrophic Scarring in a Rabbit Ear Model. Stem Cell Res. Ther. 6, 145
https://doi.org/10.1186/s13287-015-0133-y (2015). 46. Zeppieri, M. et al. Human Adipose-Derived Stem Cells for the Treatment of Chemically Burned Rat
Cornea: Preliminary Results. Curr. Eye Res. 38, 451–463
https://doi.org/10.3109/02713683.2012.763100 (2013). 47. Galindo, S. et al. Therapeutic Effect of Human Adipose Tissue-Derived Mesenchymal Stem Cells in
Experimental Corneal Failure Due to Limbal Stem Cell Niche Damage. Stem Cells Dayt. Ohio. 35,
2160–2174 https://doi.org/10.1002/stem.2672 (2017). 48. Huh, J. E. & Lee, S. Y. IL-6 Is Produced by Adipose-Derived Stromal Cells and Promotes Osteogenesis. Biochim. Biophys. Acta BBA - Mol. Cell Res. 1833, 2608–2616
https://doi.org/10.1016/j.bbamcr.2013.06.025 (2013). 49. Larocca, R. A. et al. 2016 ISBN 978-953-51-2538-9. Adipose Tissue-Derived Mesenchymal Stem Cells Increase Skin Allograft Survival
and Inhibit Th-17 Immune Response. PLoS ONE. 8, e76396
https://doi.org/10.1371/journal.pone.0076396 (2013). 50. Wei, H. J. et al. Adipose-Derived Stem Cells Promote Tumor Initiation and Accelerate Tumor Growth
by Interleukin-6 Production. Oncotarget 2015, 6, 7713. 50. Wei, H. J. et al. Adipose-Derived Stem Cells Promote Tumor Initiation and Accelerate Tumor Growth
by Interleukin-6 Production. Oncotarget 2015, 6, 7713. 51. Lukens, J. R., Gross, J. M. & Kanneganti, T. D. IL-1 Family Cytokines Trigger Sterile Inflammatory
Disease. Front. Immunol. 3, https://doi.org/10.3389/fimmu.2012.00315 (2012). 52. Orelio, C., Haak, E., Peeters, M. & Dzierzak, E. Interleukin-1–Mediated Hematopoietic Cell Regulation in
the Aorta-Gonad-Mesonephros Region of the Mouse Embryo. Blood. 112, 4895–4904
https://doi.org/10.1182/blood-2007-12-123836 (2008). 53. Solomon, A. et al. Suppression of Interleukin 1α and Interleukin 1β in Human Limbal Epithelial Cells
Cultured on the Amniotic Membrane Stromal Matrix. Br. J. Ophthalmol. 85, 444–449
https://doi.org/10.1136/bjo.85.4.444 (2001). 53. Solomon, A. et al. Suppression of Interleukin 1α and Interleukin 1β in Human Limbal Epithelial Cells
Cultured on the Amniotic Membrane Stromal Matrix. Br. J. Ophthalmol. 85, 444–449
https://doi.org/10.1136/bjo.85.4.444 (2001). 54. Beurel, E., Jope, R. S. & Lipopolysaccharide-Induced Interleukin-6 Production Is Controlled by
Glycogen Synthase Kinase-3 and STAT3 in the Brain. J. Neuroinflammation. 6,
https://doi.org/10.1186/1742-2094-6-9 (2009). 54. Beurel, E., Jope, R. S. & Lipopolysaccharide-Induced Interleukin-6 Production Is Controlled by
Glycogen Synthase Kinase-3 and STAT3 in the Brain. J. Neuroinflammation. 6,
https://doi.org/10.1186/1742-2094-6-9 (2009). Page 15/20 55. Eggesbø, J. B., Hjermann, I., Høstmark, A. T. & Kierulf, P. L. P. S. Induced Release of IL-1β, IL-6, IL-8 and
TNF-α in EDTA or Heparin Anticoagulated Whole Blood from Persons with High or Low Levels of
Serum HDL. Cytokine. 8, 152–160 https://doi.org/10.1006/cyto.1996.0022 (1996). 56. Mi, F. & Gong, L. Secretion of Interleukin-6 by Bone Marrow Mesenchymal Stem Cells Promotes
Metastasis in Hepatocellular Carcinoma. Biosci. Rep. 37, BSR20170181
https://doi.org/10.1042/BSR20170181 (2017). 57. Wu, Y. et al. Adipose Tissue-Derived Mesenchymal Stem Cells Have a Heterogenic Cytokine Secretion
Profile. Stem Cells Int. 2017, 2017, doi:10.1155/2017/4960831. 57. Wu, Y. et al. Adipose Tissue-Derived Mesenchymal Stem Cells Have a Heterogenic Cytokine Secretion
Profile. Stem Cells Int. 2017, 2017, doi:10.1155/2017/4960831. 58. Kyurkchiev, D. et al. Secretion of Immunoregulatory Cytokines by Mesenchymal Stem Cells. World J. Stem Cells. 6, 552–570 https://doi.org/10.4252/wjsc.v6.i5.552 (2014). 58. Kyurkchiev, D. et al. Secretion of Immunoregulatory Cytokines by Mesenchymal Stem Cells. World J. Stem Cells. 6, 552–570 https://doi.org/10.4252/wjsc.v6.i5.552 (2014). 59. Notara, M., Shortt, A. J., Galatowicz, G., Calder, V. 2016 ISBN 978-953-51-2538-9. & Daniels, J. T. IL6 and the Human Limbal Stem Cell
Niche: A Mediator of Epithelial–Stromal Interaction. Stem Cell Res. 5, 188–200
https://doi.org/10.1016/j.scr.2010.07.002 (2010). 60. Veréb, Z. et al. Comparison of Upstream Regulators in Human Ex Vivo Cultured Cornea Limbal
Epithelial Stem Cells and Differentiated Corneal Epithelial Cells. BMC Genomics. 14, 900 (2013). 60. Veréb, Z. et al. Comparison of Upstream Regulators in Human Ex Vivo Cultured Cornea Limbal
Epithelial Stem Cells and Differentiated Corneal Epithelial Cells. BMC Genomics. 14, 900 (2013). 60. Veréb, Z. et al. Comparison of Upstream Regulators in Human Ex Vivo Cultured Cornea Limbal
Epithelial Stem Cells and Differentiated Corneal Epithelial Cells. BMC Genomics. 14, 900 (2013). Figures Page 16/20
Figure 1
Cells viability based on the measurement of mitochondrial oxidative activity with MTT assay after
exposure of cells to LPS. The bars represent the means ± standard deviation (SD) of the percentages of Figure 1 Cells viability based on the measurement of mitochondrial oxidative activity with MTT assay after
exposure of cells to LPS. The bars represent the means ± standard deviation (SD) of the percentages of Page 16/20 Page 16/20 the control cell viability (100%); ANOVA with the Tukey post hoc test, *p<0.05, **p<0.01. Figure 2
Cells viability, cytotoxicity and apoptosis of CM, SM, CM_LPS, SM_LPS groups. The activity of the dead-
cell proteases (viability and cytotoxicity) and the activity of caspase 3/7 (apoptosis) are shown as
relative fluorescence units or the luminescence intensity. The bars represent the means ± standard
deviation (SD). T test, *p<0.05. the control cell viability (100%); ANOVA with the Tukey post hoc test, *p<0.05, **p<0.01. Figure 2 the control cell viability (100%); ANOVA with the Tukey post hoc test, *p<0.05, **p<0.01. Figure 2 Cells viability, cytotoxicity and apoptosis of CM, SM, CM_LPS, SM_LPS groups. The activity of the dead-
cell proteases (viability and cytotoxicity) and the activity of caspase 3/7 (apoptosis) are shown as
relative fluorescence units or the luminescence intensity. The bars represent the means ± standard
deviation (SD). T test, *p<0.05. Page 17/20
Figure 3 Figure 3 Figure 3 Page 17/20 Page 17/20 Left: A. Scratch assay. The results present a microscopic image of the selected repetition for each group
(CM, SM, CM_LPS, SM_LPS) at time points (0h, 6h, 12h, 24h ,36h). Scratch area marked with black. C1 =
SM, C2 = SM_LPS
Right: B. Scratch surface area as fold of time point 0h of examined groups (CM, SM,
CM_LPS, SM_LPS) in time (6h, 12h, 24h, 36h). T test, *p<0.05. Left: A. Scratch assay. The results present a microscopic image of the selected repetition for each group
(CM, SM, CM_LPS, SM_LPS) at time points (0h, 6h, 12h, 24h ,36h). Scratch area marked with black. C1 =
SM, C2 = SM_LPS
Right: B. Scratch surface area as fold of time point 0h of examined groups (CM, SM,
CM_LPS, SM_LPS) in time (6h, 12h, 24h, 36h). T test, *p<0.05. CM_LPS, SM_LPS) in time (6h, 12h, 24h, 36h). T test, *p<0.05. Figure 4
Heatmap of fold change in Phenotype MicroArrays for mammalian cells, PMM7 and PMM8 –
„MicroPlate™ - Hormones & Metabolic Effectors" in examined groups. SM - standard medium, CM -
conditioned medium, SM+LPS – standard medium with the addition of 2 µg/ml LPS. Red – highest
values, blue – lowest values, yellow – neutral. Interleukins are marked with red frame. Figure 4 Figure 4 Heatmap of fold change in Phenotype MicroArrays for mammalian cells, PMM7 and PMM8 –
„MicroPlate™ - Hormones & Metabolic Effectors" in examined groups. SM - standard medium, CM -
conditioned medium, SM+LPS – standard medium with the addition of 2 µg/ml LPS. Red – highest
values, blue – lowest values, yellow – neutral. Interleukins are marked with red frame. Page 18/20 Figure 5
The mRNA levels of inflammation markers IL-1α, IL-1β, IL-2, IL-6, IL-10, IFNγ. The bars represent the (Me)
with the 25th and 75th quartiles and the minimum and maximum of the copy numbers per 1 µg of total
RNA. The Kruskal Wallis test with post hoc was applied to assess any differences in the expression of the
genes, *p<0,05. Figure 5 The mRNA levels of inflammation markers IL-1α, IL-1β, IL-2, IL-6, IL-10, IFNγ. The bars represent the (Me)
with the 25th and 75th quartiles and the minimum and maximum of the copy numbers per 1 µg of total
RNA. The Kruskal Wallis test with post hoc was applied to assess any differences in the expression of the
genes, *p<0,05. Page 19/20 Figure 6
Secretion of cytokines by LESC in all examined groups (CM, SM, CM_LPS, SM_LPS) measured by ELISA. ANOVA with the Tukey post hoc test; IL6: **p<0,01, ***p<0,001 Figure 6 Secretion of cytokines by LESC in all examined groups (CM, SM, CM_LPS, SM_LPS) measured by ELISA. ANOVA with the Tukey post hoc test; IL6: **p<0,01, ***p<0,001 Page 20/20
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Inhibition of EGFR Signaling Protects from Mucormycosis
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UCLA
UCLA Previously Published Works
Title
Inhibition of EGFR Signaling Protects from Mucormycosis
Permalink
https://escholarship.org/uc/item/1zg9w5x0
Journal
mBio, 9(4)
ISSN
2161-2129
Authors
Watkins, Tonya N
Gebremariam, Teclegiorgis
Swidergall, Marc
et al.
Publication Date
2018-09-05
DOI
10.1128/mbio.01384-18
Peer reviewed UCLA
UCLA Previously Published Works
Title
Inhibition of EGFR Signaling Protects from Mucormycosis
Permalink
https://escholarship.org/uc/item/1zg9w5x0
Journal
mBio, 9(4)
ISSN
2161-2129
Authors
Watkins, Tonya N
Gebremariam, Teclegiorgis
Swidergall, Marc
et al. Publication Date
2018-09-05
DOI
10.1128/mbio.01384-18
Peer reviewed Journal
mBio, 9(4)
ISSN
2161-2129
Authors
Watkins, Tonya N
Gebremariam, Teclegiorgis
Swidergall, Marc
et al. Publication Date
2018-09-05
DOI
10.1128/mbio.01384-18
Peer reviewed Inhibition of EGFR Signaling Protects from Mucormycosis Tonya N. Watkins,a Teclegiorgis Gebremariam,b Marc Swidergall,b Amol C. Shetty,a Karen T. Graf,a Abdullah Alqarihi,b
Sondus Alkhazraji,b Abrar I. Alsaadi,b Vonetta L. Edwards,a Scott G. Filler,b,c Ashraf S. Ibrahim,b,c Vincent M. Brunoa,d aInstitute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA
bDivision of Infectious Diseases, Los Angeles Biomedical Research Institute at Harbor, UCLA Medical Center,
Torrance, California, USA cDavid Geffen School of Medicine at UCLA, Torrance, California, USA dDepartment of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore,
Maryland, USA ABSTRACT
Mucormycosis is a life-threatening, invasive fungal infection that is
caused by various species belonging to the order Mucorales. Rhizopus species are
the most common cause of the disease, responsible for approximately 70% of all
cases of mucormycosis. During pulmonary mucormycosis, inhaled Rhizopus spores
must adhere to and invade airway epithelial cells in order to establish infection. The
molecular mechanisms that govern this interaction are poorly understood. We per-
formed an unbiased survey of the host transcriptional response during early stages
of Rhizopus arrhizus var. delemar (R. delemar) infection in a murine model of pulmo-
nary mucormycosis using transcriptome sequencing (RNA-seq). Network analysis re-
vealed activation of the host’s epidermal growth factor receptor (EGFR) signaling. Consistent with the RNA-seq results, EGFR became phosphorylated upon in vitro in-
fection of human alveolar epithelial cells with several members of the Mucorales,
and this phosphorylated, activated form of EGFR colocalized with R. delemar spores. Inhibition of EGFR signaling with cetuximab or gefitinib, specific FDA-approved in-
hibitors of EGFR, significantly reduced the ability of R. delemar to invade and dam-
age airway epithelial cells. Furthermore, gefitinib treatment significantly prolonged
survival of mice with pulmonary mucormycosis, reduced tissue fungal burden, and
attenuated the activation of EGFR in response to pulmonary mucormycosis. These
results indicate EGFR represents a novel host target to block invasion of alveolar epi-
thelial cells by R. delemar, and inhibition of EGFR signaling provides a novel ap-
proach for treating mucormycosis by repurposing an FDA-approved drug. IMPORTANCE
Mucormycosis is an increasingly common, highly lethal fungal infec-
tion with very limited treatment options. Using a combination of in vivo animal
models, transcriptomics, cell biology, and pharmacological approaches, we have
demonstrated that Mucorales fungi activate EGFR signaling to induce fungal uptake
into airway epithelial cells. Inhibition of EGFR signaling with existing FDA-approved
drugs significantly increased survival following R. arrhizus var. delemar infection in
mice. Received 25 June 2018 Accepted 20 July
2018 Published 14 August 2018
Citation Watkins TN, Gebremariam T,
Swidergall M, Shetty AC, Graf KT, Alqarihi A,
Alkhazraji S, Alsaadi AI, Edwards VL, Filler SG,
Ibrahim AS, Bruno VM. 2018. Inhibition of EGFR
signaling protects from mucormycosis. mBio
9:e01384-18. https://doi.org/10.1128/mBio
.01384-18. Powered by the California Digital Library
University of California eScholarship.org RESEARCH ARTICLE
crossm RESEARCH ARTICLE Inhibition of EGFR Signaling Protects from Mucormycosis This study enhances our understanding of how Mucorales fungi invade host
cells during the establishment of pulmonary mucormycosis and provides a proof-of-
concept for the repurposing of FDA-approved drugs that target EGFR function. Received 25 June 2018 Accepted 20 July
2018 Published 14 August 2018
Citation Watkins TN, Gebremariam T,
Swidergall M, Shetty AC, Graf KT, Alqarihi A,
Alkhazraji S, Alsaadi AI, Edwards VL, Filler SG,
Ibrahim AS, Bruno VM. 2018. Inhibition of EGFR
signaling protects from mucormycosis. mBio
9:e01384-18. https://doi.org/10.1128/mBio
.01384-18. Invited Editor Robert T. Wheeler, University of
Maine July/August 2018
Volume 9
Issue 4
e01384-18 KEYWORDS EGFR, gefitinib, Rhizopus, mucormycosis KEYWORDS EGFR, gefitinib, Rhizopus, mucormycosis M
ucormycosis is an invasive fungal infection of humans caused by species of the
order Mucorales, subphylum Mucormycotina (1, 2). Rhizopus spp. are the most
common etiologic agent of mucormycosis and are responsible for approximately 70%
of all cases (1–3). The primary risk factors for mucormycosis include neutropenia,
diabetes mellitus resulting in hyperglycemia and diabetic ketoacidosis (DKA), solid M Address correspondence to Vincent M. Bruno,
vbruno@som.umaryland.edu. July/August 2018
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e01384-18 ®
mbio.asm.org
1 mbio.asm.org
1 ® Watkins et al. organ or bone marrow transplantation, treatment with corticosteroids, deferoxamine
therapy, trauma and burns (e.g., wounded soldiers in combat), and malignant hema-
tological disorders (2, 4). The most common forms of mucormycosis, based on anatomical site, are rhino-
orbital/cerebral, pulmonary, cutaneous, gastrointestinal, and disseminated. Rhino-or-
bital/cerebral mucormycosis is found almost exclusively in DKA patients, while pulmo-
nary disease is mainly found in neutropenic patients (5). Cutaneous necrotizing
mucormycosis outbreaks in healthy individuals have also been reported and often
follow natural disasters or severe trauma (e.g., infections following the tsunami that
devastated Southeast Asia in 2004 and the tornadoes that occurred in Joplin, MO, in
June 2011) (6, 7). Since there are no federal requirements to report fungal infections,
the true prevalence of mucormycosis is likely to be much higher than currently
reported. p
There are very few antifungal agents approved by the United States FDA for treating
mucormycosis; the first is amphotericin B (AmB), which has been used to treat mucor-
mycosis for the last 6 decades. AmB has significant nephrotoxicity, other adverse
effects, and very limited clinical success (2, 8). Although isavuconazole and posacona-
zole have been recently approved to treat mucormycosis, neither is considered to be
superior to AmB treatment (8, 9). In the absence of surgical removal of the infected
focus (for example, excision of the eye in patients with rhinocerebral mucormycosis),
antifungal therapy alone is rarely curative. Even when surgical debridement is com-
bined with high-dose antifungal therapy, the mortality associated with mucormycosis
is 50%. In patients with prolonged neutropenia or disseminated disease, mortality is
90 to 100% (10, 11). The limited treatment options coupled with the high mortality and
morbidity rates and the frequently disfiguring surgical therapy provide a clear mandate
to explore alternative approaches to treat this infection. In the case of pulmonary mucormycosis, infection is generally acquired by inhalation
of spores that are ubiquitous in nature. KEYWORDS EGFR, gefitinib, Rhizopus, mucormycosis As lung epithelial cells are among the first host
cells that interact with Mucorales spores during pulmonary infection, a molecular
understanding of how these cells sense and respond to the pathogen is essential to
understanding the pathogenesis of pulmonary mucormycosis. While the invasion of
endothelial cells by Rhizopus arrhizus var. delemar (referred to from here on as R. dele-
mar) is known to be mediated by the interaction between the fungus-encoded CotH3
and the host-encoded GRP78 (12, 13), the specific interactions that govern adherence
and invasion of lung epithelial cells are poorly understood. In this study, we used transcriptome sequencing (RNA-seq) to examine the host
transcriptional response to R. delemar infection in a well-established in vivo murine
model of pulmonary mucormycosis. Network analysis of the data set revealed the
modulation of host pathways that were not previously linked to the host response to
mucormycosis. We provide evidence that the epidermal growth factor receptor (EGFR)
pathway is activated by R. delemar and other Mucorales infection and that this
activation mediates invasion of lung epithelial cells by these fungi. Importantly, ge-
fitinib, an FDA-approved drug that inhibits EGFR, protected mice from mucormycosis. These results suggest that inhibition of EGFR signaling provides a novel therapeutic
approach for treating mucormycosis. July/August 2018
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e01384-18 RESULTS RNA-seq analysis of a murine model of mucormycosis. We analyzed the host
transcriptional response to R. delemar in a DKA murine model of pulmonary mucor-
mycosis due to R. delemar infection. At 14 and 24 h postinoculation, animals were
sacrificed, and the lungs were harvested for extraction of total RNA for subsequent
transcriptome analysis using RNA-seq. These time points were chosen because they
represent early stages of infection, prior to the onset of massive tissue damage and
necrosis, which might complicate interpretation of transcriptome analyses. The early
time points also allowed us to focus on the initial response of the lung tissue during
adhesion of spores to and subsequent invasion of the airway epithelium. From each of July/August 2018
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2 ® EGFR Signaling and Mucormycosis the 12 sequencing libraries, we obtained an average of 96.4 15.8 million reads that
mapped to the mouse reference genome (see Table S1 in the supplemental material). The inclusion of a poly(A) enrichment step in the RNA-seq protocol, as predicted,
resulted in the detection of transcripts from the infecting fungus. However, a robust
analysis of the R. delemar transcriptome was precluded by the lack of sufficient reads
that mapped to the R. delemar reference genome (6,488 reads combined from all six
infected samples). Therefore, we focused our analysis of these samples on the host
response. We have previously demonstrated that infection-induced transcriptome changes
can be used to identify signaling pathways that govern the interaction between host
and fungal pathogen (14–16). Using the Ingenuity Pathway Analysis (IPA) software
(Ingenuity Systems; http://www.ingenuity.com), we performed an upstream regulator
analysis on the sets of host genes that were differentially expressed (P 0.05) (see
Tables S2 and S3 in the supplemental material) between the infection groups and the
appropriate time-matched negative-control groups, which were immunosuppressed
but not infected. This approach was validated by our identification of two pathways that were already
linked to infection by Mucorales: interleukin-22 (IL-22) and IL-17A (Fig. 1A) (17). Our
analysis also predicted the activation of signaling pathways that have not been tied to
mucormycosis but have been associated with the host response to fungal infection,
including colony-stimulating factor 2 (CSF2), extracellular signal-regulated kinases
(ERKs), myeloid differentiation primary response 88 (MYD88), and JNK (Jun N-terminal
kinase) (18–24) (Fig. 1A). We also noticed a striking temporal dynamic in our data set. RESULTS Specifically, the majority of the pathways are modulated at 14 h postinoculation (hpi)
and returning to normal 24 h postinfection. Furthermore, a smaller subset of pathways
was modulated only at 24 h postinfection. Of particular interest was the significant overlap between genes that are differen-
tially expressed 14 h postinoculation with R. delemar and the known transcriptional
targets of the epidermal growth factor receptor (EGFR) signaling pathway (P value of
overlap, 9.57 106). Specifically, R. delemar infection induced the expression of 18
genes that are known to be activated by EGFR signaling (Fig. 1B), providing evidence
for the activation of EGFR protein in response to R. delemar infection. Further support of the activation of EGFR signaling was provided by the predicted
activation of mir-21 (P value overlap, 8.6 1015 [Fig. 1A]), a microRNA that governs
the expression of genes involved in many different biological processes (25–30). EGFR
activation enhances the expression of mir-21 in lung epithelial cells (31). Our sequenc-
ing approach, which is geared toward the detection of long transcripts, does not allow
the examination of microRNAs. However, in our infection model, 28 known repression
targets and 5 known activation targets of mir-21 were downregulated or upregulated,
respectively, 14 h after inoculation relative to the uninfected control group (see
Table S4 in the supplemental material). This downregulation of mir-21-repressed genes
is consistent with an EGFR-stimulated increase in mir-21 expression. In the database
used to perform the upstream regulator analysis, none of the 33 mir-21 target genes are
annotated as EGFR targets, and they are therefore not included in Fig. 1C, so the total
number of differentially expressed genes that provide evidence of EGFR pathway
activation is 51. EGFR signaling is activated during in vitro infection of airway epithelial cells. We have previously examined the transcriptional response of A549 human alveolar
epithelial cells to infection with R. delemar at 6 and 16 h (15). Upstream regulator
analysis of this in vitro RNA-seq data set also revealed a significant overlap between
genes that are differentially expressed following R. delemar infection and the known
transcriptional targets of the EGFR signaling pathway (P values of 4.33 102 and
1.43 103 for 6 and 16 h, respectively). Specifically, R. RESULTS delemar infection induced
changes in gene expression of 34 known downstream targets of EGFR signaling in a
direction that is consistent with the activation of the EGFR (29 activated and 5 repressed
[Fig. 1C]). July/August 2018
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3 ® Watkins et al. FIG 1 Host response to R. delemar infection in vivo and in vitro. (A) Mouse upstream regulators that are predicted to be
changed in R. delemar-infected lungs in a mouse DKA model of mucormycosis. Red indicates predicted activation (Z score of
2). Teal indicates predicted repression (Z score of 2). Black indicates no predicted effect. (B) Expression of known mouse
EGFR targets in lungs 14 h postinoculation of the in vivo DKA model. (C) Expression of known human EGFR targets in A549
cells at 6 and 16 h following inoculation of an in vitro infection. Plotted for panels B and C are the log-transformed reads per
kilobase per million (RPKM) values that have been normalized across all samples. Red indicates high gene expression; blue
indicates low expression. Each column in panels B and C represents an individual sample from a different mouse. FIG 1 Host response to R. delemar infection in vivo and in vitro. (A) Mouse upstream regulators that are predicted to be
changed in R. delemar-infected lungs in a mouse DKA model of mucormycosis. Red indicates predicted activation (Z score of
2). Teal indicates predicted repression (Z score of 2). Black indicates no predicted effect. (B) Expression of known mouse
EGFR targets in lungs 14 h postinoculation of the in vivo DKA model. (C) Expression of known human EGFR targets in A549
cells at 6 and 16 h following inoculation of an in vitro infection. Plotted for panels B and C are the log-transformed reads per
kilobase per million (RPKM) values that have been normalized across all samples. Red indicates high gene expression; blue
indicates low expression. Each column in panels B and C represents an individual sample from a different mouse. FIG 1 Host response to R. delemar infection in vivo and in vitro. (A) Mouse upstream regulators that are predicted to be
changed in R. delemar-infected lungs in a mouse DKA model of mucormycosis. Red indicates predicted activation (Z score of
2). Teal indicates predicted repression (Z score of 2). Black indicates no predicted effect. July/August 2018
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e01384-18 RESULTS (B) Expression of known mouse
EGFR targets in lungs 14 h postinoculation of the in vivo DKA model. (C) Expression of known human EGFR targets in A549
cells at 6 and 16 h following inoculation of an in vitro infection. Plotted for panels B and C are the log-transformed reads per
kilobase per million (RPKM) values that have been normalized across all samples. Red indicates high gene expression; blue
indicates low expression. Each column in panels B and C represents an individual sample from a different mouse. When EGFR is activated by ligand binding, tyrosine residues at the intracellular
carboxy terminus become phosphorylated and the signal is transmitted to a variety of
downstream signaling pathways (32). To confirm the EGFR activation by an orthogonal
approach, we tested whether R. delemar infection of the A549 pulmonary epithelial cell July/August 2018
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4 ® EGFR Signaling and Mucormycosis FIG 2
Phosphorylation and localization of EGFR in A549 cells infected with Mucorales. (A) Representative immunoblot
examining tyrosine phosphorylation of EGFR residue Y1068 in response to individual infection with five different Mucorales
fungi. (B) Densitometric analysis of the immunoblots. ctrl, control. FIG 2
Phosphorylation and localization of EGFR in A549 cells infected with Mucorales. (A) Representative immunoblot
examining tyrosine phosphorylation of EGFR residue Y1068 in response to individual infection with five different Mucorales
fungi. (B) Densitometric analysis of the immunoblots. ctrl, control. line stimulated the phosphorylation of EGFR by immunoblotting. R. delemar infection
induced the phosphorylation of EGFR on tyrosine residue 1068 when examined 3 h
postinfection (Fig. 2). The same phosphorylation was also induced following infection
with four other Mucorales species—Rhizopus oryzae, Lichtheimia corymbifera, Mucor
circinelloides, and Cunninghamella bertholletiae (Fig. 2)—indicating that EGFR activation
is not a strain- or species-specific phenomenon. Consistent with these results, we
observed that the phosphorylated (activated) form of EFGR colocalized with R. delemar
spores during in vitro infection of A549 cells (Fig. 3). We did not observe colocalization
when R. delemar spores were examined in the absence of A549 cells (see Fig. S1 in the
supplemental material). Taken together, these results are consistent with a model in
which Mucorales interacts with EGFR and activates signaling in airway epithelial cells. EGFR signaling governs the uptake of Mucorales and subsequent damage of
airway epithelial cells. The predicted activation of EGFR and mir-21 signaling early
during the infection process, the colocalization of activated EGFR with R. RESULTS delemar spores that were germinated for 1 h. *, P 0.0001, and **, P 0.01, versus control by
Wilcoxon rank-sum test. Data are expressed as median interquartile range and represent at least two indepen-
dent experiments. FIG 4 Effects of EGFR inhibition on invasion of airway epithelial cells by R. delemar. A549 alveolar epithelial cells
were pretreated with vehicle, 25 M gefitinib, or 25 g/ml cetuximab for 1 h followed by (top) 3 h of infection in
the presence of inhibitor with 2 105 R. delemar spores or (bottom) 24 h of infection (in the presence of inhibitors)
with 2 106 R. delemar spores that were germinated for 1 h. *, P 0.0001, and **, P 0.01, versus control by
Wilcoxon rank-sum test. Data are expressed as median interquartile range and represent at least two indepen-
dent experiments. Pretreatment with gefitinib also significantly reduced R. delemar-induced damage of
A549 cells, when assayed by lactate dehydrogenase (LDH) assay (Fig. 4B). To complement our studies with gefitinib, which targets the intracellular tyrosine
kinase domain of EGFR, we examined the ability of cetuximab to block epithelial cell
invasion. Cetuximab is a monoclonal antibody that recognizes the extracellular portion
of EGFR and has been shown to block ligand-dependent activation of EGFR signaling
(36). When the same host cells were pretreated for 1 h with 25 g/ml cetuximab,
endocytosis of R. delemar spores and host cell damage were both significantly reduced
compared to pretreatment with an equivalent amount of IgG1 control antibody (Fig. 4C
and D). Notably, neither gefitinib nor cetuximab inhibited R. delemar mycelial growth
(see Fig. S2 in the supplemental material). Pretreatment of R. delemar spore prepara-
tions with gefitinib or cetuximab, followed by rinsing, prior to the infection did not
reduce endocytosis or host cell damage (see Fig. S3 in the supplemental material). The
concordance between the results of the endocytosis assay and the host cell damage
assay is consistent with previous observations that endocytosis of R. delemar is a
prerequisite for inducing host cell damage of endothelial cells (37). We also found that
pretreatment with gefitinib reduced fungus-induced damage of A549 cells following
infection with R. oryzae, L. corymbifera, M. circinelloides, and C. bertholletiae (Fig. 5). Collectively, these results indicate that EGFR signaling is required for maximal invasion
of and damage to alveolar epithelial cells by Mucorales. July/August 2018
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e01384-18 RESULTS delemar, and
the involvement of EGFR in invasion by Candida albicans and diverse microbial patho-
gens (33–35) compelled us to explore the possibility that EGFR mediates the invasion
of airway epithelial cells by R. delemar. Thus, we next tested whether blocking EGFR
signaling would protect alveolar epithelial cells from invasion by R. delemar. We used
gefitinib, a clinically relevant EGFR kinase inhibitor, to study its effect on R. delemar-
mediated endocytosis by alveolar epithelial cells and their subsequent damage. When
A549 cells were pretreated for 1 h with 25 M gefitinib, endocytosis of R. delemar
spores was significantly reduced compared to pretreatment with vehicle alone (Fig. 4A). FIG 3 Localization of phosphor-EGFR in A549 cells infected with R. delemar. A549 cells were infected for
30 min with 2 105 R. delemar spores that had been germinated for 1 h. Cells were then stained for
phospho-EGFR (red) and host cell nuclei using Hoechst (blue). DIC, differential inference contrast. FIG 3 Localization of phosphor-EGFR in A549 cells infected with R. delemar. A549 cells were infected for
30 min with 2 105 R. delemar spores that had been germinated for 1 h. Cells were then stained for
phospho-EGFR (red) and host cell nuclei using Hoechst (blue). DIC, differential inference contrast. mbio.asm.org
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e01384-18 ® Watkins et al. FIG 4 Effects of EGFR inhibition on invasion of airway epithelial cells by R. delemar. A549 alveolar epithelial cells
were pretreated with vehicle, 25 M gefitinib, or 25 g/ml cetuximab for 1 h followed by (top) 3 h of infection in
the presence of inhibitor with 2 105 R. delemar spores or (bottom) 24 h of infection (in the presence of inhibitors)
with 2 106 R. delemar spores that were germinated for 1 h. *, P 0.0001, and **, P 0.01, versus control by
Wilcoxon rank-sum test. Data are expressed as median interquartile range and represent at least two indepen-
dent experiments. FIG 4 Effects of EGFR inhibition on invasion of airway epithelial cells by R. delemar. A549 alveolar epithelial cells
were pretreated with vehicle, 25 M gefitinib, or 25 g/ml cetuximab for 1 h followed by (top) 3 h of infection in
the presence of inhibitor with 2 105 R. delemar spores or (bottom) 24 h of infection (in the presence of inhibitors)
with 2 106 R. RESULTS EGFR signaling has also been shown to facilitate invasion of oral epithelial cells by
C. albicans which, like R. delemar, enters cells by induced endocytosis. The EGFR-
dependent invasion of C. albicans requires the activation of the aryl hydrocarbon
receptor (Ahr) and the subsequent activation of Src family kinases, which in turn
phosphorylate and activate EGFR (34, 38). To address whether the same mechanism is
being employed to facilitate invasion of airway epithelial cells by R. delemar, we
measured the effect of an Ahr inhibitor (CH-223191) and an Src inhibitor (Src kinase mbio.asm.org
6 ® EGFR Signaling and Mucormycosis FIG 5 Gefitinib inhibits infection-induced damage of airway epithelial cells by four different species of Mucorales. A549 alveolar epithelial cells were pretreated
with vehicle or gefitinib (25 or 50 M) for 1 to 2 h followed by 24 h of infection (in the presence of inhibitors) with 2 106 (C. bertholletiae and R. oryzae) or
3 106 (L. corymbifera and M. circineollides) spores that were germinated for 1 h *, P 0.0001, and **, P 0.01, versus the control by Wilcoxon rank sum test. Data are expressed as median interquartile range and represent at least two independent experiments done in triplicate. FIG 5 Gefitinib inhibits infection-induced damage of airway epithelial cells by four different species of Mucorales. A549 alveolar epithelial cells were pretreated
with vehicle or gefitinib (25 or 50 M) for 1 to 2 h followed by 24 h of infection (in the presence of inhibitors) with 2 106 (C. bertholletiae and R. oryzae) or
3 106 (L. corymbifera and M. circineollides) spores that were germinated for 1 h *, P 0.0001, and **, P 0.01, versus the control by Wilcoxon rank sum test. Data are expressed as median interquartile range and represent at least two independent experiments done in triplicate. inhibitor II) on endocytosis. Neither of the inhibitors altered the ability of A549 cells to
endocytose R. delemar spores (see Fig. S4 in the supplemental material). These results
suggest that the mechanism of activation of EGFR in epithelial cells is distinct from the
activation of EGFR by C. albicans. Gefitinib treatment increases survival of mice with mucormycosis. We next
sought to determine if EGFR signaling governs the establishment and/or progres-
sion of mucormycosis in a well-established in vivo murine model of mucormycosis. RESULTS Unfortunately, mice harboring deletions in EGFR die within the first 8 days of life
(39), thus precluding our ability to test the receptor in a traditional mouse gene
deletion experiment. Furthermore, there are no published lung-specific deletion
models for EGFR. Therefore, we infected neutropenic mice intratracheally with
R. delemar (40) and treated them with 10 mg/kg of body weight gefitinib (41) or
vehicle alone (placebo) for 5 consecutive days starting 4 h postinfection. We chose
to begin the intervention at 4 h because invasion of lung epithelial cells is an early
event in the infection. Placebo-treated mice had a median survival time of 8 days
and 85% mortality by day 15 postinfection (Fig. 6A). In contrast, mice treated with
gefitinib had a median survival time of 21 days, and 55% of the mice remained
alive by day 21, when the experiment was terminated, and the surviving mice
appearing healthy. Corroborating the effects of gefitinib on survival, mice treated
with this drug had an ~1-log reduction in their lungs and brains relative to
placebo-treated mice (Fig. 6B). Consistent with these results, we found that infec-
tion with R. delemar induced marked tyrosine phosphorylation of EGFR in the lung
(Fig. 6C) and that treatment of mice with gefitinib significantly reduced this
phosphorylation (Fig. 6C). These results validate our in vitro observations and
support the potential of targeting EGFR signaling as a novel therapeutic strategy for
mucormycosis by immediately repurposing currently FDA-approved cancer drugs. July/August 2018
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e01384-18 DISCUSSION Invasion of the airway epithelium is a crucial, yet poorly understood, step in the
initiation of pulmonary mucormycosis. We took an unbiased approach to understand
the host side of this interaction by performing RNA-seq analysis of infected lungs
harvested during early stages of a well-established clinically relevant murine model of
mucormycosis. A network analysis of differential gene expression in these mice re-
vealed the enrichment for genes that are known to be downstream of EGFR and its
regulatory target, mir-21. Because our analysis was performed on RNA harvested from
whole lungs of infected mice, we were unable to determine which cell types responded
to the infection with the increased gene expression. The predicted activation of EGFR
signaling at 14 h, and not 24 h, could be indicative of a host response to the early stage
of infection when R. delemar first invades the airway epithelium. Our in vitro analyses mbio.asm.org
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e01384-18 ® Watkins et al. FIG 6
Gefitinib inhibits EGFR phosphorylation in vivo and protects mice from pulmonary mucormycosis. (A)
Survival of neutropenic mice (n 20/group from two independent experiments with similar results) infected
intratracheally with R. delemar (average inoculum of 3.8 103 spores per mouse) and treated with vehicle control
(placebo) or 10 mg/kg gefitinib 4 h postinfection for 5 consecutive days. *, P 0.0084 versus placebo-treated mice
by log rank test. (B) Tissue fungal burden of lungs and brains of mice (n 10 per group) infected intratracheally
with R. delemar (5.6 103 spores per mouse of confirmed inoculum) and treated with vehicle control (placebo) or
gefitinib. Data are presented as median interquartile range. (C) Twenty-four hours post-intratracheal infection,
lungs of gefitinib (GEF)-treated or untreated mice were harvested, sectioned, and stained with calcofluor white
(CFW) and anti-pY1068 antibody. Scale bars, 20 m. Dashed boxes in the top row of panels indicate the sections
shown enlarged in the bottom row. ctrl, control. FIG 6
Gefitinib inhibits EGFR phosphorylation in vivo and protects mice from pulmonary mucormycosis. (A)
Survival of neutropenic mice (n 20/group from two independent experiments with similar results) infected
intratracheally with R. delemar (average inoculum of 3.8 103 spores per mouse) and treated with vehicle control
(placebo) or 10 mg/kg gefitinib 4 h postinfection for 5 consecutive days. *, P 0.0084 versus placebo-treated mice
by log rank test. July/August 2018
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e01384-18 DISCUSSION At this point, we do not know the molecular mechanism by which EGFR signaling
is being stimulated during R. delemar infection. The colocalization of EGFR with fungal
spores is consistent with an interaction between a fungal cell wall component and
EGFR. The invasion of A549 cells by an R. delemar strain with attenuated expression of
CotH3 (12), the Mucorales ligand to host GRP78 during interaction with human
umbilical vein endothelial cells, was not different from A549 cell invasion caused by
wild-type R. delemar (Ashraf Ibrahim, unpublished data). Thus, CotH3 protein is not the
fungal ligand by which EGFR is activated. Furthermore, the R. delemar genome does not
encode a recognizable ortholog of ALS3 or SSA1 and inhibition of Src kinase activity or
Ahr does not inhibit R. delemar invasion, suggesting that EGFR stimulation by Mucor-
ales occurs via a different mechanism than that by C. albicans. Further experiments are
required to determine the molecular nature of the activation. Our in vitro blocking data using EGFR inhibitors did not entirely abrogate the ability
of R. delemar to invade and damage alveolar epithelial cells. This strongly indicates that
receptors other than EGFR are involved in the interaction of Rhizopus with these host
cells. We have previously identified a host cell receptor, GRP78, required for R. delemar
hematogenous dissemination. Specifically, the host 78-kDa glucose-regulated protein
GRP78 interacts with the Mucorales-specific CotH3 cell wall protein during invasion of
human umbilical vein endothelial cells (12). Because of the lack of CotH3 contribution
to invasion of A549 cells (Ibrahim, unpublished), it is unlikely that GRP78 acts as a
coreceptor with EGFR during interactions with invading Mucorales. Alternatively, GRP78
could contribute to Mucorales invasion of alveolar epithelial cells through interacting
with a fungal ligand(s) other than CotH3. These possibilities are the topic of active
investigation. Since EGFR plays a central role in the progression of several types of cancer,
significant effort has been put forth into developing therapies that target EGFR function
(46). To this end, gefitinib, a small molecular inhibitor of EGFR kinase activity, and
cetuximab, a monoclonal antibody specific for the extracellular domain of EGFR,
provide valuable tools to test the role of EGFR in epithelial cell invasion by R. delemar. Indeed, in our mouse model of mucormycosis, treatment with gefitinib significantly
increased survival and reduced tissue fungal burden of target organs. These results are
consistent with a model in which R. DISCUSSION (B) Tissue fungal burden of lungs and brains of mice (n 10 per group) infected intratracheally
with R. delemar (5.6 103 spores per mouse of confirmed inoculum) and treated with vehicle control (placebo) or
gefitinib. Data are presented as median interquartile range. (C) Twenty-four hours post-intratracheal infection,
lungs of gefitinib (GEF)-treated or untreated mice were harvested, sectioned, and stained with calcofluor white
(CFW) and anti-pY1068 antibody. Scale bars, 20 m. Dashed boxes in the top row of panels indicate the sections
shown enlarged in the bottom row. ctrl, control. of human airway epithelial (A549) cells support this idea. Specifically, 34 EGFR-
responsive genes are modulated during infection with R. delemar, and phospho-EGFR
colocalized with endocytosed spores. Furthermore, pharmacological inhibition of EGFR
signaling reduced both fungus-induced cytotoxicity and endocytosis of the spores by
the A549 cells. Collectively, these results suggest that EGFR signaling mediates the
invasion of airway epithelial cells by R. delemar. Hence, EGFR is the first host cell
receptor to be implicated in the interaction between R. delemar and airway epithelial
cells. In general, EGFR signaling can be activated by binding to any one of seven known
host-derived ligands, all of which are expressed as precursor proteins that span the
plasma membrane and are cleaved by cell surface proteases upon stimulation (42). Upon cleavage, the extracellular domains are released as mature proteins into the
extracellular space, where they can bind to and activate EGFR on the surface of the mbio.asm.org
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e01384-18 ® EGFR Signaling and Mucormycosis same cells or on adjacent cells (42). In addition, many pathogens, including viruses,
bacteria, and fungi, seem to have evolved the ability to exploit EGFR signaling to gain
entry into host cells (33), and the mechanism of EGFR activation across these patho-
genic microbes varies. For example, in the context of viral infection, hepatitis C virus
increases signaling by disrupting EGFR recycling to enhance its surface expression (43,
44). In contrast, the Campylobacter jejuni bacterium induces lipid raft formation, result-
ing in clustering and subsequent activation of EGFR (45), while meningitic Escherichia
coli activates EGFR signaling by increasing sphingosine 1-phosphate (S1P2)-dependent
release of heparin-binding ligand-like epidermal growth factor (HB-EGF) (35). The
fungal pathogen C. albicans expresses two surface proteins, Als3p and Ssa1p, that likely
bind to and activate EGFR and ErbB2 heterodimers (34). July/August 2018
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e01384-18 MATERIALS AND METHODS On day 4, mice were sacrificed, and lungs and brains, representing primary
and secondary target organs (40), were collected and processed for tissue fungal burden by quantitative
PCR (qPCR) (47). Values are expressed as log10 spore equivalents per gram of tissue. All animal studies were approved by the Institutional Animal Care and Use Committee (IACUC) of the
Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center according to the NIH guide-
lines for animal housing and care (approval reference no. 21125). Isolation of RNA from lung tissue. Male ICR mice were immunosuppressed and infected as
described above. Lungs were harvested 14 or 24 h postinfection and flash frozen in liquid nitrogen prior
to extracting total RNA using Tri reagent solution (Ambion). RNA-seq and gene expression analysis. Our deep sequencing analysis was performed in triplicate
with three lungs per group isolated from 3 different mice. Sequencing libraries (non-strand-specific,
paired end) were prepared with the TruSeq RNA sample prep kit (Illumina). The total RNA samples were
subjected to poly(A) enrichment as part of the TruSeq protocol. One hundred fifty nucleotides of
sequence was determined from both ends of each cDNA fragment using the HiSeq platform (Illumina)
per the manufacturer’s protocol. Sequencing reads were annotated and aligned to the UCSC mouse
reference genome (mm10, GRCm38.75) using TopHat2 (48). The alignment files from TopHat2 were used
to generate read counts for each gene, and a statistical analysis of differential gene expression was
performed using the edgeR package from Bioconductor (49). A gene was considered differentially
expressed if the P value for differential expression was less than 0.05. To identify modulated signal
transduction pathways, we used the upstream regulator analytic of IPA (Ingenuity Systems) to identify
signaling proteins that are potentially activated or repressed during the course of infection. This analysis
determines the overlap between lists of differentially expressed genes and an extensively curated
database of regulator-target gene relationships. It then considers the direction of the gene expression
changes to make predictions about activation or repression of specific pathways. Immunoblot of EGFR phosphorylation in vitro. The A549 type II pneumocyte cell line (American
Type Culture Collection) was grown as described previously (50). A549 cells in 24-well tissue culture
plates were incubated in F-12K tissue culture medium supplemented with fetal bovine serum to a final
concentration of 10%. Prior to infection, the A549 cells were serum starved for 120 min. Spores of
R. delemar, R. MATERIALS AND METHODS Fungal strains and host cells. R. delemar strain 99-880 (a clinical isolate obtained from a patient with
rhino-orbital mucormycosis), R. oryzae strain 99-892, L. corymbifera strain 008-049, M. circinelloides strain
NRRL3631, and C. bertholletiae strain 175 were grown on peptone-dextrose agar (PDA) plates for 3 to
5 days at 37°C. Spores were collected in endotoxin-free Dulbecco’s phosphate-buffered saline (DPBS),
washed with endotoxin-free DPBS, and counted with a hemocytometer to prepare the final inocula. To
form germlings, spores were incubated in yeast extract-peptone-dextrose (YPD) with shaking for 1 h at
37°C. Germlings were washed twice with endotoxin-free DPBS. The A549 type II pneumocyte cell line was
grown in tissue culture dishes in F-12K medium with L-glutamine plus 10% fetal bovine serum (FBS). Drug. Src kinase inhibitor II (CAS 459848-35-2; Calbiochem) was obtained from Millipore (catalog no. 567806). Murine models of mucormycosis. For the in vivo RNA-seq experiments, diabetic ketoacidosis (DKA)
was induced and mice were infected intratracheally with a target inoculum of 2.5 105 fungal spores
of R. delemar 99-880 in 25 l as previously described (12). To test the effect of gefitinib on mouse survival
following infection, male ICR mice (20 to 25 g [from Envigo]) were immunosuppressed by cyclophos-
phamide (200 mg/kg administered intraperitoneally [i.p.]) and cortisone acetate (500 mg/kg adminis-
tered subcutaneously) given on days 2, 3, and 9 relative to infection. This treatment resulted in
16 days of pancytopenia (40). To control for bacterial infection, immunosuppressed mice received
50 mg/liter enrofloxacin (Baytril; Bayer, Leverkusen, Germany) ad libitum on day 3 through day 0, after
which the enrofloxacin was replaced with daily ceftazidime (5 mg/mouse) treatment administered
subcutaneously through day 13 relative to infection. Mice were infected with 2.5 105 spores of
R. delemar 99-880 in 25 l PBS given intratracheally as previously described (40). Treatment with gefitinib
(10 mg/kg dissolved in 10% dimethylacetamide–90% polyethylene glycol 300 [DMA-PEG 300] and
administered i.p.) started 4 h postinfection and continued once daily through day 4. Placebo-treated
mice received DMA-PEG 300. Survival of mice served as the primary endpoint, with moribund mice
humanely euthanized. To determine the effect of treatment on tissue fungal burden, mice were
immunosuppressed and infected as described above. Gefitinib treatment started 4 h postinfection and
continued through day 3. DISCUSSION delemar stimulates EGFR signaling in vivo to
facilitate endocytosis of the fungus by airway epithelial cells and raise the exciting
possibility of repurposing an FDA-approved drug to potentially control these invasive
fungal infections. Since immunocompromised patients are the most susceptible and
likely to develop mucormycosis, the observed efficacy of gefitinib in neutropenic mice
adds to the clinical relevance and the potential for our results to translate to humans
as an adjunctive therapy to current antifungal agents. Furthermore, because gefitinib
targets the host and does not affect the growth or morphology of the fungus,
acquisition of resistance is less likely to occur. To summarize, we have identified host EGFR as a key mediator of early invasion of
alveolar epithelial cells by Mucorales. Of great clinical importance is our finding that
inhibition of EGFR function by an FDA-approved drug ameliorates murine mucormy-
cosis and is likely to represent a new therapeutic modality as adjunctive therapy to
lethal mucormycosis. July/August 2018
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e01384-18 mbio.asm.org
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10 MATERIALS AND METHODS Twelve-millimeter glass coverslips were seeded with A549
alveolar epithelial cells. Cells were then pretreated for 1 h with gefitinib (25 M) or cetuximab (25 g/ml). For controls, host cells will be incubated with DMSO (the solvent used to reconstitute the inhibitor) or
25 g/ml mouse IgG antibody in parallel. Host cells were then infected with 2 105 R. delemar spores. After incubation for 3 h, cells were fixed in 3% paraformaldehyde and stained for 1 h with 1% Uvitex,
which specifically binds to chitin in the fungal cell wall. After being washed with PBS, coverslips were
mounted on a glass slide with a drop of ProLong Gold antifade reagent (Molecular Probes) and sealed. The total number of cell-associated organisms (i.e., fungi adhering to the monolayer) per high-powered
field was determined by phase-contrast microscopy. The same field was then examined by epifluores-
cence microscopy, and the number of brightly fluorescent, uninternalized fungi was determined. The
number of endocytosed organisms was calculated by subtracting the number of fluorescent fungi from
the total number of visible fungi. At least 400 organisms were counted per treatment group in at least
15 different fields per coverslip. Experiments were performed in duplicate or triplicate on at least two
separate days. Confocal microscopy. The accumulation of epithelial cell EGFR and pEGFR around R. delemar was
visualized using the Zeiss LSM Duo confocal microscopy system. Twelve-millimeter glass coverslips in
12-well dishes were seeded with A549 alveolar epithelial cells and infected with 2 105 R. delemar
spores. After incubation at 37°C, cells were washed with HBSS and fixed with 3% paraformaldehyde. Cells
were blocked and incubated with 1:500 mouse anti-EGFR (Santa Cruz; no. sc-373746) and 1:500 rabbit
anti-pEGFR (Cell Signaling; no. 3777). Coverslips were washed and counterstained with 1:500 Alexa Fluor
546-labeled goat anti-mouse IgG and Alexa Fluor 488-labeled goat anti-rabbit IgG. Host cell nuclei were
stained with Hoechst 33342 (Thermo Fisher). After washing, coverslips were mounted on a glass slide
with ProLong Gold antifade reagent (Molecular Probes) and viewed by z-stacking using the Zeiss LSM
Duo confocal microscopy system. Immunofluorescence of EGFR phosphorylation in vivo. CD-1 mice were immunosuppressed with
cyclophosphamide (200 mg/kg) and cortisone acetate (500 mg/kg) on day 2 relative to infection. They
were inoculated by intratracheal injection of 1.0 107 R. delemar cells. MATERIALS AND METHODS oryzae, L. corymbifera, M. circinelloides, or C. bertholletiae were incubated in RPMI for 60 min
at 37C, washed, and suspended in F-12K medium. A549 cells were infected for 3 h with a multiplicity of
infection (MOI) of 5. Next, the cells were rinsed with cold Hanks balanced salt solution (HBSS) containing
protease and phosphatase inhibitors and removed from the plate with a cell scraper. After collecting the
cells by centrifugation, they were boiled in 2 SDS sample buffer. The lysates were separated by
SDS-PAGE, and Y1068 EGFR phosphorylation was detected with a phospho-specific antibody (Cell
Signaling; no. 2234). The blots were then stripped, and total protein levels and -actin were detected by
immunoblotting with appropriate antibodies against EGFR (Cell Signaling; no. 4267), and -actin (Cell
Signaling; 3700). The immunoblots were developed using enhanced chemiluminescence and imaged
with a C400 (Azure Biosystems) digital imager. Measurement of R. delemar-induced host cell damage. R. delemar-induced A549 cell damage was
quantified using the Pierce LDH assay, with slight modifications to the manufacturer’s protocol. Briefly,
A549 cells were grown in 96-well tissue culture plates for 18 to 24 h. Cells were then pretreated for 1 h mbio.asm.org
10 ® EGFR Signaling and Mucormycosis with gefitinib (25 M) or cetuximab (25 g/ml) and infected with 2 106 germlings suspended in 150 l
F-12K plus 10% FBS. For controls, host cells were incubated with dimethyl sulfoxide (DMSO) (the solvent
used to reconstitute the inhibitor) or 25 g/ml of mouse IgG antibody in parallel. After 24 h of incubation
at 37°C, 50 l of the cell culture supernatant was collected from uninfected, infected, and fungus-only
control wells and transferred to a 96-well plate to assay for LDH activity. Lysis buffer was added to all
infected wells, and the mixture was incubated for 45 min at 37°C. After lysis, 50 l of cell culture
supernatant was transferred to a 96-well plate and used for the LDH assay kit per the protocol. LDH
release was calculated as follows: % cytotoxicity [(experimental release fungal cell spontaneous
control host cell spontaneous control)/(host cell maximum control fungal cell maximum control
host cell spontaneous control)] 100. LDH is a cytosolic enzyme but will be released into the cell culture
medium upon cell membrane damage. The amount of extracellular LDH is proportional to the amount
of cell damage. Measurement of host cell endocytosis. MATERIALS AND METHODS After 24 h of infection, the mice
were sacrificed and the lungs were harvested, snap-frozen in optimal cutting temperature (OCT)
compound. Ten-micrometer-thick sections were cut with a cryostat and fixed with cold acetone. Protein
phosphorylation was detected as described elsewhere (38, 51). Briefly, the cryosections were rehydrated
in PBS and then blocked with 10% bovine serum albumin (BSA). Sections were stained with a phospho-
EGFR antibody (Cell Signaling; no. 2234), followed by a secondary antibody. The organisms were stained
with calcofluor white (Sigma-Aldrich; no. 18909) and imaged by confocal microscopy. Statistical analyses. In vitro experiments were performed in triplicate on two or three separate days. Data are expressed as the median interquartile range. Treatment groups were compared to controls
using the Wilcoxon rank sum test. For the murine studies, survival of mice was analyzed using the log
rank test, whereas differences in tissue fungal burden were analyzed by the Wilcoxon rank sum test using
GraphPad Prism 6. P values of 0.05 were considered significant. Accession number(s). All of the raw sequencing reads from this study have been submitted to the
NCBI sequence read archive (SRA) under BioProject accession no. PRJNA429656 (https://www.ncbi.nlm
.nih.gov/bioproject/PRJNA429656). The specific sample accession numbers are presented in Table S1. SUPPLEMENTAL MATERIAL Supplemental material for this article may be found at https://doi.org/10.1128/mBio
.01384-18. REFERENCES 15. Chibucos MC, Soliman S, Gebremariam T, Lee H, Daugherty S, Orvis J,
Shetty AC, Crabtree J, Hazen TH, Etienne KA, Kumari P, O’Connor TD,
Rasko DA, Filler SG, Fraser CM, Lockhart SR, Skory CD, Ibrahim AS, Bruno
VM. 2016. An integrated genomic and transcriptomic survey of
mucormycosis-causing fungi. Nat Commun 7:12218. https://doi.org/10
.1038/ncomms12218. 1. Ribes JA, Vanover-Sams CL, Baker DJ. 2000. Zygomycetes in human
disease. Clin Microbiol Rev 13:236–301. https://doi.org/10.1128/CMR.13
.2.236-301.2000. 2. Spellberg B, Edwards J, Jr, Ibrahim A. 2005. Novel perspectives on
mucormycosis: pathophysiology. presentation, and management. Clin Mi-
crobiol Rev 18:556–569. https://doi.org/10.1128/CMR.18.3.556-569.2005. 3. Roden MM, Zaoutis TE, Buchanan WL, Knudsen TA, Sarkisova TA, Schaufele
RL, Sein M, Sein T, Chiou CC, Chu JH, Kontoyiannis DP, Walsh TJ. 2005. Epidemiology and outcome of zygomycosis: a review of 929 reported cases. Clin Infect Dis 41:634–653. https://doi.org/10.1086/432579. 16. Liu Y, Shetty AC, Schwartz JA, Bradford LL, Xu W, Phan QT, Kumari P,
Mahurkar A, Mitchell AP, Ravel J, Fraser CM, Filler SG, Bruno VM. 2015. New signaling pathways govern the host response to C. albicans infec-
tion in various niches. Genome Res 25:679–689. https://doi.org/10.1101/
gr.187427.114. Clin Infect Dis 41:634–653. https://doi.org/10.1086/432579. 4. Ibrahim AS, Kontoyiannis DP. 2013. Update on mucormycosis pathogen-
esis. Curr Opin Infect Dis 26:508–515. https://doi.org/10.1097/QCO.0000
000000000008. 17. Bao W, Jin L, Fu HJ, Shen YN, Lu GX, Mei H, Cao XZ, Wang HS, Liu WD. 2013. Interleukin-22 mediates early host defense against Rhizomucor
pusilluscan pathogens. PLoS One 8:e65065. https://doi.org/10.1371/
journal.pone.0065065. 5. Kwon-Chung KJ, Bennett JE. 1992. Medical mycology, p 524–559. Lea &
Febiger, Philadelphia, PA. 18. Flemming A. 2017. Antifungals: JNK inhibitors boost antifungal immu-
nity. Nat Rev Drug Discov 16:163. https://doi.org/10.1038/nrd.2017.29. 6. Neblett Fanfair R, Benedict K, Bos J, Bennett SD, Lo YC, Adebanjo T,
Etienne K, Deak E, Derado G, Shieh WJ, Drew C, Zaki S, Sugerman D,
Gade L, Thompson EH, Sutton DA, Engelthaler DM, Schupp JM, Brandt
ME, Harris JR, Lockhart SR, Turabelidze G, Park BJ. 2012. Necrotizing
cutaneous mucormycosis after a tornado in Joplin, Missouri, in 2011. N
Engl J Med 367:2214–2225. https://doi.org/10.1056/NEJMoa1204781. 19. Gavino C, Hamel N, Zeng JB, Legault C, Guiot MC, Chankowsky J, Lejtenyi
D, Lemire M, Alarie I, Dufresne S, Boursiquot JN, McIntosh F, Langelier M,
Behr MA, Sheppard DC, Foulkes WD, Vinh DC. 2016. Impaired RASGRF1/
ERK-mediated GM-CSF response characterizes CARD9 deficiency in
French-Canadians. J Allergy Clin Immunol 137:1178–1188.e7. https://doi
.org/10.1016/j.jaci.2015.09.016. 7. REFERENCES Andresen D, Donaldson A, Choo L, Knox A, Klaassen M, Ursic C,
Vonthethoff L, Krilis S, Konecny P. 2005. Multifocal cutaneous mucormy-
cosis complicating polymicrobial wound infections in a tsunami survivor
from Sri Lanka. Lancet 365:876–878. https://doi.org/10.1016/S0140-6736
(05)71046-1. 20. Horng T, Medzhitov R. 2001. Drosophila MyD88 is an adapter in the Toll
signaling pathway. Proc Natl Acad Sci U S A 98:12654–12658. https://
doi.org/10.1073/pnas.231471798. (
)
8. Marty FM, Ostrosky-Zeichner L, Cornely OA, Mullane KM, Perfect JR,
Thompson GR, III, Alangaden GJ, Brown JM, Fredricks DN, Heinz WJ,
Herbrecht R, Klimko N, Klyasova G, Maertens JA, Melinkeri SR, Oren I,
Pappas PG, Rácˇil Z, Rahav G, Santos R, Schwartz S, Vehreschild JJ, Young
JH, Chetchotisakd P, Jaruratanasirikul S, Kanj SS, Engelhardt M, Kaufhold
A, Ito M, Lee M, Sasse C, Maher RM, Zeiher B, Vehreschild MJGT, VITAL
and FungiScope Mucormycosis Investigators. 2016. Isavuconazole treat-
ment for mucormycosis: a single-arm open-label trial and case-control
analysis. Lancet Infect Dis 16:828–837. https://doi.org/10.1016/S1473
-3099(16)00071-2. 21. Marr KA, Balajee SA, Hawn TR, Ozinsky A, Pham U, Akira S, Aderem A, Liles
WC. 2003. Differential role of MyD88 in macrophage-mediated responses to
opportunistic fungal pathogens. Infect Immun 71:5280–5286. https://doi
.org/10.1128/IAI.71.9.5280-5286.2003. 22. Moyes DL, Runglall M, Murciano C, Shen C, Nayar D, Thavaraj S, Kohli A,
Islam A, Mora-Montes H, Challacombe SJ, Naglik JR. 2010. A biphasic
innate immune MAPK response discriminates between the yeast and
hyphal forms of Candida albicans in epithelial cells. Cell Host Microbe
8:225–235. https://doi.org/10.1016/j.chom.2010.08.002. 23. Wang J, Gigliotti F, Bhagwat SP, Maggirwar SB, Wright TW. 2007. Pneu-
mocystis stimulates MCP-1 production by alveolar epithelial cells
through a JNK-dependent mechanism. Am J Physiol Lung Cell Mol
Physiol 292:L1495–L1505. https://doi.org/10.1152/ajplung.00452.2006. 9. Manesh A, John AO, Mathew B, Varghese L, Rupa V, Zachariah A,
Varghese GM. 2016. Posaconazole: an emerging therapeutic option for
invasive rhino-orbito-cerebral mucormycosis. Mycoses 59:765–772. https://
doi.org/10.1111/myc.12529. 24. Wozniok I, Hornbach A, Schmitt C, Frosch M, Einsele H, Hube B, Löffler J,
Kurzai O. 2008. Induction of ERK-kinase signalling triggers morphotype-
specific killing of Candida albicans filaments by human neutrophils. Cell
Microbiol 10:807–820. https://doi.org/10.1111/j.1462-5822.2007.01086.x. 10. Gleissner B, Schilling A, Anagnostopolous I, Siehl I, Thiel E. 2004. Im-
proved outcome of zygomycosis in patients with hematological dis-
eases? Leuk Lymphoma 45:1351–1360. https://doi.org/10.1080/10428
190310001653691. 25. Buscaglia LE, Li Y. 2011. Apoptosis and the target genes of microRNA-21. Chin J Cancer 30:371–380. https://doi.org/10.5732/cjc.30.0371. 11. Kauffman CA. 2004. Zygomycosis: reemergence of an old pathogen. ACKNOWLEDGMENTS This project was funded in part with federal funds from the National Institute of
Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Department
of Health and Human Services, under U19AI110820 to V.M.B., S.G.F., and A.S.I.,
R01AI063503 to A.S.I., R01AI124566 and R01DE022600 to S.G.F., and K99DE026856
to M.S. A.S.I. owns shares in Vitalex Biosciences, a start-up company that is developing
immunotherapies and diagnostics for mucormycosis. The remaining authors declare no
competing interests. .01384-18. FIG S1, PDF file, 0.4 MB. FIG S2, PDF file, 38.1 MB. FIG S3, PDF file, 0.1 MB. FIG S4, PDF file, 0.1 MB. TABLE S1, XLSX file, 0.1 MB. TABLE S2, XLSX file, 0.2 MB. TABLE S3, XLSX file, 0.2 MB. TABLE S4, XLSX file, 0.1 MB. FIG S1, PDF file, 0.4 MB. FIG S2, PDF file, 38.1 MB. FIG S3, PDF file, 0.1 MB. FIG S4, PDF file, 0.1 MB. TABLE S1, XLSX file, 0.1 MB. TABLE S2, XLSX file, 0.2 MB. TABLE S3, XLSX file, 0.2 MB. TABLE S4, XLSX file, 0.1 MB. mbio.asm.org
11 July/August 2018
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Volume 9
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e01384-18 ® Watkins et al. July/August 2018
Volume 9
Issue 4
e01384-18 REFERENCES The role of ErbB receptors
in infection. Trends Microbiol 25:942–952. https://doi.org/10.1016/j.tim
.2017.04.009. 44. Stindt S, Cebula P, Albrecht U, Keitel V, Schulte am Esch J, Knoefel WT,
Bartenschlager R, Häussinger D, Bode JG. 2016. Hepatitis C virus acti-
vates a neuregulin-driven circuit to modify surface expression of growth
factor receptors of the ErbB family. PLoS One 11:e0148711. https://doi
.org/10.1371/journal.pone.0148711. 34. Zhu W, Phan QT, Boontheung P, Solis NV, Loo JA, Filler SG. 2012. EGFR
and HER2 receptor kinase signaling mediate epithelial cell invasion by
Candida albicans during oropharyngeal infection. Proc Natl Acad Sci
U S A 109:14194–14199. https://doi.org/10.1073/pnas.1117676109. 35. Wang X, Maruvada R, Morris AJ, Liu JO, Wolfgang MJ, Baek DJ, Bittman
R, Kim KS. 2016. Sphingosine 1-phosphate activation of EGFR as a novel
target for meningitic Escherichia coli penetration of the blood-brain
barrier. PLoS Pathog 12:e1005926. https://doi.org/10.1371/journal.ppat
.1005926. 45. Krause-Gruszczynska M, Boehm M, Rohde M, Tegtmeyer N, Takahashi S,
Buday L, Oyarzabal OA, Backert S. 2011. The signaling pathway of
Campylobacter jejuni-induced Cdc42 activation: role of fibronectin, in-
tegrin beta1, tyrosine kinases and guanine exchange factor Vav2. Cell
Commun Signal 9:32. https://doi.org/10.1186/1478-811X-9-32. Commun Signal 9:32. https://doi.org/10.1186/1478-811X-9-32. 36. Vincenzi B, Zoccoli A, Pantano F, Venditti O, Galluzzo S. 2010. Cetuximab:
from bench to bedside. Curr Cancer Drug Targets 10:80–95. https://doi
.org/10.2174/156800910790980241. 46. Press MF, Lenz HJ. 2007. EGFR, HER2 and VEGF pathways: validated targets
for cancer treatment. Drugs 67:2045–2075. https://doi.org/10.2165/0000
3495-200767140-00006. 37. Ibrahim AS, Spellberg B, Avanessian V, Fu Y, Edwards JE, Jr. 2005. Rhizopus oryzae adheres to, is phagocytosed by, and damages endo-
thelial cells in vitro. Infect Immun 73:778–783. https://doi.org/10.1128/
IAI.73.2.778-783.2005. 47. Ibrahim AS, Bowman JC, Avanessian V, Brown K, Spellberg B, Edwards JE,
Jr, Douglas CM. 2005. Caspofungin inhibits Rhizopus oryzae 1,3-beta-D-
glucan synthase, lowers burden in brain measured by quantitative PCR,
and improves survival at a low but not a high dose during murine
disseminated zygomycosis. Antimicrob Agents Chemother 49:721–727. https://doi.org/10.1128/AAC.49.2.721-727.2005. 38. Solis NV, Swidergall M, Bruno VM, Gaffen SL, Filler SG. 2017. The aryl
hydrocarbon receptor governs epithelial cell invasion during oropharyngeal
candidiasis. mBio 8:e00025-17. https://doi.org/10.1128/mBio.00025-17. 39. Miettinen PJ, Berger JE, Meneses J, Phung Y, Pedersen RA, Werb Z,
Derynck R. 1995. Epithelial immaturity and multiorgan failure in mice
lacking epidermal growth factor receptor. Nature 376:337–341. https://
doi.org/10.1038/376337a0. 48. Kim D, Pertea G, Trapnell C, Pimentel H, Kelley R, Salzberg SL. 2013. REFERENCES Clin
Infect Dis 39:588–590. https://doi.org/10.1086/422729. 26. Feng YH, Tsao CJ. 2016. Emerging role of microRNA-21 in cancer. Biomed Rep 5:395–402. https://doi.org/10.3892/br.2016.747. 12. Gebremariam T, Liu M, Luo G, Bruno V, Phan QT, Waring AJ, Edwards JE,
Jr, Filler SG, Yeaman MR, Ibrahim AS. 2014. CotH3 mediates fungal
invasion of host cells during mucormycosis. J Clin Invest 124:237–250. https://doi.org/10.1172/JCI71349. 27. Li Y, Zhang J, Lei Y, Lyu L, Zuo R, Chen T. 2017. MicroRNA-21 in skin
fibrosis: potential for diagnosis and treatment. Mol Diagn Ther 21:
633–642. https://doi.org/10.1007/s40291-017-0294-8. 28. Sekar D, Shilpa BR, Das AJ. 2017. Relevance of microRNA 21 in different
types of hypertension. Curr Hypertens Rep 19:57. https://doi.org/10
.1007/s11906-017-0752-z. 13. Liu M, Spellberg B, Phan QT, Fu Y, Fu Y, Lee AS, Edwards JE, Jr, Filler SG,
Ibrahim AS. 2010. The endothelial cell receptor GRP78 is required for
mucormycosis pathogenesis in diabetic mice. J Clin Invest 120:
1914–1924. https://doi.org/10.1172/JCI42164. 29. Sekar D, Venugopal B, Sekar P, Ramalingam K. 2016. Role of microRNA 21
in diabetes and associated/related diseases. Gene 582:14–18. https://doi
.org/10.1016/j.gene.2016.01.039. 14. Bruno VM, Shetty AC, Yano J, Fidel PL, Jr, Noverr MC, Peters BM. 2015. Transcriptomic analysis of vulvovaginal candidiasis identifies a role for
the NLRP3 inflammasome. mBio 6:e00182-15. https://doi.org/10.1128/
mBio.00182-15. 30. Wang S, Wan X, Ruan Q. 2016. The microRNA-21 in autoimmune dis-
eases. Int J Mol Sci 17:E864. https://doi.org/10.3390/ijms17060864. July/August 2018
Volume 9
Issue 4
e01384-18 mbio.asm.org
12 mbio.asm.org
12 ® EGFR Signaling and Mucormycosis 42. Schneider MR, Wolf E. 2009. The epidermal growth factor receptor
ligands at a glance. J Cell Physiol 218:460–466. https://doi.org/10.1002/
jcp.21635. 31. Seike M, Goto A, Okano T, Bowman ED, Schetter AJ, Horikawa I, Mathe
EA, Jen J, Yang P, Sugimura H, Gemma A, Kudoh S, Croce CM, Harris CC. 2009. MiR-21 is an EGFR-regulated anti-apoptotic factor in lung cancer in
never-smokers. Proc Natl Acad Sci U S A 106:12085–12090. https://doi
.org/10.1073/pnas.0905234106. 43. Plissonnier ML, Lahlali T, Michelet M, Lebossé F, Cottarel J, Beer M, Neveu
G, Durantel D, Bartosch B, Accardi R, Clément S, Paradisi A, Devouassoux-
Shisheboran M, Einav S, Mehlen P, Zoulim F, Parent R. 2016. Epidermal
growth factor receptor-dependent mutual amplification between
Netrin-1 and the hepatitis C virus. PLoS Biol 14:e1002421. https://doi
.org/10.1371/journal.pbio.1002421. 32. Decker SJ. 1993. Transmembrane signaling by epidermal growth factor
receptors lacking autophosphorylation sites. J Biol Chem 268:9176–9179. 33. Ho J, Moyes DL, Tavassoli M, Naglik JR. 2017. July/August 2018
Volume 9
Issue 4
e01384-18 REFERENCES TopHat2: accurate alignment of transcriptomes in the presence of in-
sertions, deletions and gene fusions. Genome Biol 14:R36. https://doi
.org/10.1186/gb-2013-14-4-r36. 40. Luo G, Gebremariam T, Lee H, French SW, Wiederhold NP, Patterson TF,
Filler SG, Ibrahim AS. 2013. Efficacy of liposomal amphotericin B and
posaconazole in intratracheal models of murine mucormycosis. Antimi-
crob Agents Chemother 57:3340–3347. https://doi.org/10.1128/AAC
.00313-13. 49. Robinson MD, McCarthy DJ, Smyth GK. 2010. edgeR: a Bioconductor pack-
age for differential expression analysis of digital gene expression data. Bioinformatics 26:139–140. https://doi.org/10.1093/bioinformatics/btp616. 50. Liu H, Lee MJ, Solis NV, Phan QT, Swidergall M, Ralph B, Ibrahim AS,
Sheppard DC, Filler SG. 2016. Aspergillus fumigatus CalA binds to integ-
rin alpha5beta1 and mediates host cell invasion. Nat Microbiol 2:16211. https://doi.org/10.1038/nmicrobiol.2016.211. 41. Lynch TJ, Bell DW, Sordella R, Gurubhagavatula S, Okimoto RA, Branni-
gan BW, Harris PL, Haserlat SM, Supko JG, Haluska FG, Louis DN, Chris-
tiani DC, Settleman J, Haber DA. 2004. Activating mutations in the
epidermal growth factor receptor underlying responsiveness of non-
small-cell lung cancer to gefitinib. N Engl J Med 350:2129–2139. https://
doi.org/10.1056/NEJMoa040938. 51. Swidergall M, Solis NV, Lionakis MS, Filler SG. 2018. EphA2 is an epithelial
cell pattern recognition receptor for fungal beta-glucans. Nat Microbiol
3:53–61. https://doi.org/10.1038/s41564-017-0059-5. mbio.asm.org
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Is compulsory voting a solution to low and declining turnout? Cross-national evidence since 1945
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Political science research and methods
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Abstract Despite the substantial body of research on compulsory voting’s (CV) relationship with turnout, much
remains unknown about the role of different types of CV rules, their enforcement, and their ability to
prevent the secular turnout decline observed around the world. Moreover, existing studies that leverage
changes to CV laws are limited to a single country. We assemble rich new data on voter turnout and
electoral legislation that, we believe, include the most accurate and extensive cross-national measure of
CV to date. We test three theoretically derived hypotheses: that CV enforcement matters for participation;
that enforcement’s effect is conditioned by state capacity; and that, only when CV is enforced, will it miti-
gate voter turnout’s post-1970 tendency to decline. We find support for each. We also find that the nature
of sanctions for non-voting is irrelevant for participation. Keywords: Comparative politics: elections and campaigns; political institutions; political participation and turnout; voting
behavior A key and unsurprising correlate of compulsory voting (CV) is elevated voter turnout. Evidence
of this dates back nearly a century and comes from a variety of empirical approaches (for reviews,
see Birch (2009) and Singh (2021)). Still, much remains unknown about the extent to which dif-
ferent types of mandatory rules boost participation and whether states’ ability to enforce penalties
might matter. It is also unclear whether CV can prevent long-term declines in participation rates. This is an important question since shifts in turnout can affect electoral outcomes, representation,
and political equality (see Blais et al., 2020 for a review). p
q
y
With a focus on both breadth and intra-country changes to CV laws, we assembled a new data
set on voter turnout and CV. Our data cover over 1400 elections in 116 countries over the years
1945–2017. In creating our data set, we reviewed contemporary and historical documents, legis-
lation, and constitutions to create what we believe is the most accurate and extensive measure of
CV to date. There are a total of 26 countries that used CV in at least one election in our data set
and 11 countries that experienced a switch to or away from CV within our time period. y
We subject three theoretically derived hypotheses to our data. The first predicts that the
positive impact of CV on turnout will be biggest where there are enforced legal sanctions for
abstention. ORIGINAL ARTICLE ORIGINAL ARTICLE © The Author(s), 2022. Published by Cambridge University Press on behalf of the European Political Science Association. This is an Open
Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0/), which
permits unrestricted re-use, distribution and reproduction, provided the original article is properly cited. Is compulsory voting a solution to low and declining
turnout? Cross-national evidence since 1945 Filip Kostelka1,2*
, Shane P. Singh3
and André Blais4 1Department of Political and Social Sciences, European University Institute, Fiesole, Italy, 2Department of Government,
University of Essex, Colchester, UK, 3Department of International Affairs, University of Georgia, Athens, USA and
4Département de science politique, Université de Montréal, Montreal, Canada
*Corresponding author. Email: filip.kostelka@eui.eu (Received 1 November 2021; revised 16 May 2022; accepted 30 August 2022) Political Science Research and Methods (2022), page 1 of 18
doi:10.1017/psrm.2022.57 Background, theory, and expectations Several dozen previous studies, which we summarize in Table 1, have sought to estimate the
impact of CV on turnout across countries. This body of work is nearly unanimous in finding
that voter participation tends to be higher where it is legally required. However, prior cross-
country studies rely on coarse measures of CV, they rarely take seriously the challenges inherent
to demonstrating causation, and they generally ignore intertemporal patterns. Panagopoulos (2008) provides the first rigorous consideration of how qualitative variation in
CV laws may affect their influence on turnout, recognizing that utility-maximizing citizens will
participate only if the expected benefits exceed the expected costs of doing so. Enforced CV alters
the result of this calculation by effectively imposing a “negative cost” of voting (Colomer, 1991). A
voter avoids a penalty by participating and thus decides to vote even if the act of voting entails
some costs of its own. In line with his model, Panagopoulos finds that CV is ineffectual where there is no enforce-
ment but that it robustly increases turnout where non-voters are likely to receive a meaningful
punishment. The finding that CV has the biggest impact on turnout where non-voters are
most likely to be non-trivially sanctioned is consistent with one earlier (Fornos et al.,
2004) and several subsequent (e.g., Birch, 2009; Singh, 2011; Dassonneville and Hooghe, 2017)
studies. However, laws may also have an “expressive function” wherein they affect societal norms and
shape citizens’ behavior by altering perceptions of what others approve or disapprove (e.g.,
Sunstein, 1996). As such, cost-benefit calculations about the expected benefits of shirking the
law versus the consequences of being caught doing so may not alone predict compliance. Feitosa et al. (2020) find that CV can engender in citizens a sense of civic duty, which is itself
a strong motivator of electoral participation (Riker and Ordeshook, 1968). As such, unenforced
CV should boost turnout. Still, not all citizens will feel or act upon a sense of duty to vote, and CV may actually reinforce
counter-participatory attitudes among those opposed to electoral democracy (Singh, 2018). Therefore, it cannot be taken as a given that “toothless” CV laws will be as effective as the
enforced variety. Instead, anticipation of legal sanctions for non-voting will further increase
the efficaciousness of mandatory voting rules. Abstract The second puts forth that sanctioned CV is most effectual where the state acts as
a credible administrator that will actually implement sanctions for non-voting. Our final
hypothesis is that the long-term secular decline in voter turnout observed in much of the
democratic world can be mitigated only by enforced sanctions for abstention. Filip Kostelka et al. 2 Using a variety of empirical approaches, we find support for each of our hypotheses. First, we
show that CV without enforced sanctions increases turnout by about 7.5–10 points, as a percent-
age of registered voters, and that CV with enforced legal sanctions boosts turnout by a sizeable
14.5–18.5 points. These findings do not just confirm the unsurprising positive impact of CV
in turnout; they demonstrate that this impact is remarkably large, even where citizens face little
prospect of being fined for non-participation. Second, we find that the state’s ability to carry out
the administration of fines is a key factor when there are legal penalties for abstention. Thus,
compulsory rules are most effectual where there are legal sanctions and the state can credibly
identify and punish non-voters. Finally, we find that, while electoral participation has not
declined over time in countries with enforced CV sanctions, unenforced CV does not arrest
ongoing declines in voter turnout. Thus, unenforced CV can ‘shift the intercept,’ increasing
the turnout rate relative to countries with voluntary voting over time, but it does not prevent
the secular decline in participation. Background, theory, and expectations As shown by Blais and Achen (2019), cost-benefit
calculations shape the turnout decision for those who do not feel an intrinsic duty to vote. For
these individuals, enforced CV can shift expected utility in favor of showing up to the polls. In short, in places with CV but no sanctions for abstention, many people participate merely
because they feel a duty to obey the law or align with norms. In places with enforced sanctions
for non-voting, even those who feel no intrinsic motivation to vote are more likely to turn out to
the polls due to the threat of a penalty. Based on this reasoning, we advance our first hypothesis: Political Science Research and Methods 3 Table 1. Cross-national studies that have estimated the effect of compulsory voting on turnout
Data
Positive
Accounts for
Escalatory
Author(s) (year)
level
Region
effect? levels of CV? effect? Tingsten (1937)
Aggregate
Europe
Yes
No
−
Powell (1980)
Aggregate
Global
Yes
No
−
Crewe (1981)
Aggregate
Global
Yes
No
−
Powell (1982)
Aggregate
Global
Yes
No
−
Powell and Bingham (1986)
Aggregate
Advanced democracies
Yes
No
−
Jackman (1987)
Aggregate
Advanced democracies
Yes
No
−
Colomer (1991)
Aggregate
Advanced democracies
Yes
No
−
Kaempfer and Lowenberg (1993)
Aggregate
Global
No
No
−
Jackman and Miller (1995)
Aggregate
Advanced democracies
Yes
No
−
Oppenhuis (1995)
Both
Europe
Yes
No
−
Franklin (1996)
Aggregate
Global
Yes
No
−
Franklin et al. (1996)
Individual
Europe
Yes
No
−
Katz (1997)
Aggregate
Global
Yes
No
−
Blais and Dobrzynska (1998)
Aggregate
Global
Yes
No
−
Franklin (1999)
Individual
Europe
Yes
No
−
Blais (2000)
Aggregate
Global
Yes
No
−
Franklin (2001)
Aggregate
Europe
Yes
No
−
Pérez-Liñán (2001)
Aggregate
Latin America
Yes
No
−
Franklin (2002)
Aggregate
Global
Yes
No
−
Norris (2002)
Aggregate
Global
No
No
−
Perea (2002)
Both
Europe
Yes
No
−
Siaroff and Merer (2002)
Aggregate
Europe
Yes
No
−
Fornos et al. (2004)
Aggregate
Latin America
Yes
Yes
Yes
Franklin et al. legall
Escalator
effect?
−
−
−
−
−
−
−
−
−
−
−
−
−
−
−
−
−
−
−
−
−
−
Yes
−
−
−
−
−
−
Yes
Yes
Yes
−
Yes
Yes
−
Yes
−
Yes
−
Yes
−
−
Yes
Yes
Yes
−
theoretic
cial turnou
nforcemen
cement a The studies listed in this table are limited to English-language cross-national studies that have employed compulsory voting as a theoretical
independent variable (rather than a control) and meta analyses. “Data level” can be individual (survey data) or aggregate (official turnout
statistics). “Accounts for levels of CV?” refers to whether the study uses multiple categories to account for variation in the use of enforcement
and sanctions. “Escalatory effect?” refers to whether the study found that CV’s influence is stronger where sanctions and/or enforcement are
steeper. *Meta-analysis. †Study finds a positive impact of CV in full democracies but not elsewhere. The studies listed in this table are limited to English-language cross-national studies that have employed compulsory voting as a theoretical
independent variable (rather than a control) and meta analyses. “Data level” can be individual (survey data) or aggregate (official turnout
statistics). “Accounts for levels of CV?” refers to whether the study uses multiple categories to account for variation in the use of enforcement
and sanctions. “Escalatory effect?” refers to whether the study found that CV’s influence is stronger where sanctions and/or enforcement are
steeper. *Meta-analysis. †Study finds a positive impact of CV in full democracies but not elsewhere. The studies listed in this table are limited to English-language cross-national studies that have employed compulsory voting as a theoretical
independent variable (rather than a control) and meta analyses. “Data level” can be individual (survey data) or aggregate (official turnout
statistics). “Accounts for levels of CV?” refers to whether the study uses multiple categories to account for variation in the use of enforcement
and sanctions. “Escalatory effect?” refers to whether the study found that CV’s influence is stronger where sanctions and/or enforcement are
steeper. *Meta-analysis. †Study finds a positive impact of CV in full democracies but not elsewhere. https://doi.org/10.1017/psrm.2022.57 Background, theory, and expectations (2004)
Aggregate
Advanced democracies
Yes
No
−
Norris (2004)
Aggregate
Global
Mixed†
No
−
Schraufnagel and Sgouraki (2005)
Aggregate
Latin America
Yes
No
−
Geys (2006)*
Aggregate
Global
Yes
No
−
Flickinger and Studlar (2007)
Aggregate
Europe
Yes
No
−
Endersby and Krieckhaus (2008)
Aggregate
Global
Yes
No
−
Panagopoulos (2008)
Aggregate
Global
Yes
Yes
Yes
Birch (2009)
Aggregate
Global
Yes
Yes
Yes
Dettrey and Schwindt-Bayer (2009)
Aggregate
Global
Yes
Yes
Yes
Franklin and Hobolt (2011)
Both
Europe
Yes
No
−
Quintelier et al. (2011)
Individual
Global
Yes
Yes
Yes
Singh (2011)
Individual
Global
Yes
Yes
Yes
Söderlund et al. (2011)
Individual
Europe
Yes
No
−
Rose and Borz (2013)
Individual
Europe
Yes
Yes
Yes
Smets and van Ham (2013)*
Individual
Global
Yes
No
−
Carreras and Castañeda-Angarita (2014)
Individual
Latin America
Yes
Yes
Yes
Gallego (2015)
Individual
Global
Yes
No
−
Singh (2015)
Individual
Global
Yes
Yes
Yes
Cancela and Geys (2016)*
Aggregate
Global
Yes
No
−
Martínez i Coma (2016)
Aggregate
Global
Mixed†
No
−
Dassonneville and Hooghe (2017)
Individual
Global
Yes
Yes
Yes
Kostelka (2017)
Aggregate
Global
Yes
Yes
Yes
Stockemer (2017)*
Aggregate
Global
Yes
Yes
Yes
Frank and Martínez i Coma (Forthcoming)*
Aggregate
Global
Yes
No
−
The studies listed in this table are limited to English-language cross-national studies that have employed compulsory voting as a theoretical
independent variable (rather than a control) and meta analyses. “Data level” can be individual (survey data) or aggregate (official turnout
statistics). “Accounts for levels of CV?” refers to whether the study uses multiple categories to account for variation in the use of enforcement
and sanctions. “Escalatory effect?” refers to whether the study found that CV’s influence is stronger where sanctions and/or enforcement are
steeper. *Meta-analysis. †Study finds a positive impact of CV in full democracies but not elsewhere. Table 1. Cross-national studies that have estimated the effect of compulsory voting on turnout HYPOTHESIS 1: Compulsory voting increases turnout, especially where there exist legally
enforced sanctions for abstention. HYPOTHESIS 1: Compulsory voting increases turnout, especially where there exist legally
enforced sanctions for abstention. Even in places with legally enforced sanctions for non-voting, there is variation in the extent to
which an abstainer may worry about being penalized. While previous research has acknowledged Filip Kostelka et al. 4 variation in enforcement probability, associated empirical tests typically rely on a subjective
ordinal measurement scheme that conflates penalty severity and the likelihood of prosecution. We instead recognize that much of the variance in enforcement likelihood is due to differences
in state capacity. p
y
Where state capacity is weak, nominally enforced CV laws may fail to compel the less dutiful
to the polls. Low-capacity states are often unable to routinely collect fines or enforce
non-monetary penalties. With regard to executing legal sanctions for abstention, states with
weak capacity may falter because the register of enfranchised citizens has gaps or because enforcing
agencies are understaffed or overworked (see Malkopoulou, 2015 for a historical review). Citizens who are disinclined to turn out will be aware of state impotence based on their prior
interactions with the governing apparatusandmay thusfeelsafeabstaining.Alternatively,where state
capacity is strong, it is more likely that authorities will be able to find, contact, and punish abstainers. Here, the negative costs of voting are largest. Thus, for those who lack an intrinsic motivation to
obey the legal requirement to vote, the palpable threat of being caught and sanctioned will serve to
powerfully tip the result of the expected utility calculation toward participation. From this, we advance
our second hypothesis: HYPOTHESIS 2: Legally enforced sanctions for abstention will most sharply increase turnout
where state capacity is robust. Data and methods We compiled an original data set of 1421 democratic national elections that were held between
1945 and 2017. This includes first-round presidential and legislative elections for country-years in
which Polity IV ≥6 (Marshall, 2017).1 These are time-series cross-section data, and, unless stated
otherwise, the following analyses thus apply country fixed effects and country-clustered standard
errors.2 The dependent variable in all our analyses is voter turnout, which is measured as percent-
age of registered voters that cast a ballot.3 g
g
The key independent variables for testing Hypothesis 1 are unsanctioned CV (CV
Unsanctioned) and sanctioned CV (CV Sanctioned). These binary predictors were carefully
coded using both primary (national legislation and constitutions) and secondary sources. The
Electronic Appendix lists the sources and provides a brief discussion of major reforms in CV dur-
ing the period under study. CV Unsanctioned takes a value of 1 when electoral law stipulates that
voting is compulsory, but sanctions for non-compliance, should they exist, are never enforced.4
CV Sanctioned is coded as 1 when two conditions are met. First, there are some legal
sanctions for abstention. Second, the state has tried to enforce them (i.e., there are at least
some documented cases where some individuals were sanctioned). CV Unsanctioned and CV
Sanctioned are mutually exclusive: when one is coded 1, the other is 0. The only exceptions
are Switzerland and Austria (until 2004) in which the election legislation varies sub-nationally
(Bechtel et al., 2018; Gaebler et al., 2020). For these countries, CV Unsanctioned and CV
Sanctioned indicate the share of the population living under the given voting regime.5 g
g
g
g
In addition to the FE regression analyses, which leverage within-country variance, we apply
two additional methods to test Hypothesis 1 and gauge the effect of CV (and its enforcement)
on participation. The first consists in inspecting the change in voter turnout between elections
that immediately preceded and followed reforms in CV or its enforcement. The second is a two-
step calculation of counterfactual voting rates for countries that use CV. In step one, we conduct a
generalized least squares random-effects regression of voter turnout in countries that have never
used CV.6 In step two, we use the regression coefficients to make out-of-sample predictions of
voter turnout in countries where voting is compulsory. HYPOTHESIS 2: Legally enforced sanctions for abstention will most sharply increase turnout
where state capacity is robust. Finally, we consider whether, as suggested by Lijphart (1997), CV can prevent the decades-
long secular decline in turnout present throughout much of the democratic world. Lijphart
implies that electoral compulsion may alter the logic of electoral participation. A legal require-
ment to vote increases the psychological and, potentially, material costs of electoral abstention
independently of election context and voters’ characteristics. Following Lijphart’s intuition,
whatever the causes of the global long-term decline in turnout, these should be less potent in
countries with CV. We are skeptical that CV without enforced sanctions can, simply by virtue of being law, induce
in the public an enduring participatory norm. Using careful synthetic control and difference-
in-differences designs, Bechtel et al. (2018), Ferwerda (2014), and Gaebler et al. (2020) find
that CV had no enduring impact on societal turnout norms in Swiss cantons or Austrian states. Employing regression discontinuity models that leverage exogenous age-based eligibilities for CV
in Brazil, Dunaiski (2021); Holbein and Rangel (2020) find no evidence that CV engenders civic
engagement or a “habit” of voting. Numerous other studies (e.g., Irwin, 1974; Hirczy, 1994; Funk,
2007; Birch, 2009; Barnes and R, 2014; Dassonneville et al., 2017) show that turnout drops
sharply after the removal of CV. In Australia and Belgium, which both have deeply entrenched
CV regimes, a sizeable portion of survey respondents report that they would stop voting if it
were made optional (Hooghe and Pelleriaux, 1998; Mackerras and McAllister, 1999; Selb and
Lachat, 2009), and many survey takers are antagonistic toward the voting requirement
(Singh, 2021, chp. 4). This further suggests that obligatory voting does not instill a culture of
participation. Thus, any initial boost in turnout created by CV is susceptible to deterioration
with the passage of time. There must be at least some threat of punishment for abstention if CV is to prevent turnout
declines. Even if participatory norms deteriorate, the alteration to the utility calculation induced
by enforced sanctions for non-voting should be enough to keep turnout high. That is, people
will keep turning out whether or not they are intrinsically motivated to do so for fear of being
penalized. In hypothesis form, our final expectation is: HYPOTHESIS 3: Temporal declines in voter turnout are absent only where there exist legally
enforced sanctions for abstention. 5 Political Science Research and Methods Political Science Research and Methods 5 1Polity IV excludes countries with population under 0.5 million and, therefore, elections from those countries are not
included in our analyses. Our data set mostly draws on printed sources (Nohlen et al., 1999, 2001; Nohlen, 2005; Nohlen
and Stöver, 2010), which were complemented with on-line sources for the most recent elections: www.electionguide.org,
www.ipu.org, http://africanelections.tripod.com, http://psephos.adam-carr.net, www.electproject.org (all accessed in July
and August 2018). 1Polity IV excludes countries with population under 0.5 million and, therefore, elections from those countries are not
included in our analyses. Our data set mostly draws on printed sources (Nohlen et al., 1999, 2001; Nohlen, 2005; Nohlen
and Stöver, 2010), which were complemented with on-line sources for the most recent elections: www.electionguide.org,
www.ipu.org, http://africanelections.tripod.com, http://psephos.adam-carr.net, www.electproject.org (all accessed in July
and August 2018).
2The Electronic Appendix reports the results of statistical tests underpinning these modeling choices.
3The United States here is an exception in that, following earlier studies (Franklin, 2004; Marshall and Fisher, 2015), we
use voter turnout in terms of the voting-eligible population.
4When the national constitution simply stipulates that voting is a citizen duty, CV Unsanctioned is coded as 0.
5All the key findings in the following analyses are robust to the exclusion of these cases. We calculated the shares using
information from Statistics Austria and the Swiss Federal Statistical Office.
6We replace country dummies with continent dummies and apply random effects instead of fixed effects since they allow
for generalization. We use a logit transformation of the dependent variable to generate meaningful predictions between 0 and
100 (Baum, 2008): y∗= log(
y
1−y).
7Our approach differs from a naive single-step OLS with dummies for countries with CV by modeling unit effects and by
the fact that the regression coefficients in step one draw purely on countries that never used CV. Similarly, using an OLS
regression in step 1 of our estimation would harm accuracy. In the Electronic Appendix, we describe and present a simulation
that demonstrates that our approach (i.e., a comprehensive RE model) yields less biased out-of-sample estimates than naive
OLS or less comprehensive RE models. Data and methods The advantage of this approach is that,
contrary to the fixed-effects models, the estimate is not exclusively driven by over-time change
in those countries that adopted or ceased to use CV but draws on the entire universe of countries
that use CV.7 1Polity IV excludes countries with population under 0.5 million and, therefore, elections from those countries are not
included in our analyses. Our data set mostly draws on printed sources (Nohlen et al., 1999, 2001; Nohlen, 2005; Nohlen
and Stöver, 2010), which were complemented with on-line sources for the most recent elections: www.electionguide.org,
www.ipu.org, http://africanelections.tripod.com, http://psephos.adam-carr.net, www.electproject.org (all accessed in July
and August 2018). g
2The Electronic Appendix reports the results of statistical tests underpinning these modeling choices. 3The United States here is an exception in that, following earlier studies (Franklin, 2004; Marshall and Fisher, 2015), we
use voter turnout in terms of the voting-eligible population. 4When the national constitution simply stipulates that voting is a citizen duty, CV Unsanctioned is coded as 0. 5All the key findings in the following analyses are robust to the exclusion of these cases. We calculated the shares using
information from Statistics Austria and the Swiss Federal Statistical Office. 6We replace country dummies with continent dummies and apply random effects instead of fixed effects since they allow
for generalization. We use a logit transformation of the dependent variable to generate meaningful predictions between 0 and
100 (Baum, 2008): y∗= log(
y
1−y). 7 y
7Our approach differs from a naive single-step OLS with dummies for countries with CV by modeling unit effects and by
the fact that the regression coefficients in step one draw purely on countries that never used CV. Similarly, using an OLS
regression in step 1 of our estimation would harm accuracy. In the Electronic Appendix, we describe and present a simulation
that demonstrates that our approach (i.e., a comprehensive RE model) yields less biased out-of-sample estimates than naive
OLS or less comprehensive RE models. Filip Kostelka et al. 6 In order to test Hypothesis 2, we employ two measures of state capacity, a state’s ability to
perform its core functions. State capacity may be understood as a multidimensional concept,
reflecting states’ extractive, coercive, and administrative abilities, and Hanson and Sigman
(2021) demonstrate that these dimensions are empirically intertwined. Hanson and Sigman create
a new, general-purpose index that distills 21 individual indicators of the three dimensions. Data and methods We use
it as our first measure of state capacity, captured in the variable State Capacity. As the Hanson and Sigman index is not available for some countries and years, we also employ
Neonatal Mortality as a proxy measure of state capacity. This variable indicates neonatal infant
mortality per 1000 live births as recorded by the World Bank (2018).8 Earlier research finds that
infant mortality “capture[s] a government’s control over its territory and population, as well as its
capacity to raise revenue and implement policies” (Bustikova and Corduneanu-Huci, 2017, 288). Hanson and Sigman (2021) find that state capacity is a strong predictor of infant mortality, and in
our data set, the two variables are strongly negatively correlated (r = −0.71). If Hypothesis 2 is
correct, strong state capacity (or, observably, low infant mortality rates) should thus be associated
with higher turnout in countries with enforced CV sanctions but should be unrelated to turnout
in other countries. Our analyses also probe whether accounting for the severity of sanctions for abstaining affects
the efficacy of CV. We collected country-year specific data on sanctions with a rigorous archival
search of domestic legislation. Monetary sanctions may vary from as low as 1.05 Brazilian real
(about 0.06 percent of the average monthly salary in Brazil in 2014) to 1000 euros (repeated
abstentions in Luxembourg in 2018, about 18 percent of the average monthly salary). The vari-
ables Fine and Max Fine indicate the default and maximal monetary sanction for abstention,9
standardized by the country’s GDP per capita (in thousands of 2011 dollars).10 y
y
We also built a second version of this variable, which expresses the fine as percentage of an
average monthly salary.11 Finally, Non-Monetary Sanctions is a binary variable coded as 1
when there is a non-monetary sanction in addition to, or instead of, the monetary fine and if
this sanction is not dropped with the payment of the monetary fine. These sanction variables
are all coded as 0 for countries that do not enforce CV. Hypothesis 3, which predicts that only enforced sanctions can prevent the decline in voter
turnout, is tested with a variable that measures the number of Years Since 1945. This parsimoni-
ous operationalization of the negative trend in global voter turnout allows for a straightforward
comparison across different voting regimes. Data and methods In most other analyses, where the focus is not on
such a comparison, we opt for decade dummies which allow for short-term non-linear time
trends. Our analyses control for several predictors of voter turnout identified by earlier research. As
the processes of democratization and democratic consolidation may affect participation 9If the default fine is a range, the variable Fine indicates the middle value. The variable Max Fine gives the maximal mon-
etary sanction for abstention. If there is a range, it is the top of the range. When there are extra fines for abstaining more than
once, it is the highest penalty one could get. The different amounts were converted from the original currencies into current
dollars using historical exchange rates (mostly from the World Bank), and subsequently to 2011 dollars using inflation con-
version factors (Sahr, 2021). 10For a country with compulsory voting i and election j, the variables are calculated as follows: Fineij = Sanctionij/(GDP per capitaij/1000)
(1)
Max Fineij = Max Sanctionij/(GDP per capitaij/1000)
(2) Fineij = Sanctionij/(GDP per capitaij/1000)
(1) (1) Fineij = Sanctionij/(GDP per capitaij/1000) (2) 11The data on salaries were collected from local statistical offices and international organizations such as the Organization
for Economic Cooperation and Development (OECD) or the International Labour Office (ILO). Political Science Research and Methods 7 Fig. 1. Turnout change when compulsory voting is removed. Note: CVS and CVU stand for sanctioned and unsanctioned
compulsory voting, respectively. ut change when compulsory voting is removed. Note: CVS and CVU stand for sanctioned and unsanctioned
oting, respectively. Fig. 1. Turnout change when compulsory voting is removed. Note: CVS and CVU stand for sanctioned and unsanctioned
compulsory voting, respectively. (Kostelka, 2017), we also include specific time trends for three groups of new democracies
(pre-1974, post-1974, and post-communist).12 All time-invariant factors are controlled with
country-level FE. (Kostelka, 2017), we also include specific time trends for three groups of new democracies
(pre-1974, post-1974, and post-communist).12 All time-invariant factors are controlled with
country-level FE. 12Robustness checks in the Electronic Appendix (see Table EA1) also control for the level of economic development (the
natural logarithm of GDP per capita in the 2011 prices, Bolt et al. (2018)). This variable is not available for all country-years
and, when included, it is not statistically significant and it does not change the substantive findings.
13The figures thus do not include countries like Czechoslovakia where the pre- and post-reform elections were separated by
a non democratic period and countries like Austria and S itzerland
here aside from the S iss canton of Schaffhausen CV 12Robustness checks in the Electronic Appendix (see Table EA1) also control for the level of economic development (the
natural logarithm of GDP per capita in the 2011 prices, Bolt et al. (2018)). This variable is not available for all country-years
and, when included, it is not statistically significant and it does not change the substantive findings. 12Robustness checks in the Electronic Appendix (see Table EA1) also control for the level of economic development (the
natural logarithm of GDP per capita in the 2011 prices, Bolt et al. (2018)). This variable is not available for all country-years
and, when included, it is not statistically significant and it does not change the substantive findings.
13The figures thus do not include countries like Czechoslovakia where the pre- and post-reform elections were separated by
a non-democratic period, and countries like Austria and Switzerland where, aside from the Swiss canton of Schaffhausen, CV
was phased out gradually (Bechtel et al., 2018; Gaebler et al., 2020). y
g
g
g
13The figures thus do not include countries like Czechoslovakia where the pre- and post-reform elections wer
a non-democratic period, and countries like Austria and Switzerland where, aside from the Swiss canton of Sch
was phased out gradually (Bechtel et al., 2018; Gaebler et al., 2020). 14In addition, turnout-enhancing (adoption of CV) reforms exert on average weaker effects than turnout-depressing
reforms (removal of CV). Besides potential ceiling effects (when CV is adopted in already high-turnout contexts, such as
Cyprus in 1981), this asymmetry presumably reflects the general declining trend in voter turnout, which characterized
most of the period under study and which largely reflected generational change (e.g., Tiberj, 2018; Kostelka and Blais,
2021). The trend may have amplified (removal of CV) or cross-pressured (adoption of CV) the reforms’ effects. 14In addition, turnout-enhancing (adoption of CV) reforms exert on average weaker effects than turnout-depressing
reforms (removal of CV). Besides potential ceiling effects (when CV is adopted in already high-turnout contexts, such as
Cyprus in 1981), this asymmetry presumably reflects the general declining trend in voter turnout, which characterized
most of the period under study and which largely reflected generational change (e.g., Tiberj, 2018; Kostelka and Blais,
2021). The trend may have amplified (removal of CV) or cross-pressured (adoption of CV) the reforms’ effects.
15The reasons for this decline may be manifold, including a proliferation of elections in Greece, where four nationwide
legislative contests were held between 2012 and 2015. However, had enforced CV been maintained, these declines may
not have occurred, or may have been much smaller. 15The reasons for this decline may be manifold, including a proliferation of elections in Greece, where four nationwide
legislative contests were held between 2012 and 2015. However, had enforced CV been maintained, these declines may
not have occurred, or may have been much smaller. 16Formal sanctions for abstention existed in Italy between 1957 and 1993, but they were not never systematically enforced
according to available sources. We thus consider Italy as a case of unsanctioned voting. The robustness checks (Tables EA1 to
EA3) show that our main substantive results hold even when Italy is coded as a case of sanctioned compulsory voting. See the
Electronic Appendix for these results and more information on Italy’s CV legislation.
17The 95 percent confidence interval ranges from 61.8 to 71.9 percent.
18The 95 percent confidence interval ranges from 67 to 75.8 percent. Test of hypothesis 1 We first inspect the immediate effects of CV reforms on citizen participation. We present three
figures that respectively focus on the abolition of CV (Figure 1), the abandonment of enforced
sanctions (Figure 2), and the adoption of CV (Figure 3). They display short-term changes in turn-
out for countries that adopted one of these reforms in between two democratic elections that were
held up to five years (i.e., roughly one legislative term) apart.13 p
y
g y
g
p
The figures strongly support Hypothesis 1. When voting was made voluntary or the enforce-
ment of non-voting sanctions was ended, voter turnout in the subsequent election consistently Filip Kostelka et al. 8 Fig. 2. Turnout change when compulsory voting ceases to be enforced. Note: CVS and CVU stand for sanctioned and
unsanctioned compulsory voting, respectively. Fig. 2. Turnout change when compulsory voting ceases to be enforced. Note: CVS and CVU stand for sanctioned and
unsanctioned compulsory voting, respectively. drops. Conversely, when voting was made compulsory, this was always followed by an increase in
the participation rate. However, there is considerable variation in the magnitude of these boosts and drops, which
largely reflects the distinction between enforcement and the lack of thereof.14 Shifts in participa-
tion are generally strongest, reaching at least 10 percentage points, when enforced CV is abolished
(Chile, the Netherlands, or Venezuela in Figure 1), or when it is adopted (Cyprus in Figure 3). Similarly, Honduras’ 2005 election shows that abandoning enforced sanctions can result in
double-digit drops in the voting rate (Figure 2). It is true that, in two other cases, removing
enforced sanctions resulted in a very small turnout decline (see Cyprus and Greece in
Figure 2). This suggests that, when voting remains formally compulsory, the government’s signal-
ing of the new, de facto voluntary, voting regime may remain, perhaps deliberately, muted, and
citizens become fully aware of the change only gradually. Such an explanation is corroborated
by our data: between the 1990s and 2017, voter turnout progressively dropped by 8.6 and 26.2
points in Cypriot presidential and legislative elections, and by 19.8 points in Greek legislative
elections.15 So, despite the limited short-term effect, giving up enforcement presumably did Political Science Research and Methods 9 Fig. 3. Turnout change when compulsory voting is adopted. Note: CVS and CVU stand for sanctioned and unsanctioned
compulsory voting, respectively. Fig. 3. Turnout change when compulsory voting is adopted. 16Formal sanctions for abstention existed in Italy between 1957 and 1993, but they were not never systematically enforced
according to available sources. We thus consider Italy as a case of unsanctioned voting. The robustness checks (Tables EA1 to
EA3) show that our main substantive results hold even when Italy is coded as a case of sanctioned compulsory voting. See the
Electronic Appendix for these results and more information on Italy’s CV legislation.
17The 95 percent confidence interval ranges from 61 8 to 71 9 percent pp
y
17The 95 percent confidence interval ranges from 61.8 to 71.9 percent. 18The 95 percent confidence interval ranges from 67 to 75.8 percent. Test of hypothesis 1 Note: CVS and CVU stand for sanctioned and unsanctioned
compulsory voting, respectively. matter a lot in the long term. By contrast, adopting (Bulgaria and Thailand in Figure 3) or drop-
ping (Italy in Figure 1) unsanctioned electoral compulsion was followed by much smaller changes
in participation, typically of a few percentage points.16 We display the results of our more rigorous tests of Hypothesis 1 in Table 2, which presents
the fixed-effects regression models. These leverage all within-country variation—not only the
short-term change—and introduce controls for the other predictors of voter turnout. The base-
line analysis (Model 1) indicates that unsanctioned CV increases participation by 9.6 points and,
when sanctions are enforced, by 22.7 points. The inclusion of time-variant controls slightly
reduces these estimates, but they remain substantively large and retain the roughly 1:2 ratio,
reaching 10.1 and 18.6 points respectively. These results provide strong support for Hypothesis 1. g
y
g
y
Next, we proceed to the estimation of counterfactual voting rates. Table 2 displays the regres-
sion of logit-transformed voter turnout in countries that have never employed CV. The regression
coefficients are largely in the expected direction, and we use them to estimate out-of-sample pre-
dictions of voter turnout in countries where voting is compulsory. For countries with unsanctioned CV, predicted turnout is 67.1 percent,17 which is 7.6 points
lower than the observed average of 74.7 percent. In countries that enforce CV sanctions, predicted
turnout (71.6 percent)18 trails observed turnout (86 percent) by 14.4 points. These results, which Filip Kostelka et al. 10 Table 2. Time-series-cross-section analysis Table 2. Time-series-cross-section analysis
(1)
(2)
Baseline
Full model
CV unsanctioned
9.63 (2.42)***
10.13 (2.87)***
CV sanctioned
22.72 (3.45)***
18.62 (3.58)***
Majority status
−0.16 (0.06)**
Closeness
−0.04 (0.03)
Concurrent election
7.01 (1.86)***
El. system: majoritarian
−3.39 (1.99)+
El. system: mixed
−3.94 (1.82)*
El. system: other
2.03 (2.13)
Presidential election
−1.49 (0.99)
Electorate size (ln)
0.84 (1.39)
Pre-1974 democratization
0.13 (0.16)
Post-1974 democratization
−0.05 (0.11)
Post-communist democratization
−0.30 (0.12)*
1940s
5.81 (2.03)**
1950s
7.51 (1.88)***
1960s
8.18 (1.56)***
1970s
6.64 (1.70)***
1980s
6.47 (1.40)***
1990s
4.56 (1.27)***
2000s
1.47 (0.76)+
Constant
66.68 (0.72)***
63.78 (3.18)***
Country FE
Yes
Yes
N
1421
1421
R2
0.13
0.28
Note: Significance levels: +p < 0.1, *p < 0.05, **p < 0.01, ***p < 0.001. Standard errors clustered by country in parentheses. Test of hypothesis 1 draw on the entire universe of elections with CV, are largely compatible with the results from
Table 2, which leverage within-country changes in CV. Both analyses validate Hypothesis 1,
showing that unsanctioned CV increases voter turnout by between 7.5 and 10 points, on average;
the positive effect of CV with enforced sanctions, at 14.5–18.5 points, is almost twice as big. draw on the entire universe of elections with CV, are largely compatible with the results from
Table 2, which leverage within-country changes in CV. Both analyses validate Hypothesis 1,
showing that unsanctioned CV increases voter turnout by between 7.5 and 10 points, on average;
the positive effect of CV with enforced sanctions, at 14.5–18.5 points, is almost twice as big. 20The regression coefficient of CV Sanctioned x Neonatal Mortality (−0.42) has to be summed with the re
ficient of Neonatal Mortality (−0.00). The resulting p-value is 0.020. 19The interaction means that the regression coefficient of CV Sanctioned x State Capacity (5.3) needs to be
the regression coefficient of State Capacity (1.2). The resulting p-value is 0.044. the regression coefficient of State Capacity (1.2). The resulting p value is 0.044.
20The regression coefficient of CV Sanctioned x Neonatal Mortality (−0.42) has to be summed with the regression coef-
ficient of Neonatal Mortality (−0.00). The resulting p-value is 0.020. 19The interaction means that the regression coefficient of CV Sanctioned x State Capacity (5.3) needs to be summed with
the regression coefficient of State Capacity (1.2). The resulting p-value is 0.044.
20The regression coefficient of CV Sanctioned x Neonatal Mortality (−0.42) has to be summed with the regression coef-
ficient of Neonatal Mortality (−0.00). The resulting p-value is 0.020. Test of hypothesis 2 We have found that the effect of enforced sanctions is powerful. However, its magnitude,
Hypothesis 2 argues, depends on state capacity. Table 3 builds on Model 2 of Table 2 and
tests the effects of state capacity, fines for abstention, and non-monetary sanctions. Fines and
sanctions’ regression coefficients are mostly in the wrong direction, they are never statistically
significant, and these variables’ inclusion does little to alter the estimated coefficient on the
CV sanctioned dummy. There is hence no evidence that sanction severity itself affects turnout. y
y
By contrast, there is support for the role of state capacity. For countries that sanction
electoral abstention, state capacity’s regression coefficient is positive (6.5) and statistically
significant (p < 0.05).19 For the proxy measure, Neonatal Mortality, the regression coefficient is
expectedly negative (−0.42) and, again, statistically significant (p < 0.02).20 Table EA2 in the
Electronic Appendix shows that, when we restrict the analysis to elections with sanctioned CV
(N < 200), the association between state capacity and turnout is even more robust (p < 0.001)
and unaltered by controlling for GDP per capita. y
g
p
p
Figure 4, which draws on Models 1 and 2 in Table 3, illustrates the effect of Sanctioned CV for
different levels of state capacity and neonatal mortality. In very strong states, where state capacity Political Science Research and Methods 11 Table 3. Regression model for out-of-sample predictions
(1)
Majority status
−0.005 (0.003)
Closeness
−0.002 (0.002)
Concurrent election
0.361 (0.091)***
El. system: majoritarian
−0.135 (0.109)
El. system: mixed
−0.300 (0.095)**
El. system: other
−0.061 (0.119)
Presidential election
−0.070 (0.063)
Electorate size (ln)
−0.069 (0.048)
Pre-1974 democratization
0.014 (0.010)
Post-1974 democratization
−0.003 (0.008)
Post-communist democratization
−0.012 (0.006)*
1940s
0.335 (0.157)*
1950s
0.307 (0.110)**
1960s
0.388 (0.076)***
1970s
0.305 (0.114)**
1980s
0.327 (0.095)***
1990s
0.225 (0.072)**
2000s
0.038 (0.041)
E. Europe and C. Asia
−0.592 (0.167)***
Latin America
−0.865 (0.210)***
MENA
−0.274 (0.173)
Sub-Saharan Africa
−0.558 (0.222)*
East Asia
−0.119 (0.167)
South-East Asia
0.109 (0.225)
South Asia
−0.438 (0.318)
The Pacific
−0.117 (0.275)
The Carribean
−0.350 (0.275)
Constant
1.251 (0.188)***
Country RE
Yes
N
974
R2
0.23
Note: The dependent variable is voter turnout as a logit-transformed proportion. Significance levels: +p < 0.1, *p < 0.05, **p < 0.01, ***p <
0.001. Standard errors clustered by country in parentheses. Table 3. Regression model for out-of-sample predictions Table 3. Test of hypothesis 2 Regression model for out-of-sample predictions
(1)
Majority status
−0.005 (0.003)
Closeness
−0.002 (0.002)
Concurrent election
0.361 (0.091)***
El. system: majoritarian
−0.135 (0.109)
El. system: mixed
−0.300 (0.095)**
El. system: other
−0.061 (0.119)
Presidential election
−0.070 (0.063)
Electorate size (ln)
−0.069 (0.048)
Pre-1974 democratization
0.014 (0.010)
Post-1974 democratization
−0.003 (0.008)
Post-communist democratization
−0.012 (0.006)*
1940s
0.335 (0.157)*
1950s
0.307 (0.110)**
1960s
0.388 (0.076)***
1970s
0.305 (0.114)**
1980s
0.327 (0.095)***
1990s
0.225 (0.072)**
2000s
0.038 (0.041)
E. Europe and C. Asia
−0.592 (0.167)***
Latin America
−0.865 (0.210)***
MENA
−0.274 (0.173)
Sub-Saharan Africa
−0.558 (0.222)*
East Asia
−0.119 (0.167)
South-East Asia
0.109 (0.225)
South Asia
−0.438 (0.318)
The Pacific
−0.117 (0.275)
The Carribean
−0.350 (0.275)
Constant
1.251 (0.188)***
Country RE
Yes
N
974
R2
0.23
Note: The dependent variable is voter turnout as a logit-transformed proportion. Significance levels: +p < 0.1, *p < 0.05, **p < 0.01, ***p <
0.001. Standard errors clustered by country in parentheses. Note: The dependent variable is voter turnout as a logit-transformed proportion. Significance levels: +p < 0.1, *p < 0.05, **p < 0.01, ***p <
0.001. Standard errors clustered by country in parentheses. Note: The dependent variable is voter turnout as a logit-transformed proportion. Significance levels: +p < 0.1, *p < 0.05, **p < 0.01, ***p <
0.001. Standard errors clustered by country in parentheses. Fig. 4. Sanctioned compulsory voting and state capacity. Note: average marginal effects with 95 percent confidence inter-
vals based on Models 1 and 2 from Table 4. The estimation is limited to the range of values observed in countries with
enforced CV. State capacity, as estimated by Hanson and Sigman (2021), thus ranges from 0.52 (Bolivia in 1985) to 2.52
(Belgium in 2014). Neonatal mortality ranges from 1.6 (Luxembourg in 2013) to 46 (Bolivia in 1985). Fig. 4. Sanctioned compulsory voting and state capacity. Note: average marginal effects with 95 percent confidence inter-
vals based on Models 1 and 2 from Table 4. The estimation is limited to the range of values observed in countries with
enforced CV. State capacity, as estimated by Hanson and Sigman (2021), thus ranges from 0.52 (Bolivia in 1985) to 2.52
(Belgium in 2014). Neonatal mortality ranges from 1.6 (Luxembourg in 2013) to 46 (Bolivia in 1985). Test of hypothesis 2 (3)
(4)
(5)
(6)
(7)
Fine
Fine
Maximal fine
Maximal fine
Other sanctions
21.30 (5.32)***
20.00 (4.78)***
19.83 (4.81)***
18.29 (4.80)***
19.29 (4.09)***
10.59 (3.28)**
9.82 (3.07)**
9.81 (3.07)**
9.95 (3.09)**
10.28 (2.89)***
−0.21 (10.37)
−3.16 (3.35)
−2.69 (3.57)
0.04 (0.05)
−1.25 (2.79)
63.32 (3.17)***
64.03 (3.16)***
64.05 (3.16)***
63.68 (3.05)***
63.34 (3.16)***
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
1309
1330
1330
1357
1393
0.15
0.16
0.16
0.15
0.17
y country in parentheses. N varies depending on data availability. The same controls as in Tables 2 and 3. Full table Sanctions
(3)
(4)
(5)
(6)
Fine
Fine
Maximal fine
Maximal fine
21.30 (5.32)***
20.00 (4.78)***
19.83 (4.81)***
18.29 (4.80)***
10.59 (3.28)**
9.82 (3.07)**
9.81 (3.07)**
9.95 (3.09)**
−0.21 (10.37)
−3.16 (3.35)
−2.69 (3.57)
0.04 (0.05)
63.32 (3.17)***
64.03 (3.16)***
64.05 (3.16)***
63.68 (3.05)***
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
1309
1330
1330
1357
0.15
0.16
0.16
0.15
country in parentheses. N varies depending on data availability. The same controls as in T Political Science Research and Methods 13 Table 5. Over-time change by voting regime
(1)
(2)
(3)
No CV
CV unsanctioned
CV sanctioned
Year since 1945
−0.19 (0.04)***
−0.17 (0.08)+
0.07 (0.04)+
Constant
74.14 (3.21)***
80.80 (2.44)***
88.67 (4.61)***
Controls
Yes
Yes
Yes
Country FE
Yes
Yes
Yes
N
1044
130
214
R2
0.18
0.45
0.15
Note: Significance levels: +p < 0.1, *p < 0.05, **p < 0.01, ***p < 0.001. Standard errors clustered by country in parentheses. The same controls
as in Tables 2 and 3. Full table displayed in the Electronic Appendix. Table 5. Over-time change by voting regime Note: Significance levels: +p < 0.1, *p < 0.05, **p < 0.01, ***p < 0.001. Standard errors clustered by country in parentheses. The same controls
as in Tables 2 and 3. Full table displayed in the Electronic Appendix. Note: Significance levels: +p < 0.1, *p < 0.05, **p < 0.01, ***p < 0.001. Standard errors clustered by country in parentheses. The same controls
as in Tables 2 and 3. Full table displayed in the Electronic Appendix. Fig. 5. Evolution of voter turnout by voting regime (average observed voting rates). The figure includes only those coun-
tries that held democratic elections continuously between 1985 and 2017 and excludes countries that did not remain in
one of the three voting categories throughout this time period. Fig. 5. 21The separate analyses for each voting regime inter alia allow for subgroup-specific coefficients on the control variables.
In the Electronic Appendix (Table EA3), we present a single-model analysis with interactions between voting regimes and
Years Since 1945, which yields similar substantive findings. Test of hypothesis 3 Hypothesis 3 argues that CV can prevent voter turnout from declining only when there are
enforced sanctions for abstention. Table 4 presents tests of this hypothesis, displaying three
regression models of voter turnout since 1945: for countries without CV, for countries with
unsanctioned CV, and for countries with sanctioned CV respectively.21 The regression coefficient
on Years Since 1945 shows that, in the first group (no CV), participation declined on average by
0.19 points per year since 1945 (p < 0.001). In the second group (unsanctioned CV), the regres-
sion coefficient is of similar magnitude (−0.17; p = 0.052). Finally, in the third group (sanctioned
CV), the regression coefficient is not negative but slightly positive (0.07; p = 0.09). These results
support Hypothesis 3, confirming that enforced CV prevents turnout declines, whereas sanction-
less compulsion does not. p
Table 5 includes all 1421 elections, and model results thus may be affected by over-time
changes in the samples under study (i.e., democratic regimes’ emergence and breakdown). In
an additional analysis, we thus trace the evolution of voter turnout in those countries that held
democratic elections continuously between 1985 and 2017. The trends displayed in Figure 5
again corroborate Hypothesis 3. Participation dropped by around seven or eight points in coun-
tries where CV was not used or did not have enforced sanctions. In countries with sanctioned CV,
voter turnout remained strikingly stable and high. Test of hypothesis 2 Evolution of voter turnout by voting regime (average observed voting rates). The figure includes only those coun-
tries that held democratic elections continuously between 1985 and 2017 and excludes countries that did not remain in
one of the three voting categories throughout this time period. reaches 2.5 on Hanson and Sigman’s latent measure and neonatal mortality is kept below two per
thousand births, the estimated effect of sanctioned CV on the turnout rate is between 27 (Graph
A) and 22 (Graph B) points. By contrast, in weak states, with state capacity of −0.52 and neonatal
mortality exceeding 45, the effect of sanctioned CV lies between 11 (Graph A) and 4 (Graph B)
points. Clearly, this analysis supports Hypothesis 2; the impact of CV depends on the state’s cap-
acity to predictably enforce non-voting penalties. Filip Kostelka et al. 14 Conclusion This study asked three questions. First, is the positive impact of CV on turnout bigger where there
are enforced sanctions for abstention? Second, does the state’s ability to act as a credible admin-
istrator that can execute penalties for abstention increase the effect of sanctioned CV on turnout? And, finally, is the long-term secular decline in voter turnout arrested by sanctioned CV? Our
results indicate that the answer to all three questions is yes. y
We estimate the effect of sanctioned CV to be larger than what has been found in prior com-
parative analyses. Our results show that, as a percentage of registered voters, CV with legally
enforced sanctions for abstention generates a remarkable 14.5–18.5 points increase in voter turn-
out. Birch (2009, pp. 93–94) finds that countries with enforced CV have turnout rates among
registered voters about 12 points higher than others (including those with unenforced CV). Panagopoulos (2008) finds that strict enforcement of sanctions is associated with about a
13-point increase in turnout among the total population. Additionally, unlike most previous cross-national studies that have accounted for variation in
the severity of CV, we also find that unenforced CV increases turnout. In contrast with Birch
(2009, pp. 93–94), who finds no evidence that unenforced CV associates with turnout, and
Panagopoulos (2008), who finds that turnout under unenforced or weakly enforced CV is no
higher than that in voluntary systems, our analyses show that the mere requirement to vote boosts
turnout by 7–10 points as a percentage of registered voters. However, toothless CV will not keep participation high forever. Our findings also show that
unenforced CV does not flatten or reverse ongoing declines in voter turnout. This suggests
that CV cannot instill an enduring participatory culture into a country simply by virtue of
being law. Instead, enforced penalties for abstention are needed to maintain robust levels of elect-
oral participation. We believe that our estimates of the effect of CV are credible. Admittedly, we cannot rule out
the possibility that countries that adopted CV did so to legitimate or lock in an extant rise in the
turnout rate. Nor can we rule out the possibility that CV was removed in countries experiencing a Political Science Research and Methods 15 decline in participation. Conclusion Still, an examination of trends in turnout in pre-intervention periods in
our data is not consistent with such patterns, and our review of the historical circumstances sur-
rounding the adoption and abolition of CV did not suggest that turnout changes systematically
precede a change to or from mandatory voting. We also cannot be sure that other reforms that
took place concomitantly with the adoption or removal of CV did not drive changes in turnout,
though, again, our review of the legislation introducing or removing CV does not suggest such a
pattern. Finally, like any observational design, ours does not eliminate the threat of bias stemming
from confounders. Nevertheless, our inclusion of country fixed effects eliminates bias from time-
invariant sources, and we do measure and control for many time-variant sources of spuriousness,
in addition to modeling time trends. g
We also go beyond prior work with our in-depth review of contemporary and historical docu-
ments, legislation, and constitutions to create what we believe is the most accurate and extensive
measure of CV to date. Our extensive data collection effort also allows us to, for the first time, test
the impact of the amount of monetary fines (as adjusted by national economic conditions) on
turnout across countries. We find that, while the existence of enforced sanctions matters greatly
for turnout, the fine amount has no impact. Moreover, we for the first time identify state capacity
as a moderator of the impact of enforced CV. Democratic reformers seeking to reduce abstention often recommend CV (e.g., Dionne and
Rapoport, 2022). Our finding that CV can boost voter turnout more than previously thought—
and can prevent declines in participation—may make it an even more attractive instrument for
electoral reformers interested in strengthening participatory democracy. On the flip side, some
see drawbacks associated with elevated turnout. Brennan (2016), for example, argues that low pro-
pensity voters rarely choose wisely. If one accepts arguments that high turnout is detrimental, our
finding that CV is highly efficacious implies that it could be an especially hazardous tool. g
g y
p
p
y
Beyond turnout, scholars have recently identified several downstream consequences of a voting
requirement for individuals and parties. Supplementary material. The supplementary material for this article can be found at https://doi.org/10.1017/psrm.2022.57
and Replication data Replication Link https://doi.org/10.7910/DVN/7OB0YJ. Conclusion These include increased invalid balloting (e.g., Power and
Garand, 2007; Uggla, 2008; Cohen, 2018; Singh, 2019a); election results that are less reflective of
ideological preferences (e.g., Selb and Lachat, 2009; Singh, 2016; Dassonneville et al., 2019; Freire
and Turgeon, 2020; but see Singh (2022)); more and stronger psychological attachments to pol-
itical parties (e.g., Dalton and Weldon, 2007; Singh and Thornton, 2013); and programmatic vote
seeking (Singh, 2019b). In each case, the link between CV and the downstream outcome is
thought to be, at least in part, mechanized by compelled voting among people who would nor-
mally stay home. Because CV may get more such people to the voting booth than previously
thought, the putative consequences of CV beyond turnout are even more likely to come to the
fore. Supplementary material. The supplementary material for this article can be found at https://doi.org/10.1017/psrm.2022.57
and Replication data Replication Link https://doi.org/10.7910/DVN/7OB0YJ. Conflict of interest. None. Conflict of interest. None. Conflict of interest. None. Barnes TD and R Gabriela (2014) Election law reform in chile: the implementation of automatic registration and voluntary
voting. Election Law Journal 13, 570–582. Bechtel MM, Hangartner D and Schmid L (2018) Compulsory voting, habit formation, and political participation. Review of
Economics and Statistics 100, 467–476. Birch S (2009) Full Participation: A Comparative Study of Compulsory Voting. Manchester: Manchester University Press.
Blais A (2000) To Vote or Not to Vote: The Merits and Limits of Rational Choice Theory. Pittsburgh: University of Pittsburgh
Press. um CF (2008) Stata tip 63: modeling proportions. The Stata Journal 8, 299–303. Blais A and Dobrzynska A (1998) Turnout in electoral democracies. European Journal of Political Research 33, 239–262. References Dassonneville R and Hooghe M (2017) Voter turnout decline and stratification: quasiexperimental and comparative evi-
dence of a growing educational gap. Politics 37, 184–200. g
g
g p
Dassonneville R, Hooghe M and Miller P (2017) The impact of compulsory voting on inequality and the quality of the vote. West European Politics 40, 621–644. p
Dassonneville R, Feitosa F, Hooghe M, Lau RR and Stiers D (2019) Compulsory voting rules, reluctant voters, and ideo-
logical proximity voting. Political Behavior 41, 209–230. Dettrey BJ and Schwindt-Bayer LA (2009) Voter turnout in presidential democracies. Comparative Political Studies 42,
1317–1338. e Jr EJ and Rapoport M (2022) 100% Democracy: The Case For Universal Voting. New York: The New Pres Dunaiski M (2021) Is compulsory voting habit-forming? Regression discontinuity evidence from Brazil. Electoral Studies 71,
102334. Endersby JW and Krieckhaus JT (2008) Turnout around the globe: the influence of electoral institutions on national voter
participation, 1972–2000. Electoral Studies 27, 601–610. Feitosa F, Blais A and Dassonneville R (2020) Does compulsory voting foster civic duty to vote?. Election Law Journal:
Rules, Politics, and Policy 19, 19–44. Ferwerda J (2014) Electoral consequences of declining participation: a natural experiment in austria. Electoral Studies 35,
242–252. Flickinger RS and Studlar DT (2007) One Europe, many electorates?: models of turnout in European parliament elections
after 2004. Comparative Political Studies 40, 383–404. Fornos CA, Power TJ and Garand JC (2004) Explaining voter turnout in Latin America, 1980 to 2000. Compa
Studies 37, 909–940. Frank RW and Martínez i Coma F (Forthcoming) Correlates of Voter Turnout. Political Behavior. Franklin MN (1996) Electoral participation. In Lawrence LeDuc, Richard G Niemi and Pippa Norris (eds.), Comparing
Democracies: Elections and Voting in Global Perspective. Thousand Oaks: Sage, pp. 216–235. Franklin MN (1999) Electoral engineering and cross-national turnout differences: what role for compulsory voting?. British
Journal of Political Science 29, 205–216. Franklin MN (2001) How structural factors cause turnout variations at European parliament elections. Eu
Politics 2, 309–328. Franklin MN (2002) The dynamics of electoral participation. In Lawrence LeDuc, Richard G Niemi and Pippa Norris (eds.),
Comparing Democracies 2: New Challenges in the Study of Elections and Voting, 2nd Edn. London: Sage, pp. 148–168. p
g
g
y f
g
g
pp
Franklin MN (2004) Voter Turnout And The Dynamics of Electoral Competition In Established Democracies Since 1945. Cambridge: Cambridge University Press. References Barnes TD and R Gabriela (2014) Election law reform in chile: the implementation of automatic registration and voluntary
voting. Election Law Journal 13, 570–582. Baum CF (2008) Stata tip 63: modeling proportions. The Stata Journal 8, 299–303. Bechtel MM, Hangartner D and Schmid L (2018) Compulsory voting, habit formation, and political participation. Review of
Economics and Statistics 100, 467–476. Birch S (2009) Full Participation: A Comparative Study of Compulsory Voting. Manchester: Manchester University Press. Blais A (2000) To Vote or Not to Vote: The Merits and Limits of Rational Choice Theory. Pittsburgh: University of Pittsburgh
Press Blais A (2000) To Vote or Not to Vote: The Merits and Limits of Rational Choice Theory. Pittsburgh: Universit
Press. Blais A and Achen CH (2019) Civic duty and voter turnout. Political Behavior 41, 473–497. Blais A and Dobrzynska A (1998) Turnout in electoral democracies. European Journal of Political Research 33, 239–262. Filip Kostelka et al. 16 Blais A, Dassonneville R and Kostelka F (2020) Political equality and turnout. In Robert Rohrschneider and Jacques
Tomassen (eds.), Handbook of Political Representation in Liberal Democracies. Oxford: Oxford University Press. Bolt J, Inklaar R, Jong H de and van Zanden JL (2018) Rebasing “Maddison”: new income comparisons an
long-run economic development. Maddison project database, version 2018. Maddison Project Working pa Brennan J (2016) Against Democracy. Princeton: Princeton University Press. Bustikova L and Corduneanu-Huci C (2017) Patronage, trust, and state capacity: the historical trajectories of clientelism. World Politics 69, 277–326. Cancela J and Geys B (2016) Explaining voter turnout: a meta-analysis of national and subnational elections. Electoral
Studies 42, 264–275. Carreras M and Castañeda-Angarita N (2014) Who votes in Latin America? A test of three theoretica
Comparative Political Studies 47, 1079–1104. Cohen MJ (2018) Protesting via the null ballot: an assessment of the decision to cast an invalid vote in Latin America. Political Behavior 40, 395–414. Colomer JM (1991) Benefits and costs of voting. Electoral Studies 10, 313–325. Colomer JM (1991) Benefits and costs of voting. Electoral Studies 10, 313–325. Crewe I (1981) Electoral participation. In David Butler, Howard R Penniman and Austin Ranney (eds.), Democracy at the
Polls: A Comparative Study of Competitive National Elections. Washington, D.C.: American Enterprise Institute for
Public Policy Research, pp. 216–263. ton RJ and Weldon S (2007) Partisanship and party system institutionalization. Party Politics 13, 179–196. References Franklin MN and Hobolt SB (2011) The legacy of lethargy: how elections to the European parliament depress turnout. Electoral Studies 30, 67–76. Franklin MN, van der Eijk C and Oppenhuis E (1996) The institutional context: turnout. In Cees van der Eijk and Mark N
Franklin (eds.), Choosing Europe: The European Electorate and National Politics In The Face of Union. Ann Arbor:
University of Michigan Press, pp. 306–331. y
g
pp
Franklin Mark N, Lyons Patrick and Marsh Michael (2004) Generational basis of turnout decline in established democra-
cies. Acta Politica 39, 115–151. Freire A and Turgeon M (2020) Random votes under compulsory voting: evidence from Brazil. Electoral Studies 66, 102168. Freire A and Turgeon M (2020) Random votes under compulsory voting: evidence from Brazil. Electoral Stud Political Science Research and Methods 17 Funk P (2007) Is there an expressive function of law? An empirical analysis of voting laws with symbolic fines. American Law
and Economics Review 9, 135–159. Gaebler S, Potrafke N and Roesel F (2020) Compulsory voting and political participation: empirical evidence
Regional Science and Urban Economics 81, 1–11. Gallego A (2015) Unequal Political Participation Worldwide. New York: Cambridge University Press. Geys B (2006) Explaining voter turnout: a review of aggregate-level research. Electoral Studies 25, 637–663. Hanson JK and Sigman R (2021) Leviathan’s latent dimensions: measuring state capacity for comparative political research. Journal of Politics 83, 1495–1510. Hirczy W (1994) The impact of mandatory voting laws on turnout: a quasi-experimental approach. Electoral Studies 13,
64–76. Holbein JB and Rangel MA (2020) Does voting have upstream and downstream consequences? Regression discontinuity
tests of the transformative voting hypothesis. Journal of Politics 82, 1196–1216. Hooghe M and Pelleriaux K (1998) Compulsory voting in Belgium: an application of the Lijphart thesis. Electoral Studies 17,
419–424. Irwin G (1974) Compulsory voting legislation: impact on voter turnout in the Netherlands. Comparative Political Studies 7,
292–315. Jackman Robert W (1987) Political institutions and voter turnout in the industrial democracies. American P
Review 81, 405–423. Jackman RW and Miller RA (1995) Voter turnout in the industrial democracies during the 1980s. Comparative Political
Studies 27, 467–492. Kaempfer William H and Lowenberg Anton D (1993) A threshold model of electoral policy and voter turnout. Rationality
and Society 5, 107–126. Katz RS (1997) Democracy and Elections, Vol. viii. New York: Oxford University Press, p. 344. Kostelka F (2017) Does democratic consolidation lead to a decline in voter turnout? References Global evidence sinc
Political Science Review 111, 653–667. Kostelka F and Blais A (2021) The cultural and institutional sources of the global decline in voter turnout. World Politics 73,
629–667. Lijphart A (1997) Unequal participation: democracy’s unresolved dilemma. American Political Science Review 91, 1–14. ckerras M and McAllister I (1999) Compulsory voting, party stability and electoral advantage in Australia
Studies 18, 217–233. lkopoulou A (2015) The History of Compulsory Voting in Europe: Democracy’s Duty?. New York: Routledge. Marshall MG (2017) Polity IV Project: dataset users’ manual. Polity IV Project. Marshall J and Fisher SD (2015) Compensation or constraint? How different dimensions of economic globalization affect
government spending and electoral turnout [in en]. British Journal of Political Science 45, 353–389. Martínez i Coma F (2016) Turnout determinants in democracies and in non-democracies. Electoral Stud Nohlen D (ed) (2005) Elections In The Americas: South America. Oxford: Oxford University Press. Nohlen D and Stöver P (eds) (2010) Elections in Europe: A Data Handbook. Baden-Baden, Germany: Nomos
Verlagsgesellschaft. Nohlen D, Krennerich M and Thibaut B (eds) (1999) Elections In Africa: A Data Handbook. Oxford: Oxford University
Press. Nohlen D, Grotz F and Hartmann C (eds) (2001) Elections In Asia And The pacific: The Middle East, Central Asia, And
South Asia. Oxford: Oxford University Press. Norris P (2002) Democratic Phoenix: Reinventing Political Activism. Cambridge: Cambridge University Press g
g
g
y
Norris P (2004) Electoral Engineering: Voting Rules and Political Behavior. Cambridge: Cambridge University Press. Oppenhuis E (1995) Voting Behavior in Europe: A Comparative Analysis of Electoral Participation and
Amsterdam: Het Spinhuis. Panagopoulos C (2008) The calculus of voting in compulsory voting systems. Political Behavior 30, 455–467. Perea EA (2002) Individual characteristics, institutional incentives and electoral abstention in Western Europe. European
Journal of Political Research 41, 643–673. Pérez-Liñán A (2001) Neoinstitutional accounts of voter turnout: moving beyond industrial democracies. Electoral Studies
20, 281–297. 20, 281–297. Powell GB (1980) Voting turnout in 30 democracies: partisan legal and socio-economic influences In Richard Rose (ed ) (1980) Voting turnout in 30 democracies: partisan, legal and socio-economic influences. In Richard Rose (e
l P
i i
i
A C
i
A
l i
L
d
S
P bli
i
3 well GB (1980) Voting turnout in 30 democracies: partisan, legal and socio-economic influences. In Richard
Electoral Participation: A Comparative Analysis. London: Sage Publications, pp. 5–34. Cite this article: Kostelka F, Singh SP, Blais A (2022). Is compulsory voting a solution to low and declining turnout? Cross-
national evidence since 1945. Political Science Research and Methods 1–18. https://doi.org/10.1017/psrm.2022.57 References Powell GB (1980) Voting turnout in 30 democracies: partisan, legal and socio-economic
Electoral Participation: A Comparative Analysis. London: Sage Publications, pp. 5–34. Electoral Participation: A Comparative Analysis. London: Sage Publications, pp. 5–34. Powell GB (1982) Contemporary Democracies: Participation, Stability, And Violence. Cambridge: Harvard University Press. Powell GB (1982) Contemporary Democracies: Participation, Stability, And Violence. Cambridge: Harvard University Press. Powell Jr and Bingham G (1986) American voter turnout in comparative perspective American Political Science Review 80 Powell GB (1982) Contemporary Democracies: Participation, Stability, And Violence. Cambridge: Harvard University Press. Powell Jr. and Bingham G (1986) American voter turnout in comparative perspective. American Political Science Review 80,
17–43. Powell Jr. and Bingham G (1986) American voter turnout in comparative perspective. American Political Science Review 80
17–43. wer TJ and Garand JC (2007) Determinants of invalid voting in Latin America. Electoral Studies 26, 432–44 g
Quintelier E, Hooghe M and Marien S (2011) The effect of compulsory voting on turnout stratification patterns, a cross-
national analysis. International Political Science Review 32, 396–416. Riker W and Ordeshook PC (1968) A theory of the calculus of voting. American Political Science Review 62, 25–42. Filip Kostelka et al. 18 Rose R and Borz G (2013) Institutional stimuli and individual response as explanations of turnout: the 2009 EP election. Journal of Elections, Public Opinion and Parties 23, 405–422. Sahr R (2021) Inflation conversion factors for years 1774 to estimated 2028. Schraufnagel Scot and Sgouraki Barbara (2005) Voter turnout in Central and South America. The Latin Americanist 49,
39–69. Selb P and Lachat R (2009) The more, the better? Counterfactual evidence on the effect of compulsory voting on the con-
sistency of party choice. European Journal of Political Research 48, 573–597. Merer JWA (2002) Parliamentary election turnout in Europe since 1990. Political Studies 50, 916–927. Siaroff A and Merer JWA (2002) Parliamentary election turnout in Europe since 1990. Political Studies Singh SP (2011) How compelling is compulsory voting? A multilevel analysis of turnout. Political Beha 1) How compelling is compulsory voting? A multilevel analysis of turnout. Political Behavior 33, 95–111. g
y
g
y
sory voting and the turnout decision calculus. Political Singh SP (2015) Compulsory voting and the turnout decision calculus. Political Studies 63, 548–568. Singh SP (2016) Elections as poorer reflections of preferences under compulsory voting. Electoral Studies 44 Singh SP (2018) Compulsory voting and dissatisfaction with democracy. British Journal of Political Science 48, 843–854. References Singh SP (2019a) Compulsory voting and parties’ vote-seeking strategies. American Journal of Political Scien 9a) Compulsory voting and parties’ vote-seeking strategies. American Journal of Political Science 63, 37–52. 9b) P li i
ll
d di
i
d di ff
d i di id
l d i
h li k b
l
i g
p
y
g
p
g
g
f
Singh SP (2019b) Politically unengaged, distrusting, and disaffected individuals drive the link between compulsory voting
and invalid balloting. Political Science Research and Methods 7, 107–123. g
p
y
g
p
g
g
Singh SP (2019b) Politically unengaged, distrusting, and disaffected individuals drive
and invalid balloting. Political Science Research and Methods 7, 107–123. g
Singh SP (2021) Beyond Turnout: How Compulsory Voting Shapes Citizens And Political Parties. New York: Oxford
University Press. Singh SP (2022) Does compulsory voting affect how voters choose? A test using a combined conjoint and regression discon-
tinuity analysis. Comparative Political Studies 55, 2119–2143. Singh SP and Thornton J (2013) Compulsory voting and the dynamics of partisan identification. European Journal of
Political Research 52, 188–211. Smets K and van Ham C (2013) The embarrassment of riches? A meta-analysis of individual-level research on voter turnout. Electoral Studies 32, 344–259. Wass H and Blais A (2011) The impact of motivational and contextual factors on turnout in first- and
er elections. Electoral Studies 30, 689–699. Stockemer D (2017) What affects voter turnout? A review article/meta-analysis of aggregate research. Government and
Opposition 52, 698–722. pp
Sunstein CR (1996) On the expressive function of law. University of Pennsylvania Law Review 144, 2021–2053. n CR (1996) On the expressive function of law. Univer Teorell J, Dahlberg S, Holmberge S, Rothstein B, Pachon NA and Axelsson S (2020) Quality of government standard data-
set. Version. Tiberj V (2018) Le vote décentré? [In fr]. Revue franşaise de science politique 68, 821–845. Tingsten H (1937) Political Behavior: Studies In Election Statistics. London: King & Son. Uggla F (2008) Incompetence, alienation, or calculation? Explaining levels of invalid ballots and extra-parliamentary votes. Comparative Political Studies 41, 1141–1164. World Bank (2018) World Development Indicators.
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https://nbn-resolving.org/urn:nbn:de:0168-ssoar-66518-2 John Trent/Laura Schnurr
A United Nations Renaissance John Trent/Laura Schnurr
A United Nations Renaissance “Politicians, pundits, and publics are moving inward and building
walls whereas addressing global threats requires moving outward and
breaking down barriers. More than ever, multilateralism is essential
for problem-solving, and more than ever we need a fitter-for-purpose
United Nations. Trent and Schnurr provide a persuasive and user-
friendly introduction for a new generation of change-makers.” Thomas G. Weiss, Presidential Professor of Political Science, The
CUNY Graduate Center, Past President International Studies
Association Thomas G. Weiss, Presidential Professor of Political Science, The
CUNY Graduate Center, Past President International Studies
Association “More than a simple forum or arena for confrontation of opposing
interests, the United Nations must become an instrument for world
governance. This excellent book, from Trent and Schnurr, goes a long
way to push forward this idea.” Modesto Seara-Vazquez, Professor of International Organization, and
Rector Oaxaca State University System, Mexico “The United Nations remains an essential global institution for
advancing the values and practices of cooperation, development, and
human rights, but it also needs reform; and especially it needs
realistic proposals that give a way forward while still retaining and
promoting the ideals of the Charter. This new volume places the UN
in historical and contemporary perspective, identifies its critical
strengths, challenges, and flaws in a balanced analysis, and suggests
clear and constructive arguments and ideas for the changes that are
needed.” Alistair Edgar, Professor of Political Science, Wilfrid Laurier
University, Executive Director, Academic Council on the United
Nations System “The UN is being put to the test in today's jumbled and fractious
global system. There is a foreboding over the growing trend among
many member states including three of the permanent members of the
Security Council towards anti - internationalist sentiments and the
undermining of norms of global cooperation. As the title of this book
signals, it is time for a UN Renaissance. This will only happen if there
emerges a coalition of key member states, civil society groups,
international institutions and good advocacy in the media and from
the academic world. This book makes clear why this is such an important cause for our
time. And its focus on mobilizing young people to the cause is a
worthy recommendation.” Lloyd Axworthy, Past President, University of Winnipeg, former
Foreign Minister of Canada “Global issues require well-functioning global institutions. The United
Nations and it’s agencies are critical global players that are needed
more than ever given the increasingly interconnected world. John Trent/Laura Schnurr
A United Nations Renaissance The UN
is vital in helping to create and support the right operating
environment so that the Red Cross and Red Crescent and other
organizations are able to fulfill their humanitarian mandates. Trent
and Schnurr have written a concise and readable publication that
should be read by young people the world over. It is hoped future
generations would be encouraged to join the ranks in helping to
rejuvenate an essential institution.” George Weber, Secretary-General Emeritus, International Red Cross
and Red Crescent Federation; CEO Royal Ottawa Hospital John Trent
Laura Schnurr Barbara Budrich Publishers
Opladen • Berlin • Toronto 2018 An electronic version of this book is freely available, thanks to the support of libraries
working with Knowledge Unlatched. KU is a collaborative initiative designed to make
high quality books Open Access for the public good. The Open Access ISBN for this book is
978-3-8474-0860-4. More information about the initiative and links to the Open Access version
can be found at www.knowledgeunlatched.org 018 This work is licensed under the Creative Commons Attribution-ShareAlike 4.0. (CC-
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paper&tinta, Warsaw Table of Contents List of Illustrations ......................................................................................... 9
List of Abbreviations ................................................................................... 11
Introduction .................................................................................................. 13
Achieving the unthinkable ......................................................................... 13
The global governance deficit ................................................................... 15
The United Nations’ balance sheet ............................................................ 16
Empowering youth .................................................................................... 19
Objectives of the primer ............................................................................ 21
Chapter 1 – Evolving International Organizations:
the UN Past and Present .............................................................................. 22
Early international cooperation efforts ...................................................... 22
The Concert of Europe .......................................................................... 23
A note on the creation of the League of Nations ................................... 26
The League of Nations as an institution ................................................ 27
From the League of Nations to the United Nations .............................. 32
Introducing the United Nations ................................................................. 34
The principal organs of the United Nations ............................................... 35
The Security Council ............................................................................ 35
The General Assembly .......................................................................... 38
The Economic and Social Council ........................................................ 41
Trusteeship Council .............................................................................. 43
The International Court of Justice ......................................................... 43
The Secretariat ...................................................................................... 45
Beyond the organs ..................................................................................... 46
The Secretary-General .......................................................................... 46
UN budgets ........................................................................................... 49
The UN System ..................................................................................... 49
International financial institutions and other international actors ......... 51
Chapter 2 – Peace and Security: Fixing the Security Council ................. 56
The Security Council’s functions and activities ........................................ 58
Security Council strengths .................................................................... 58
Security Council weaknesses ................................................................ 61 5 5 The UN’s peace operations ....................................................................... 64
The Security Council and the future .......................................................... 67
Chapter 3 – Social and Economic Development ........................................ 71
Understanding ‘development’ ................................................................... 71
The first 50 years ....................................................................................... 71
Development in the early years ............................................................. 71
Expanding development efforts ............................................................ 73
The North-South divide ........................................................................ 75
Millennium Development Goals ............................................................... 75
Tallying up the results ........................................................................... 76
Sustainable Development Goals ................................................................ 77
A changed world ................................................................................... 77
More voices at the table ........................................................................ 79
Financing the goals ............................................................................... 81
Looking ahead ........................................................................................... 82
Partnering in a new era of development cooperation ............................ 82
Role for private sector ........................................................................... 84
Role for civil society ............................................................................. 85
Innovation and technology .................................................................... 88
What role for the UN? ........................................................................... 90
Is the UN prepared? ................................................................................... 91
Streamlining the UN development system
and ‘Delivering as One’ ........................................................................ 92
Improving business practices ................................................................ 94
Focusing on strengths and priorities ..................................................... 94
ECOSOC reform ................................................................................... 95
Is reform possible? ................................................................................ 97
Chapter 4 – Promoting and Protecting Human Rights ............................ 98
Human rights: one of the UN’s great ideas that too many countries
fail to respect ............................................................................................. 98
The fundamental paradox ..................................................................... 98
International human rights law ............................................................. 99
Contradictory interpretations .............................................................. 101
The tremendous cost of violations ...................................................... 102
The United Nations’ Record in Upholding Human Rights ...................... 105 6 From the Commission on Human Rights
to the Human Rights Council .............................................................. 106
The Secretary-General
and the High Commissioner for Human Rights .................................. 109
Dealing with the worst violations:
the International Criminal Court and ad hoc tribunals ........................ 110
Responsibility to Protect and human security ..................................... 114
Migration, refugees and the humanitarian response ............................ 116
What next? ............................................................................................... 120
Reforms: big and small ....................................................................... 120
Can change happen? ........................................................................... 122
Chapter 5 – Workable Global Institutions:
How to Get from Here to There? .............................................................. 124
What we have learnt about understanding world institutions .................. 124
Reviewing the literature on revamping the UN ....................................... 126
Nine popular proposals to transform the UN ........................................... 130
1. A more legitimate Security Council ................................................ 131
2. A more balanced and focused General Assembly ........................... 133
3. An Economic, Social and Environmental Council .......................... 134
4. A reconfigured Human Rights Council ........................................... 135
5. Improved staffing and management practices ................................. 136
6. Autonomous emergency services for the UN ................................. 137
7. Financing the UN ............................................................................ 138
8. Principles and criteria for the Responsibility to Protect .................. 139
9. The dispersion and control of global power .................................... 140
Sequencing reform proposals: where to start ........................................... 143
Four steps for how can we help bring about workable
global institutions .................................................................................... 144
Bibliography ............................................................................................... 153
Index ............................................................................................................ 161 7 List of Illustrations Box 1
Understanding ‘sovereignty’ .......................................................... 24
Box 2
Strengths and failures of the League of Nations ............................ 31
Box 3
The General Assembly’s six Main Committees ............................. 40
Box 4
Understanding ‘international law’ .................................................. 44
Box 5
Secretaries-General, 1945-present.................................................. 47
Box 6
Other ‘actors’ enter the world stage ............................................... 54
Box 7
The UN’s record of achievements in peace and security ............... 61
Box 8
The Security Council’s challenges, problems and failures ............. 63
Box 9
Putting the environment on the agenda ......................................... 73
Box 10
UN Women .................................................................................... 92
Box 11
Global health crises—Ebola response ............................................ 95
Box 12
Key characteristics of human rights ............................................... 99
Box 13
Categories of human rights .......................................................... 100
Box 14
Select examples of current human rights issues ........................... 104
Box 15
Key terms related to the movement of people .............................. 117
Box 16
Improving the working methods of the Security Council ............ 132
Box 17
Ideas for reforming the Human Rights Council ........................... 135
Box 18
An NGO coalition that made history ............................................ 147
Figure 1 Evolution of international organizations, until 1945 ...................... 22
Figure 2 The United Nations System diagram.............................................. 50
Figure 3 United Nations Development Group members
(excluding regional commissions and secretariat bodies)
by year established ......................................................................... 74
Figure 4 Millennium Development Goals .................................................... 76
Figure 5 Sustainable Development Goals ..................................................... 78
Figure 6 Key differences between the MDGs and SDGs ............................. 80
Figure 7 Populations of concern (refugees, asylum-seekers, IDPs,
returnees, stateless persons) from 1951-2015 .............................. Introduction Welcome to this short, analytical primer on the United Nations as it is and as
it could be. It is short, because its first task is limited to only providing essential
information about the UN. Analytical, because its second aim is to try to un-
derstand how we can think about global institutions. The United Nations is an
international organization set up by a treaty between states in 1945 to help them
cooperate on peace, development and human rights. Today the word ‘interna-
tional’ has been expanded to become ‘global’, signifying that it is no longer
limited to states but now includes other actors and activities beyond politics. We are witnessing the birth of global institutions whose task it will be to man-
age and govern the increasingly integrated global system. To understand the
United Nations, we must understand its historical and global context and ana-
lyze its relationships with states, regional organizations, non-governmental or-
ganizations (NGOs), multinational corporations, and religious and cultural or-
ganizations. We must also study its strengths and weaknesses and its potential
for the future. List of Illustrations 118 9 List of Abbreviations CSR
Corporate Social Responsibility
DAC
Development Assistance Committee
DESA
Department of Economic and Social Affairs
ECOSOC
Economic and Social Council
ECOWAS
Economic Community of West African States
ESEC
Economic, Social and Environmental Council
FAO
Food and Agriculture Organization
FUNDS
Future United Nations Development System
G20
Group of 20
G77
Group of 77
G7
Group of 7
GA
General Assembly
GATT
General Agreement on Tariffs and Trade
GDP
Gross Domestic Product
GNI
Gross National Income
IBRD
International Bank for Reconstruction and Development
ICC
International Criminal Court
ICISS
International Commission on Intervention and State
Sovereignty
ICJ
International Court of Justice
ICT
Information and Communications Technology
IDA
International Development Association
IDP
Internally Displaced Person
IFAD
International Fund for Agricultural Development
ILO
International Labour Organization
IMF
International Monetary Fund
IMO
International Maritime Organization
ITU
International Telecommunication Union
LGBT
Lesbian, Gay, Bisexual and Transgender
MDGs
Millennium Development Goals
MOOC
Massive Open Online Course
NAM
Non-Aligned Movement
NATO
North Atlantic Treaty Organization
NGO
Non-Governmental Organization
ODA
Official Development Assistance
OECD
Organization for Economic Development and Cooperation
OHCHR
Office of the United Nations High Commissioner
for Human Rights
P5
Permanent Five, members of Security Council
R2P
Responsibility to Protect CSR
Corporate Social Responsibility
DAC
Development Assistance Committee
DESA
Department of Economic and Social Affairs
ECOSOC
Economic and Social Council
ECOWAS
Economic Community of West African States
ESEC
Economic, Social and Environmental Council
FAO
Food and Agriculture Organization
FUNDS
Future United Nations Development System
G20
Group of 20
G77
Group of 77
G7
Group of 7
GA
General Assembly
GATT
General Agreement on Tariffs and Trade
GDP
Gross Domestic Product
GNI
Gross National Income
IBRD
International Bank for Reconstruction and Development
ICC
International Criminal Court
ICISS
International Commission on Intervention and State
Sovereignty
ICJ
International Court of Justice
ICT
Information and Communications Technology
IDA
International Development Association
IDP
Internally Displaced Person
IFAD
International Fund for Agricultural Development
ILO
International Labour Organization
IMF
International Monetary Fund
IMO
International Maritime Organization
ITU
International Telecommunication Union
LGBT
Lesbian, Gay, Bisexual and Transgender
MDGs
Millennium Development Goals
MOOC
Massive Open Online Course
NAM
Non-Aligned Movement
NATO
North Atlantic Treaty Organization
NGO
Non-Governmental Organization
ODA
Official Development Assistance
OECD
Organization for Economic Development and Cooperation
OHCHR
Office of the United Nations High Commissioner
for Human Rights
P5
Permanent Five, members of Security Council
R2P
Responsibility to Protect 11 RwP
Responsibility while Protecting
SC
Security Council
SDGs
Sustainable Development Goals
SG
Secretary General
UNAIDS
United Nations Joint Programme on HIV/AIDS
UNCTAD
United Nations Conference on Trade and Development
UNDP
United Nations Development Programme
UNEF
United Nations Environment Fund
UNEPS
United Nations Emergency Peace Service
UNESCO
United Nations Educational, Scientific
and Cultural Organization
UN-HABITAT United Nations Human Settlement Program
UNHCR
United Nations High Commissioner for Refugees
UNICEF
United Nations Children’s Fund
UNIDO
United Nations Industrial Development Organization
UNIFEM
United Nations Development Fund for Women
UNODC
United Nations Office on Drugs and Crime
UNOPS
United Nations Office for Project Services
UNRISD
United Nations Research Institute for Social Development
UNWTO
United Nations World Tourism Organization
UPR
Universal Periodic Review
WFP
World Food Programme
WHO
World Health Organization
WMO
World Meteorological Organization
WTO
World Trade Organization 12 12 Achieving the unthinkable The world has never been a better place. We live in the most peaceful and
prosperous era in human history. More than one billion people have been lifted
out of extreme poverty in the past 25 years. From the early 19th century to the
mid-20th century, the vast majority of the world’s population lived in extreme
poverty (Roser and Ortiz-Ospina, 2017). We have not experienced a war be-
tween major powers in decades. The majority of people live in democratic
countries, compared to just over 10 per cent of the world population a hundred
years ago. Technological advances have rapidly spread across the globe, with
more people connected to one another and to information than ever before. Tens of millions of lives have been saved from small pox, polio, measles, ma-
laria and tuberculosis, while HIV/AIDS infections and deaths have dropped
substantially. More people have access to education and basic health care, and
incomes in the developing world are rising. We often forget this as we are constantly fed a stream of bad news from the
media and from politicians eager to stoke fear and insecurity. We urgently need
perspective. None of this means we should sit back contently, satisfied with the headway
we have collectively made. Climate change has exacerbated risks such as water
crises, food shortages, social cohesion, livelihoods and security. Terrorism
poses a very real threat to our security and stability. Intrastate conflict is 13 devastating for individuals affected while also having regional and global con-
sequences. We remain far from an adequate solution to the migration crisis
caused by political and economic instability in the Middle East and North Af-
rica. We need to respond rapidly when global pandemics occur, as they can
spread like wildfire. There is no guarantee that we will avoid another global
financial crisis similar to the one experienced in 2008-09. The threats of our time are not like those of past eras that could often be
solved by individual states alone or perhaps by a few states within a region. The diverse challenges we face today do share several common characteristics:
they are increasingly complex in nature and they transcend national borders. Consider the hundreds of thousands of migrants and refugees who entered Eu-
rope in 2016 by crossing the Mediterranean Sea and arriving in Italy, Greece,
Spain and Cyprus. The global governance deficit How has the world changed since 1945? Has it changed to a degree which
requires us to transform the international institutions that were created at that
time? We argue that it indeed has. That our present challenges are as much
global as they are national or local is a powerful rationale for improving our
institutions, but it is not the only one. The world is far more complex than it was during the post-war period. Some
51 countries came together to form the United Nations in 1945. Today, there
are 193 member states. And great power politics have shifted tremendously
since that era. Bipolar or unipolar global order has been replaced by one that
is multipolar, with all that portends for instability. When the UN was established, state governments were the dominant actors
in the global sphere. While it may be too early to declare even the partial de-
mise of the state-centric world, power is increasingly shared with other non-
state actors, such as NGOs, foundations, multinational corporations, religious
communities, regional coalitions or blocs, intergovernmental organizations,
and groups of major economies such as the G7 and G20. Economic, social and cultural globalization has meant that we are more con-
nected than ever. Greater ease of transportation has facilitated global trade of
goods and services. The same is true of the movement of people, resulting in
rising migration and international travel. Rapid and complex communications
provide new sources of knowledge and instantaneous access to information. Most people’s lives have been affected by globalization in some way, but the
extent varies significantly. And the gains from deeper integration have not
been evenly spread; there are distinct winners and losers. Social and economic
inequalities have reached new heights and capital is ever more concentrated in
the hands of a few, with just one per cent of the world’s population controlling
more than 50 per cent of the wealth. The global society we live in today is by
no means a global community. By contrast, international institutions and their capacity for governance have
not changed substantively. Established in 1945, the United Nations was de-
signed for a different era. Its institutional structure and culture still reflect this
past era, rather than the realities of the 21st century. It has not kept pace with
rapid globalization and change. Achieving the unthinkable Or the rapid spread of the Zika virus, which was confirmed
to be present in Brazil in 2015 and by September 2016 had reached 48 coun-
tries and territories in the Americas and 10 countries in the Pacific, Asia and
Africa (PBS Frontline). We know that the so-called Islamic State has devel-
oped a global network, to a great extent through social media, that has allowed
it to recruit a large number of Western fighters to carry out terrorist attacks in
cities like Paris and Brussels, while having branches around the world includ-
ing in Yemen, Libya, Afghanistan, Bangladesh and West Africa. Similarly,
climate change knows no borders; with rising sea levels, we have seen how
carbon emissions in the one part of the world have threatened the very exist-
ence of island states on the other side of the globe. These transnational issues require a deeper level of cooperation and coordi-
nation between states. They call for strong international laws and norms. Most
importantly, they demand effective global institutions to develop and deliver
coordinated responses. Yet few would disagree that such institutions remain a
distant vision and that in its current state, the United Nations, the only interna-
tional organization of its kind, is not up to the task. So, with all this discouraging news, why did we begin this book on a posi-
tive note? The answer is simple: given the magnitude of our problems and the
barriers we need to overcome, it is useful to remember that we have achieved
incredible progress in recent decades—progress that previous generations
would likely never have imagined possible. Just as we have surpassed expec-
tations in creating peaceful continents and in advances in areas such as health,
development and technology, we are equally capable of reforming the United
Nations system so it is able to meet present and future challenges. Filling the
emerging void in effective global governance will certainly not be easy, but
history tells us it is possible. 14 The global governance deficit This stunted institutional development has led
to its marginalization, with states looking elsewhere to solve the world’s most
pressing challenges. Observing this trend, many fear that the UN will slide into
irrelevance unless it adapts to the times. Sadly, at a time when we are in desperate need of greater cooperation and
global governance, we are witnessing rising nationalism, xenophobia, and pro-
tectionism in many countries. Accelerated globalization and integration, which
for decades were assumed to be unstoppable, are being met by a new wave of
resistance; leaders and politicians favouring nationalism and isolationism over 15 multilateralism are gaining support. We saw this when voters in the United
Kingdom opted to leave the European Union in June 2016, and again less than
five months later when voters in the US elected Donald Trump as their next
President. The rise of nationalist political movements, on both ends of the po-
litical spectrum but particularly on the far right, is undermining international
institutions such as the UN. The United Nations’ balance sheet The result is that nearly all of us interact with the UN on a regular
basis without recognizing it. Organizations such as the International Postal Un-
ion, the International Telecommunications Union, the International Civil Avi-
ation Organization, and the International Maritime Organization are critical in
a globalized world, yet we tend not to think of the UN each time we fly across
a border, buy imported goods, make an international call or mail a postcard to
another country. Then there is the fact that the UN has been a stabilizing force contributing
to global order for more than seven decades. It is the world’s most important
diplomatic forum. It has helped avert another world war, managed nuclear pro-
liferation and helped prevent a nuclear weapons war, and reduced and ended
internal and international conflicts through numerous peacekeeping operations
and political missions. The nature of this work usually does not lend itself to
public recognition. This is partly because we simply do not know what wars or
conflicts have been averted due to the presence of the UN and its unending
diplomacy, negotiations and mediation. Successful prevention rarely makes
headlines as the absence of an event is unknowable and causality is difficult to
determine. In the end, the UN is often taken for granted and does not get the
credit it deserves, especially for its record in fostering peace and security. Nev-
ertheless, it is worth remembering that without the UN the world would have
to depend on increasingly brittle state-to-state relationships. Even with all its
flaws, it remains far better than the alternative. Despite all its achievements, even the most ardent supporter of the United
Nations would not claim it is, or is even close to being, a perfect institution. In the peace and security realm, the UN has been dealt multiple blows in
recent years following a series of crises where it either failed to act or was
bypassed altogether, along with a couple of highly publicized scandals. When
the US and a few other states decided unilaterally to invade Iraq in 2003, they
set a dangerous precedent in a world where only the Security Council was seen
as capable of authorizing military interventions and the use of force. The United Nations’ balance sheet To properly diagnose what is wrong with the United Nations and what possible
reforms could improve its ability to govern, we need to study its achievements
and failures. As this primer will explore, the UN has had numerous successes in its over
70-year existence. These range from the public achievements attributed to the
UN, to the everyday governance that is rarely associated with it, to its effects
which cannot easily be measured and rarely make headlines. y
y
The contribution that the UN has made over its lifetime to creating a more
peaceful, just and sustainable world is so immense that it would be impossible
to cover everything. It has unmatched legal legitimacy and global convening
power and has been indispensable in shaping international law, rules and
norms through adopting treaties and other legal instruments. From the Univer-
sal Declaration of Human Rights in 1948 to the Treaty on the Nonproliferation
of Nuclear Weapons in 1968, it is responsible for a considerable body of inter-
national law that guides states’ behaviour. Several other treaties relating to the
rights of indigenous peoples, persons with disabilities, children, refugees and
other minorities have ensured that specific rights are outlined for individuals
or groups that are particularly vulnerable. The UN has made real progress in
tackling climate change between the Kyoto Protocol, the UN Framework Con-
vention on Climate Change, and the Intergovernmental Panel on Climate
Change. Most recently, the Paris Agreement succeeded in getting member
states to commit to much-needed emission reductions. Beyond climate change,
it has provided leadership on other environmental issues, from curbing ozone
layer depletion, to protecting biodiversity and encouraging alternative energy. y
p
p
g
y
g g
gy
While the UN cannot take credit for all the progress in socio-economic well-
being and health, it has made enormous contributions. Its humanitarian pro-
grams deliver vital services to those in need, saving countless lives and im-
proving the conditions of many more. It has been instrumental in shaping and
implementing a global development agenda, as we witnessed with both the
Millennium Development Goals in 2000 and the Sustainable Development
Goals in 2015. The UN has done much to promote gender equality, including
establishing key international norms and creating UN Women in 2010. 16 Beyond this relatively visible work, most international economic and polit-
ical activity takes place fairly seamlessly thanks to a host of UN regulatory
institutions. The United Nations’ balance sheet When the
UN was not present at the 2015 negotiations on the Iranian nuclear agreement,
it sent a powerful signal to the organization, which for decades has been push-
ing for nuclear disarmament and non-proliferation. For several years now the
Security Council has failed to act in Syria, where a prolonged civil war has
resulted in hundreds of thousands of deaths and the displacement of millions. The international community has tried to step in, but Russia and China have
used their veto power to halt the attempts. The ability of the Security Council’s
five permanent members to veto resolutions helps explain why the UN is not
always able to deal effectively with crises such as Syria. The UN’s failure to
counter the rising threat of terrorism has further damaged its image as the
world’s upholder of peace. On top of all this, reports of sexual abuses by UN 17 peacekeepers in the Democratic Republic of Congo and Central African Re-
public along with findings that the peacekeeping force in Haiti was responsible
for the cholera outbreak after the 2010 earthquake have together served to tar-
nish the reputation of the long-admired blue helmets. On the human rights front, the UN has been inconsistent in its approach to
dealing with grave violations and has let politics trump principled action nearly
every time. This has severely affected its legitimacy and credibility as a human
rights defender. It has proven unable or unwilling to prevent mass atrocities
including genocide, crimes against humanity and war crimes, in Rwanda, Dar-
fur, the former Yugoslavia, and Syria, among other places. At the same time,
it has not been successful in coordinating an international response to the mi-
grant and refugee crisis in terms of mobilizing the required resources and get-
ting states to accept more people in dire straits. The diffusion of the Responsibility to Protect norm has succeeded in making
the principle of state sovereignty and nonintervention conditional rather than
absolute. Yet politics and national interests still determine which situations will
receive attention and which will be ignored. Meanwhile the International Crim-
inal Court—a promising innovation created to prosecute the worst human
rights offenders—struggles to remain relevant as some countries have chosen
not to join while others are exiting. The UN has had its share of troubles in advancing sustainable development
too. The United Nations’ balance sheet The lofty goals set out in the post-2015 development agenda require far
more resources than are currently available. At the same time, the complex UN
development system made up of numerous organizations and agencies, often
with overlapping mandates, has resulted in inefficiencies, duplication, lack of
coherence and competition for scarce resources. Its standing as a global health
leader has been jeopardized by its slow and inadequate response to pandemics
such as the Ebola outbreak in West Africa in 2013-14, where its organizational
culture was largely to blame. And the Economic and Social Council, the UN’s
principal coordination body for all economic, social and environmental mat-
ters, is in urgent need of reform. With other regional and multilateral organizations, such as the World Bank
and regional development banks, as well as private, philanthropic actors like
the Global Fund and the Gates Foundation, being perceived as more efficient
and responsive than UN agencies, the UN risks seeing development funding
diverted elsewhere. Finally, as we look ahead it remains unclear whether it is
fit to broker and manage 21st century partnerships for development that require
deeper collaboration between public, private and civil society actors, while
harnessing innovation and technology to enhance its development impact. The urgency of current global challenges alongside the failures of the UN
and the growing tendency for states to circumvent it suggest that action is
needed now. There are a range of options available, varying from minor tweaks
to the existing form and function, to rebuilding the organization from the 18 ground up. If the latter were possible, the potential for a better global institution
would be limited only by our collective imagination. But a healthy dose of
pragmatism is advisable. We must recognize the hurdles that are to be sur-
mounted; perfect cannot be the enemy of good. Nevertheless, the demands on the UN system require more than a series of
incremental improvements. The UN’s structure, functions and allocation of re-
sources have undergone reform over the years but not to the degree necessary
to keep pace with rapid change. The organization today is not ‘fit for purpose’. Yet there is no shortage of proposals for improving the dated institution. Schol-
ars, UN officials and other experts are continuously developing workable re-
form ideas. Often, there is general consensus around what should be done. The United Nations’ balance sheet Though even in these cases, making change happen is no easy task for a host
of reasons. When it involves a slow, bureaucratic and political organization
like the United Nations it becomes harder still. Ultimately, no individual actor
can do it alone. A concerted effort is needed to transform its institutional defi-
cits. This could take the form of a multi-stakeholder coalition between willing
states, NGOs, UN officials, independent experts, and other players. Now is the
time to mobilize diverse actors, identify common goals and develop and im-
plement an agenda for change. Empowering youth We equally cannot achieve the transformation needed without engaging youth. Home to 1.8 billion young people, the world has never in history had such a
large youth population as it has today. One quarter of the world’s population
is between the ages of 10 and 24. Nine out of ten youth are in developing coun-
tries, many of which are experiencing a growing youth bulge while most de-
veloped countries tackle issues stemming from an aging population (UNFPA
2014). These young people, who are more informed, engaged and globally
connected than ever before, should become the next generation of leaders who
will shape our common future. In his address to the 71st UN General Assembly, former US president
Barack Obama praised the youth of our time, stating, “I have seen that spirit in
our young people, who are more educated and more tolerant, and more inclu-
sive and more diverse, and more creative than our generation; who are more
empathetic and compassionate towards their fellow human beings than previ-
ous generations.” He went on to say that because of young people’s access to
information about other peoples and places, they have “an understanding
unique in human history that their future is bound with the fates of other human
beings on the other side of the world.” Indeed, today’s youth have incredible power to craft a more peaceful, just
and sustainable world. The 2016 High-Level Segment of the General 19 Assembly saw an unprecedented number of world leaders acknowledge this,
with 59 member states emphasizing the crucial role of youth in their national
statements (United Nations Youth Envoy 2016). Assembly saw an unprecedented number of world leaders acknowledge this,
with 59 member states emphasizing the crucial role of youth in their national
statements (United Nations Youth Envoy 2016). The UN itself has taken note. In his second term as secretary-general, Ban
Ki-moon made working with and for young people one of his top priorities. He
established the Office of the Secretary-General’s Envoy on Youth and chose
Ahmad Alhendawi of Jordan to serve as the first-ever UN Envoy on Youth
beginning in 2013. At 28 years old, he was the youngest senior official in the
history of the UN. Empowering youth He was mandated to harmonize youth development efforts
across the UN system, enhance the UN response to youth needs, advocate for
addressing the development needs and rights of young people, and bring the
voices of young people to the UN (Youth Envoy website). y
g p
p
(
y
)
Despite a series of public statements and gestures recognizing the immense
potential of youth, there are too many young people around the globe who live
in poverty and countless are being denied the opportunity to pursue their edu-
cation and find decent employment. The number of children and adolescents
out of school is on the rise, and reached 124 million in 2013. There are over 73
million unemployed youth worldwide. At 13 per cent, the overall youth unem-
ployment rate is three times the adult rate, though it is even higher in some
regions (in two thirds of European countries the youth unemployment rate ex-
ceeded 20 per cent in 2014; the figure is close to 30 per cent in the Middle East
and Africa) (ILO 2015). The reality for girls and young women is even more
troubling. Secondary school enrolment rates are often lower for girls than boys
and only about two out of 130 developing countries have achieved gender par-
ity at all levels of education. Unemployment affects young women more than
young men in almost all regions, while in North Africa and the Arab States the
female youth unemployment rate is almost twice that of young men (ILO
2016). Those in countries affected by conflict are also worse off than most. Meanwhile, many countries are failing to give a voice to their youth; two
out of three countries do not consult young people as part of the process of
preparing poverty reduction strategies or national development plans (United
Nations Youth Envoy 2014). Youth participation in national parliaments is
low, with less than 2 per cent of parliamentarians globally under 30 years old
(Inter-Parliamentary Union 2016). It is little wonder, then, that, despite their potential, youth often feels disem-
powered. Voter turnout among 18-25 year olds continues to be lower than other
age groups and a lack of civic engagement among youth is common. But young
people cannot afford to watch from the sidelines. They need to press for action
and positive change. They need to better the world for themselves and for fu-
ture generations. Empowering youth With political rights come responsibilities. More than ever,
the world needs its youth to elect good leaders, get involved in politics, expand
their understanding of global problems and develop solutions. 20 Chapter 1 – Evolving International Organizations:
the UN Past and Present “[He] wondered why men could rarely harness this same sense of oneness toward
good ends. Men would sacrifice their own interests, even their own lives, welding
themselves together with bonds that far surpassed ordinary life, toward the purpose
of killing one another. But when it came to creating beauty and life and love, too
often men were left to act alone, their every act weighed against self-interest and
simple inertia. If men were as good at creating heaven on earth as they were at
creating hell, it would be a very different world.” Rachel Lee (2007: 474) To really understand the United Nations it is not sufficient just to describe its
structures, personnel and activities. It is first necessary to explain its begin-
nings and the intentions of its founders. And then the hard part begins: we have
to weigh its strengths and weaknesses and analyze its components. This is the
plan for this chapter. Objectives of the primer This primer on global governance and United Nations reform analyzes the or-
ganization in its current form while offering alternatives for the future. It aims
to provide the fundamentals to those who are relatively new to the subject. It
seeks to be informative and thought-provoking while remaining accessible to
a broad range of audiences, varying from students to practitioners. It is designed to:
provide an overview of essential information about the United Nations
system including its historical and global context;
provide an overview of essential information about the United Nations system including its historical and global context;
delve into the UN’s record on its three ‘pillars’: human rights, peace
and security, and development;
introduce various ideas and proposals for renewing the organization so
it can better meet the demands of tomorrow; and
explore the role of norms, values and attitudes as well as diverse actors
in building a movement for a UN renaissance.
explore the role of norms, values and attitudes as well as diverse actors
in building a movement for a UN renaissance. We take the notion of renaissance to have two meanings. First, it is used to
refer to renewal, rebirth, revival or even spring, which leads us to think about
change, reform and transformation at the UN. The second sense refers to the
essential meaning of the historical renaissance as ‘a return to origins’. Dotted
throughout the book are references to the UN’s founding objectives, which in-
cluded preventing the scourge of war, getting great powers to cooperate on
essential decision making, striving to protect human rights, and ensuring eco-
nomic coordination. This book is dedicated to a renewed search for the initial
aims of the United Nations: peace, development, cooperation and human
rights—and, indeed, much more as the world has continued to evolve. Thus,
we use renaissance to call for a transformation of the UN that remains deeply
rooted in its original lofty goals. We hope this book prepares and inspires readers to join and expand existing
efforts to achieve this renaissance. 21 21 Early international cooperation efforts The United Nations is not the first but the third in a series of international or-
ganizations that date back to 1815. To give some historical context to the es-
tablishment and workings of the United Nations as it is today, the first part of
this chapter describes these organizations and the key events that led to their
creation (see Figure 1). Figure 1: Evolution of international organizations, until 1945 22 The Concert of Europe The Concert of Europe The Concert of Europe was founded by the Treaty of Vienna, which put an end
to the Napoleonic Wars that had lasted nearly 20 years. In many ways it set the
mold for its successors: the League of Nations and the United Nations. Like
these last two, the Concert was founded in the aftermath of a devastating war
waged by a group of allies to stop one nation from trying to set up an empire
to dominate the world. The word ‘concert’ was intended to mean a bringing
together of states in a concerted effort to work on common concerns. It was a
radical departure from the past. At the time, it was called “a principle of general
union, uniting all the states collectively with a federative bond, under the guid-
ance of the five principal Powers” (Mazower 2013: 4). Up until the Napoleonic
Wars, Europe (as other parts of the world) was ordered by an ever-changing
“balance of power” by which each sovereign state attempted to maximize its
own interests and stop any state or group of states from obtaining overwhelm-
ing dominance. This was the continually shifting basis of foreign policy. Na-
poleon’s France had upset this balance. The allied powers wanted to re-estab-
lish it on a permanent basis. Thus, the Concert of Europe was like a continuing coalition of the Great
Power victors of the Napoleonic Wars (Russia, Prussia, Austria and Great Brit-
ain, plus the newly monarchical France). Its role was to convene meetings on
a regular basis or upon need and to include other smaller countries to discuss
overlapping interests and their efforts to maintain stable European relations. The Concert’s two major functions were to maintain peace between countries
and to ensure the internal stability of the established monarchical governments
against nationalist, liberal and democratic revolts. Consultation often checked
aggressive impulses. It generally achieved its twin goals for more than a half
century from 1815 until the Franco-Prussian war in 1870-71. The Concert of Europe sought to manage the affairs of the continent by
binding all states to the rules of the international game. Sometimes this could
only be achieved by intervening in the affairs of others. In fact, the word ‘in-
ternational’ was a relatively new concept that suggested there were ongoing
links between states despite their past habit of just wanting to ‘do their own
thing’ based on their sovereign independence. This right of sovereign nation-
alism harked back to the 1648 Peace of Westphalia—which itself put an end
to Europe’s Thirty Years War. Nevertheless, on several occasions after the
French Revolution, the Concert did not hesitate to interfere in the internal af-
fairs of states to enforce a conservative restoration. For instance, in 1823 Con-
cert members invaded Spain to drive a revolutionary government out of Ma-
drid. International relations grew slowly but steadily in the 19th century. Between
1840 and 1914, there were nearly 3,000 international gatherings. More than
450 international, private or non-governmental organizations were created and 23 the Concert itself grew to 37 governmental organizations. International NGOs
invited themselves to the international meetings, thus becoming new ‘actors’
in international relations and the forerunners of today’s ‘civil society’. Their
‘competitor’ was the historic notion of sovereignty (see Box 1). Box 1: Understanding ‘sovereignty’ Sovereignty grew out of the Peace of Westphalia of 1648 to define the
legal identity of a state in international law. Each state is considered to
have sovereign equality. There is a corresponding obligation to respect
each other’s sovereignty by not intervening in another’s internal affairs. Internally, sovereignty signifies the capacity of the government to make
authoritative decisions through exclusive jurisdiction within its territorial
boundaries, which it has the right to defend. This is international law and
its principles are hotly defended, but, obviously, it is not the international
reality. The ‘sovereign equality of states’ is enshrined in Article 2.1 of
the UN Charter. The principle of ‘non-intervention’ is to be found in Ar-
ticle 2.7. The ‘right of self-defence’ is embodied in Article 51. The UN
Secretary-General has discussed the dilemma of the two concepts of so-
vereignty, one vested in the state and the second in the people and indi-
viduals. The Report of the International Commission on Intervention and
State Sovereignty proposed the extension of the concept to include
‘responsibility’ alongside ‘control’, so that state authorities would have
the responsibility to protect their citizens and would be responsible to the
international community through the UN. This gave rise to the UN’s
2005 resolution on the Responsibility to Protect (R2P). Source: International Commission on Intervention and State Sovereig-
nty, 2001: 12-3 Source: International Commission on Intervention and State Sovereig-
nty, 2001: 12-3 Right from the beginning of international institutions, there was debate over
how much the creation of a set of arrangements to maintain peace and stability
could legitimize intervention in the affairs of others—debates which continue
with the new UN policy of Responsibility to Protect (R2P). International af-
fairs are not just about the arrangement of relationships. They are also about
dominant ideas and a desire for power. So, it was said, “The Concert of Europe
had not mastered the new art of international government; it was, on the con-
trary, a symbol of the very problems—autocratic leadership, bellicosity, an in-
comprehension of the values of freedom and the power of social change—that
a true internationalism was needed to solve.” (Mazower 2013: 12). In reality, foreign relations in 1815 were really the playthings of sovereign
monarchs and their aristocratic ministers who were determined that Europe
would not only remain stable but would crush radical democratic tendencies. Box 1: Understanding ‘sovereignty’ One example was the French Foreign Minister, Prince Talleyrand, who used 24 his diplomatic dexterity to insist that France, although defeated, was too central
to Europe to be dismembered. These men dominated the 1815 peace treaty,
Congress of Vienna, and the Europe to which it gave rise. And they were only
men because, with a few exceptions like Queen Elizabeth I, women were not
involved in foreign relations until after the Second World War when Eleanor
Roosevelt and several colleagues implanted the Universal Charter of Human
Rights within the United Nations. We can also recognize that international organizations are not purely polit-
ical creations; they also reflect their time and their context. In many ways, pol-
itics follows the lead of economics and technology. Thus, the development of
international organizations throughout the 1800s was greatly inspired by in-
dustrialization, and the expansion of railways and shipping beyond national
boundaries. Business sought continent-wide security for markets and invest-
ments. Together, science and commerce framed the modern thinking that made
possible the ideas of internationalism. Modern forms of trade and transport led
to the forming of ‘public international unions’ (the forerunners of today’s ‘spe-
cialized agencies’ at the UN) in the fields of transport, communications,
weights and measures, statistics, patents, agriculture, labour, science, policing
and sanitation. In addition, international movements for workers, women and
peace formed world public opinion. If fact, there have been a great number of influences on the development of
international organizations. Although we recognize that the impetus for inter-
national organization comes out of the chaos of post-war disintegration, theo-
rists maintain that, in general, an evolutionary or ‘genetic’ perspective seems
best suited for us to understand how they developed from a host of interests
(national and international, public and private), as well as internal learning pro-
cesses and even the very act of international conferencing (Reinalda: 2001). Evidence suggests that in international organizations, innovation often comes
out of lively and continuous debate originating in scientific, technical and hu-
manistic communities (Reinalda 2001; Schemeil 2003). Indeed, the conferenc-
ing process creates a temporary equality among unequals and encourages the
sort of open discussion that often gives rise to innovation (Murphy 1994: 62). Conferencing was also conducive to developing the techniques and the psy-
chological aptitudes required for successful multilateral negotiation (Claude
1966: 23). A note on the creation of the League of Nations The context just described was both the process and the inducement for the
forming of international institutions from the 1850s to the 1900s. It was also
part of the background for the formation of the League of Nations in 1919
following the First World War. Other inducements were the atrocious loss of
life, the destruction of countries, the wartime cooperation of the allies, and the
need for an on-going organization as a forum to promote peace rather than war. Also of great significance was the spirited leadership of the American Presi-
dent, Woodrow Wilson. After the Second World War in 1945 it was much the
same story that led to the United Nations except the leadership came from a
new American President, Franklin D. Roosevelt. The League of Nations was founded in January 1920 as a result of the Paris
Peace Conference and the Treaty of Versailles which terminated the First
World War. As the world’s first permanent intergovernmental organization, its
principle objective was to maintain world peace via collective security, dis-
armament and arbitration. It had an initial 44 state members, which rose to 58
in 1935. Its headquarters were established in Geneva immediately after its
founding. As we will see, the various in-depth analyses of the founding of the League
and the UN teach us much about the causality, meaning and intentions of in-
ternational organizations (see Mazower, Reinalda, Schlesinger, Archer and
Trent). The League came about as a result of history, national interests, ideas,
and personalities. It was a combination of ‘big bang’ politics responding to the
war, and evolutionary development based on historical precedent. When it
came to thinking about post-war institutions, the allied participants in the 1919
Paris Peace Conference (dominated by the US, France, Great Britain and Italy,
with personalities like Jan Smuts of South Africa as additional players) had in
their minds their cooperation during the war but also the internationalism of
the past century. In their deliberations, they considered a number of options:
resurrecting a new version of the old Concert; a model based on the American
Monroe Doctrine which proclaimed US sway over Latin America; the British
Empire transformed into a Commonwealth; and simply of a return to balance
of power politics. The thinking that predominated was essentially that of Great Britain and the
US. Being great powers, neither wanted any new arrangements to tie their
hands too much. Box 1: Understanding ‘sovereignty’ Engaged thinkers and practitioners found they could implement
their ideas on a world scale and sometimes were called upon to prepare gov-
ernment positions. In other cases, NGOs learned that governments can be
moved toward cooperation by private or unofficial pressures, when skillfully
applied (Lyon 1963: 154). Changes in domestic politics such as new govern-
ments and political leaders can constitute windows of opportunity for new ad-
vances at the international level (Reinalda 2003: 9). 25 A note on the creation of the League of Nations They wanted to maintain the Anglo-American alliance but in
a larger format that did not look too self-interested or racist. The French and
the British did not want the League to interfere with their imperial ambitions. Many thought the new arrangements should be as light as possible and be cen-
tred on negotiations, international law, mediation and arbitration. For both the
League and the UN, the wartime experience of cooperation was crucial as a 26 seedbed for more centralized and systematic world relationships and the im-
portance of procedure and precedents. But when push came to shove, it was the negotiations between the leaders
of the major, victorious powers which drove the founding of both the League
of Nations and the United Nations. In Paris in 1919, U.S. President Woodrow
Wilson ended up in protracted negotiations with the French President Georges
Clemenceau, British Prime Minister David Lloyd George and Italian Prime
Minister Vittorio Orlando—leaders who were equally creatures of their own
personalities, philosophies and visions, and influenced by their close advisers. Known as the ‘Big Four’, these leaders had no intentions of relinquishing con-
trol of the conference agenda—a tradition that is maintained to this day. They also maintained the earlier tradition of diplomatic secrecy because
they thought not to do so would be “a veritable suicide” for their negotiations. But they surrendered to the growing demands of journalists for regular plenary
sessions and briefings. Small states were “given something to do” as an adden-
dum to the Council and in the powerless Assembly. Following the submission
of plans by various leaders, thinkers and associations, Robert Cecil, the British
undersecretary of foreign affairs, was able to provide a draft text for the
League, based in part on a study of historical precedents (as the American Sec-
retary of State later did for the UN). It was discussed, amended and adopted in
two months. However, it would be incorrect to think there were no other sig-
nificant influences on the peace negotiations. A note on the creation of the League of Nations Among the other major influ-
ences were: the blending of morality and realpolitik in the provocative ideas of
Jan Smuts, Prime Minister of South Africa; the London intellectual elite in-
cluding Leonard Woolf, who had written a suggestive book entitled Interna-
tional Government; the demands of small allies, especially those in the nascent
British Commonwealth who had helped win the war; and popular associations
(now NGOs) such as the League of Nations Association. The League of Nations as an institution To the degree that he wanted a permanent organization, President Wilson of
the United States wanted to keep power with the politicians in a forum for
quasi-parliamentary deliberations rather than with the lawyers in a sort of super
judicial court. He wanted an institution that would evolve with the collective
will. He also wanted to protect the territorial integrity of the growing number
of nation-states in a universal association of nations capable of acting in the
common interest to help prevent war. “The days of the Treaty of Vienna are
long past,” as British Prime Minister Lloyd George put it, referring to the birth
of the Concert of Europe (Mazower 2013: 127). There were, of course, many
contradictions. The general principle of national self-determination remained
vague. Britain, the great imperial power, thought that the Empire itself 27 resembled “a league of nations”. Prior to the Paris Peace Conference, many
questions remained. How much executive power would a League possess? How far would it be committed to protect established boundaries? Could sanc-
tions be automatically triggered? How far would the League go beyond being
just a more permanent conference system? However, history shows that once at the Peace Conference, personal diplo-
macy took over. A committee chaired by Wilson rapidly approved the British
draft agreement. There would be a tripartite division of powers in a parliamen-
tary type organization. It consisted of: a Council with Great Power permanent
members and four elected, rotating lesser powers in a sort of ‘upper chamber’;
a one-member, one-vote Assembly; a relatively weak secretary-general in an
administrative rather than a diplomatic post; and, in 1922, a Permanent Court
of International Justice. The Council’s permanent members were France, Great Britain, Italy and
Japan (the US did not join). Eventually, the Assembly’s 40 members, meeting
at the new headquarters in Geneva, represented minimally the various parts of
the still-colonized world. Almost all of Africa, Asia and the Middle East were
controlled by European imperial powers. The Assembly had no law-making
functions and each member could veto any action. In any case, the League
lacked any standing forces or mechanisms for enforcing peace. All it could do
was to recommend arbitration, sanctions and boycotts. It was even unable to
apply sufficient pressures in clear-cut cases of aggression. Nevertheless, it did
introduce a democratic dimension of public deliberation and opinion. The League of Nations as an institution Also, the
full Assembly only met once a year, so the rest of the time the League’s merit-
based civil servants were free to take the initiative. This became a major dimension of the League and its definitive heritage. The bureaucracy was created by Eric Drummond, a mid-level official of the
British Foreign Office, who went on to hold the office of Secretary-General for
14 years, longer than anyone either at the League or the UN. Having built a
small (650), highly professional international civil service, one with perma-
nence and autonomy that favoured expertise over diplomacy, he became one
of the architects of modern international organizations. It was divided into
functional secretariats that “cemented the connection between internationalism
and technical expertise” (Mazower 2013: 148). For instance, German and So-
viet officials worked with the League’s technical services before their coun-
tries even formally joined. The Secretariat also took advantage of Articles 23
and 24 of the League’s Covenant which gave it wide responsibilities and al-
lowed it to become an umbrella organization that gathered under its auspices
the 31 international bureaus (also called ‘permanent conferences’ or ‘public
international unions’) that had been formed before the First World War. One example of the League’s extraordinary feats as a humanitarian organi-
zation was its overseeing of emergency relief camps giving succour to the Rus-
sian, Armenian and Greek refugees in the Balkans in the early 1920s. They ran 28 and financed tented encampments and brought in health experts to stop infec-
tious diseases. They helped the Greek government get loans to resettle hun-
dreds of thousands of refugees. They created the Refugee Settlement Commis-
sion to build new settlements, even small towns. This effort by a government
organization was entirely new. It had previously been the work of charities. We can easily see how there is an eerie resemblance to events in the Middle
East since 2010 and may ask: why is the world still having to deal with the
same horrific problems one century later? The League also became recognized for gathering data and issuing volumes
of statistics. Its health, transport, and financial and economic sections became
indispensable in the interwar years. Strangely enough, many of its personnel
came from the United States and much of its technical funding came from the
Rockefeller Foundation. The League of Nations as an institution But it was paired with a will to 29 international leadership, exemplified in the interwar years by the private en-
dowments which financed support for the League and for institutes, journals,
international relations clubs and conferences to train Americans for their role
in the world. For its part, the Soviet Union did not even join the League until 1934 and
then was the only state to be kicked out after it invaded Finland in 1939. Ger-
many, which had not been welcomed at the beginning, joined in 1926 and then
withdrew under Hitler’s Nazi regime in 1933. Mussolini’s fascist Italy fol-
lowed in 1937 after having invaded Ethiopia. Japan, unhappy with criticism of
its occupation of Manchuria, withdrew in 1933. Germany, Italy and Japan,
which would become known as the Axis powers, each had a grudge against the
dominant colonial system the League represented. They wanted what the
French and British had. They wanted territory, colonies and power. For them
there was a power imbalance in the world represented by the League. This
virtually left Great Britain and France among the Great Powers and they were
still too ravaged by their losses during the First World War to devote energy
to saving the League. What with its heavy burdens and quarrelling members,
the League was not able to stop the slide to a new world war. The battle of ideologies consisted mainly of multiple attacks on the Western
theoretical claim about the fairness of international law, equally applied to
equal states, as a keystone of the League. For instance, the Western empires
did not even subject themselves to minority rights treaties. What Germany,
Italy and Japan had in common was their criticism that the League was just a
‘fig leaf’ to keep in place a territorial status quo that favoured Great Britain,
France and the US. The same criticism was to be levelled later about the UN. Hegemony, the leadership of one or more states, was the central German con-
ception of world rule. Japan too saw the League as protecting the self-interests
of the imperialists in Asia. The Soviet Union weighed in with the establishment of the ‘Third Interna-
tional’ in 1919 as a direct rival to the League of Nations. Lenin even referred
to the League as a “stinking corpse” (Mazower 2013: 177). Soviet diplomats
became more measured and conciliatory though, even joining the League in
1934. The League of Nations as an institution It worked hard to restore monetary stability but lost
out to the protectionism of the Great Depression. Its members prided them-
selves on being impartial and above national interests (unlike the UN) but not
above paternalistic interference in member states’ internal affairs. Overall,
some two hundred employees of the League’s Secretariat went on to work for
the UN and even to be leaders of a number of post-Second World War inter-
national organizations—including Jean Monnet, who would become one of the
founding fathers of the European Union. That said, the League was battered continuously by horrendous public ca-
lamities, the defection of prominent members and the battle of ideologies. In
1918 and 1919, Spanish influenza affected one fifth of the world’s population
and killed between 20 and 40 million people, exceeding the deaths during the
First World War. More deadly than the Black Plague in the 1300s, it was the
worst scourge ever to sweep the world. But the League also had to face con-
tinuing war and a refugee crisis in the Middle East, economic collapse in East-
ern Europe and a public health disaster including influenza, typhus and mass
starvation. In addition, Western leaders were terrified by the spread of com-
munism from Russia’s revolution, which was welcomed by many in Western
Europe due to economic collapse and massive unemployment. On top of all
this, the new League was called upon to administer the territory of the Saar and
the Free City of Danzig and look after the plight of the Christians in Turkey
and the status of Armenia. By 1929, the world fell into the grip of the Great
Depression. The defection of prominent states never ceased. Perhaps the cruellest blow
to the League was the vote by the U.S. Senate against joining President Wil-
son’s brain-child. The decision reflected a refusal by part of the political elite
to become enmeshed in ‘entangling alliances’ and the world’s troubles. Public
support for the League was low, and there was resistance in Congress to mak-
ing commitments to international organizations that would hamper the freedom
of action of the United States. It was a fine example of American isolation-
ism—something that still lingers today. Box 2: Strengths and failures of the League of Nations
The quasi-parliamentary model at the League’s core was abused
from the start by members who came to Geneva more for theatrics
than policy-making. The pre-war ideals of open negotiations and di-
plomacy to stimulate world public opinion ended up creating unful-
filled expectations.
The quasi-parliamentary model at the League’s core was abused
from the start by members who came to Geneva more for theatrics
than policy-making. The pre-war ideals of open negotiations and di-
plomacy to stimulate world public opinion ended up creating unful-
filled expectations. p
The unanimity rule (i.e., each member holding a veto) made deci-
sions hard to reach, thus condemning the organization to impotency.
Its irresolution was magnified by its lack of any means of enforce-
ment or deterrent such as armed forces or a police force so that even
the rules and laws it did proclaim lacked authority.
The League was operating on a shoestring in a period of financial
stringency. Its budget of $5 million a year was less than a thirtieth of
the UN’s—also considered minuscule in today’s multi-billion-dollar
world.
Due to these failures, the League was not able to provide answers to
the urgent crises of the day, thus reinforcing public perceptions of its
inefficacy.
The League’s technical services provided by its professional civil
service took international humanitarian cooperation and the promo-
tion of science much further than anyone had imagined possible be-
fore the First World War. It offered the promise of democratization
and social transformation through technical expertise.
Its technical, intellectual and scientific skills proved the value of an
international organization. Even if it was a diplomatic failure, its ex-
pertise and international action became a model for the evolutionary
growth of cooperative behaviour due in part to its flexibility and
multitasking. g
Not all initiatives worked out. For instance, the Institute for Intellec-
tual Cooperation had few tangible results as Europe fragmented ide-
ologically, and few states ratified the 1937 Treaty for an Interna-
tional Criminal Court (60 years before its time)—even the French
proposal for a federal union of Europe to combat the Depression was
not successful!
The League’s enduring influence was as a vehicle for world leader-
ship based on moral principles and the formal equality of sovereign
states. The League of Nations as an institution For instance, the Institute for Intellec-
tual Cooperation had few tangible results as Europe fragmented ide-
ologically, and few states ratified the 1937 Treaty for an Interna-
tional Criminal Court (60 years before its time)—even the French
proposal for a federal union of Europe to combat the Depression was
not successful!
The League’s enduring influence was as a vehicle for world leader-
ship based on moral principles and the formal equality of sovereign
states. It managed to marry the democratic ideal of a society of na-
tions with the reality of Great Power hegemony. The League of Nations as an institution For Moscow, its security came before revolution. For its part, Italy pro-
moted a ‘fascist internationalism’ in a fascist European confederation, suppos-
edly fighting for the rights of European nation-states. One can see arising out of these affirmations of sovereignty and nationalism
the destabilizing potential from which the UN too would suffer. The leading
American political scientist, Quincy Wright, worried that, “totalitarianism has
unmasked the inadequacy of the philosophical and political foundations of in-
ternational law.” (Mazower 2013: 187). Its impartial authority lay in tatters. International law would require a demonstration of shared values and interests,
alongside the enforcement capacity. 30 Box 2: Strengths and failures of the League of Nations
The quasi-parliamentary model at the League’s core was abused
from the start by members who came to Geneva more for theatrics
than policy-making. The pre-war ideals of open negotiations and di-
plomacy to stimulate world public opinion ended up creating unful-
filled expectations.
The unanimity rule (i.e., each member holding a veto) made deci-
sions hard to reach, thus condemning the organization to impotency.
Its irresolution was magnified by its lack of any means of enforce-
ment or deterrent such as armed forces or a police force so that even
the rules and laws it did proclaim lacked authority.
The League was operating on a shoestring in a period of financial
stringency. Its budget of $5 million a year was less than a thirtieth of
the UN’s—also considered minuscule in today’s multi-billion-dollar
world.
Due to these failures, the League was not able to provide answers to
the urgent crises of the day, thus reinforcing public perceptions of its
inefficacy.
The League’s technical services provided by its professional civil
service took international humanitarian cooperation and the promo-
tion of science much further than anyone had imagined possible be-
fore the First World War. It offered the promise of democratization
and social transformation through technical expertise.
Its technical, intellectual and scientific skills proved the value of an
international organization. Even if it was a diplomatic failure, its ex-
pertise and international action became a model for the evolutionary
growth of cooperative behaviour due in part to its flexibility and
multitasking.
Not all initiatives worked out. From the League of Nations to the United Nations One day during a visit to Washington in 1941, Prime Minister Churchill was
just getting out of his bath when President Roosevelt rolled his chair in and
declared that he had thought of the perfect name for the new organization: the
United Nations. Churchill immediately agreed it was a brilliant idea (Mazower
2013: 197). It is little known that, although the UN was not officially founded
until the San Francisco Conference in 1945, the Second World War was fought
under the auspices of the United Nations Alliance in which 26 allies joined the
United States and Great Britain. With their backs to the wall, the war years
were in many ways the heydays of liberal multilateralism and institution build-
ing. The war encouraged cooperation. In terms of international relations the-
ory, we may conclude that building the UN was evidence that multilateralism
and robust intergovernmental organizations were viewed as “realist necessi-
ties, not liberal window dressing” (Plesch & Weiss 2015: 199). g (
)
In 1942, the UN Information Office went to work and the Food and Agri-
culture Organization (FAO) started planning for the eradication of hunger. Aside from the many backroom debates about the nature of the UN, the UN
Relief and Rehabilitation Administration was created in 1943 (it then shut
down operations in 1947). The International Labour Organization was revived
in 1944, the same year that saw the Bretton Woods UN Monetary and Financial
Conference that gave birth to the World Bank Group and the International
Monetary Fund. The UN War Crimes Commission was a precursor to the Nu-
remberg and Tokyo trials. In a strange little twist of fate, one of the remaining
utilities of the League of Nations was transferred to the United States in 1941. With the help of the Rockefeller Foundation, 12 key Secretariat members with
their files and experience transferred to Princeton, New Jersey to take up resi-
dence in the Institute for Advanced Study where they advised on the post-war
problems. So, what was behind all this creative action? What did the leaders want out
of the new United Nations? Needless to say, they all wanted an organization
that was strong enough to promote international peace. In addition, Great Brit-
ain wanted to maintain its ‘special relationship’ with the US. Box 2: Strengths and failures of the League of Nations It managed to marry the democratic ideal of a society of na-
tions with the reality of Great Power hegemony. 31 We recall all this (along with the League’s strengths and failures outlined in
Box 2) now to remind ourselves of the sensitivity of international organizations
to the politics of their member states, and to the continuous attacks by ideo-
logues, by the media and by an unreasoning public. From the League of Nations to the United Nations From the League of Nations to the United Nations It also believed
that having the US and the Soviet Union in the new organization was more
important than the exact form it would take. Joseph Stalin, the leader of the
Soviet Union, wanted to maintain the alliance until he had time to rebuild his
country. U.S. President Roosevelt had learnt from his ‘New Deal’ economic 32 development program that good politics went hand in hand with socio-eco-
nomic programs. In the context of the UN, this meant that fostering post-war,
international economic and social stability would make a contribution to main-
taining peace and security. The massive unemployment following the First
World War led to social unrest that was a harbinger of a new world conflict. The Americans thought it was crucial to prevent a renewed post-war economic
slump by structuring an international bank and monetary fund to slay the triple-
headed dragon of economic nationalism, speculative capital flows and trade
barriers. To determine where they were heading, the Americans set up a top-
secret ‘Division of Special Research’ as early as 1941 under Leo Pasvolsky,
an aide to Secretary of State Cordell Hull, to plan a new permanent world or-
ganization. The three major allies (Britain, the Soviet Union and the US) had differing
ideas right up to the last minute, even concerning the actual nature of the new
organization. Early on, they envisioned an international police force run by the
three allies along with China. Another option considered was to set up a ‘World
Council’ made up of three regional councils (Europe, the Americas and the
Pacific). In the end, they agreed to some post-war structure that could more
effectively manage conflicting interests and contain, at minimum, the threat of
military and humanitarian disasters (Meacham 2003: 202-29). By the Dumbarton Oaks conference in 1944 and the Yalta conference in
1945, the concept of the United Nations started to gel. The conversation shifted
from regional councils and other proposals to planning for an organization that
could exert force to try to maintain order, complete with a Security Council
(with permanent members) and a General Assembly (ibid: 321). It was decided that the UN would preside over a vast expansion of the social
policy initiated by the League Secretariat, and that a voice would be given to
the smaller nations under the leadership of the major powers. From the League of Nations to the United Nations From the experience of these three international organizations we should
recall the following:
All resulted from efforts to create stability and peace after devastating
wars;
They also resulted from the evolution in international relations and the
socio-economic context;
All were dominated by the great powers of the period;
Foreign relations are still masterminded by political elites with little
democratic control;
The right of international political intervention is still contested; g
p
;
All were torn by the contradictory desires for both cooperation and sov-
ereign independence, and for equality but also leadership of the strong;
States want the help of international organizations to smooth out their
relationships—but these organizations are to be the creatures of the
states and must not become too powerful or independent; and
States want the help of international organizations to smooth out their
relationships—but these organizations are to be the creatures of the
states and must not become too powerful or independent; and p
p
International organizations are not purely political creations; they also
reflect their unique context.
International organizations are not purely political creations; they also
reflect their unique context. From the League of Nations to the United Nations Churchill and
Roosevelt sought to build institutions that would prevent the mistakes of the
first half of the 20th century from repeating themselves in the second half. Nothing was left to chance as the Americans ramped up the promotion of the
United Nations ideal using not only bipartisan political resolutions but adver-
tisements, Hollywood showgirls, and musical anthems. On March 1, 1945, just
weeks before his death, Roosevelt made a last plea for a global, rather than
regional, organization. He told Congress that the UN agreements in Yalta
"ought to spell the end of the system of unilateral action, the exclusive alli-
ances, the spheres of influence, the balances of power, and all the other expe-
dients that have been tried for centuries—and have always failed.” (ibid: 321). What we can see from all this is that states only began thinking about inter-
national institutions when they feared their interests or those of the world were
in danger. It was major powers and their top leaders who set the rules, explor-
ing numerous concepts and taking nothing for granted at the outset. Smaller
countries were marginalized in processes that were neither inclusive nor 33 democratic. Concepts and details would be forged by some ‘secretariat’ in the
background for debate by the leaders, who in turn would work through the
issues and come to conclusions that shaped the future. This particular lesson
should give us hope for change. As Plesch and Weiss concluded, “We thus
should not act as if today’s international political order were immutable or pre-
ordained. The 1940s should give us the courage to formulate ambitious visions
about improving future world orders.” (2015: 203). Introducing the United Nations The United Nations was founded at the San Francisco Conference in 1945 by
delegates from 50 countries (Poland did not attend the Conference but signed
the Declaration later that year, becoming an additional founding member). The
overall design of the United Nations had much in common with its predecessor,
reflecting how international institutions tend to evolve rather than change rap-
idly. Illustrating the continuity between the two organizations, few people even
noticed that the United States joined the League after the Second World War,
a year before it was legally wound up at a final ceremony in Geneva in 1946. As with the League, the UN is based on a tripartite parliamentary structure
including a Security Council (as a sort of Cabinet), a General Assembly or
debating chamber with one vote for each state member but with few powers
(sort of like legislatures), and an administrative Secretariat and secretary-gen-
eral who, once again, is more secretary than general (a prototype of a public
service). Likewise, the International Court of Justice in The Hague (replacing 34 the Permanent Court of International Justice) can only accept cases submitted
to it by members and its decisions are more recommendations than orders. Also, the UN has no prosecutor, no police and no jail. And once again, although
the UN Charter speaks glowingly of fundamental human rights and it gave
birth to the Universal Charter of Human Rights, there are no binding obliga-
tions that commit members to protect citizens—even if they sign treaties to do
so. There are also significant differences between the League and the UN. The
very powerful Security Council was designed to take action whenever its mem-
bers are in agreement. Vetoes were accorded to the Great Powers (the Perma-
nent Five members) to make sure they do not have to leave the UN to protect
their interests—which was one of the downfalls of the League and something
we must remember when we discuss criticisms of the veto later. No other mem-
bers were given veto power with which to block action, so there is no proto-
anarchy as in the League. The Security Council is given exclusive jurisdiction
over maintaining peace and security. Introducing the United Nations Various chapters of the Charter give the
Council gradated powers to enforce the peace, starting with investigations and
moving on to negotiations, sanctions and eventually a possible call on all coun-
tries to protect the peace of the world. There were also provisions for armed
forces and a command system, but when the Cold War started soon after the
founding of the UN, these were never acted upon. g
p
Another new feature was the Economic and Social Council, which was in-
tended to spearhead much broader development and cooperation of experts
than imagined under the League. As we saw, because of his experience with
the New Deal to help overcome the worst aspects of the Great Depression, this
had become one of President Roosevelt’s main goals. Thus, the UN combines
humanitarian technocracy to promote economic and social development with
the powerful potential of the Great Powers to protect the peace whenever they
can jointly decide to do so. After more than 70 years, it can be claimed that the
UN has kept the major powers together—and talking, not fighting. Some say
it was the rebirth of the League, only with more teeth and with the participation
of the United States. The principal organs of the United Nations The Security Council The Security Council The Security Council The Security Council is formed of five Permanent Members (the P5) wielding
vetoes (the United States, Great Britain, France, Russia and China—the victors
in the Second World War) plus, currently, 10 other rotating members elected
by the General Assembly for two-year terms. It is the UN’s most powerful 35 forum. The rotating members represent the various regions of the world. Each
member has one vote. Procedural matters require nine votes. Substantive mat-
ters require nine votes and the absence of a veto. Thus, in theory the rotating
members have a negative or blocking vote for stopping things from happen-
ing—it is sometimes referred to as the ‘sixth veto’. The presidency of the
Council rotates monthly among its members. The Council bears the primary responsibility for the maintenance of inter-
national peace and security. Linda Fasulo has provided an excellent word por-
trait of its powers: “It has the authority to examine any conflict or dispute that
might have international repercussions and to decide matters affecting the fate
of governments, establish peacekeeping missions, create tribunals to try per-
sons accused of war crimes, apply economic sanctions to misbehaving govern-
ments, and in extreme cases declare a nation to be fair game for corrective
action by other member states. It is the only UN principal organ whose resolu-
tions are binding on member states, which means that governments do not have
the option of choosing which of the council’s decisions they will or will not
accept and help implement.” (2015: 55). The role of the UN in peacekeeping and peace enforcement (under Charter
Chapter VII: ‘Action with regard to threats to peace’) has increased immeas-
urably since the first United Nations Emergency Force was deployed for the
Suez crisis of 1956. The UN went from modest monitoring and supervision
operations in the 1940s, to now supervising more troops in the field (contrib-
uted by members) than any country. By 2016, there were 16 UN-led missions
in the field for an annual cost of some $8.2 billion (on top of the regular UN
budget). They include large civilian and police components. In the post-Cold
War period after 1990, the P5 in the Security Council were much more coop-
erative and were willing to tackle more numerous and diverse conflicts includ-
ing domestic rivalries. The Security Council Often this has led to a need to work cooperatively with
regional partners in ‘coalitions of the willing’ from such groups as the North
Atlantic Treaty Organization (NATO), the European Union, West African
States and the African Union. The Security Council now goes well beyond
pure peacemaking to work toward peacebuilding with the monitoring of elec-
tions and long-term international support for the development of institutions
and finances. There has also been a reinforcement of combatting terrorist
threats. Aside from peacekeeping, the Security Council has at its disposal a whole
series of measures it can use to try to change the orientation of ‘misbehaving’
states. One of the most dramatic forms of influence is sanctions that can be
used to restrict the movement of finances, weapons, trade, travel or diplomatic
contacts. As will be discussed in the following chapter, sanctions have become
more targeted and efficient over the years in response to criticism and there
have been several examples of successful use. 36 The number of formal and informal meetings of the Security Council has
fluctuated over the years. For instance, there were 117 in 1988 and 373 in 2012. Under pressure from Canada and other members, the Council has slowly
evolved to a more open process beyond the meetings of diplomats of its 15
members. It now invites non-members, UN officials and agencies, and even
international NGOs. It also consults with states making major contributions to
peacekeeping and other UN operations. The Council has also established some
40 subsidiary bodies to monitor specific places or issues. Over the years, the
Security Council’s agenda has broadened to include not only peacekeeping but
also humanitarian concerns, the international right to intervene, the plight of
war induced refugees, monitoring of elections, post-conflict peacebuilding, ter-
rorism and the creation of international criminal tribunals. The question of the veto power afforded to the Permanent Five is highly
significant both for the nature of the UN and its future. The major victorious
powers insisted on having a veto in the new international organization in order
to protect their ‘vital interests’. Other states went along with it to ensure the
presence of the major players and make sure they did not leave at the first
hiccup. The Security Council However, it was never thought the P5 would use the veto or the threat
of a veto to cover their whole foreign policy, as has often been the case, most
recently with Syria. y
y
Russia has long considered Syria to be in its ‘sphere of influence’. China on
the other hand has no clear connection with the Middle East. Yet both have
used their veto power to block resolutions to halt the Syrian civil war, on the
basis that may interfere in their internal affairs or may establish a principle or
a pretext for such intervention. In particular, they fear the aggressive overreach
of the ‘Western powers’ (the US, Western Europe, and their NATO allies). In
2007, Russia and China accepted that NATO, on behalf of the UN, could use
the Responsibility to Protect norm to authorize air support to protect the civil-
ians and the rebels against Gaddafi in Libya. Western powers went far beyond
this mandate though, by instituting a complete regime change. So, Russia and
China feared that even having the Security Council authorize ‘no-fly’ zones
over Syria would be the thin-edge-of-the-wedge to permit the complete over-
throw of the Assad regime. They considered that stopping such a precedent for
intervention in domestic affairs is vital to their interests and worthy of a veto—
however hard it is for the rest of the world to understand because it permitted
this deadly war to continue for six years. Given this situation, many critics have called for the complete abolition of
vetoes in the UN. Meanwhile, those who think the P5 will never let go of their
advantage propose that the world work toward a curtailment of the veto so that
its use would exclude resolutions dealing with war crimes and be limited
strictly to resolutions directly affecting the vital interests of a P5 state. Another basic problem with the current Security Council is that it is not
representative of the world to which it is supposed to give leadership. This has 37 led to calls for the expansion of its membership, for which there has already
been a precedent in 1965 (one of the few amendments of the UN Charter). However, this too is deeply political and the debate has been ongoing for dec-
ades. Various proposals for reforming the Security Council, specifically those
dealing with the issue of representation, are discussed in Chapters 2 and 5. The Security Council In sum, the Security Council can be very effective at protecting international
peace and security when its members are able to work together. Since the end
of the Cold War, it has proved influential and even transformative as it has
asserted the UN’s responsibility to intervene, even in internal conflicts. Yet it
has crucial shortcomings, including its occasional failure to act, its unrepre-
sentative nature and its two-tier membership of permanent and non-permanent
members. The General Assembly For instance, the Mal-
tese ambassador’s well-known speech in 1967, which called for international
regulations relating to the sea and proposing that the seabed and its resources
were the “common heritage of mankind”, was just the start of a 15-year long
debate that eventually led to the Law of the Sea. Even so, we should note that
it is often the bilateral and multilateral discussions that go on outside the formal
debates that make the more significant contribution to the peaceful unfolding
of world affairs. The Assembly elects a new president each year as well as 21 vice-presidents
and the heads of its six Main Committees. Anyone can become involved. Whether countries are small, medium or large, the Assembly tends to give as
many delegates as possible some position of responsibility—with attendant
recognition and rewards. Yet not all relations are cozy. Power has shifted in
the Assembly since 1945 as the regional distribution of states has changed. From the UN’s inception to the present day, the number of African states has
increased from 3 to 54, those of Asia have risen from 9 to 53, while those of
the West and Latin America have only doubled, from 39 to 85. The GA is riven
by all sorts of groupings, mainly regional and the North–South split but also
historical (the British Commonwealth) and cultural/linguistic (Spanish,
French, Arab, etc.). )
The two major blocs representing the ‘developing countries’ of the ‘South’
are the Non-Aligned Movement (NAM) with its 114 members and the Group
of 77 with 133 members—many of them overlapping. The NAM was formed
during the Cold War as a home for those who did not simply want to be swept
up in the Communist-Capitalist divide. The G77 was founded several years
later in 1964 to coordinate the position of developing countries on trade and
development and to help them get a better collective grip on international trade
and finance. Together they work to defend the General Assembly against what
they perceive to be US dominance and attempts by the Great Powers to mar-
ginalize them. Some see the NAM as a holdover generally used to oppose the
United States. Nonetheless, it is claimed that the Third World majority was
hobbled by the fact that its majority inside the Assembly is not paralleled by
resources for action outside. The General Assembly The General Assembly (GA) is the main deliberative organ of the United Na-
tions. It is composed of one representative from each member state, each of
which has one vote. It is sort of like the UN’s legislature where all the general
debates are held. The significance of having all 193 member states debating
together in one place for three months of the year (September to December)—
and on 24-hour call the rest of the time—cannot be over-emphasized. Whether
they like it or not, they are learning to apply the rules of international law,
diplomacy and even democracy. They practice getting along and listening to
one another. They learn to live by the rules of the game—and, indeed, deter-
mine what the rules of the game are. They learn to persuade rather than to fight. This is no small matter when you consider the UN has grown from 51 members
when it was founded in 1945 to 193 members by 2011 (the year that the last
new member, South Sudan, joined). Thus, the GA is a cornerstone institution
which demonstrates the UN’s distinctive universality—the very thing from
which it derives its legitimacy. That may be why so many heads of state turn
up for its annual general debate each September, which symbolizes the UN’s
convening power. Together, the above attributes define what is called the prin-
ciple of ‘multilateralism’. Nonetheless, we have to recognize that since the
1980s, the Assembly has been largely eclipsed by the more active Security
Council and by the fact that major states have turned to institutions or grouping
such as the World Bank and the Group of 20 to manage international economic
relations. Article 11 of the UN Charter authorizes the General Assembly to “consider”
and “discuss” peace and security and “make recommendations” to members,
except on issues being considered by the Security Council, to which it must
also refer questions of “action”. Article 13 spells out the GA’s main fields of
competence. It shall initiate studies and make recommendations for political 38 cooperation, development of international law, and promoting international co-
operation in the “economic, social, cultural, educational and health fields”, as
well as assist in the realization of “human rights and fundamental freedoms”. Often fundamental developments can take a long time. The General Assembly This highlights the GA’s weakness as a delibera-
tive body without effective administrative and coercive capabilities. This is in
addition to the fact that the blocs tend to slow the process and bring decisions
down to the ‘lowest common denominator’—all of which underlies the ten-
dency to want to boot all the action up to the Security Council. h G
l A
bl ’
d i
“
l i
”
l bi d The General Assembly’s recommendations or “resolutions” are only bind-
ing when they apply to the UN’s internal operations such as budget and mem-
bership matters. It elects the rotating members of the Security Council and the 39 Economic and Social Council, and, along with the Security Council, it elects
the judges of the International Court of Justice. It appoints the secretary-gen-
eral on the recommendation of the Security Council. Economic and Social Council, and, along with the Security Council, it elects
the judges of the International Court of Justice. It appoints the secretary-gen-
eral on the recommendation of the Security Council. The Assembly’s current agenda runs to some 175 items arrayed across nine
broad categories. To get through the agenda, the GA relies on its committee
system to examine issues and propose solutions. There is a General Committee,
a Credentials Committee and six Main Committees (see Box 3). Box 3: The General Assembly’s six Main Committees
First Committee – Disarmament and National Security
Second Committee – Economic and Financial
Third Committee – Social, Humanitarian and Cultural
Fourth Committee – Special Political and Decolonization
Fifth Committee – Administrative and Budgetary
Sixth Committee – Legal Box 3: The General Assembly’s six Main Committees Although these committees handle discussion of the main issues before the
UN, the actual agenda reflects the more day-to-day workings of the world such
as sustained economic growth and sustainable development; drug control,
crime prevention and combating terrorism; disarmament; and maintenance of
international peace and security. As can be imagined, each of these items has
many subsections. y
One of the main functions of the General Assembly is as a repository for
international treaty making. Much international, multilateral activity and inter-
national law is treaty based. Treaties are also called covenants. The United
Nations itself is essentially a treaty among all its state members (through the
Charter). The General Assembly A member state becomes ‘party’ to a treaty by formally ‘consenting
to be bound’ by its terms, usually via ‘ratification’ of the treaty by its legisla-
ture. Each treaty sets out a minimum number of states that must ratify it for it
to become international law by which its signatories are bound. Later, other
states may accede to the treaty/convention. An oversight committee is often
established as a ‘convention secretariat’ to monitor the implementation of the
treaty. The most significant criticism of the General Assembly is that it does not
represent the world effectively. With the GA’s ‘one member, one vote’ policy,
China gets the same representation as Malta. In 2013, 39 member states had
populations under one million and 13 had populations under 100,000. The 65
least populated member states could together block a two-thirds majority vote,
despite comprising less than 1 per cent of the total population of all member
nations. And, theoretically, the 128 least populated members—which account 40 for less than 8.5 per cent of humanity and collectively pay under 1.3 per cent
of the total UN budget—could provide the two-thirds majority required to
adopt a resolution (Schwartzberg 2013: 19-20). In other words, the power in
the General Assembly is skewed away from the largest states. As Schwartzberg
concludes from these figures, “If one is to oppose—quite rightly—the undem-
ocratic veto by any one of the five strong nations with permanent membership
in the SC, one should also oppose unwarranted exercises of political power by
GA coalitions of the very weak.” (ibid: 20). There are also criticisms of the GA’s ineffectual processes. It is accused of
debating minutiae and of being unable to reach closure on issues that squander
its prestige. Past secretaries-general have noted its need to streamline proce-
dures and structures. In fact, most of the largest countries have ‘voted with
their feet’ and fled the UN to work through the more restrained membership of
the G7 and the G20. To overcome these deficiencies there are proposals for
‘weighted voting’ that would combine a country’s population and economic
contributions with its vote as a state (see Schwartzberg 2013). It is certainly
clear that reforms are needed to attract the important players to reconsider the
United Nations as an effective forum of global decision-making. The Economic and Social Council ECOSOC is the acronym used to refer to the third principal organ of the UN,
the Economic and Social Council. Its primary functions are to be a central fo-
rum for discussing economic, social and environmental issues, to formulate
policy recommendations for states and the UN, and to integrate the three pillars
of sustainable development. The UN Charter spells out both its policy and ad-
vocacy roles, stating that it may make or initiate studies with respect to inter-
national economic, social, cultural, educational, and health matters, as well as
human rights; make policy recommendations to the General Assembly; and
convene conferences. It is also responsible for coordinating the work of UN
agencies (e.g., UNICEF, UNESCO) in these fields and is the intermediary be-
tween the GA and the more than 30,000 NGOs doing development work and
humanitarian advocacy (including the approximately 4,000 that have consul-
tative status with ECOSOC). The Council’s current 54 members, elected by the General Assembly on a
geographical basis, serve three year terms. They elect their own president and
four vice-presidents every year. Decisions are by majority vote with each
member having one vote. It holds preparatory meetings along with relevant
NGOs and then holds a four-week substantive session in July, alternating be-
tween New York and Geneva. This session includes a high-level segment that
cabinet ministers and other officials are meant to attend. The Council is in-
tended to coordinate the work of UN programmes and funds, and specialized 41 agencies. The year-round work of ECOSOC is carried out by its subsidiary and
related bodies including: eight functional commissions (statistics, population,
social development, women, narcotics, crime, science and technology, and for-
ests and sustainable development—now a high-level political forum); five re-
gional commissions (Africa, Asia-Pacific, Europe, Latin America and Carib-
bean, and Western Asia); three standing administrative committees; a Perma-
nent Forum on Indigenous Issues; and a number of expert bodies (for instance
on tax matters and transport of dangerous goods). ECOSOC has long been criticized for its ineffectiveness. There have been
many efforts to reform it over the decades, and yet it is perhaps the organ that
has shown the least amount of change. Its difficulties stem from a host of rea-
sons. First, its responsibilities and functions often overlap with those of the
General Assembly. The Economic and Social Council Although the Charter elevates ECOSOC to the rank of a
principal organ, it also clearly places it under the authority of the GA. As we
saw above, the Second Committee of the GA deals with economic and finan-
cial matters, while the Third Committee’s mandate covers the social, humani-
tarian and cultural fields. On top of this duplication, the Assembly has the ad-
vantage of being the UN’s foremost plenary debating society where everyone
has a voice, while ECOSOC is one-quarter its size. Second, many large countries, particularly Western, industrialized nations,
have long sought to limit the UN’s voice when it comes to the international
economy. They certainly do not want the UN to be the central forum for de-
bating and coordinating economic policy. Nor do they want to be held hostage
to listening to the grievances of the scores of small and poor developing coun-
tries that dominate the General Assembly and ECOSOC. This sheds light on
why, at the creation of the UN, the Great Powers shovelled the serious eco-
nomic matters to the independent World Bank and International Monetary
Fund where they not only control the agenda but also nominate leaders. This
was part of a long process of diverting the UN away from macro-economic
policy-making and toward development assistance. More recently, the wealth-
iest countries have fled the UN in the direction of the G7 and the G20 to discuss
economic matters. Third, in order to promote decentralization, the founders of the UN endowed
the 14 Specialized Agencies with their own governing apparatus. Each one re-
ports to its own state authorities. The result is that they have never felt com-
pelled to want to be ‘coordinated’ by ECOSOC. As if these fundamental prob-
lems were not enough, the very ponderous nature of ECOSOC also dooms it
to irrelevance. Its 54 members are too numerous to be decisive and too few to
have the attraction of the General Assembly. Its processes and meetings are
too cumbersome to attract powerful ministers and to deal with emergency is-
sues when the UN really needs to be active. ECOSOC has been adorned with such adjectives as ‘fuzzy’, ‘powerless’ and
‘lacking a clear identity’. Proposed reforms have run into the opposition of 42 foreign ministries of powerful countries, the General Assembly or the Security
Council. Trusteeship Council There is an additional, little known principal organ of the UN, now in disuse. It is the Trusteeship Council, originally created in 1945 to administer and su-
pervise the 80 countries still under colonial jurisdiction while on their path to
independence under the guidance of the UN. Palau, a small island group in the
Pacific, was the last trust territory before becoming a UN member in 1994. Despite considerable thought and effort by Secretary-General Kofi Annan, a
majority could never be rallied behind any of the propositions for an amend-
ment to the Charter to change the Council’s vocation (e.g., to be an environ-
mental council). Hence, the Trusteeship Council simply suspended operations
in 1994 and ceased to exist except on paper. This story demonstrates that the
founders of the UN could not foresee every eventuality. It also illustrates how
difficult it would be to amend the Charter, even when there is relative consen-
sus on non-threatening modifications to better reflect the current reality. De-
spite the hurdles that would need to be overcome, the former Trusteeship
Council is available to be used for some new purpose. The Economic and Social Council So, ECOSOC continues to limp along helping to advance programs
for development and technical matters. It does now meet with the international
financial institutions and interacts with the Security Council, but the issues of
its ambiguous relations with the General Assembly, the non-binding nature of
its decisions and its composition remain to be solved. Chapter 3 will explore
some past attempts at reform, as well as ideas put forward by experts to trans-
form ECOSOC into a workable institution. Trusteeship Council Box 4: Understanding ‘international law’ In general, international law includes duly ratified international treaties
and conventions, decisions of the Security Council, international custom,
the general principles of law, and, in a subsidiary manner, previous judi-
cial decisions and the teachings of the most notable international law ex-
perts. In a broader sense, ‘soft-law’ may include declarations, statements,
and plans of action agreed to by signatory countries or international con-
ferences. Together they provide the norms of international law, but not
the coordinating framework for an international legal regime. The International Law Commission was established by the General Assembly
in 1947 to promote the progressive development of international law and its
codification. A major part of their work is preparing drafts of aspects of inter-
national law and submitting them to the GA. The GA may then convene a con-
ference to incorporate the draft into a convention, open to states to become
parties if they agree to be bound by its provisions. Some regulate relations be-
tween states such as the Conventions on Diplomatic Relations, Consular Rela-
tions and the Law of Treaties. There are also a number of extensive bodies of
law such as International Trade Law and Environmental Law. One of the
world’s most comprehensive instruments is the United Nations Convention on
the Law of the Sea, with its 320 articles and nine annexes. It is now universally
accepted that all activities and resources in the oceans and seas are governed
by the Convention, with its 165 states parties. For instance, there is general
acceptance of 12 nautical miles as the limit of a country’s territorial sea and
also of an exclusive economic zone and also continental shelf zone up to 200
miles. The Convention has also brought stability to navigation, establishing the
right of innocent passage in territorial waters, transit passage in narrow straits,
and freedom of navigation in the exclusive economic zone. The ICJ has delivered fewer than 100 judgements on cases running from
boundaries and sovereignty to violations of humanitarian law and diplomatic
disputes. It has also rendered 27 advisory opinions. Thus, the Court is not ex-
actly over-worked. This is in part because only member states can submit dis-
putes (no individual or other international actor can bring a case forward) and
states must bind themselves in advance to accept the ruling. The International Court of Justice The International Court of Justice (ICJ), founded in 1946 as part of the Charter,
is the principal judicial organ of the United Nations. Located in The Hague
(the Netherlands), it is the only one of the six principal organs not located in
New York. Also known as the ‘World Court’, it is the only court of a universal
character with general jurisdiction. Its first role is to settle legal disputes sub-
mitted by states in accordance with international law (see Box 4). There are
more than 180,000 inter-state treaties in the UN registry and over 500 major
multilateral treaties, for which the secretary-general is the repository. ICJ
judgements have binding force for the parties concerned and are without ap-
peal. Second, the Court gives advisory opinions on legal questions referred by
UN organs and agencies. 43 Box 4: Understanding ‘international law’ Box 4: Understanding ‘international law’ The ICJ is not a
‘constitutional court’ for the UN system and has no legal review of decisions. There is also little power of enforcement. The International Court of Justice is now buttressed by the International
Criminal Court (ICC), an independent permanent court founded by the Rome
Statute in 1998 and entered into force in 2002. By 2013 it had been ratified by
122 states parties. It tries persons accused of ‘international crimes’: genocide,
crimes against humanity and war crimes. We include it here for completeness;
however, it is not part of the United Nations. Its creation was facilitated by the 44 UN and cooperation between the ICC and the UN is governed by a ‘negotiated
relationship agreement’. The Security Council can refer cases to it. The ICC is
discussed in further detail in Chapter 4. UN and cooperation between the ICC and the UN is governed by a ‘negotiated
relationship agreement’. The Security Council can refer cases to it. The ICC is
discussed in further detail in Chapter 4. In its attempts to expand international humanitarian law, the Security Coun-
cil also established the International Criminal Tribunals for the former Yugo-
slavia (1993) and for Rwanda (1994) and supported the special courts for Si-
erra Leone (2002), Cambodia (2006) and Lebanon (2007). These are some-
times referred to as ‘hybrid courts’, which cease to exist once all cases have
been heard. The Secretariat The Secretariat includes all departments and offices that develop policy and
administer the UN. It is the head and the heart of the international organization. Despite continuous accusations of a ‘huge bureaucracy’ from enemies of the
UN, the reality is that there are only around 40,000 staff (as of June 2016),
comparable to the personnel of some municipalities and indeed less than that
of the New York City police and fire departments. Of these, roughly half are
located in the field; the remaining half are based out of cities where the Secre-
tariat has a presence, mainly New York where it is headquartered but also Ge-
neva, Vienna, Nairobi and others. The Secretariat services the other principal
organs and administers the programs and policies they establish. The duties
carried out by the Secretariat include: peacekeeping administration, mediation
of international disputes, organizing humanitarian programs, surveying eco-
nomic and social trends, studies on human rights and sustainable development,
and promoting international agreements. It also has the task of developing pub-
lic information and organizing international conferences. The list of departments and offices within the Secretariat (see Figure 2)
shows the immense scope of UN activities. In addition to the diverse respon-
sibilities listed above, it must also stay abreast of current affairs, whether re-
lated to economic and social affairs, peacekeeping or human rights. Given the
‘globalization of everything’, from financial instability to the movement of
people, this is no easy task. To finance its work, the Secretariat’s 2016-2017
budget was approximately $2.4 billion—about half the UN’s total biennium
budget for these two years. To secure the human and financial resources to
carry out its responsibilities, the secretary-general and his assistants must con-
tinually bargain, negotiate and ‘beg, borrow and steal’ with the member states
and, to a lesser extent, the corporate sector. It can be said that over time the Secretariat has been as well run as any
bureaucracy. In response to multiple criticisms (especially from the Ameri-
cans), it has been studied, restructured and seen its budget and personnel re-
duced many times. For instance, in 1997-98 Kofi Annan brought together some 45 thirty departments, funds and programmes into four executive groups for De-
velopment; Political and Security Affairs; Humanitarian Affairs; and Human
Rights—a basic model which is still adhered to. New safeguards on spending
and corruption are continually instituted. The Secretariat The real problem with the Secretariat lies in the refusal of nation-states to
allow it to be a fully meritocratic international public service as was originally
tried with some success under the League of Nations. Everyone, the major
powers included, has reasons for wanting to control the secretariat—or not
wanting someone else to do so. In 1945 it was intended in Charter Articles 100
and 101 that staff members would be independent of any government. Article
100 enunciated the principle of an independent, international civil service and
Article 101 spelled out the overriding values of the “highest standards of effi-
ciency, competence and integrity”. But under pressure from the Soviet Union,
a ‘gentleman’s agreement’ was reached in London in 1946 and the five perma-
nent members were ‘assigned’ major departments of the Secretariat. This was
the beginning of the seesaw battle that has continued ever since between those
who want a professional and independent public service and those who want
to place their nationals in strategic positions. The latter have been winning. Reinforced by demands for ‘geographical distribution’, there has been a grow-
ing politicization of the Secretariat over the years and often poor management,
lack of accountability and cronyism. Staff members have also complained
about poor administrative justice in the Secretariat (Jonah 2007: 165). The Secretary-General “There are limits to what the Secretary-General can do… Multilateral institutions
(such as the UN) are conditioned by changing international power configurations,
and by conflicts that exist within the broader international system” Edward Newman
(2007: 189) Active and skilful secretaries-general such as Dag Hammarskjöld and Kofi An-
nan have managed to transform a rather benign position into a “symbol of the
United Nation’s ideals and a spokesperson for the interests of the world’s peo-
ples” (UN Information Service). The secretary-general is named by the Gen-
eral Assembly upon the recommendation of the Security Council for a term of
five years. Almost all have completed two terms (see Box 5 for the complete
list of past SGs). The description of the position in the Charter is very skimpy. It says little more than, “he shall be the chief administrative officer of the Or-
ganization” (UN Charter, Article 97). The UN’s description of the position is
a little clearer, stating that the secretary-general “establishes general policies 46 and provides overall guidance to the organization and is in equal parts diplomat
and advocate, civil servant and chief executive officer” (Basic Facts about the
UN 2014: 17). Tradition has it that the founders expected the SG to be more
secretary than general. Nevertheless, the world expects him to ‘speak truth to
power’ by telling “the Security Council what it has to know, not what it wants
to hear”, as Michael Sheehan, former assistant secretary-general for peace-
keeping, put it (Fasulo 2015: 27). In fact, the most significant function of the
SG is to make the Council aware of any impending dangers to peace and secu-
rity. Box 5: Secretaries-General, 1945-present
Trygve Lie (Norway)
1946-1952
Dag Hammarskjöld (Sweden)
1953-1961
U Thant (Burma)
1961-1971
Kurt Waldheim (Austria)
1972-1981
Javier Pérez de Cuellar (Peru) 1982-1991
Boutros Boutros-Ghali (Egypt) 1992-1996
Kofi Annan (Ghana)
1997-2006
Ban Ki-moon (South Korea)
2007-2016
Antonio Guterres (Portugal)
2017- Box 5: Secretaries-General, 1945-present The SG also chairs the Chief Executives Board of the UN system including all
the funds, programmes and agencies, and the World Bank and the International
Monetary Fund. This is as close as the UN gets to coordination. Traditionally
the SGs have rotated among the world’s regions. All have been men, but the
calls for a woman head of the UN have become louder. Needless to say, the secretary-general cannot do everything him or herself. The Secretary-General The SG is surrounded by 15 under-secretaries-general who manage the various
departments of the Secretariat. Since 1998, the SG has also been seconded by
a deputy secretary-general to help with the administrative burden and special
activities. To help carry out the secretary-general’s all-important use of his
‘good offices’ (negotiation, mediation, conflict prevention, public relations,
arm twisting in public and private, etc.), the SG can name special and personal
representatives and envoys, including ‘Messengers of Peace’ and ‘Goodwill
Ambassadors’. Each secretary-general also must focus the UN’s activities de-
pendent on the international context. For example, Ban Ki-moon’s focus for
his second term from 2012 to 2016 included sustainable development, climate
change, prevention of natural disasters, armed conflict, human rights abuses, a
more secure world, nations in transition, and women and youth. 47 One analyst has summed up very well the complexities of the secretary-
general’s position. “Without the traditional levers of power, the Secretary-Gen-
eral can nevertheless wield real influence in international politics through the
use of moral suasion and his authority as the embodiment of the ‘international
community’. However, this is always within the context of an organization
controlled by member states which have as their primary concern their national
interests.” (Newman 2007: 175). Given the significance of the secretary-general’s position, there have al-
ways been debates over the scope of its powers and the mode of nomination. The nomination comes from the Security Council, which essentially means
those states which can veto any proposal (the Permanent Five members, though
in effect just the largest—the United States, China and Russia). There has been
no openness, foresight or planning. Critics have long called for a serious selec-
tion process with specified qualifications, an extended search, rules for nomi-
nation, a timetable for discussion and a single seven-year term to avoid poli-
ticking. Thanks to the 1 for 7 Billion campaign led by the World Federalists
Movement and the British United Nations Association, the Security Council
finally relented in 2015 and gave the critics half a cake. It was decided that
while the method of selection would go according to tradition, there would be
an open nomination process for all countries and candidates would make their
case to the General Assembly. There were 10 official candidates in the 2016
selection for the next secretary-general. Half the candidates were women, fol-
lowing significant pressure for a woman to hold the top post. The Secretary-General The entire process
was more transparent than it had been in the past, with public dialogue and
televised debates. But the single nomination still came from the Security Coun-
cil, and it was done in secret. The candidate finally chosen by the Security Council and elected by the
General Assembly was Antonio Guterres. Mr. Guterres served as Prime Min-
ister of Portugal (1995-2002) and as the UN High Commissioner for Refugees
for two mandates (2005-2015). He was known at the UN for maintaining good
relations with member states, civil society and the private sector. He also re-
formed and innovated in his Office while minimizing its costs. In his ‘vision statement’ presented to the General Assembly in April 2016,
Antonio Guterres summarized his intended priorities for the coming years. He
spoke to the need for new approaches to deal with the challenges of our time,
which include inequality, exclusion and the changing nature of conflict. He
envisioned a UN that is able to ‘connect the dots’ through a holistic approach
that effectively links the three pillars of peace and security, sustainable devel-
opment and human rights. To achieve this, Guterres highlighted the importance
of reforming the UN Development System, mainstreaming both human rights
and gender equality across the whole UN system, and implementing the
Agenda 2030, the Paris Climate Agreement, and the Addis Ababa Action
Agenda. He went on to emphasize the centrality of prevention in ensuring 48 peace and security, and specifically the need for diplomacy, the participation
of women and institution building. Reform and innovation, focused on delivery
and results, is another key priority outlined. He stated his view that reform is
not a onetime action but a permanent attitude, and that efforts should centre on
being less bureaucratic and more productive, efficient and field oriented. Fi-
nally, he called for strong partnerships with regional organizations, the inter-
national financial institutions, civil society and the private sector. UN budgets The United Nations General Assembly approved a two-year UN budget of $5.4
billion for 2016-2017, down 1 per cent from the total spending during the pre-
vious two years. The new biennial budget includes a 2 per cent staffing cut, or
some 221 posts, and a one-year freeze in staff compensation. This is not the
first time there has been a decrease in the UN budget. In fact, the organization
is almost always held on a short financial leash by member states. Many critics
believe the endemic underfunding of the UN is its most crucial problem. On
the other hand, many members, led by the United States, have over the years
accused the Secretariat of being a bloated bureaucracy and profligate
spender—whether this be a gross exaggeration or not. As in past years, the biennial budget negotiations were marked by a tussle
between poor countries seeking to increase the UN development spending, and
major developed countries, the biggest budget contributors, trying to rein in
the figures as they struggle to reduce expenditures in their own national budg-
ets. The so-called core UN budget that was adopted does not include peacekeep-
ing, currently running at over $8 billion a year and approved in separate nego-
tiations. Noteworthy is the fact that the total peacekeeping budget represents
less than half of one per cent of annual world military spending, estimated at
$1.7 trillion in 2016, or 2.3 per cent of world gross domestic product (GDP). Nor does the core budget cover the costs of the UN tribunals. Both the peace-
keeping and the tribunals are covered by payments assessed by the Assembly,
mainly among the wealthier countries. The individual budgets of the major UN
agencies and programmes (such as UNICEF, UNHCR, UNDP, UNESCO and
WHO) are funded by voluntary contributions from member states. The UN System Technically speaking, the ‘United Nations System’ is formed of the UN family
of organizations that includes the principal organs, the United Nations pro-
grammes and funds, the specialized agencies and other related organizations
(although many of us do use the term UN System more loosely to refer to all 49 Figure 2: The United Nations System diagram
Source: United Nations Figure 2: The United Nations System diagram 50 organisms related to the UN). Programmes, funds and offices are subsidiary
bodies of the General Assembly. On the other hand, the specialized agencies
are independent but are linked to the UN through individual agreements and
report to ECOSOC and/or the Assembly. There is also a difference in funding. While all subsist on chronically inadequate voluntary contributions from mem-
ber countries, the specialized agencies also receive contributions from the
overall UN budget. The International Atomic Energy Agency and the World
Trade Organization are considered to be ‘related organizations’ with their own
legislative bodies. As we just saw, an attempt to coordinate the UN system is
made by the United Nations System Chief Executives Board for Coordination. With its 29 members and chaired by the Secretary-General, it meets twice a
year. y
The need for better coordination across the system has been an issue for
decades. In fact, in their analysis of the lack of institutional coherence of the
UN system, Childers and Urquhart concluded that the founders understood
from the outset that a loose assemblage of agencies could not provide adequate
governance. Recognizing this, the founders had specifically designed linkages
that could make a loose collection of organizations work. From the outset it
was intended that the UN would be the authoritative hub “able to forge coor-
dinated strategies” (1994: 40), while the specialized agencies (by signed legal
agreements under Articles 57, 58 and 63 of the Charter) were meant to have
their objectives coordinated along with varying degrees of administrative har-
monization and coherence. Yet these were never implemented. Moreover,
while it was deliberate that specialized agencies would have their own separate
legal existence and secretariats (so that politicians and diplomats could not hin-
der progress on specialized and technical matters), it was never envisaged that
the agencies would grab the degree of separateness that has become one of the
system’s chief weaknesses. The UN System As the authors deduce, “There is no intergovernmental assembly or council
of the UN system as a whole.” (ibid: 31). Now we see why so many ‘reformers’
are turning to a restructured ECOSOC as the potential new central pillar for
economic, social and environmental policy cohesion. International financial institutions and other international actors The two major international financial institutions, the World Bank Group and
the International Monetary Fund, are in a class apart. Founded at the Bretton
Woods Conference in 1944, they are also known as the Bretton Woods insti-
tutions. Although they are completely independent, they are considered to be
two of the 15 Specialized Agencies of the United Nations with which they
maintain formal relations through the Chief Executives Board for Coordina-
tion. However, the founders of the UN specifically separated these two major 51 financial institutions from the rest of the UN, presumably to reduce political
interference and provide for shareholder governance as described below. The World Bank Group evolved from the International Bank for Recon-
struction and Development (that facilitated post-Second World War recon-
struction) to today’s five financial institutions with a mandate to provide fi-
nancing and technical assistance for worldwide poverty alleviation. The five
institutions are: the International Bank for Reconstruction and Development,
the International Development Association, the International Finance Corpo-
ration, the Multilateral Investment Guarantee Agency and the International
Centre for Settlement of Investment Disputes. p
In 2016, the World Bank Group provided $64.2 billion for financial and
technical assistance to developing countries around the world, making it one
of the largest sources of such financing. This assistance supports a wide array
of investments in such areas as education, health, public administration, infra-
structure, financial and private sector development, agriculture, and environ-
mental and natural resource management. The International Bank for Recon-
struction and Development (IBRD) makes loans for development projects to
governments of middle income and creditworthy low-income countries; in
2016 it made new commitments of $29.7 billion in 114 operations. The Inter-
national Development Association (IDA) provides interest free loans (called
credits) and grants to governments of the poorest countries with terms varying
from 25 to 38 years. It made new commitments of $16.2 billion in 162 opera-
tions in 2016. Together, IBRD and IDA make up “the World Bank” (as op-
posed to “the World Bank Group” which consists of all five institutions). The primary purpose of the International Monetary Fund (IMF) is to ensure
the stability of the international monetary system—the system of exchange
rates and international payments that enables countries to transact with each
other. International financial institutions and other international actors It does so in three ways: keeping track of the global economy and the
economies of member countries; lending to countries with balance of payments
difficulties; and giving practical help to members. For instance, along with Eu-
ropean banks, it was the major lender to help Greece out of its troubles in 2014. The Fund's mandate was updated in 2012 to include all macroeconomic and
financial sector issues that bear on global stability. Since the global economic
crisis in 2009, it has also strengthened its support for low-income countries to
respond to changing economic conditions and their increased vulnerabilities. For both the Bank and the IMF, the 189 member countries subscribe funds
according to their economic strength. Voting power is linked to the level of
subscription. While the voting shares vary by organization, the US, Japan, Ger-
many, France and Great Britain control roughly 35 per cent of the votes. Each
member country appoints one governor and one alternate to the Boards of Gov-
ernors, which meet annually. The governors are usually ministers of finance or
governors of a central bank. Traditionally, the President of the World Bank has
been American while the Managing Director of the IMF has been European. 52 However, the IMF has moved toward an open, merit based process for selec-
tion of the Managing Director in 2011 and the World Bank is likely to follow. However, the IMF has moved toward an open, merit based process for selec-
tion of the Managing Director in 2011 and the World Bank is likely to follow. The international financial institutions do more than provide loans and reg-
ulate the international economy. They also impose conditions. Starting in the
late 1980s, what was called the ‘Washington Consensus’ promoted neo-liberal
rules to reduce the role of governments in the economy and increase the role
of market forces. The World Bank and IMF were able to promote that view
throughout the developing world by attaching policy conditions to the major
loans they made for budgetary support. Countries were obliged to cut public
spending, eliminate subsidies, and privatize state-owned industries. Later in
the 1990s this was described under the banner of ‘good governance’ and in-
cluded democratization and transparency. As time went on it was recognized
that these policies often spawned more poverty in developing countries and
more foreign ownership. Government fiscal restraint sometimes made national
financial emergencies worse rather than better. International financial institutions and other international actors Founded in 1995, the World Trade Organization (WTO) is a successor to
the post-war General Agreement on Tariffs and Trade (GATT). Over 50 years,
the GATT successfully cut tariff protection by more than half among member
states, but it had several perceived weaknesses. Formal disputes among mem-
bers, for instance, relied on the consent of all parties, including the defendant,
to proceed. Countries could simply block proceedings against themselves,
though, interestingly, they rarely did. Yet the WTO is a comparatively far more
legalistic institution. It also has a broader scope, encompassing issues such as
health and safety measures, and intellectual property. Like the GATT, the
WTO continues to operate by a consensus voting rule. Combined with its large
membership, which counts 164 members as of 2016, this consensus rule has
been faulted by many for the institution's current stalemate: its last negotiation
round, the Doha Round, has been stalled for over a decade. Yet one aspect of
the institution, its dispute settlement function, continues to thrive. Among in-
ternational courts, it stands out by its large caseload, with over 500 disputes
filed, its high level of compliance with its rulings, and the consistency of its
jurisprudence. Insofar as countries continue to liberalize trade under the
WTO’s auspices, it is through the continuous clarification of their obligations
that occurs with the settlement of formal disputes. Although it is not a formal
part of the UN, the WTO maintains regular relations with parts of the UN sys-
tem. The rise of other international actors cannot be ignored (see Box 6). Enu-
merated her are those that are now generally accepted in the international rela-
tions literature but we must keep our eyes open for powerful new partners on
the global stage. 53 Box 6: Other ‘actors’ enter the world stage Box 6: Other ‘actors’ enter the world stage Box 6: Other ‘actors’ enter the world stage The term ‘actors’, as it is used here, refers to groups which have a signif-
icant enough influence on international politics that they must be taken
into consideration both by other players and by analysts. Up until the
1980s and 90s it was generally agreed the only influential actors in inter-
national politics were nations states and their creatures like the United
Nations and other international organizations. One of the major changes
in international politics is the presence of new actors which cannot be
ignored. These, in particular, include civil society, in the form of NGOs,
and the private sector represented by multinational corporations—but
also the media, religious groups, regional actors, and major cities. Civil society, which is considered the “third sector” of society, distinct from
government and business, comprises NGOs, social movements, religious insti-
tutions, academics, unions and all other non-state organizations and institutions
that promote the interests of citizens. A recent count placed the number of
NGOs at more than 50,000; most created since the 1980s and 90s. Some NGOs
have more resources than even UN agencies. Civil society is most effective
when its members come together in what are called ‘campaign coalitions’ to
influence major international decisions, such as the creation of the Interna-
tional Criminal Court, the ban on landmines, and R2P. It derives its strength,
in great part, from having come to represent democratic forces and because it
can influence public opinion, the media and corporations at both national and
international levels. It is also a source of international expertise. Civil society, which is considered the “third sector” of society, distinct from
government and business, comprises NGOs, social movements, religious insti-
tutions, academics, unions and all other non-state organizations and institutions
that promote the interests of citizens. A recent count placed the number of
NGOs at more than 50,000; most created since the 1980s and 90s. Some NGOs
have more resources than even UN agencies. Civil society is most effective
when its members come together in what are called ‘campaign coalitions’ to
influence major international decisions, such as the creation of the Interna-
tional Criminal Court, the ban on landmines, and R2P. Chapter 2 – Peace and Security:
Fixing the Security Council “Peace cannot be kept by force. It can only be achieved by understanding” Albert
Einstein We already outlined the Council’s mission and structures in the last chapter. Now our task is to understand what works and what does not in the Security
Council. In the UN, it is rarely all or nothing. We have to avoid the temptation
to exaggerate. The Security Council has made great strides since the 1990s. And yet there remain fundamental blockages to its goal of overseeing peace
and security in the world. Most of us would like to take a straightforward, rational approach to ana-
lyzing a subject like the Security Council. Unfortunately, it does not lend itself
well to seeking consistent explanations. It is too fraught with complexity, con-
tradictions and anomalies to present purely reasonable conclusions. For in-
stance, according to the UN Charter, all members are meant to be equal but the
Permanent Five veto-holding members are evidently more equal than the oth-
ers. While the Security Council is meant to uphold international peace and
security, most of its energy is spent on interventionist peace operations within
war-torn countries. The UN is not meant to meddle in the sovereign affairs of
independent countries and yet the Security Council regularly does so with im-
punity. Despite the Charter, the Council has moved partially from a Westpha-
lian sovereignty perspective toward global community responsibility. Another
obvious conundrum is that the Security Council is responsible for peace and
security and yet not only does it allow the bloodiest conflicts to go on endlessly
but it sometimes appears that some of its members aid and abet them. So when
we analyze the Security Council we must be at pains to sort out the wheat from
the chaff and to seek underlying causes and explanations wherever possible. We also must blend our focus on the Security Council with an attention to the
broader world security perspective. Finally, by way of introductory comment, it should be stated that the mean-
ing of ‘peace and security’ has evolved over the decades. Originally, it simply
meant the ‘national security’ of the nation-state. Later it came to mean the
‘common security’ of the international or global community, which is chiefly
the responsibility of the United Nations. More recently, ‘human security’ has
been added to focus on individuals—especially civilians in war-torn situa-
tions—and the responsibility of governments to them. Box 6: Other ‘actors’ enter the world stage It derives its strength,
in great part, from having come to represent democratic forces and because it
can influence public opinion, the media and corporations at both national and
international levels. It is also a source of international expertise. Similarly, the corporate world has become increasingly influential in inter-
national politics, where it is now considered to be an important partner. The
relationship reached new heights in 2000 when the UN created the Global
Compact to encourage businesses to adopt sustainability principles and report
on their implementation. Over 9,000 companies have since joined the initia-
tive. Another set of new actors, the G7 and G20 provide ideal settings for eco-
nomic influence. The Group of 7, made up of the wealthiest and most powerful
Western allies and Japan, wanted a space for policy making that could focus
on the political issues of the moment. The Group of 20 is composed of the
world’s largest economies. Some consider it a necessary institution to deal with
world financial crises and economic planning away from the discordant de-
mands of the UN. Others see it as the antithesis of attempts to create universal
diplomatic forums. Concentrating on short term issues determined by the most
powerful, it is a throwback to the Concert of Europe with no agenda for devel-
opment and no secretariat to carry out any long term purposes. An increasingly
important actor on the international stage is also the World Economic Forum,
meeting annually in Davos, Switzerland. It claims to be committed to 54 improving the state of the world and engages the foremost political, business
and other leaders of society to try to shape global, regional and industry agen-
das. improving the state of the world and engages the foremost political, business
and other leaders of society to try to shape global, regional and industry agen-
das. 55 Chapter 2 – Peace and Security:
Fixing the Security Council In another sense the term refers to a whole array of global challenges that
lead to ‘insecurity’. A first example would be terrorism, which seeks to spread
fear and conflict. States have been unable to even agree on a definition of ter-
rorism, as one person’s terrorist can be another person’s freedom fighter or 56 even agent of a government. Then there are mass migrations which, as we have
seen in Europe, can upset the balance of societies, create frictions, lead to po-
litical disputes and even threaten regional integration efforts. The effects of
climate change, including rising water levels, extreme weather conditions and
greater migration, will only intensify. Pandemics can send whole countries and
regions into a tailspin and cause an international blame-game. Cyber attacks
are a less deadly but nevertheless destructive form of warfare. Economic
shocks spread from one country to another. International crime and mafias de-
mand international solutions. At a moral level, the Charter names other forms of security including free-
dom from hunger and the right to housing, employment and health. Just where
in all this is the Security Council meant to intervene? As we have seen, there are jurisdictional disputes between the Security
Council and the General Assembly. They first surfaced in 1950 with the Unit-
ing for Peace Resolution 377 under Articles 10 and 11. In the Soviet Union’s
absence from the Security Council (which it was temporarily boycotting), the
West did an end-run around the Council. Using the General Assembly's power
to act for peace and security when the Security Council is incapable of doing
so, it created a UN force under American leadership to halt the invasion of the
south by North Korea. Today there is another jurisdictional, North-South confrontation over the
extension of the Council’s mandate. When the Council thinks it should act, it
does. It often does as it pleases because it is thought by some that its relatively
restricted format provides the ideal setting to address world crises, whether
they relate to peace and security or not. For instance, the Council formally ad-
dressed the HIV/AIDS issue in 2000 under the heading of ‘vital security inter-
ests’. Later, in 2007, the United Kingdom called on the Council to debate the
relationships between energy, climate and security. The Council has also paid
considerable attention to the issues of violence against women and women’s
contributions to peace. The Security Council’s functions and activities Security Council strengths Security Council strengths It has been said that there has not been a single day since the Second World
War when there has not been deadly political conflict somewhere in the world. Often this calls for action by the United Nations. In response, the Security
Council has accelerated its pace over the years; it adopted 685 resolutions dur-
ing its first 46 years, then 1,650 in the following 26 years (1991-2016). No
matter whether it is admired or not, it has become generally accepted that the
Security Council must authorize the use of international force—exactly as the
Charter says it should. In other words, one source of the Security Council’s
authority is the international law arising from the stipulation in the United Na-
tions Charter that the use of force by one state against another is limited to
situations of self-defence (Art. 51) or circumstances where force is authorized
by the Security Council (Chapter VII). Thus, contrary to popular belief, there
is no independent justification for “humanitarian intervention” or “responsibil-
ity to protect”, both of which are subject to authorization by the Security Coun-
cil. Of course, a state or a group of states may still take independent actions on
the basis of a purported moral or political legitimacy, but they are not consid-
ered legal. In the rare exceptions where UN authority was not obtained, things
generally have not ended well (for instance, the NATO ‘humanitarian’ inter-
vention in Kosovo in 1999 and the U.S. led invasion of Iraq in 2003). Indeed,
this aspect of international law has done much to protect the world since 1945,
ensuring that armed conflicts between states remain uncommon. More broadly, as the President of the General Assembly, Mogens Lykketoft,
pointed out at the May 2016 High Level Thematic Debate on Peace and Secu-
rity, the UN has helped restrain the world’s largest powers, mobilized person-
nel and money for peacekeeping, established a clear legal framework on war
and human rights, and helped reduce the threat of the world’s most deadly
weapons. So, in effect, the Security Council has become a sort of executive body for
dealing with world crises. And when the Council acts in harmony it has proven
quite effective. For instance, in 2014 it unanimously agreed to place sanctions
on six leaders of the Islamic State and Al Nusra in the heat of the Middle East
crisis. Chapter 2 – Peace and Security:
Fixing the Security Council So now the shoe is on the other foot and many GA
members think the Council should stick to armed conflicts. Having noted this jurisdictional dispute between the Assembly and the
Council, let us now return to our more specific focus on how well the Security
Council handles its central objective of dealing with peace, conflict and secu-
rity, before going on to look more specifically at its expanded use of peace
operations. 57 57 The Security Council’s functions and activities It has also virtually eradicated the notion of absolute national sover-
eignty. Now states can no longer act with impunity with regard to their own
population and the Council can interfere in state conflicts that can be said to
threaten international security. As David Malone states in his essay on the Se-
curity Council, “The Council’s decisions in the post-Cold War era have proved
immensely influential, indeed transformative, on a normative level. By assert-
ing the UN’s responsibility to intervene, even in internal conflicts—where hu-
man rights and the humanitarian interests of populations are severely 58 affected—Council decisions, arising from evolving interpretations of the Char-
ter, have deeply affected the meaning of sovereignty.” (2007: 133). y
g
g y
Over the years, the Council has expanded its search for peace, making use
of the secretary-general’s ‘good offices’ and engaging in fact-finding missions. It also uses ‘Groups of Friends’, that is to say countries which can be influential
and can advise and help intervene in particularly thorny cases when the Coun-
cil members, themselves, may not have sufficient contacts. As we explore later
in this chapter, the UN has moved beyond peacekeeping to undertake military
missions of peace-enforcement as it tackles more numerous and diverse con-
flicts such as protecting East Timor in 1999, turning back the Iraqi invasion of
Kuwait in 1990, and intervening in the civil wars in Guatemala and El Salva-
dor. The SC also empowers regional organizations and ‘coalitions of the will-
ing’ to act on its behalf. In recent years, the African Union and the Economic
Community of West Africa (ECOWAS) have played leading roles in trying to
tame conflicts in Darfur, Sierra Leone, Liberia and Côte d’Ivoire. Sometimes the Security Council acts as one. Sometimes it is just the perma-
nent members calling the shots. Sometimes it is just the United States, Russia
or China individually pushing their weight around. Other times there are tem-
porary alliances among some of the 15 members. However, aside from straight
power and national interests, the Council can also be seen from the perspective
of leadership. Getting things done among the 193 members of the UN often
takes leadership and determination, as well as long term planning and diplo-
macy. The Security Council’s functions and activities The United States is often accused of calling the shots but usually its
role comes down to drafting resolutions, getting votes and putting things to-
gether—in other words, providing leadership. The Council’s difficulty in deal-
ing with terrorism is a good example. Although it has adopted many strong,
action-oriented resolutions to control terrorism, it is still not able to develop a
consensual definition of the meaning of terrorism. Despite this, the leadership
of a few led to a heads-of-state summit condemning terrorism in 1992, the pur-
suit of the Taliban in Afghanistan after 9/11, and sweeping decisions to combat
terrorism financing and safe-havens and to create the Counter Terrorism Com-
mittee as a subsidiary body of the SC. The Security Council is relatively more open, active and effective than we
give it credit for. It now meets with states contributing to peace missions,
NGOs, the business community, and regional organizations. Since the mid-
1990s, the Council’s president has been briefed informally by individual ex-
perts, NGOs and observers on special issues. There have been consultations
with troop-contributing countries since 1994. Given that the media often focuses on the inability of the UN to act in crises,
it is rather astounding to learn that most Security Council resolutions are
adopted. For instance, in 2016, there were some 457 meetings resulting in 72
resolutions which were adopted and only three vetoed. The percentage of ve-
toes as a portion of the total number of resolutions of the Council dropped from 59 85 per cent during the Cold War to 15 per cent after 1988. In other words, the
major business of the Security Council goes on rather smoothly. Nevertheless,
what the Council is known for is the relatively small number of resolutions that
are vetoed by one or several of the Permanent Members (P5). From 2012 to
2017, Russia and usually China have vetoed resolutions on the Syrian civil
war, impeding all consequential actions except for a small amount of humani-
tarian aid. One P5 veto, or the threat thereof, is sufficient to stop the Security
Council, and hence the UN, from acting. This is even more significant now
that, as we have just seen, the Security Council has spread its wings to consider
ever more issues such as pandemics, climate change, health and economics. Box 7: The UN’s record of achievement in peace and security
Helping avoid another global war.
Amassing a body of international law, rules and legal norms includ-
ing 560 international treaties since 1945, with their resultant norma-
tive impacts.
Amassing a body of international law, rules and legal norms includ-
ing 560 international treaties since 1945, with their resultant norma-
tive impacts.
Putting in place a system of dispute-settlement mechanisms includ-
ing the International Court of Justice, the 1982 Law of the Sea, the
2005 Resolution of the Pacific Settlement of Disputes and the Medi-
ation Support Office.
Developing a network of 14 multilateral agencies to regulate inter-
national daily, vital, practical interaction—everything from telecom-
munications to tourism.
Managing the proliferation of weapons of mass destruction and their
inspection. inspection.
Imposing sanctions on wayward state behaviour on 26 occasions. p
Imposing sanctions on wayward state behaviour on 26 occasions.
Deploying 54 peace operations and 39 special political missions de-
signed to prevent, ameliorate or conclude conflicts.
Deploying 54 peace operations and 39 special political missions de-
signed to prevent, ameliorate or conclude conflicts. Source: Rudd 2016: 11-16 The Security Council’s functions and activities
Amassing a body of international law, rules and legal norms includ-
ing 560 international treaties since 1945, with their resultant norma-
tive impacts.
Putting in place a system of dispute-settlement mechanisms includ-
ing the International Court of Justice, the 1982 Law of the Sea, the
2005 Resolution of the Pacific Settlement of Disputes and the Medi-
ation Support Office.
Developing a network of 14 multilateral agencies to regulate inter-
national daily, vital, practical interaction—everything from telecom-
munications to tourism.
Managing the proliferation of weapons of mass destruction and their
inspection.
Imposing sanctions on wayward state behaviour on 26 occasions.
Deploying 54 peace operations and 39 special political missions de-
signed to prevent, ameliorate or conclude conflicts. Source: Rudd 2016: 11-16 The Security Council’s functions and activities As we have seen earlier, another facet of the Council’s ability to influence
the international system is through the use of mandatory sanctions to cut off a
state’s access to diplomatic relations, finance, trade and arms. Traditional sanc-
tions, which were fairly broad in nature, have been criticized for causing more
harm to the population at large than to the economic and/or political elites. Recent sanctions have been more focused, targeted at the travel, banking assets
and luxury items of elites so as to have minimal effect on ordinary citizens. It
has also become increasingly recognized that the main use of sanctions should
be for persuasion rather than punishment. All in all, they have been used with
considerable success against the apartheid regime of South Africa and the nu-
clear ambitions of Iran, but, so far, seem to have had little effect on the behav-
iour of North Korea. In the last decade, the public ‘naming and shaming’ of
‘sanction busters’ has added to the effectiveness of sanctions. The Security Council has many other tasks as well. It nominates the judges
of the International Court of Justice, with which it gets along well. The same
cannot be said of relations with the International Criminal Court that was
founded outside the UN and which the United States and China (as well as
India, Israel and others) have refused to join. Though it is worth mentioning
that the SC set up, on its own, ad hoc criminal tribunals for the former Yugo-
slavia in 1993 and Rwanda in 1994 as well as special courts for Sierra Leone
in 2002 and for Cambodia in 2005. The Council is active in sending monitors
to national elections when legitimized outcomes are crucial for developing de-
mocracy. It has 40 subsidiary bodies dealing mainly with fact-finding missions
and implementation of sanctions but also with such continuing problems as
counter-terrorism and children in armed conflict. In sum, we may say that the UN Security Council since the 1990s has be-
come far more open and partner-oriented and has developed a much larger and
more diversified tool kit of means of intervention in peace and security. The
cumulative effect has been an impressive list of achievements related to the
UN’s first pillar, peace and security (see Box 7). 60 Box 7: The UN’s record of achievement in peace and security
Helping avoid another global war. Security Council weaknesses Despite these achievements, all is not well with the Security Council. In its
decisions, national self-interests too often clash with global security concerns. The great hopes people had for the Council as the peace-maker after the Second
World War and after the Cold War were barely fulfilled. It did not translate
itself into a collective body that was able to engage in the world’s hot spots. There has been insufficient common leadership which has resulted in doubtful
institutional legitimacy and international disenchantment. The contentious re-
lations with the Non-Aligned Movement and the Group of 77 in the General
Assembly only served to deepen the frustrations. The agreement of the P5 to
help create the G20, comprising the world’s most financially powerful nations,
has further undermined the economic credibility of the United Nations. The
Council is noted for being a reactive rather than a preventive body. The failure
to include a set of operational criteria for activating the R2P norm symbolized
this weakness perfectly. The Great Powers have not seen fit to equip the United
Nations with its own emergency peace forces or autonomous finances, thus
ensuring that the UN is kept on a leash. Despite these achievements, all is not well with the Security Council. In its
decisions, national self-interests too often clash with global security concerns. The great hopes people had for the Council as the peace-maker after the Second Despite these achievements, all is not well with the Security Council. In its
decisions, national self-interests too often clash with global security concerns. Despite these achievements, all is not well with the Security Council. In its
decisions, national self-interests too often clash with global security concerns. The great hopes people had for the Council as the peace-maker after the Second
World War and after the Cold War were barely fulfilled. It did not translate
itself into a collective body that was able to engage in the world’s hot spots. Three failures of particular concern deal with nuclear weapons, global de-
cision-making and a perception of growing irrelevance of the UN. The first
UN resolution in January 1946 called for the elimination of weapons of mass
destruction. But old-fashioned power politics took over from the hopes for 61 collective morality. Principles gave way to national interests. The world de-
scended into the Cold War dominated by the strategy of Mutual Assured De-
struction. Security Council weaknesses Although no nuclear arms have been used since Hiroshima and Na-
gasaki at the end of the Second World War, proliferation of nuclear arms and
their delivery systems has gone on a pace. Initially limited to the US, France,
Great Britain and the Soviet Union (now Russia), the number of nuclear armed
states grew to include India, Pakistan, China and North Korea. Many believe
Israel possesses nuclear weapons (though it has never admitted to it) and Iran
sought to be included on the list. Cognizant of the perils, a Non-Proliferation Treaty was established in 1968. Efforts were made in the 1972 SALT 1 treaty to cap the number of offensive
nuclear weapons, but the 1980s saw a renewal of the arms race. Finally, the
Comprehensive Test Ban Treaty was adopted in 1996. The underlying idea had
been that nuclear states would agree to share peaceful nuclear technology with
states that renounced efforts to have their own nuclear weapons, but there is
dispute over whether the transfer has actually happened. Aside from these trea-
ties was the creation of the International Atomic Energy Agency in Vienna in
1957. As an independent agency, it reports to the GA and SC on its mandate
for control, verification, security, and technology transfer. Whenever it has
been supported by the Security Council, it has done laudable work. But by the
end of 2016, Trump and Putin were still talking about spending billions on
modernizing their nuclear arsenals rather than technology transfer or ending
poverty. Despite this, in 2017 a majority of 122 countries in the General As-
sembly voted for a treaty to ban nuclear weapons. All of the nine countries
known or believed to have nuclear weapons boycotted the discussions claiming
they disregard the "realities" of international security. The treaty will be open
for signatures in late 2017 and will come into force when 50 countries have
ratified it. The second failure has been the inability of the Security Council to make
decisions at crucial times at which the fate of whole peoples was under threat. The Council has not been able or willing to stop the most horrendous blood-
baths of our era is such cases as Bosnia, Rwanda, Zimbabwe, Darfur and Syria. In part, this has been because of the P5 veto or the threat of its use. This is
paradoxical. Security Council weaknesses
UN forces responsible for cholera outbreak in Haiti that killed
thousands. Source: Rudd 2016: 16-20 Security Council weaknesses The veto was the instrument invented to keep the major powers
in the UN. In the modern era, great powers have never felt they had to threaten
to quit the UN to defend their interests. But now they do not want to lose the
power advantage the UN gives them. Vetoes are a major cause of indecision in the Security Council, even if they
have been declining in number. Vetoes are often not used to protect vital inter-
ests (e.g., to protect the state’s national territory), but rather to maintain pre-
sumed spheres of influence and to protect allies as the US has done for Israel
and Russia for Syria. They are also thought to heighten international status and
strengthen public opinion at home. In other words, the P5 find plenty of reasons 62 other than their vital interests for using the veto. Thus even without the veto
we would still have big power politics in the Security Council and a disruption
of global decision-making. That is why France and Mexico are pushing for a
limit of the veto (which is possible) rather than its abolition (which is much
less likely to happen). Box 8: The Security Council’s challenges, problems and failures
Perceptions of impasse in the Security Council due to the veto and
the threat of a veto feed frustrations about the UN’s capacity to act
to deal with crises, despite there being only 276 vetoes while 2,296
resolutions have been successfully adopted.
Failure to prevent mass atrocities (war crimes, genocide, crimes
against humanity) when the UN was slow or failed to respond—e.g.,
Cambodia, former Yugoslavia, Rwanda, Darfur, South Sudan, and
Syria.
Limited response to global terrorism including state-sponsored ter-
rorism.
Continuing repercussions from the invasion of Iraq against the UN’s
wishes.
Absence of the UN from negotiations on the Iranian nuclear agree-
ment and being used as an afterthought in Afghanistan.
Lack of effective action to resolve the Syrian crisis, standing by as
400,000 have been violently killed and half the population uprooted.
Lack of involvement in the Ukraine crisis.
No UN diplomatic initiative against North Korea’s illegal nuclear
program.
Inability to handle the 2015-16 wave of refugees, migrants and
asylum-seekers.
Loss of moral authority due to inconsistent response to human rights
violations.
Sexual abuse in peacekeeping operations tarnishes reputation of blue
helmets. Box 8: The Security Council’s challenges, problems and failures
Perceptions of impasse in the Security Council due to the veto and
the threat of a veto feed frustrations about the UN’s capacity to act
to deal with crises, despite there being only 276 vetoes while 2,296
resolutions have been successfully adopted. y
p
Failure to prevent mass atrocities (war crimes, genocide, crimes
against humanity) when the UN was slow or failed to respond—e.g.,
Cambodia, former Yugoslavia, Rwanda, Darfur, South Sudan, and
Syria.
Failure to prevent mass atrocities (war crimes, genocide, crimes
against humanity) when the UN was slow or failed to respond—e.g.,
Cambodia, former Yugoslavia, Rwanda, Darfur, South Sudan, and
Syria. y
Limited response to global terrorism including state-sponsored ter-
rorism. y
Limited response to global terrorism including state-sponsored ter-
rorism.
Continuing repercussions from the invasion of Iraq against the UN’s
wishes.
Continuing repercussions from the invasion of Iraq against the UN’s
wishes.
Absence of the UN from negotiations on the Iranian nuclear agree-
ment and being used as an afterthought in Afghanistan.
Lack of effective action to resolve the Syrian crisis, standing by as
400,000 have been violently killed and half the population uprooted.
Lack of involvement in the Ukraine crisis
Loss of moral authority due to inconsistent response to human rights
violations.
Sexual abuse in peacekeeping operations tarnishes reputation of blue
helmets.
Sexual abuse in peacekeeping operations tarnishes reputation of blue
helmets.
UN forces responsible for cholera outbreak in Haiti that killed
thousands. Source: Rudd 2016: 16-20 While these (along with the other failures listed in Box 8) can be considered
legitimate limitations or flaws of the Security Council, the last issue relates
more to how it is perceived. The word ‘irrelevant’ was first used by President
George W. Bush in talking about the UN in 2003, and has become a refrain
used by many others since. Of course, we have seen from the achievements of
the Security Council that the UN is not in fact irrelevant. The world would be 63 lost without all its contributions. Nevertheless, as regards perceptions, and of-
tentimes media coverage, it is another story. Box 8: The Security Council’s challenges, problems and failures We saw this in 2016 when, after the vetoing of another resolution on Syria
in the Security Council, Canada was joined by 71 other countries in side-step-
ping the Council and bringing the issue directly to the floor of the General
Assembly, in the manner of the 1950 Uniting for Peace resolution. This unique
and newsworthy endeavour was barely mentioned by major newspapers. How-
ever, the next day, the nomination by the UN of Wonder Woman as an honor-
ary ambassador was ridiculed in world headlines. It looks like irrelevance—or
worse. Unfortunately, the tendency is still for the media to focus on the UN’s
shortcomings. However, the consequences reach beyond simply harming public opinion of
the UN. When the organization is regarded as being incapable of dealing with
the most pressing security concerns, states have and will bypass it, as we saw
when the Iran nuclear deal was negotiated in 2015. The UN’s peace operations Historically, analysts have offered many different and sometimes conflicting
explanations for the causes of war and the means of fostering peace. In Man,
the State, and War, Kenneth Waltz (1954) was able to order these different
approaches to causality under three headings: the individual, the state and the
international system. Each one corresponds to a further analysis of what the
type of causality portends for possible paths to peace. In the first, it is the bes-
tial, aggressive nature of mankind which is targeted as the culprit. But, it is
asked, if individuals are the cause of war, is it not the public institutions of the
states which shape and limit their citizens? Then, it is further proposed that
states too have to vie for themselves within the competitive, anarchical inter-
national system, leaving individuals and even states few choices in their be-
haviour. Waltz concludes that even these very general fields of causality may
be further confused by the possibility that the causes of war may come from
all three domains and even depend on particular circumstances. Whatever the causes of war, the UN has been active in promoting peace
since its inception. Before examining the evolution of UN peace operations, it
is worth outlining some key terms related to the full scope of activities under-
taken by the UN to maintain peace and security. These are: peacekeeping,
peacemaking, peace enforcement and peacebuilding. Secretary-General
Boutros Boutros-Ghali delineated these four distinctive but overlapping roles
for peace operations in his 1992 Agenda for Peace. Peacekeeping, which
broadly involves helping war-torn countries create conditions for lasting peace,
is sometimes used in an all-encompassing sense to refer to other activities as
well. Peacemaking (under Chapter VI of the Charter) refers to diplomatic 64 action to bring hostile parties to an agreement, including through negotiation,
enquiry, mediation, conciliation, arbitration, judicial settlement or with the
help of regional agencies. The new methods that have been added to this long
list have been the ‘good offices’ of the Secretary-General and his use of special
envoys and representatives as mediators. Peace enforcement (under Chapter
VII) requires the authorization of the Security Council and involves a range of
coercive measures, including the use of military force. Finally, peacebuilding
focuses on post-conflict recovery and reconstruction, aiming to build national
capacities for conflict management and create the conditions for sustainable
peace. The UN’s peace operations Over time, peacekeeping missions have been at once some of the UN’s
greatest successes and greatest failures. Among the successes were: the inde-
pendence of Namibia; ending the conflict in El Salvador; demobilization,
peace and reestablishment of Cambodia; peace, disarmament and elections in
Mozambique; independence and a new government in East Timor; and ending
the civil war and re-establishing the government in Sierra Leone. Terrible fail-
ures were in Somalia, Bosnia, Rwanda and Syria, where the Security Council
refused to mobilize sufficient forces to control the situation and civilians were
slaughtered by the thousands. A great deal of research has been done to better understand why some mis-
sions succeed while other fail. Doyle and Sambanis found that the success of
peace settlements depends on three factors: the degree of hostility, local capac-
ities left over after the conflict, and the amount of international assistance
available. Optimal intervention strategies need to match means to ends. Con-
sideration has to be given to local causes, levels of conflict and hostility and
factional capacities. A strategy of discrete acts of enforcement must be calcu-
lated to fit in with peacemaking (negotiations), peacekeeping (monitoring), and
peacebuilding (reconciliation, reconstruction). This juggling act must be con-
stituted within the context of military resources and civilian means for the re-
building of institutions (2007: 323-348). The UN itself has also initiated efforts to review its peace and security ac-
tivities and recommend improvements. A particularly noteworthy study was
the Report of the Panel on United Nations Peace Operations, commonly called
the Brahimi Report, prepared in 2000 in response to significant UN peacekeep-
ing failures in the 1990s. It called for “robust doctrines” and “realistic man-
dates” (referring to an explicit mandate for civilian protection and the resources
to carry it out), improved headquarters management, and rapid deployment. The Security Council and the secretary-general delivered on all but the last,
and many analysts agree that progress made in peacekeeping efforts was in-
deed influenced by the report. y
Still, as the 2015 report of the High-Level Independent Panel on Peace Op-
erations makes clear, there continues to be room for improvement. The report
proposes a long list of operations improvements, such as clearer strategic di-
rection, improved speed, strengthened partnerships, more purposeful engage-
ment with host countries, and addressing sexual abuse which has tarnished the
reputation of UN peacekeeping in recent years. The UN’s peace operations Although the first United Nations Emergency Force was deployed for the
Suez crisis of 1956, the UN had already gained experience from monitoring
and supervision operations as early as the 1940s. The original peacekeeping
missions were limited to lightly armed forces acting as mediators and monitors,
interceding between conflicting combatants to keep them apart—literally, to
‘keep the peace’. They depended on the principles of consent, neutrality and
the non-use of force. Over the years, peace operations have expanded greatly in mission and man-
date, going well beyond pure peacemaking, by working toward peacebuilding
with the monitoring of elections and long-term international support for the
development of institutions and finances in failed states. They may be author-
ized to use force and have police forces and administrative specialists oversee-
ing the rebuilding of a functioning government and (hopefully) independent
civil society. Operations have become multidimensional, aiming to facilitate
the political process, protect civilians, promote human rights, support election,
restore the rule of law, and assist in the disarmament, demobilization and rein-
tegration of former combatants. As it may be imagined, such operations are
frightfully complex. What had changed was that from 1900 to 1941, 80 per cent of wars were
between states; from 1945 to 1976, 85 per cent of wars were within a single
state. These civil conflicts tended to be more all-encompassing and destructive
of the economy, civil rights and state institutions. Many became mixed up in
illicit trade and terrorism and conflicts threatened to spill over into neighbour-
ing countries, thus endangering international peace. The UN was drawn in
more and more. For the first time, operations came to combine both war-like
enforcement and peace-like negotiations. In the post-Cold War period after
1990, the P5 in the Security Council were more cooperative and willing to
tackle more numerous and diverse conflicts including domestic rivalries. By 2016, there were 16 UN-led missions in the field for an annual cost of
some $8.2 billion. They include large numbers of civilian and police compo-
nents. The Department of Peacekeeping Operations in the Secretariat super-
vises more troops in the field—some 120,000—(contributed by members) than
any individual country. There is often a need to work cooperatively with 65 regional partners in ‘coalitions of the willing’ from groups such as NATO, the
European Union, West African States and the African Union. The UN’s peace operations The report also recognizes that
certain political realities limit the UN’s ability to consolidate peace. These in-
clude the fact that neither governments nor regional groupings fully entrust the
UN with preventive diplomacy, and that the UN continues to be a relatively
minor player in the field of international cooperation. This recognition is im-
portant when thinking about the future of the UN because it highlights a 66 situation that is the inverse of what it should be if we want to enhance peace
and cooperation. State diplomacy, focused on maximizing national interests, is
currently winning over global diplomacy—this must change if we are to
achieve a renaissance of the United Nations. As this section has shown, the UN has an elaborate structure of prevention
and peace operations. However, a number of tendencies have limited success. First, powerful states have sought to avoid assertive secretaries-general there-
fore limiting the role SGs can play in international diplomacy. Second, the
UN’s ability to prevent conflicts depends on the political will of member states. Unfortunately, the Security Council is oriented toward “the visible, forceful
and reactive rather than the invisible, quiet and proactive initiatives required
for dispute settlement” (Mani 2007: 318). This relates to perhaps the main chal-
lenge with prevention: successful instances are all but invisible, and the more
effective it is, the less likely it is to make headlines. A final point is that global
trends such as rising economic inequality, political marginalization and de-
mocracy movements tend to stimulate conflict, making prevention an onerous
task. The Security Council and the future Reforming the Security Council is at once very simple and incredibly complex. There are many good ideas about what to do, but there are so many actors in
the pot with too little common political will that nothing gets done. It is said
that the Security Council is one of the major world arenas of power and real-
politik. Participation provides access, knowledge, power and influence. No
wonder there is little consensus on who the players should be and what proce-
dures are best. For us to see a little more clearly, we have to start with some
basic principles and a set of objectives before going on to look at various re-
form proposals. p
p
The basic principles that we should strive for are legitimacy and effective-
ness. It is said that the power of social institutions resides mainly in their legit-
imacy. Writing about the legitimacy of the Security Council some years ago,
David Caron stated, “For an institution to be considered legitimate it must be
recognized as a lawful authority; one that conforms to a particular standard and
operates in such a manner that its actions and decisions are seen as legally or
morally justified and proper.” (1993, 552). The United Nations is founded on
an international treaty that all members have signed, so with this founding au-
thority the Security Council may be said to be clearly lawful. As we have seen,
its much improved manner of operation has made it more transparent and in-
clusive. Yet the organization is much larger now than in 1945, so the Council
is no longer representative of the current UN membership. Also, because of its
two-tier membership resulting from the veto, as well as the poor record of 67 decision-making, it is no longer considered by many to uphold standards that
are morally justified and proper. The second principle is effectiveness. Many
question whether the Security Council is properly managing the world’s peace
and security and whether it is doing so in a manner that protects human rights
and sustainable development. One also wonders just how big a Council could
be to operate effectively and make decisions. The Security Council and the future In terms of potential goals for a reform process, UN expert Andy Knight
provides useful ideas: “improve the rate of participation from poorly repre-
sented categories; improve the geographical representation; improve its dem-
ocratic character by limiting the use of the veto to Chapter VII actions and
ensuring the Council represents a clear majority of the world’s population;
maintain its efficiency by limiting its growth; improve transparency by con-
sulting with non-members on actions concerning them, and greater involve-
ment of rotating members.” (2002, 33-4). Thus, we have a set of objectives that
cover diverse issues of size, fair representation, composition, legitimacy, effi-
ciency and the veto. The search for Security Council reform did not start yesterday. Resentment
of the P5 members pushed the General Assembly to launch consultations on a
reform agenda in 1993. It was called the “Open-ended Working Group on Eq-
uitable Representation”. Two decades later it came to be known in the corridors
of the UN as the ‘Never-Ending Working Group’. In a 2004 meeting in Baden-Baden, Austria, the secretary-general’s High-
Level Panel on Threats, Challenges and Change thought they had found the
ideal solution on composition. The Council would be increased to 24 members
in three tiers: tier one would include the present P5 (the US, Russia, China,
Great Britain and France); tier two would include seven or eight semi-perma-
nent members elected on a regional basis for a renewable term of four or five
years (Brazil, Germany, India, Japan and South Africa might be in this group);
the third tier of rotating members would be elected as at present for a non-
renewable two year term. Only the Permanent Five would have a veto. More
emphasis would be accorded to giving membership to those who make a real
contribution to peace and security. A full review would be made every 15
years. The consensus in the Panel dissolved over a demand by some that all
new tier two members be given a veto. The proposal never even got into the
final report which included two inferior models catering to special interests. The secretary-general in effect threw up his hands and said members should
vote for whatever they liked. This example is given at length because it introduces most of the issues
about composition and veto. The Security Council and the future As regards size, it is generally agreed that the 15-
member Security Council should be expanded to be more representative of the
world. The question is: by how much? More big powers may just add to the
current conflict of interests and national prestige, making for more difficult
decisions rather than easier. Still, most proposals come in the range of 20 to 68 25—small enough for discussion, big enough to be representative. All sugges-
tions propose one to three more non-permanent, rotating seats. At present, the
10 rotating seats are for two-year terms elected by the General Assembly with
three going to Africa, two to Western Europe and Oceania, two to Latin Amer-
ica and the Caribbean, two to Asia and one to Eastern Europe. Five are replaced
each year and the elections are hotly contested. Then we come to the crunch. Who should the new semi-permanent (or per-
manent) members of the Security Council be and should they have a veto or
not? Surely countries as big as India, Japan, Brazil, South Africa, Indonesia,
Nigeria, Germany and Pakistan should not be excluded from being Permanent
Members? Alas, it is not so simple. Each of these countries has neighbours
who are absolutely set against their elevation to a Permanent Member status. At the 2005 World Summit, Japan, Germany, India and Brazil grouped to-
gether to form the G4. They were determined to get permanent seats but ap-
peared willing to compromise on the veto. They had considerable support, but
their regional rivals, including South Korea, Italy, Pakistan, and Argentina,
immediately banded together with other countries like Canada, Mexico, Tur-
key and Spain in the ‘Uniting for Consensus’ group to propose there should be
10 new, non-permanent members with possibility for re-election, but no new
permanent members. We see here one of the sticking points. Instead of acting
like cozy regional friends, most neighbours are age old traditional enemies who
do not want to see each other moving ahead. For their part, the African states
proposed increasing the Council’s membership from 15 for 26, introducing six
new permanent seats with vetoes and five new rotating seats (granting Africa
two seats in each category). At the present time the P5 represents four conti-
nents but not Africa. “The future depends on what we do in the present.” Mahatma Gandhi The Security Council and the future When all is said and done, even if one were to find a workable model, noth-
ing is to say that the current P5 would agree and not use their veto. Also, all
these alliances are now a decade old and may have given way to other inten-
tions. Nevertheless, they demonstrate to us the complexity of Security Council
reform. However, ten years does make a difference. In its 2015 report, the Commis-
sion on Global Security, Justice and Governance took a refreshingly different
approach to reforming the UN Security Council. Showing that the world had
moved on, instead of dwelling on the Council’s composition, the Commission
simply states that we must expand its membership and allow immediate re-
election of non-permanent members in order to achieve the twin goals of ef-
fectiveness and acceptability. When we think about transforming the Security Council, we should remem-
ber that if we are to make decisions for the good of the world, we will need
something that looks like an ‘executive committee’ or a ‘cabinet’. Perhaps all
our present models are too wedded to the present context of ‘nation-state in-
ternational relations’. For ‘global governance’, we may need another model 69 based on more state-like institutions with political and democratic foundations. In any case, we can imagine that it is going to take a lot of consultative thinking
and perhaps a global movement to break all the impasses we have just seen and
to press forward with all the potential reforms. We will return to these possi-
bilities in Chapter 5. based on more state-like institutions with political and democratic foundations. In any case, we can imagine that it is going to take a lot of consultative thinking
and perhaps a global movement to break all the impasses we have just seen and
to press forward with all the potential reforms. We will return to these possi-
bilities in Chapter 5. 70 70 Understanding ‘development’ The global understanding of development has changed over the years, as have
definitions. Countries now agree that the best path forward is one of sustainable
development, which the UN defines as “development that promotes prosperity
and economic opportunity, greater social well-being, and protection of the en-
vironment”. Sustainable development seeks to achieve these three pillars—
economic development, social development and environmental protection—in
a balanced manner. The term was originally coined in 1987 by the World Com-
mission on Environment and Development in Our Common Future, in what
became known as the Brundtland report. The report defines sustainable devel-
opment as “development that meets the needs of the present without compro-
mising the ability of future generations to meet their own needs”. Thirty years
later, this continues to be the most widely used definition. Much of what the UN does falls into the broad category of ‘development’. This includes work related to poverty reduction, food security, climate change,
gender equality, housing, education, employment, infrastructure, disaster risk
reduction, health and emergency response, water and sanitation, safety and
crime prevention, good governance, and early childhood development. Even
the areas of human rights and peace and security (the other two pillars of the
UN’s work) are now recognized as having important impacts on social and
economic development. Their inclusion in the global post-2015 development
agenda (Sustainable Development Goals) reflects these linkages. This chapter explores what development meant at the UN’s inception, the
period of decolonization, and the introduction of the world’s first global devel-
opment agenda to mark the new millennium, as well as what it means in the
present era of a second set of global goals. It looks at what lies ahead for the
UN and assesses how prepared it really is to achieve the challenging task at
hand. Development in the early years Development in the early years Development is among the three founding pillars of the UN system. The UN
Charter states that “the United Nations shall promote higher standards of liv-
ing, full employment, and conditions of economic and social progress and de-
velopment”. Yet the understanding of development when the Charter was 71 drafted was unique to that specific moment in history, and the concept evolved
greatly over the years. Consider how the world looked in 1945. The original
membership of the UN was 51 countries, of which the vast majority were Eu-
ropean, Latin American, North American and the Middle Eastern states. The
notions of developed and developing countries, North and South, First World
and Third World simply did not exist at that time. Early development efforts
of the international system focused on post-World War II reconstruction. In
1948, the US launched the Marshall Plan, a massive aid initiative to rebuild
Western Europe following the devastation of the war. Through the Plan, offi-
cially known as the European Recovery Program, the US, aided by companion
programs in Canada and other countries, channeled more than $12 billion over
three years to finance the economic recovery of Europe—a region that, rela-
tively speaking, was industrialized and economically advanced. Europe’s swift
recovery meant that the international community could soon focus its efforts
elsewhere. In the years that followed, the emphasis quickly shifted to developing coun-
tries that were gaining independence from their colonial powers. Between 1956
and 1968, UN membership grew from 80 to 126. Nearly all of these additional
members were African and Asian countries, newly independent from European
colonial powers. This period of rapid decolonization, which began in the late
1940s but accelerated in the two decades that followed, was prompted by the
recognition that all peoples had the right to self-determination. In 1960, this
basic right was formalized when the UN General Assembly adopted the Dec-
laration on the Granting of Independence to Colonial Countries and Peoples,
stating that “the subjection of peoples to alien subjugation, domination and
exploitation constitutes a denial of fundamental human rights, is contrary to
the Charter of the United Nations and is an impediment to the promotion of
world peace and cooperation.” It called for immediate steps to be taken in ter-
ritories that had not yet attained independence to transfer power to the people
to enable them to enjoy independence and freedom. Expanding development efforts The emergence of new international institutions supporting development ef-
forts mirrored the shift in thinking. At the time of its inception, the UN was
primarily focused on maintaining peace and security. In fact, the words ‘peace’
and ‘security’ appeared in the UN Charter 42 and 148 times respectively, while
the notion of ‘development’ appeared only once. The term ‘environment’ was
altogether absent from the founding Charter (see Box 9). Development in the early years It was added that lack of
political, economic, social or educational readiness should not be used as a
reason to delay independence. Thus, a number of states with low levels of de-
velopment were born. Two factors drove Western countries to begin providing aid to these devel-
oping countries. First, it was acknowledged that moving from an international
order based on colonization and imperialism to one of free trade and fair deal-
ing would require some degree of intervention. In other words, if post-colonial
countries were to become trading partners, they needed assistance to reduce
poverty and increase productive capacity. Second, Western countries wanted
to prevent Third World countries—those neither belonging to the First World
(developed, capitalist countries) nor the Second World (socialist countries of
the Eastern Bloc)—from drifting towards communism. This fear motivated the
development of the Colombo Plan for Co-operative Economic Development 72 in South and Southeast Asia in 1950, which could be considered the world’s
first development cooperation initiative. The Plan was established to combat
poverty in Asia, as it was believed that poverty was responsible for fuelling
communist political movements in the region. Box 9: Putting the environment on the agenda Environmental issues are one example of how the UN has successfully
adapted to changing times. Though the environment was absent from the
UN Charter and the initial organizational structure, it was effectively in-
tegrated into the existing system later on. At the first United Nations Con-
ference on the Human Environment that took place in Stockholm in
1972, the United Nations Environment Program (UNEP) was created as
the voice for the environment in the UN system. With UNEP reporting
to the GA and ECOSOC, ECOSOC saw environmental issues added to
its original mandate of economic and social. Some argue that the environmental realm needs to be given greater
prominence and that ECOSOC ought to more formally recognize it, by,
for example, rebranding itself as the Economic, Social and Environmen-
tal Council (ESEC) as part of a larger set of reforms. It seems unlikely
that ECOSOC will get a new name any time soon, but a 2013 reform of
the outdated institution mandated it to convene an integration summit to
monitor and promote the balanced integration of the three dimensions of
sustainable development (economic, social and environmental). Thus,
progress is being made. In 1945, the UN had just a handful of development-related agencies. The Eco-
nomic and Social Council (ECOSOC) was created to coordinate social and
economic activities within the UN system, while the International Labour Or-
ganization (ILO), Food and Agriculture Organization (FAO) and United Na-
tions Educational, Scientific and Cultural Organization (UNESCO) were spe-
cialized agencies that fell under ECOSOC’s mandate. The following year saw
the establishment of the United Nations Children’s Fund (UNICEF). However, 73 as preoccupations expanded beyond security issues to areas of development,
human rights, humanitarian assistance and the environment, the UN system
quickly expanded. During the 1960s and 1970s there was a proliferation of new
UN funds, programmes and specialized agencies dealing with poverty and hun-
ger, social development, health, women, environment and housing (see Figure
3). Rather than adding to the mandates of existing agencies, new ones were
created. Figure 3: United Nations Development Group members (excluding re-
gional commissions and Secretariat bodies) by year established Figure 3: United Nations Development Group members (excluding re-
gional commissions and Secretariat bodies) by year established The North-South divide Cold War politics saw a political divide between the “East” (the Soviet Union
and its allies) and the “West” (North America, Western Europe, Japan, Aus-
tralia, and New Zealand). With decolonization, developing countries came to
outnumber developed countries and the power dynamics shifted within the
United Nations as postcolonial countries pushed to have their voices heard. As
we saw in the description of the General Assembly, a group of newly inde-
pendent countries joined forces in the 1950s to push back against the two su-
perpowers—the United States and the Soviet Union. These countries formed
the Non-Aligned Movement (NAM) in 1961, what is now often referred to as
the “Global South”, and many of the same countries also organized themselves
into the “Group of 77”, to have their economic and social issues heard on the
world stage. Despite the breakdown of the East-West divide following the end
of the Cold War—to say nothing of the blurring North-South distinction re-
sulting from globalization—both the NAM and the G77 continue to live on. As Thomas Weiss has pointed out (2011), the “various constructed roles on
the international stage in the global theater are played by actors from the two
major troupes, North and South”. This theater, Weiss argues, is counterproduc-
tive to generating universal norms and ensuring human security. Though there
are some exceptions, countries have generally adhered to artificial roles based
on which side they are on, rather than where they may fall on specific issues. Instead, policy debates should reflect issues-based and interest-based alliances
and coalitions. Figure 3: United Nations Development Group members (excluding re-
gional commissions and Secretariat bodies) by year established Figure 3: United Nations Development Group members (excluding re-
gional commissions and Secretariat bodies) by year established Meanwhile, economic issues such as trade, development lending and monetary
policy had been delegated to the Bretton Woods institutions: the World Bank,
and the International Monetary Fund (IMF) along with the General Agreement
on Tariffs and Trade (GATT). The World Bank and the IMF were established
as specialized agencies of the UN, while recognizing that they were independ-
ent international organizations. As such, the institutions hold observer status at
the UN and are able to participate—though not vote—in the General 74 Assembly, the Security Council and ECOSOC. The World Trade Organization
(which replaced GATT in 1995), on the other hand, is considered a ‘related
organization’ in the UN system, falling under the General Assembly but with
no obligation to report to it, and contributing on an ad-hoc basis to the GA and
ECOSOC. The relationship between the UN and the Bretton Woods institu-
tions has historically been thorny. Many have argued for the UN to have more
authority over economic issues, pointing to the so-called democratic deficit of
the World Bank, IMF and WTO, while others support the status quo, maintain-
ing that these institutions are more effective than the UN in achieving their
stated objectives. Figure 4: Millennium Development Goals Figure 4: Millennium Development Goals Figure 4: Millennium Development Goals
Source: United Nations
The MDGs were praised for their simplicity. Schoolchildren in Nigeria, Laos
and Germany alike could memorize and recite them. They also brought atten-
tion to previously under-the-radar issues, like Goal 5 on improving maternal
health. Maternal health advocates had long fought for greater attention to the
issue, and being given equal presence with priorities such as poverty and hun-
ger, environmental sustainability, and primary education was an important step
in mainstreaming it. However, the MDGs were also criticized for being devel-
oped without sufficient consultation with key actors, such as UN member
states, civil society organizations, NGOs, think tanks and academia. Instead,
they were drawn up by a group of experts in a ‘basement of UN headquarters’. It is likely that this lack of consultation in the design of the goals meant that
developing countries had a weakened sense of ownership of them. Figure 4: Millennium Development Goals
Source: United Nations Source: United Nations Source: United Nations The MDGs were praised for their simplicity. Schoolchildren in Nigeria, Laos
and Germany alike could memorize and recite them. They also brought atten-
tion to previously under-the-radar issues, like Goal 5 on improving maternal
health. Maternal health advocates had long fought for greater attention to the
issue, and being given equal presence with priorities such as poverty and hun-
ger, environmental sustainability, and primary education was an important step
in mainstreaming it. However, the MDGs were also criticized for being devel-
oped without sufficient consultation with key actors, such as UN member
states, civil society organizations, NGOs, think tanks and academia. Instead,
they were drawn up by a group of experts in a ‘basement of UN headquarters’. It is likely that this lack of consultation in the design of the goals meant that
developing countries had a weakened sense of ownership of them. “The 13 years since the millennium have seen the fastest reduction in poverty in
human history” 2013 UN Report, A New Global Partnership: Eradicate Poverty and
Transform Economies Through Sustainable Development Millennium Development Goals The year 2000 was a milestone for development cooperation. For the first time
in history, states came together behind a clearly defined set of goals related to
social and economic development. The Millennium Development Goals, also 75 referred to as the MDGs, were eight easy-to-remember, time bound, focused
and measurable goals that people worldwide could rally behind (see Figure 4). They were drafted in the late 1990s and came into force through the Millen-
nium Declaration, adopted by the UN General Assembly on September 8,
2000. They were intentionally ambitious, with goals such as “halving extreme
poverty” and “providing universal primary education” by 2015. Tallying up the results 76 As 2015 approached, the question on everyone’s mind was: how successful
were countries in meeting these goals? The most impressive achievements
were made on fighting extreme poverty. The target to halve the proportion of
people living on less than $1.25 a day by 2015 (with a 1990 baseline) was
achieved in 2010, five years early. However, this was not the case in all coun-
tries, regions, or population groups, but rather on the aggregate or global level. In South Asia the proportion of people experiencing extreme poverty dropped
by 41 per cent, while in Sub-Saharan Africa it fell by a mere 14 per cent. Mean-
while huge gains were made in China where the proportion fell from 60 per
cent in 1990 to 12 per cent in 2010. Critics noted that China’s rapid economic
development, which coincided with the timeline to achieve the MDGs but was
due to entirely exogenous factors, skewed the overall picture and drew atten-
tion away from countries that fared less well. Significant achievements were made on numerous other goals as well—
such as boosting primary school enrolment and improved access to clean wa-
ter—even if ambitious targets were not always met. The final assessment of
the MDGs highlighted that, despite groundbreaking success, millions of people
are being left behind, especially the poorest and most vulnerable populations. It pointed to climate change and environmental degradation as factors under-
mining progress achieved, and stated that conflict remains the biggest threat to
human development. A changed world Long before 2015 approached, the international community was looking ahead
to the post-2015 development agenda. The idea for a new set of goals that
would replace the MDGs was formally tabled by Columbia and Guatemala at
the Rio+20 Summit in 2012, which was the largest summit in UN history. A
three-year process engaging millions of people through dialogues, thematic
consultations and national surveys culminated in the 17 Sustainable Develop-
ment Goals (SDGs), also known as the Global Goals, being adopted unani-
mously by states at the UN Sustainable Development Summit in September
2015 (see Figure 5). The post-2015 consultation process that led to the development of the SDGs
sought to address many of the shortfalls of the MDGs, while also adapting to
a new era. When consultations were launched in 2013, the world had become
more complex and the discourse around development had changed drastically. The MDGs felt outdated. 77 Figure 5: Sustainable Development Goals Figure 5: Sustainable Development Goals Source: United Nations
For one thing, the MDGs were meant for developing countries, and funding
was to come from developed countries through their official aid contributions,
known as Official Development Assistance (ODA). Yet by the time stakehold-
ers were discussing the SDGs, it had become apparent that the traditional
North-South lines were blurring. South-South cooperation was becoming a
new norm and the economic and political power was beginning to shift from
developed countries toward emerging economies, in particular the BRICS
(Brazil, Russia, India, China and South Africa). It was also recognized that
every country, not just those belonging to the Global South, had room for im-
provement. Meanwhile development finance was becoming increasingly complex and Source: United Nations For one thing, the MDGs were meant for developing countries, and funding
was to come from developed countries through their official aid contributions,
known as Official Development Assistance (ODA). Yet by the time stakehold-
ers were discussing the SDGs, it had become apparent that the traditional
North-South lines were blurring. South-South cooperation was becoming a
new norm and the economic and political power was beginning to shift from
developed countries toward emerging economies, in particular the BRICS
(Brazil, Russia, India, China and South Africa). It was also recognized that
every country, not just those belonging to the Global South, had room for im-
provement. A changed world For one thing, the MDGs were meant for developing countries, and funding
was to come from developed countries through their official aid contributions,
known as Official Development Assistance (ODA). Yet by the time stakehold-
ers were discussing the SDGs, it had become apparent that the traditional
North-South lines were blurring. South-South cooperation was becoming a
new norm and the economic and political power was beginning to shift from
developed countries toward emerging economies, in particular the BRICS
(Brazil, Russia, India, China and South Africa). It was also recognized that
every country, not just those belonging to the Global South, had room for im-
provement. p
Meanwhile, development finance was becoming increasingly complex and
ODA was no longer viewed as the only source of funding to achieve the goals. A number of other sources of finances such as domestic resources (taxation),
investment and remittances were gaining relevance and in some cases outpac-
ing traditional aid. For example, as migrant workers went abroad in search of
economic opportunities, remittances—money that foreign workers transfer to
an individual, usually a family member, in their home country—came to com-
pete with international aid as one of the largest financial inflows to developing
countries. In 2000, remittances to developing countries totalled $120 billion
(OECD 2006), while by 2015 they had grown to $441 billion (World Bank
2015). Meanwhile, official development aid, or ODA, grew at a much slower
pace during the same period, from $80 billion to $147 billion (Compare Your
Country). The world had become less state-centric too. Non-state actors such as the
private sector and civil society were playing a more central role in promoting 78 global cooperation and development. Sub-national governments (e.g., provin-
cial, municipal) were also much more involved. Finally, the global distribution of poverty shifted during the past couple of
decades. In 2000, poverty was mainly regarded as an issue for low income
countries, with the greatest portion of world’s poor in these countries. In 1990,
there were 1.6 billion poor people in low income countries, representing 95 per
cent of the world’s poor. Yet by 2012 when the SDGs were being developed,
many of these low income countries had graduated to middle-income status
and the number of poor people in low income countries had dropped to 0.3
billion (FUNDS 2016). It was thus argued that inequality and redistribution in
all countries needed to be given greater weight. A changed world The SDGs reflected this by
having a goal devoted to reducing inequalities. Several other issues addressed by the SDGs but not the MDGs include good
governance, respecting human rights, climate change, and peace and security
as fundamental to development. These additions are mostly a reflection of
emerging challenges and an evolution in thinking about development issues. For instance, climate change is a global threat that became widely recognized
only after the MDGs. The same can be said about the linkages between devel-
opment outcomes and peaceful and just societies. The other reason for certain
additions was pressure from stakeholders to include key issues that the MDGs
neglected (e.g., secondary/post-secondary education, governance, and energy). More voices at the table Quite unlike the process to establish the MDGs, the post-2015 development
planning favoured a participatory, consensus-based approach that included
years of consultations with tens of millions of people. Consultations consisted
of three separate streams. First, UN country teams in coordination with other
key stakeholders facilitated 88 national consultations in countries where the
UN provides assistance. Second, UN agencies worked with national govern-
ments and other stakeholders to conduct 11 thematic consultations. Both of
these channels used numerous methods of outreach, including face-to-face
meetings, online mechanisms and door-to-door surveys. Lastly, views from the
public were sought online through the MYWorld survey. The survey asks in-
dividuals to choose six issues that matter most to them and their families from
a list of 16 (e.g., affordable and nutritious food, better transport and roads, po-
litical freedoms). This survey continues to collect votes and in March 2017 had
over 9.7 million votes. According to Amina Mohammed, special adviser to the UN Secretary Gen-
eral on post-2015 development planning, about 70 per cent of those consulted
were under 30 years of age and at least 8 million were contacted through social
media. 79 With regards to the process, Ms. Mohammad states: “[Developing the
MDGs] was just a bunch of technocrats sitting round a table to produce a set
of goals based on what UN agencies had been doing over the years. There was
no attempt to be transformative. For me, the SDG process has been one of the
most intellectually and politically and technically challenging endeavours I
have ever engaged in.” A summary of how the SDGs differed from the MDGs is provided in Figure
6. Figure 6: Key differences between the MDGs and the SDGs
MDGs
SDGs
Timeframe
2000-2015
2015-2030
Scope
8 goals
18 targets
61 indicators
17 goals
169 targets
230 indicators
Target
Developing countries
only
Universal
Process
UN-led with little
input from external
stakeholders or the
public
Consultative,
participatory, concrete
role for civil society
organizations Figure 6: Key differences between the MDGs and the SDGs Despite the inclusive and consultative approach taken to their development,
the SDGs have not been without criticism. Following the announcement of the
new goals, many voiced discontent with their broad scope, calling the 17 goals
and 169 targets “dizzying” and “worse than useless”. Economist William East-
erly suggested SDG stood for “senseless, dreamy, garbled”. Financing the goals A legitimate concern is the high cost of achieving the lofty goals coupled with
a lack of adequate financing. It is estimated that meeting the goals would cost
$2-3 trillion a year over 15 years, which is roughly 4 per cent of world GDP. Research by Development Finance International suggests that low- and mid-
dle-income countries could fund the SDGs if three key sources of public fi-
nance were raised: doubling developing country tax revenues; doubling aid
flows from developed countries; and raising $500 billion a year from innova-
tive financing (e.g., through introducing taxes or levies on carbon emissions
and/or financial transactions and allocating these new monies to achieving the
SDGs) (UNRISD 2015). ) (
)
Currently, none of these financing sources seem likely. Doubling develop-
ing country tax revenue would require an increase equivalent to 10 per cent of
GDP (ibid). Meanwhile, doubling aid flows would require OECD Develop-
ment Assistance Committee (DAC) members—the world’s major donor coun-
tries—to meet their pledge to spend 0.7 per cent of their national income on
aid, despite never having met this target since it was agreed upon in 1970. In
2014, the average across DAC members was 0.03 per cent, with only 5 of 29
countries meeting or exceeding the target (Denmark, Luxembourg, Norway,
Sweden and United Kingdom) (OECD). Ideas for innovative financing ap-
proaches, such as a global financial transaction tax from which revenues would
go to achieving development goals, have been proposed for years but have yet
to be implemented. The UNDP has also launched an SDG Fund, which, similar
to the MDG Fund, is an official funding mechanism in support of the post-
2015 agenda. Currently, the Fund’s total budget is approximately $60 million
(SDG Fund website). (
)
In reality, public funding alone cannot be relied on to meet the financing
needs of the SDGs. Blended finance, a concept that seeks to blend public and
private capital to finance development goals, has become a new norm. Mobi-
lizing private capital for development-related purposes such as education,
health, green technology or microfinance in developing or emerging markets
is a promising though still nascent approach to supplementing traditional fund-
ing sources. Often referred to as impact investing or social impact investment,
capital is typically supplied by financial institutions, investment firms, foun-
dations’ endowments, high net worth individuals, pension funds and individual
or retail investors. More voices at the table Many argued they
are aspirational and unrealistic, while lacking the precision and clarity needed
to be measurable. That these two realities go hand in hand should not be a
surprise—the trade-off between the number of parties involved in negotiations
and the usefulness of the outcome is an oft-cited challenge in international re-
lations. The process vs. product trade-off is seen across the UN system. It is
most pronounced in comparing the Security Council and the General Assem-
bly: the former is known for being an exclusive club of member states but more
effective decision making and less watered-down products, while the latter for
greater participation but an inability to produce meaningful outcomes. 80 Financing the goals Financing the goals Financing the goals Financial return on investment ranges from below market
(“impact first”) to market rate (“finance first”). 81 Looking ahead The new development agenda has been set and implementation is already un-
derway. Attention has shifted to how national governments and other stake-
holders will measure progress on the goals and how they will report on that
progress. The review process is multi-level and complex. The High-Level Po-
litical Forum on Sustainable Development, which convenes annually under the
auspices of ECOSOC, is the central platform for follow-up and review of the
SDGs. States report to each other at the regional level and regions report to the
global level. Each year, the High-Level Forum focuses on a different overall
theme and zeros in on a few of the 17 goals. Member states are encouraged to
prepare Voluntary National Reviews on successes and challenges related to
implementing the agenda. Every four years, the UN Secretariat will prepare a
Global Sustainable Development Report covering overall trends, and heads of
state will meet to review progress. National governments are thus busy incorporating the SDGs into their na-
tional development plans, strategies and budgets, and considering how they
will raise awareness and mobilize action among diverse actors. They are not
the only ones getting to work. Consultations on the SDGs revealed a strong
desire from other actors to be involved not only in the design of the goals, but
also in future implementation. What role will the UN play in this next phase
and what role will be played by civil society, businesses, and other key stake-
holders? Is the UN development system fit to tackle current global challenges
in partnership with other sectors? How can it be improved? Partnering in a new era of development cooperation The traditional understanding of ‘development’, a simple characterization of
developed-developing, donor-recipient relationships that emerged in the
1960s, is giving way to a new era of universality and global partnerships. The
universal nature of the SDGs makes clear that the greatest challenges of our
time are not problems of the global South, but global problems. One example
is the inclusion of climate change action in the goals. Evidence has emerged
that Western, industrialized countries are most responsible for climate change,
while its harmful effects have disproportionately affected developing countries
that have done little to contribute to it. The goals also recognize that developed
countries have a particular duty to ensure sustainable consumption and produc-
tion, given their sizeable consumption levels relative to poorer states. Reducing
income inequality within countries is another example. The level of inequality
in the United States—an exemplary country according to indicators related to
maternal health, education, preventing and combating disease, extreme poverty
and hunger, etc.—exceeds that of many developing countries. Similarly, 82 despite having a much higher Gross National Income (GNI) than most African
countries, South Africa is one of the most unequal countries in Africa, and
indeed in the world. Alongside an understanding that current challenges extend beyond develop-
ing countries, there is a general acceptance that these broader, more complex
problems require new, innovative approaches as well as enhanced collabora-
tion between sectors. Old ways of thinking coupled with a reliance on devel-
opment aid will not suffice. “Lasting solutions to global problems no longer
lie in the hands of governments alone. The United Nations of the 21st century
must think in terms of networks and coalitions.” (UNSG 2013). The role of multi-sector partnerships in UN Secretary-General Ban Ki-Moon’s
special initiatives launched over the past years is telling of the UN’s commit-
ment to collaboration:
Climate Resilience Initiative, launched in 2015, seeks to strengthen
climate resilience of world’s most vulnerable countries and people by
“bringing together private sector organizations, governments, UN
agencies, research institutions and other stakeholders to scale up trans-
formative solutions.” (UN 2015).
Global Education First Initiative, launched in 2012: “a partnership
comprised of a range of actors and institutions including governments,
UN agencies and multilateral organizations, civil society organisations,
and the private sector.” (UNESCO GEFI). Partnering in a new era of development cooperation p
(
)
Every Woman Every Child, launched in 2010: “an unprecedented
global movement that mobilizes and intensifies international and na-
tional action by governments, multilaterals, the private sector and civil
society to address the major health challenges facing women, children
and adolescents around the world.” (Every Woman Every Child web-
site).
Global Pulse, launched in 2009: “Global Pulse partners with experts
from UN agencies, governments, academia, and the private sector to
research, develop, and mainstream approaches for applying real-time
digital data to 21st century development challenges.” (Global Pulse
website).
Global Pulse, launched in 2009: “Global Pulse partners with experts
from UN agencies, governments, academia, and the private sector to
research, develop, and mainstream approaches for applying real-time
digital data to 21st century development challenges.” (Global Pulse
website). Analysis of two related UN documents, The Future We Want (the outcome
document of the 2012 Rio+20 Conference at which the idea for SDGs was
officially tabled) and We the Peoples (the report proposing the MDGs, released
ahead of the 2000 Millennium Summit), demonstrates that the emphasis on
partnerships is relatively new. The report published in 2012 cited the concept
of partnerships three times more often than the 2000 report did. The term stake-
holder(s) was used 26 times in the 2012 report, and only once in the slightly
longer report from 2000. Another key document, the UN Secretary-General’s
2014 synthesis report The Road to Dignity by 2030 includes partnerships as 83 one of six “essential elements for delivering on the SDGs”. This report men-
tions partnerships twice as many times as the The Future We Want published
just two years earlier (Volt 2015). ECOSOC has placed greater emphasis on leveraging partnerships in support
of the international development agenda since 2008 when it began convening
an annual Partnership Forum, bringing together governments and stakeholders,
particularly from business and foundations, to discuss ways to engage and col-
laborate to achieve the development goals. At the 2016 Forum, ECOSOC Pres-
ident Oh Joon stressed that governments, the UN system, civil society, the pri-
vate sector, the philanthropic community and academia must break down tra-
ditional silos for more and better cross-sectoral decision-making and solutions
(ECOSOC 2016). Role for private sector “Putting social and environmental purposes in the driving seat of business is the
only way to ensure an equitable and sustainable economy for the 21st century.”
Professor Muhammad Yunus (British Council and SEUK 2015) “Putting social and environmental purposes in the driving seat of business is the
only way to ensure an equitable and sustainable economy for the 21st century.”
Professor Muhammad Yunus (British Council and SEUK 2015) The private sector is a critical element in the 21st century notion of partnerships
for development. Beyond being a potential source of capital to finance the in-
ternational development agenda, in itself quite significant, the business world
brings expertise, innovation, rigour and efficiency. Businesses and corpora-
tions focused on providing technology, products and services to the poor can
have huge impacts on poverty alleviation. Think about a company that pro-
duces low-cost medical supplies or affordable home water-filters to those at
the bottom of the pyramid. Or microfinance institutions, like Grameen Bank
or BRAC, that offer micro-loans to the poor who lack access to traditional fi-
nancial services and would not qualify for a bank loan due to a lack of collat-
eral. Even growing ventures like Lucky Iron Fish, a social enterprise working
to reduce iron deficiency in Cambodia and worldwide through a reusable iron
fish that can be added to any pot while cooking. The ingenuity and drive of a
new class of social entrepreneurs that seek to solve complex social challenges
through business is changing the way we think about addressing social issues. In fact, there is a spectrum of private sector actors that can support the UN’s
goals. These range from for-profit social enterprises to socially responsible
businesses, to corporations looking to engage in corporate social responsibility
(CSR) work and purely profit-oriented companies. When incentives align,
there is enormous potential for corporations to contribute to meeting the UN’s
needs while achieving their own social responsibility goals. The UN Global
Compact, a voluntary initiative based on business leaders’ commitments to
adopt sustainable and socially responsible policies, seeks to tap into the boom-
ing CSR trend. Self-described as the world’s largest voluntary corporate 84 sustainability initiative, it had the participation of over 8,400 companies from
162 countries as of April 2016. This reflects an acknowledgement that global
trade, investment and business activity can be powerful drivers of economic
transformation and social change. Role for private sector One just needs to compare the $134.8 billion
in ODA in 2013 to worldwide trade in goods and services, worth $23 trillion
in 2014, to see the potential of a more social impact-oriented private sector
(British Council and SEUK 2015). If economic globalization were harnessed
for international development, the result would be transformational. Even corporations not driven by the desire for social change have a place at
the table. Public-private partnerships have traditionally been essential to de-
velopment projects, particularly those related to public infrastructure, transpor-
tation, and information technology (e.g., internet access). Recently, interest has
broadened to other areas such as affordable or social housing, water and edu-
cation. The new attention paid to the opportunities associated with private sector
involvement in development outcomes has led to concerns around the risks
posed. Many have pointed to the need to ensure transparency and accountabil-
ity, which is now acknowledged in nearly every UN speech that stresses the
potential of private sector partnerships. Accountability is an issue as corpora-
tions often have an incentive to keep information confidential in order to pro-
tect any competitive advantages. As well, corporations are accountable to their
shareholders, not stakeholders, and have a fiduciary responsibility to maximize
profits. Inclusion of all relevant stakeholders is not a given. In fact, despite the
UN framing public-private partnerships as a way to enhance inclusion of di-
verse actors, evidence suggests that work in this area remains to be done. Sev-
eral studies have shown that such partnerships have failed to achieve inclusive
participation, particularly of certain groups such as farmers, workers and trade
union, indigenous peoples, women, youth or children. If business interests are
put ahead of the UN’s interest to advance the internationally agreed develop-
ment agenda, the UN will risk losing its legitimacy and credibility in the eyes
of the people. Ultimately, what is required for these partnerships to be successful is for
there to be proper due diligence screening, clear partnership principles and
guidelines, and monitoring and evaluation mechanisms to ensure that expected
results are achieved. Role for civil society Amidst all the promise of leveraging the private sector as a force for good, civil
society has been sidelined and its contribution undervalued. That corporations
are relatively new actors in this space is partially responsible for the hype. As
well, the financial resources they offer are welcome at a time when developed 85 countries are facing recession and cutting their ODA budgets accordingly. Yet
civil society, made up primarily of NGOs but also social movements and net-
works, has been pivotal to advancing the UN development agenda over the
past decades. At the founding conference of the United Nations in San Francisco in 1945,
around 1,500 participants from NGOs joined the 5,000 government delegates,
members of the media and other officials and staff in attendance. NGO partic-
ipation at UN world conferences and summits has risen dramatically since. Over 17,000 NGO participants took part in the 1992 Earth Summit in Rio, and
in 2012 at Rio+20 the number reached more than 40,000. At the same time, the
number of NGOs that enjoy consultative status with ECOSOC has risen from
41 in 1946 to 4,189 today, reflecting both the expanding number of NGOs
globally and the greater influence they hold in the UN development arena. NGOs and civil society organizations are uniquely placed to support gov-
ernments and the UN in achieving social and economic development, gender
equality, environmental sustainability and human rights, as they typically share
the same vision and ideals. They achieve impact through knowledge, expertise,
lobbying, advocacy, research, priority setting, media outreach and monitoring. They have succeeded in raising public awareness of issues, shaping public
opinion, norm setting, influencing international deliberations and negotiations,
and pressuring states and the corporate world to be more responsible and ac-
countable. During the climate negotiations in Paris in 2015, civil society move-
ments and self-organizing networks were crucial in getting states to take action
against climate change. Their immense contribution to the creation of the
SDGs helped ensure an inclusive decision-making process and goals that ulti-
mately reflected the world’s most pressing needs. Through campaigning and political pressure, NGO coalitions played a cen-
tral role in the adoption of international bans on landmines, ending apartheid,
and establishing the International Criminal Court, among many other achieve-
ments. Role for civil society With the internet’s ability to rapidly mobilize global supporters around
an issue or concern, NGOs that make effective use of new technologies have
been able to reach the public like never before. Avaaz, the world’s largest
online activist network, has over 44 million members worldwide. Launched in
2007, its model of internet organizing engages citizens around the world to
take action on pressing global, regional and national issues through signing
petitions, funding media campaigns and direct lobbying, and organizing “of-
fline” protests and events. Though technology is enabling civil society organizations to achieve un-
precedented scale, NGOs have also increased their impact through partnering
or forming coalitions with other NGOs. In global decision-making processes
such coalitions are favoured as they are seen to represent agreement and con-
sensus around specific issues. Yet this pressure for a single voice poses a chal-
lenge for NGOs, which are as diverse as the problems they were created to 86 solve and the constituents’ views they give voice to. This is especially true for
NGOs from the South, which tend to be less established and powerful than
their Northern peers. Reaching consensus and getting others on board has his-
torically been easier for Northern NGOs than Southern ones, which can mean
that voices from the North may be more likely to be heard (Browne and Weiss
2014: 200). This is problematic as NGOs in the South have distinct priorities
and interests. UN leaders have for decades proclaimed that NGOs and civil society are
vital to human progress. Former Secretary General Boutros Boutros-Ghali
called NGOs “an indispensable part of the legitimacy” of the United Nations. Similarly, Kofi Annan referred to NGOs as “the conscience of humanity” and
Ban Ki-Moon said that “civil society has never been more important or
needed” (UNSG 2013). Yet despite these declarations, civil society participa-
tion in global governance at the UN is not as strong as it could be and NGOs
are too often perceived as a nuisance. The following chapter on human rights
explores this challenge in greater depth, as NGOs have less influence in the
current Human Rights Council than in its predecessor, the Commission on Hu-
man Rights. The hostility towards NGOs within the walls of the UN mirrors
the fraught relationship between civil society and national governments. Mobilizing civil society Mobilizing civil society One outcome of the internet’s penetration in developed and developing coun-
tries alike has been a new form of civic engagement. Self-organizing networks
and online social movements have succeeded in mobilizing previously unfath-
omable numbers of people to support causes, pressure governments and cor-
porations, contribute resources, and coordinate action. Social media has been
instrumental in enabling the shift from state-based institutions and forums di-
recting change towards a model based on leadership from civil society and
other non-state actors. Leading up to the 2015 UN Climate Change Conference
in Paris (COP21), individuals and civil society groups expressed their discon-
tent with the inability of states to take action on climate change. Six months
before the Conference, over 20 million people had joined the Climate Reality
Project and other self-organizing networks pushing for action against climate
change (Tapscott 2014). Ultimately, states agreed on a far more ambitious deal
than ever before, restoring some degree of faith in the ability to states to act,
though the considerable pressure from civil society was undoubtedly a crucial
factor contributing to COP21 success. Role for civil society In
many countries—from those in the global South to the North, from authoritar-
ian regimes to developed democracies—NGOs are increasingly being targeted
by governments. Turkey is just one example; its government shut down hun-
dreds of NGOs following the failed coup attempt in July 2016, and interna-
tional aid organizations helping Syrian refugees in Turkey are experiencing
hostility and expulsion (Sanchez 2017). A number of reforms have been proposed to strengthen civil society’s in-
volvement and influence in UN processes. Key recommendations include: es-
tablishing permanent, more inclusive structures and mechanisms for civil so-
ciety participation in institutional decision-making; allocating more funds for
relations with civil society organizations; cultivating positive attitudes towards
civil society; and increasing the UN’s capacity to engage with civil society
through staffing decisions, training and guidance. As well, the UN should ac-
tively encourage the participation of underrepresented NGOs, with a particular
focus on empowering NGOs from the global South that may struggle to attract
levels of international attention similar to their Northern peers. Going forward, civil society and NGOs will be essential to effective global
partnerships for development. States recognize that their success will remain
limited without the support of civil society, while the business community
struggles with accountability. Civil society cannot be marginalized by global
actors looking to new solutions to solve the world’s most pressing challenges. Their place at the table can contribute to more effective global governance by
ensuring a diversity of views and interests. 87 Innovation and technology The digital revolution and the spread of mobile technology have transformed
international development efforts. The internet and social media have fostered
the swift mobilization of people and resources in an unprecedented way. New
technology and new applications of existing technology have made possible
significant improvements in the developing world across diverse sectors such
as banking, education, health and agriculture. Access to technology is not yet
universal, but uptake is rising exponentially. Innovation for development is the latest trend. While the focus here is on
the potential of tools such as social media, mobile technology, crowdsourcing,
big data and open data, the concept is much broader. It refers to doing things
differently, with an emphasis on achieving better outcomes through evidence-
based decision making, experimentation to determine what works, scaling suc-
cessful models and adopting a human-centered design approach. Fundraising Social and environmental causes have embraced the internet for its fundraising
potential. A particularly striking example was the ALS Association’s Ice
Bucket Challenge, which dared people to post videos of having ice water
dumped on themselves, and challenging others to do the same. It exploded in
July and August 2014 and in less than three weeks the ALS Association—a
non-profit health organization that few had heard of before the challenge—had 88 raised $15.6 million. The crowdfunding industry, of which social impact initi-
atives make up a rising proportion, grew from $16 billion in 2014 to an esti-
mated $34 billion in 2015, surpassing the venture capital industry which in-
vests an average of $30 billion each year (Barnett 2015). Online platforms for
microfinance lending have also gained momentum in recent years. Kiva, the
most prominent platform, has nearly 2.5 million users and has lent over $846
billion to individuals in 84 countries through its field partners. Sectors: banking, commerce, disaster response, education Sectors: banking, commerce, disaster response, education Technology has had a tremendous effect on the banking and commerce world,
reducing transaction costs and facilitating participation of marginalized popu-
lations in global trade. Kenya’s mobile money-transfer scheme, M-Pesa, al-
lows people to make microfinance loan repayments, pay bills and send remit-
tances to family members back home using their mobile phones, saving time
and money. The cashless nature of electronic transfers also helps reduce theft. In April 2016, M-Pesa had about 19 million active users in Kenya, more than
two thirds of its adult population, and over 6 million subscribers outside of the
country in Africa, Asia and Europe (Ochieng 2016). East Africa is now re-
garded as a global leader in mobile banking. Meanwhile, the growth of e-com-
merce has removed barriers for entrepreneurs to participate in global markets
and sell their goods or services to businesses and consumers around the world. In the field of disaster response, crowdsourced data and geographic infor-
mation system mapping have drastically improved abilities to respond to nat-
ural disasters and other crises in a timely and effective manner. Following the
devastating 2015 earthquake in Nepal, Kathmandu Living Labs developed cri-
sis map QuakeMap to better match relief efforts with the needs of affected
people and communities. Similarly, HaitiData makes public geospacial maps
of Haiti, containing a wealth of information and data to support policy makers
in post-earthquake reconstruction. These technologies have applications in
other areas as well, such as climate change adaptation and mitigation. Online learning and massive open online courses, referred to as MOOCs,
are innovations disrupting and creating opportunities in higher education. MOOCs first entered the scene in 2008, but gained worldwide attention and
praise (along with some criticism) in 2012. Several top US universities, includ-
ing Stanford University, Princeton, MIT, and University of Berkeley, intro-
duced MOOCs at that time, and hopeful observers envisaged vast numbers of
students in developing countries benefitting from the highest quality of educa-
tion. The hype was not entirely overblown; enrolment began to spread from
the West to the rest, emerging countries such as India and Brazil saw home-
grown MOOCs take off, and higher education has indeed become more acces-
sible and affordable for everyone. Sectors: banking, commerce, disaster response, education The spread of MOOCs in the developing
world is not without challenges, namely that many lack the basic level of 89 education and literacy required to benefit and advantages of face-to-face inter-
action with professors are lost, but potential is great. There are numerous other sectors, such as health and agriculture, where in-
formation and communications technology (ICT) has been altering the status
quo. In terms of making progress on the SDGs, effectively utilizing new tech-
nology will be key. As this chapter has explored, social media outreach was
instrumental in ensuring that the SDGs reflected the diverse voices from
around the globe. Moving forward, data collection through mobile devices and
crowdsourcing will be essential to monitoring achievements and progress on
the goals. A main caveat to the great promise that technological advancements hold
for accelerating global change is that information and communication technol-
ogy infrastructure is still lacking in many parts of the world, particularly in
rural communities. While access to modern technology varies greatly within
countries and according to certain demographics, the digital divide is particu-
larly stark between developed and developing countries. Another risk may be
referred to as the “dark side of ICT”, when new technology and social media
platforms are harnessed to advance global threats, such as terrorism, human
trafficking and cybercrime. In recent years we have sadly witnessed that ICT
can just as easily be used to reverse social and economic progress as it can be
to accelerate it. What role for the UN? The changed development landscape has already begun to put pressure on the
UN development system. With a multitude of new actors involved, a shift in
the nature of poverty, and a reduced portion of ODA being channelled through
the UN (a mere 16 per cent of ODA to least developed countries came from
the UN in 2012, down from 25 per cent in 1990), the UN needs to consider
what its role in development will be moving forward. Overall, its development
function appears to be losing relative importance when compared to other UN
functions such as peace and security, human rights, and humanitarian aid. With
numerous previously low-income countries having graduated to middle-in-
come status, countries have greater capacity to solve their own challenges, and
technical assistance is less needed outside least developed countries and fragile
states. Yet a different type of support will be sought. The UN’s greatest strength lies in its ability to convene diverse stakeholders
and set global standards and norms. It succeeded in consulting a broad range
of actors to establish a post-2015 development agenda by and for ‘the people’. The challenge ahead will be implementation. Given the centrality of multi-
stakeholder partnerships to the UN’s plan for implementing the SDGs, the UN
will need to ensure that efforts of diverse development actors are aligned with 90 the objectives of the international development agenda. As the primary body
for coordinating sustainable development, ECOSOC should play a leadership
role in setting global norms. It could start by establishing the principles and
guidelines that govern the partnerships. To ensure a convergence between UN
and business interests, it could also ask companies engaged in partnerships
with the UN to commit to the UN Global Compact Principles. Actions need to be based on the right intentions, but they also need to be
coordinated. To enhance coordination, UN agencies and programmes could be
assigned as Task Managers for each SDG. A meta-partnership could then be
created for each target which would oversee the contributions of various parties
towards the targets and report back to the appropriate Task Managers (Dodds
2015: 13). The UN will also be looked upon for leadership in overseeing SDG
monitoring and review, which will take place at the national, regional, and
global levels. Is the UN prepared? There is little question that the task at hand is a mighty one. In a post-2015 era,
the UN is expected to lead in implementing the sweeping and ambitious new
development agenda, manage multi-stakeholder partnerships, adapt to a rap-
idly evolving development landscape, embrace technology and innovation, and
measure and evaluate progress. Yet the UN development system (which refers to the 30+ organizations in
the UN system mandated to work in areas related to social-economic develop-
ment) struggles to remain relevant. The system is fragmented and exists in si-
los, there is significant overlap in the work of organizations with similar man-
dates, software and business practices used are as numerous as organizations,
and competition for limited resources is rife. Moreover, ECOSOC, the coordi-
nating body, is known for being ineffective and cumbersome. Meanwhile, the World Bank, which is a specialized agency of the UN, and
regional development banks (e.g., the African Development Bank, the Asian
Development Bank), which are not part of the UN system but coordinate
closely with it, are seen by many experts as the true leaders in development,
producing superior research and policy, and operating more efficiently. The
UN development system risks being marginalized by other actors if it contin-
ues to put off much-needed reform. Ban Ki-Moon made reference to the shortcomings of the UN development
system on multiple occasions, and called for swift action. He reinforced that
sentiment in a 2015 statement to the Security Council, stating that “the 2030
Agenda calls on us to move from silos to synergy, to move from fragmentation
to partnership.” This recognition that the UN development system requires re-
form to operate more efficiently and effectively is not new. Numerous attempts 91 at reform have been made, including efforts to streamline the entire system,
coordinate the work of multiple UN programs in a given country, and improve
how ECOSOC operates. The three key reform initiatives have been the 1969
capacity study which sought to address fragmentation of the development sys-
tem, Kofi Annan’s resident coordinator initiative in 1997, and the 2006 High-
Level Panel on UN System-wide Coherence. Yet results have been limited and
observers continue to stress the urgent need for more ambitious reforms such
as the creation of UN Women (see Box 10). Streamlining the UN development system and ‘Delivering as One’ In the UN’s early days, its development work was carried out by a few special-
ized agencies. During the 1960s and 1970s there was a proliferation of organ-
izations in the UN development system, which today boasts 30 organizations
plus research and training institutions. These organizations are headquartered
in 16 countries, with over 1000 field offices dotted around the globe. The sys-
tem has become extremely complex and inefficiencies abound. Some of the
challenges associated with having so many players in the system include du-
plication in policy advice and on-the-ground service delivery, lack of coher-
ence and consistency across the UN system, and competition for funds among
UN agencies. For instance, the Future UN Development System, or ‘FUNDS’
Project, an NGO devoted to accelerating change in the UN development sys-
tem, points out that there are 16 UN organizations carrying out water and en-
vironmental projects. Box 10: UN Women Box 10: UN Women In July 2010, the General Assembly decided to establish UN Women, a
UN entity for gender equality and the empowerment of women by merg-
ing four existing entities dedicated to women: the Office of the Special
Adviser on Gender issues and Advancement of Women, the Division for
the Advancement of Women of the Secretariat, the UN Development
Fund for Women (UNIFEM) and the International Research and Training
Institute for the Advancement of Women. In this rare move of merging entities with overlapping mandates, the
UN demonstrated that solutions to an increasingly fragmented and unco-
ordinated system are possible. The need for a more robust overall approach has been understood for years. In
2006, Secretary-General Kofi Annan launched the ambitious Delivering as
One initiative, following recommendations by the UN Secretary-General’s
High-Level Panel on UN System-wide Coherence, a group that had been 92 exploring options for strengthening and modernizing the UN system. The ob-
jective was for the UN system to “deliver as one” at the country level. Most
developing countries have numerous UN development organizations present
(e.g., UNDP, UNICEF, FAO, WFP), each with their own office, budget, pro-
gramme and so on. Through the “Delivering as One” approach, each country
sought to improve service delivery and collaborate as one UN team based on
One Programme, One Leader, One Budget and One Office (the four overarch-
ing principles set out by the High-Level Panel). It was believed that such a
unified approach to delivery would reduce duplication, fragmentation and
competition for funds, while enhancing capacity for strategic approaches
(United Nations 2012: 8). When it was launched, the governments of eight countries jumped on board,
volunteering to become pilots: Albania, Cape Verde, Mozambique, Pakistan,
Rwanda, Tanzania, Uruguay, and Vietnam. These pilot countries were encour-
aged to innovate and experiment with new approaches to collaboration based
on the four ‘Ones’. During implementation two additional concepts—One
Voice and One Fund—were added. The pilot phase concluded with an inde-
pendent evaluation conducted in 2012 of achievements across the six Ones. Conclusions were mixed. The most positive finding was a strong increase in
national ownership and leadership, whereby UN programming in pilot coun-
tries was being driven by their own needs and priorities. The greatest challenge
proved to be achieving efficiency gains and reduced transaction costs, mainly
due to the persistence of overlapping or incompatible reporting requirements
and regulations of organizations. Box 10: UN Women This failure revealed the barriers to experi-
mentation that pilot countries face, pointing to the need for more systemic
changes at headquarters level. As of 2016, 52 countries have formally adopted the Delivering as One ap-
proach. Most are low and middle income countries, with a handful of upper
middle and high income countries as well. To date, progress has remained slow
and the UN has not demonstrated leadership in accelerating the process of
achieving a unified approach at the country level. This view was reflected in
the results of a 2014 survey conducted by FUNDS that asked over 3,200 people
from across sectors who interact regularly with the UN which changes in the
UN Development System should be implemented by 2025. Many respondents
wanted to see changes that are consistent with the Delivering as One” agenda,
with the top suggestions including fewer organizations, a single country pro-
gramme, a single head of the UN Development System and single country rep-
resentatives for the system. 93 Improving business practices The UN system is large and unwieldy, not to mention notoriously inefficient. The top ideas for reform identified by experts in the above-mentioned 2014
FUNDS survey were in fact related to technology, administration and infor-
mation management. Over 90 per cent of respondents agreed or strongly
agreed with suggestions to cut costs and improve efficiency through greater
use of technology; develop a single UN gateway to all UN research and publi-
cations; and use a common, system-wide technology platform for administra-
tion. Currently, virtually every UN organization and agency uses its own enter-
prise resource planning software to manage its business activities, service de-
livery, technology and human resources. Harmonizing business practices
across the system and adopting a single platform for all administration would
significantly reduce costs and increase the likelihood of delivering through a
single office at the country level (which continues to be improbable with the
multitude of platforms). Box 11: Global health crises—Ebola response Box 11: Global health crises—Ebola response The Ebola outbreak in West Africa in 2014 and 2015 was among the
largest health emergencies the world has faced in recent years. During
the two years, the uncontrollable spread of the deadly virus caused more
than 11,300 deaths, most of which were in Liberia, Sierra Leone and Gui-
nea. The World Health Organization was widely criticized for its delayed
and inadequate response. An independent panel selected to assess the
WHO response to the epidemic charged the agency’s culture and politics
with its poor response, calling for a transformation of WHO’s organiza-
tional culture and delivery approach, as well as changes on the part of
member states. A key finding of the Panel report was that WHO has a “technical, nor-
mative culture, not one that is accustomed to dealing with such large-
scale, long-term and multi-country emergency responses occurring at the
same time”. Lacking a culture of rapid decision-making, WHO “tends to
adopt a reactive, rather than proactive approach to emergencies”. This
contributed to WHO’s unnecessary deferral in declaring a public health
emergency. Another factor behind the delay was that it did not wish to
challenge national governments of affected countries who initially de-
nied the extent of the outbreak due to fears of economic and trade impli-
cations. Even when it did recognize the extent of the crisis, a lack of fun-
ding for emergency response posed real challenges. At present, assessed
contributions account for less than 25 per cent of WHO’s biennial pro-
gram budget; the remainder comes from voluntary funds from donors. While donors do provide a considerable amount of money for emergen-
cies, WHO has no core funds for emergency response (the outbreak and
crisis response budget line). p
g
)
If WHO is to increase its effectiveness in dealing with future pandem-
ics and improve its governance of the entire global health system, it needs
to learn from past mistakes and make the reforms necessary for it to be a
true leader. Source: World Health Organization 2015 Focusing on strengths and priorities There is little doubt that some organizations and agencies within the UN de-
velopment system are far more successful at achieving their stated objective
than others. Thus any claims about the effectiveness of the UN development
system as a whole fail to account for variation by organization and by sector. For example, the fields where the UN development system is seen to excel are
health, education and gender. Similarly, the organizations that are viewed as
most effective are WHO, UNICEF, UNAIDS, WFP and UNDP. It is worth
noting though that while the UN is generally seen to be a leader in health, its
reputation is stronger for achieving long-term impacts than for dealing with
pandemics (see Box 11). The areas in which the UN is perceived to be least
relevant are crime prevention, drug control, and financial stability (FUNDS
2014). In assessing where to allocate energy and resources, the UN should fo-
cus on areas where it has a comparative advantage. In addition to assigning resources based on relative strengths, the UN should
also critically assess how its current programmes and funds fit with the 2030
Agenda for Sustainable Development, and make adjustments as necessary. There are a number of priorities on the agenda where the UN currently lacks
expertise and has not allocated sufficient resources, such as urban design and
sustainable cities, ocean health, and clean energy. New UN programs may need
to be established, while others should be combined or done away with alto-
gether. 94 ECOSOC reform As we saw in the first chapter, ECOSOC is the principal body for coordination,
policy review, dialogue and recommendations on economic, social and envi-
ronmental issues. Established by the UN Charter in 1946, ECOSOC coordi-
nates the work of many UN agencies and bodies, and acts as a forum to discuss
the issues falling within its broad mandate. The Council’s membership has 95 expanded over the years, from 18 in 1946 to the current 54 states, elected by
the General Assembly for overlapping three-year terms. ECOSOC has received more than its fair share of criticism. Prominent dip-
lomats, politicians, policymakers and researchers alike have called it a weak
and irrelevant institution. Various reasons for this have been put forth, includ-
ing: an overly expansive agenda that overlaps with that of the General Assem-
bly; a lack of authority or “teeth”; a disregard for results and outcomes; and an
unrealistic workload with too many bodies reporting to it. Critics point to a
need for ECOSOC to be less bureaucratic, more action oriented and policy
relevant. While many complain about its ineffectiveness and limited ability to exer-
cise authority, there is little consensus around what to do about it. Indeed, some
experts have argued that membership is too large and should be reduced, while
others have called for a slightly expanded membership. Some feel that certain
minor tweaks would do the trick, yet others make a compelling case for a com-
plete overhaul of the institution. Ambitious proposals envision ECOSOC as a
more powerful body, capable of making binding decisions rather than merely
recommendations. Many observers support the idea of elevating ECOSOC’s
status to that of the Security Council, which, despite its challenges with repre-
sentation and fairness, is highlighted as a model in terms of its decision-making
authority. Global economic policy coordination features in many reform pro-
posals as well. In the socio-economic development space, the “institutional di-
vision of labour” is such that the UN leads on peace and social concerns; the
IMF on finance and macroeconomic management; the World Bank on devel-
opment lending; and the WTO on trade. Certain proponents of a strengthened
ECOSOC have argued that the Bretton Woods institutions and the WTO be
made more democratic, reintegrated into the United Nations system and sub-
jected to ECOSOC’s overall policy coordination. Under pressure, ECOSOC has attempted to revive itself through several re-
forms over the years. ECOSOC reform The early 1990s saw several tweaks, including replacing
biannual sessions with one more substantive annual session that had three seg-
ments: a high-level segment, a coordination segment, and an operational seg-
ment. Member states began sending higher level officials to attend, reflecting
renewed interest in ECOSOC’s work. In 2006, the General Assembly adopted
another resolution (61/16) on strengthening ECOSOC. It mandated ECOSOC
to review progress made in implementing the outcomes of UN conferences and
summits, including the MDGs. It also gave the Council a greater role in mon-
itoring trends and progress in international development cooperation and of-
fering policy guidance and options to improve effectiveness. In 2013, ECOSOC again underwent reforms, this time with the aim of mak-
ing it a more issues-oriented body capable of overseeing implementation of the
2030 development agenda. Among other changes, the Council was mandated
to provide greater leadership and guidance on substantive priorities by 96 convening a separate segment on integrating the economic, social and environ-
mental dimensions of sustainable development. In the same vein, ECOSOC
began hosting an annual partnership forum in 2008 to explore how multi-sector
partnerships can advance global development, as well as an annual youth fo-
rum in 2012 to promote youth engagement and the inclusion of key priorities
for youth in drafting and implementing the development agenda. Relative to most reform proposals put forth by experts, these adjustments
are fairly minor, and will lead to incremental rather than transformative
change. Still, efforts to reform show a willingness on the part of the UN to
respond to criticism. However, the absence of a broad consensus around fun-
damental change demonstrates how complex the issues are. Is reform possible? Is reform possible? There is a general sense of optimism around the UN’s standing, with 86 per
cent of programme country governments considering it to be a more relevant
partner than two years ago (United Nations Secretariat 2015). And no matter
how difficult reform may be, many also believe that it is possible. In the 2014
FUNDS survey of individuals from private sector, UN organizations or agen-
cies, national governments/public sector, academia or NGOs who are familiar
with the UN’s work, over three quarters said they felt that the UN development
system was capable or strongly capable of significant reform. This is encour-
aging, given the pressure on the UN to deliver on the ambitious 2030 develop-
ment agenda. ECOSOC and all UN entities active in the development space
still have much work to do to prove they are up for the task. 97 97 The fundamental paradox The protection and promotion of human rights is among the most controversial
issues at the United Nations. In a world where states (as opposed to other levels
of government or non-state actors) are the central unit, it is they that must pro-
tect the rights of their citizens. Yet it is states that are the primary violators. Attempts by the international community to intervene in a given country in
order to protect the rights of individuals or groups are often met with accusa-
tions of interference with the principle of sovereignty and nonintervention. In-
deed, the prevalence of state sovereignty as the guiding norm in international
relations remains the greatest obstacle to realizing universal human rights. Human rights are intended to be universal legal guarantees protecting indi-
viduals and groups against actions which interfere with fundamental freedoms
and human dignity. They are considered to be inherent to all human beings,
whatever our nationality, place of residence, sex, national or ethnic origin, col-
our, religion, language, or any other status. The defining characteristics of hu-
man rights are that they are: universal, internationally recognized, legally pro-
tected, equal and non-discriminatory, inalienable, interdependent and indivisi-
ble (see Box 12). Human rights featured prominently in the UN Charter. The Charter begins
with a series of pledges: to save succeeding generations from the scourge of
war, to maintain compliance with international law, to promote social progress
and to “reaffirm faith in fundamental human rights, in the dignity and worth of
the human person, in equal rights of men and women and of nations large and
small”. This strong commitment to human rights and the dignity of each indi-
vidual came after the devastating loss of tens of millions of lives and human
abuses during the Second World War. But the notion that individuals have basic rights precedes the UN Charter,
and even early international cooperation efforts. The UK Bill of Rights was
adopted in 1689, the US Bill of Rights which came into effect in 1791, and
France’s Declaration of the Rights of Man and of Citizen, adopted just after
the revolution and establishment of the first French Republic in 1789, are early
examples of human rights protection. Historians will trace the origins of human
rights ever further back, beginning with the Cyrus Cylinder, an ancient record
dating back to 539 B.C. Box 12: Key characteristics of human rights Universal – The principle of universality has become the cornerstone of
international human rights law. It has been emphasized in numerous hu-
man rights conventions, declarations, and resolutions, beginning with the
Universal Declaration of Human Rights in 1948. All states have ratified
at least one of the core human rights treaties and 80 per cent of states
have ratified four or more. Interdependent and indivisible – Human rights can be grouped into
civil and political rights, economic social and cultural rights, and collec-
tive rights. Certain rights cannot be sacrificed in favour of other rights as
all of these rights are interdependent, indivisible and interrelated. Inalienable – Rights should not be taken away, except in specific situa-
tions determined by law and solely for the purpose of securing recogni-
tion and respect for the rights of others and of meeting the just require-
ments of the general welfare, morality and public order in a democratic
society. Equal and non-discriminatory – Present in all the major human rights
treaties, this principle prohibits discrimination on the basis of sex, race,
nationality, place of residence, national or ethnic origin, colour, religion,
language or any other status. The fundamental paradox The rights set out in national bills and declarations 98 pertained to civil and political rights and freedoms, and not to what we refer to
today as economic, social and cultural rights. Box 12: Key characteristics of human rights
Universal – The principle of universality has become the cornerstone of
international human rights law. It has been emphasized in numerous hu-
man rights conventions, declarations, and resolutions, beginning with the
Universal Declaration of Human Rights in 1948. All states have ratified
at least one of the core human rights treaties and 80 per cent of states
have ratified four or more. Interdependent and indivisible – Human rights can be grouped into
civil and political rights, economic social and cultural rights, and collec-
tive rights. Certain rights cannot be sacrificed in favour of other rights as
all of these rights are interdependent, indivisible and interrelated. Inalienable – Rights should not be taken away, except in specific situa-
tions determined by law and solely for the purpose of securing recogni-
tion and respect for the rights of others and of meeting the just require-
ments of the general welfare, morality and public order in a democratic
society. Equal and non-discriminatory – Present in all the major human rights
treaties, this principle prohibits discrimination on the basis of sex, race,
nationality, place of residence, national or ethnic origin, colour, religion,
language or any other status. International human rights law A series of human rights treaties, conventions and declarations adopted since
1945 have given legal form to inherent human rights. Together, these contrib-
ute to a strong body of international human rights law. The most significant
thus far has been the Universal Declaration of Human Rights, adopted by the
General Assembly on December 10th 1948 (which has since been designated
Human Rights Day). It was the first international attempt to explicitly spell out
basic human rights for all individuals, as the UN Charter did not in fact define
human rights. The rights covered can be categorized into various categories:
civil, political, economic, social and cultural rights (see Box 13). The Declara-
tion is regarded today as having established the fundamental norms of human
rights that we, individually and collectively, should respect and protect. In 1966, the International Covenant on Civil and Political Rights (along with
its two Optional Protocols) and the International Covenant on Economic, So-
cial and Cultural Rights were adopted by the General Assembly, though they 99 only came into force ten years later, in 1976. The two Covenants were in fact
completed in 1956 but due to disagreements over definitions, extent and mean-
ing as well as concerns over potential limitations on state sovereignty, it took
ten years before they were formally adopted. Even today, not all states have
ratified these treaties, including great powers—China is not party to the former,
while the US still refuses to become party to the latter. The two Covenants
along with the Universal Declaration of Human Rights together form the In-
ternational Bill of Human Rights. By becoming parties to these and other in-
ternational treaties, states are, in principle, legally obligated to respect, protect
and promote human rights. This means that states cannot interfere with the
enjoyment of human rights, they must protect individuals and groups against
abuses, and they must take positive action to facilitate the enjoyment of basic
rights. Box 13: Categories of human rights Civil rights – Both civil and political rights protect individuals’ freedom
from infringement by governments, social organizations, and private in-
dividuals. Civil rights include life, liberty and security; privacy; protec-
tion from discrimination; and freedoms of thought, speech, religion,
press, assembly and movement. Political rights – Rights of individuals to participate in politics and civil
society such as freedom of association, the right to assemble and the right
to vote. Political rights also include procedural fairness in law, including
right to a fair trial, due process and legal remedy. Social, economic and cultural rights – Rights to adequate food, ade-
quate housing, education, health, social security, water and sanitation,
work, enjoy one’s culture, practice of religion and use of one’s language. There are a total of nine core international human rights instruments. These
include the two Covenants discussed above, and an additional seven conven-
tions regarding racial discrimination, discrimination against women, the rights
of the child, the rights of persons with disabilities, the rights of migrant work-
ers, enforced disappearance and torture. Beyond the International Bill of
Rights and the core human rights treaties, the General Assembly has adopted
over 100 other international treaties and declarations addressing a host of is-
sues such as indigenous peoples, marriage, slavery and war crimes. A number
of other human rights instruments exist at the regional and national level,
which serve to compliment international norms. At the regional level, treaties
and other instruments are adopted to reflect human rights concerns specific to
a particular region and provide special protection. For instance, the African
Charter on Human and Peoples’ Rights was strongly inspired by the Universal 100 Declaration of Human Rights and international treaties, but also demonstrates
the African conception of “rights” and the emphasis on individuals’ responsi-
bilities. At the national level, when a government ratifies international human
rights treaties, it commits to develop national legislation compatible with its
treaty obligations and duties. Typically states will do so through adopting con-
stitutions and other laws that formally protect human rights. Contradictory interpretations Despite universal human rights norms elaborated in key treaties as well as in
the Universal Declaration of Human Rights, a single and consistent interpreta-
tion of these rights remains a distant aspiration. There has traditionally been a North-South divide over the prominence
given to various groups of human rights. Western, democratic countries have
long stressed the importance of civil and political rights, which deal with lib-
erty and participation in civil and political life. These are sometimes referred
to as “negative” rights as the state must refrain from any action that would
interfere with individuals’ rights and freedoms. Conversely, many countries in
the global South have pushed more for social, economic and cultural rights,
which are considered “positive” rights as they require the state or other public
authority to take positive steps to ensure access to basics such as food, shelter
and education. Since negative rights came first, they are called “first-genera-
tion”, while positive rights which followed afterward are called “second-gen-
eration”. A third generation later emerged, which focuses on collective or
group rights rather than individual ones. The right to self-determination and
the protection of groups of persons, such as indigenous peoples, are examples
of these “solidarity” rights. In many countries, particularly in Africa and Asia,
the emphasis of collective rights over individual rights is reflective of ideolo-
gies and values that historically do not regard the individual as the central unit. States often perceive a trade-off between these different human rights, ar-
guing that certain rights need to be pursued immediately while others can re-
main on the back burner until the timing is right. Developing countries have
argued that the right to development should take priority over other human
rights, and that they should be able to neglect certain human rights, namely
political rights, as they catch up to the West. Yet this, of course, runs counter
to the core human rights principle of interdependence. Stressing the indivisi-
bility of all human rights, the UN High Commissioner on Human Rights re-
cently stated “If States pick and choose which rights they will uphold, the en-
tire structure is undermined.” (UN OHCHR 2016). Cultural relativists have long challenged the notion of universality, asserting
that it is a means for the West to impose its values and norms on other coun-
tries. Contradictory interpretations While there is a strong case for cultural relativism and the usefulness of 101 considering contextual factors, relativists have seen their cause seized upon by
those seeking to justify violations. The latest variant of this has been the em-
phasis by many countries on the importance of “traditional values”. In 2012,
the UN Human Rights Council adopted a resolution on “promoting human
rights and fundamental freedoms through a better understanding of traditional
values of humankind”. While it sounds benign, or perhaps even productive,
customs and traditions are often cited as justifications by human rights abusers. Consider the practices of child and forced marriages, female genital mutilation,
so-called “honour killings”, and marital rape that persist in many countries to-
day. Or the countless lesbian, gay, bisexual and transgender (LGBT) people
globally who are denied the same rights that others in society enjoy. Traditions
have not always been kind to everyone, and in many cases they have indeed
impeded people’s rights. The 2012 resolution, which was preceded by two others in 2009 and 2011
requesting further study of traditional values, set a dangerous precedent by cre-
ating a potential means through which countries can justify discrimination,
harmful practices and other rights violations. Spearheaded by Russia, it had the
support of a number of known human rights violators, such as China, Libya
and Uganda. Meanwhile those that voted against were mostly Western coun-
tries with relatively good human rights records. Former Secretary-General Ban
Ki-moon expressed disapproval with this trend on several occasions. At the
2013 International Conference on Human Rights, Sexual Orientation and Gen-
der Identity he stated “I respect culture, tradition and religion—but they can
never justify the denial of basic rights.” (United Nations 2013). These varying perspectives reveal that despite a supposedly universal un-
derstanding of human rights, what we witness in practice is continuous debate
and negotiation around how basic rights are defended. The tremendous cost of violations Despite a robust legal and normative framework surrounding human rights,
there are numerous cases of human rights violations around the world each and
every day. Individuals and groups are denied basic rights to which they are
entitled, often by states that have signed and/or ratified human rights treaties. The current situation in Syria is a particularly appalling. The government
has carried out indiscriminate airstrikes in which it has bombed markets,
schools, hospitals and clinics, killing thousands of civilians (UNHRC 2017). It
has detained people arbitrarily, including many activists, human rights defend-
ers, journalists and humanitarian workers. In early 2017, Amnesty Interna-
tional exposed the Syrian government’s secret campaign of mass hangings and
extermination, in which as many as 13,000 people, most of whom were civil-
ians believed to be opposed to the government, were hanged at Saydnaya 102 Prison between 2011 and 2015 (Amnesty International 2017). The Syrian gov-
ernment is believed to be responsible for killing scores of civilians in numerous
chemical attacks against its own people, including those in August 2013 and
April 2017 which attracted international attention and condemnation. Not sur-
prisingly, Syria continues to refuse to grant the UN access. This case is far from isolated. When the UN tries to investigate alleged
abuses, states are often uncooperative and claim interference with sovereignty. In his opening remarks at the Human Rights Council session in September
2016, the UN High Commissioner on Human Rights, Zeid Ra’ah Al Hussein,
expressed grave concern over attempts by countries to block human rights
scrutiny. He stated that “monitoring activities, and advocacy intended to help
better protect the people of your countries, are refuted as somehow violating
the principle of state sovereignty—or even the UN Charter”, adding that cred-
ible statements by the Office of the High Commissioner for Human Rights are
often dismissed as ‘biased’, ‘irresponsible’, ‘misleading’ or based on ‘false’
premises by countries. A number of countries were singled out for preventing
the UN from conducting independent and impartial investigations into alleged
abuses, including Syria, Venezuela, Turkey, Ethiopia, Mozambique, Gambia,
India, China, Nepal, Iran and the United States. Unfortunately, this lack of willingness by many states to cooperate with UN
human rights observers is correlated with a large number of violations globally. Some examples of human rights issues in the world today are outlined in Box
14. The tremendous cost of violations It would be wrong to assume that human rights violations only occur in non-
Western countries, particularly undemocratic regimes. The example of the
United States’ use of torture on prisoners illustrates that abuses can certainly
occur in Western, liberal democracies. Following the 9/11 attacks and in-
creased concern with the threat of terrorism, the United States used “stress and
duress” interrogation techniques on prisoners in Afghanistan and in Guantá-
namo Bay, Cuba, and subjected detainees in Iraq to torture and cruel treatment. The United States Senate report on the CIA Detention and Interrogation Pro-
gram released in 2014 concluded that “the program caused immeasurable dam-
age to the United States’ public standing, as well as to the United States’
longstanding global leadership on human rights in general and the prevention
of torture in particular.” (Senate Select Committee on Intelligence, 16). The
2015 Universal Periodic Review of the US’ human rights record similarly sug-
gested tremendous room for improvement. 103 103 Box 14: Select examples of current human rights issues Box 14: Select examples of current human rights issues Lesbian, Gay, Bisexual and Transgender (LGBT) rights – There are
76 countries around the world (mostly in Africa and Asia) that have anti-
gay laws, a clear violation of basic human rights. A number of these are
passing or attempting to pass even more draconian bills. In 2013, an Anti-
Homosexuality Act was passed in Uganda that broadened the criminali-
zation of same-sex relations including life imprisonment (the original bill
proposed the death penalty). Meanwhile Indonesia, where homosexuality
is not illegal, made international headlines in early 2016 after a series of
attacks against members of the LGBT community, including by promi-
nent public figures. Freedom of religion – Sadly, religious minorities are often the victims
of violent attacks. The Muslim minority in the majority Buddhist Burma
and Hindu and Christian minorities in the predominantly Muslim Pakis-
tan are but a couple of examples from a long list of cases where indivi-
duals and groups have come under attack based on their religion. In Saudi
Arabia, conversion from Islam to another religion is punishable by death
and the government provides no legal recognition or protection for free-
dom of religion. Freedom of speech and press – Too many countries today are guilty of
denying people basic freedoms of expression. The United Nations’ Record in Upholding Human Rights The United Nations’ Record in Upholding Human Rights The organizational structure of UN organs, offices, agencies, treaty bodies and
committees charged with ensuring that states apply human rights norms is
complex and dizzying. Though not an exhaustive list, some of the main ones
are: the Security Council, the General Assembly, the Human Rights Council,
the Office of the High Commissioner for Human Rights, the International
Court of Justice, the International Criminal Court, International Criminal Tri-
bunals, treaty bodies and various committees on specific areas of concern such
as the rights of the child, torture and discrimination against women. g
g
An assessment of the overall impact of the UN’s human rights work reveals
that it is particularly effective at promoting and developing human rights, but
is failing to adequately protect those rights when countries opt not to respect
their obligations. This stems from a reliance on political and diplomatic pro-
cesses as the means to achieving its objectives. Such an approach works for
offering resources and technical assistance to countries, which in its very na-
ture is non-confrontational, but has posed significant challenges when inter-
vention is required to protect individuals from abuses (Freedman 2015: 54). Politicization is a defining feature across the human rights machinery; one that
has hindered its success for decades. Selectivity and bias are widespread, and
national interests consistently triumph over principled action. Diplomacy fa-
vours dialogue and cooperation, which rarely produces results where grave vi-
olations have occurred. An utter lack of enforcement mechanisms across UN
human rights bodies has worsened the problem. Unlike domestic laws, inter-
national laws are often not enforceable. The international community can apply
pressure to uncooperative states through tools such as sanctions or military in-
vasions, but aside from these extreme measures and simple diplomatic pres-
sure, sovereign states cannot be obliged to do anything. The following section examines the complex system of human rights bodies
at the UN, including their strengths and weaknesses and proposals for reform. It focuses on the bodies exclusively concerned with human rights and human-
itarian affairs, though it is worth noting that much of the work of the General
Assembly and Security Council centres on human rights issues. Through set-
ting standards and passing resolutions to condemn or draw attention to human
rights violations, the General Assembly’s role in advancing human rights is
mostly an indirect one. The tremendous cost of violations Security and intelligence
forces in Iran have arrested journalists, bloggers and social media acti-
vists, who were given heavy sentences. The Chinese government notori-
ously censors all forms of media, communication and education, inclu-
ding the internet, television, film, literature and video games. Russia has
also suffered a worsened reputation recently for intensifying its harass-
ment and persecution of critics and activists. Use of torture, ill-treatment of detainees and enforced disappear-
ances – The United States’ detention facilities at Guantánamo Bay in
Cuba came under intense fire for human rights abuses including the use
of torture. In its effort to combat organized crime, Mexican security
forces have been involved in countless violations including extrajudicial
killings, enforced disappearances and torture. Among numerous other a-
buses, Egyptian officials have in recent years committed torture and en-
forced disappearances, and mistreatment of detainees have led to many
deaths. 104 From the Commission on Human Rights to the Human Rights Council From the Commission on Human Rights to the Human Rights Council When the Human Rights Council replaced the Commission on Human Rights
in 2006, observers hoped that it would not suffer from the same defects as did
its futile predecessor. Established in 1946 as the UN’s principal mechanism
and forum for the promotion and protection of human rights, the Commission
had a 70-year run marked by a few early successes followed by countless chal-
lenges. During its first 20 years it successfully established the international le-
gal framework outlined earlier in this chapter. It was also responsible for the
many conventions adopted over the years. Having succeeded in setting norms and standards for states to follow, it
shifted its attention in the late 1960s to monitoring and implementing human
rights. This meant going beyond simply elaborating treaties to investigating,
reporting on, and condemning violators. This new focus quickly turned politi-
cal and states viewed it as infringing on the principle of sovereignty. It soon
exposed the inherent contradiction between the political nature of the Commis-
sion (it was, after all, a body made up of member states that represented their
own national interests) and its mandate to act for the principled protection of
human rights. A main criticism of the Commission was that its membership included
known human rights abusers. The complete absence of membership criteria
beyond geographic composition meant that not only did the body not select
members based on an exemplary human rights record, but nor did it exclude
states with appalling records. At the time of the Commission’s collapse, Sudan
enjoyed membership despite the genocide taking place in Darfur, as did Zim-
babwe while the Mugabe government pursued forced evictions and demoli-
tions that left 700,000 people homeless and created a “humanitarian crisis of
immense proportions” (Hoge 2005). This had been an issue for years but wors-
ened in the early 2000s. The straw that broke the camel’s back and ultimately
led to the demise of the vexed human rights body was the election of Muammar
Gaddafi, the Libyan leader whom many labelled as a dictator and tyrant, as
chair of the Commission in 2003. Over time it became clear that human rights
abusers were actually seeking membership on the Commission as a means of
protecting themselves from closer examination. And since violators were less
likely to condemn other violators, their presence further threatened the body’s
credibility. The United Nations’ Record in Upholding Human Rights The Security Council plays a more central role, holding
the authority to reach a binding “decision” that a situation is a threat to or
breach of international peace and security. It has occasionally done so during
particularly serious human rights abuses. We do not provide a detailed account
of how these two UN organs have defended or failed to defend human rights. Suffice it to say, they have been plagued by some of the same challenges as
the UN’s principal human rights bodies explored below, namely the primacy
of power and politics. Meanwhile, innovations in the human rights field such 105 as the Responsibility to Protect norm and the International Criminal Court have
emerged largely to provide limits to sovereignty, which continues to dominate
both the General Assembly and the Security Council. From the Commission on Human Rights to the Human Rights Council The political nature of the Commission led to marked regionalism and
group-blocking action. Regional alliances that were particularly visible were 106 the G77, the Non-Aligned Movement, and the Organization of the Islamic Co-
operation. Members were frequently encouraged by regional allies to vote
against resolutions about grave violations in order to protect group members. In a flagrant show of contempt for the Bush administration, the Muslim-Afri-
can bloc voted the United States off the Commission in 2001, while countries
like Sudan and Pakistan were elected as members (Freedman 2011: 35). In
many instances, regional alliances and friendships overrode misconduct be-
cause membership is decided by votes from the world’s regions. Country-specific resolutions were the primary mechanism for addressing
human rights abuses in countries. They became highly political weapons used
by states to shield allies from scrutiny as well as to disproportionately lambast
opponents. The United States would frequently focus on human rights viola-
tions in Cuba but stay silent on more serious abuses in allied states like Guate-
mala and El Salvador. During the Cold War, the Soviet Union similarly used
human rights as a political tool when it criticized rights violations in Chile un-
der Pinochet (an ally of the US), while ignoring the grave human rights situa-
tion in communist states (Weiss et al. 2014: 211). Too often, states’ actions
revealed political motivations and obvious double standards. The Commission was ultimately scrapped and replaced with the Human
Rights Council following former Secretary General Kofi Annan’s recommen-
dation in a 2005 report. It was believed that the challenges with politicization
and selectivity were so great that a complete overhaul was the only option for
reform. But the ensuing discussions around what a more effective human rights
body would look like proved more difficult and divisive than expected. First,
there was no consensus on the optimal size of the Council. Annan suggested
limiting membership to 15, while others wanted it to be universal. Nor was
there agreement over what, if any, membership criteria should be established. Many developing and non-democratic nations already saw human rights as a
Western tool being used against them, so the idea of excluding violators and
undemocratic states would have only acted to reinforce this belief. And creat-
ing an exclusive club of likeminded, Western countries would have likely led
to further polarization between the two groups. From the Commission on Human Rights to the Human Rights Council As well, given the variation in
states’ understanding of human rights that was explored earlier in this chapter,
it would have been near impossible to settle on any common definition of a
‘tolerable’ human rights record to begin with. As a way to promote the primacy
of human rights over politics, the notion of having human rights experts rather
than government representatives on the Council was discussed. However,
many states were not willing to concede power and see the new body become
an expert rather than political one. In the end, after a great deal of deliberation, the newly established Human
Rights Council did not differ greatly in architecture, function or composition
from the ineffective Commission: it has 47 rather than 53 members, no mem-
bership criteria is used, and representatives are government officials concerned 107 with national interests. It was not identical to the Commission and introduced
some new features explored below, but it was unable to tackle the heart of the
issue. It is therefore little surprise that the Council has fallen short of expecta-
tions. The Council did not get off to a good start. During its first year in 2006,
China, Russia, Egypt, Cuba and others were elected as “champions”. The US
decided not to even run, but rather to be an observer, as a means of protesting
the UN’s inability to address the flaws of the Commission, especially the mem-
bership of human rights violators. After two years it withdrew altogether
(though under Obama the US reversed this decision of the Bush administration,
running and getting a seat in 2009). Politics were omnipresent. The first session
saw Israel condemned nine times, yet no other country. Over the Council’s first
four years, six of the 12 special sessions that members held were focused on
Israel. During the same period, the human rights situations in Myanmar, Dar-
fur, the Democratic Republic of Congo and Sri Lanka were the subject of a
single session each. There is little doubt that the Council has maintained the
Commission’s strong bias against Israel. And while later sessions centred on
Syria and other countries, it is still too early to proclaim a permanent shift. The 2016 Human Rights Council election saw several countries with less
than stellar human rights records elected or re-elected as members, including
China, Egypt, Cuba and Saudi Arabia. From the Commission on Human Rights to the Human Rights Council This points to the continued need for
some minimal criteria for membership beyond the current voluntary pledge
stating that the country will uphold international standards of human rights and
listing their actions in advancing and protecting human rights. In the absence
of strict guidelines, the international community may in some cases decide it-
self that a country is not worthy of a seat on the council. We witnessed this in
October 2016 when Russia was defeated in its bid for re-election. But this is
only possible when a regional group puts forward more candidates than the
number of seats available, as was the case in Eastern Europe where Russia,
Croatia and Hungary competed for two seats. There was no such competition
for Saudi Arabia, a country that had been indiscriminately bombing civilians
in Yemen during the 18 months prior to the vote. Given that the Asia group
had put forward just four candidates—Saudi Arabia, China, Iraq, and Japan—
for four seats, it came as little surprise when they all won. Despite the prede-
termined results, Abdullah bin Yahya Al-Moallami, the Saudi Ambassador to
the UN, still claimed that “the re-election of Saudi Arabia reflects the interna-
tional community’s trust in the pioneering and leading role of the Kingdom in
the Human Rights Council.” (Saudi Press Agency 2016). This potential to by-
pass a competitive process needs to be addressed for the Council to maintain
its credibility. The Council has enjoyed some achievements, alongside criticisms. Not un-
like the Commission, its greatest strengths lie in setting international standards
and norms, raising awareness on human rights issues, and convening actors at 108 global forums. It has fared even better than its predecessor when it comes to
considering the human rights situations in specific countries, particularly
through the Universal Periodic Review mechanism that emerged from the re-
form process. Each year the human rights situation in 42 countries is reviewed,
meaning every country gets its turn every four and a half years. The process
requires countries to submit a 20-page report on their efforts to improve human
rights and overcome any challenges to the enjoyment of these rights. To reduce
bias, two supplementary reports are submitted alongside the “national report”. From the Commission on Human Rights to the Human Rights Council The first contains the views of Special Procedures (i.e., independent human
rights experts), human rights treaty bodies, and other UN entities, while the
second includes information provided by NGOs and national human rights in-
stitutions. Discussions are held and an outcome document is drafted with rec-
ommendations for states. Once adopted, states are expected to confirm which
recommendations they accept. It is fairly rare that states reject recommenda-
tions, with the acceptance rate at 70-90 per cent (Ramcharan 2011). Whether
countries implement the recommendations remains to be seen, but it is encour-
aging that the Universal Periodic Review has been fairly well received by
states. Its universal nature has meant that all countries are treated equally, while
the emphasis on dialogue over the naming and shaming has reduced impres-
sions of being targeted or singled out. Diagnosing a problem can be infinitely easier than developing a good solu-
tion. Despite this, there is no shortage of proposals for improving the flawed
human rights body. A number of workable ideas are outlined in the final chap-
ter. But reforming the Human Rights Council will certainly not be straightfor-
ward, especially if the reform process of the Human Rights Commission is any
indication. The Secretary-General and the High Commissioner for Human Rights Not all parts of the UN human rights apparatus are as political as the Security
Council, General Assembly and Human Rights Council. At the opposite ex-
treme are the UN treaty-based bodies, which are the least politicized, biased
and selective. These bodies are comprised of experts rather than government
officials and do not have jurisdiction over states that are not party to the rele-
vant treaties. They serve to monitor the implementation of key conventions and
protocols. There are 10 such bodies, including the Human Rights Committee
(monitoring civil and political rights), Committee on Economic, Social and
Cultural Rights, Committee on the Elimination of Discrimination against
Women and the Committee against Torture. Somewhere in the middle are the
secretary-general and the High Commissioner for Human Rights. Both roles
require a careful balance of impartial human rights advocacy and political sen-
sitivity. Failure to advocate for principled human rights protection would result 109 in criticism from human rights NGOs and commentators, while neglecting pol-
itics would lead to a loss of support of member states. There has been tremendous variation in the degree of outspokenness of past
secretaries-general. From the Commission on Human Rights to the Human Rights Council Typically the world’s top diplomats have prioritized pro-
gress on peace and security over human rights, presumably to reduce the risk
of offending states by singling them out as violators. Kofi Annan, a vocal hu-
man rights defender, was a notable exception. He used his position as a means
to push states to behave better, albeit he did so cautiously. His successor Ban
Ki-moon spoke out about some grave violations, but was fairly non-confron-
tational and would usually defer public statements until major powers had
taken stances (Weiss et al. 2014: 204). The job of the High Commissioner for Human Rights is particularly de-
manding. The General Assembly created the post in 1993 following a success-
ful lobbying campaign by several actors including many NGOs, the Carter
Presidential Centre and the US government (ibid: 207). Earlier that year, the
UN Vienna conference on human rights had also recommended it be created. Unlike with the secretary general who juggles multiple priorities and can
choose not to make human rights a prime concern, the high commissioner en-
joys no such luxury. Ruffling some feathers is effectively in the job description
for this key human rights post. This sheds light on why so many who have
assumed the position have been harshly criticized, even to the point of having
to step down. This was the fate of the former president of Ireland Mary Rob-
inson who was nominated as high commissioner for human rights by Secre-
tary-General Annan. After Robinson drew much public attention to human
rights violations in China and Israel, the US, which had close relations to these
states and preferred quiet diplomacy to public condemnation, grew disillu-
sioned with her and pressured her to resign in 2002. Louise Arbour, who as-
sumed the post in 2004, also became disliked by Washington over time, while
her successor Navanethem (Navi) Pillay upset many governments by high-
lighting violations against LGBT people and by focusing on specific abuses in
Rwanda, Sri Lanka and Syria (ibid: 208-9). Since accepting the role in 2014,
Prince Zeid Ra’ad Al Hussein of Jordan denounced violations in many states. Prior to Donald Trump’s election in the US, Zeid called him “dangerous”—a
rare move for his office and one that suggests further clashes with Washington
are to come (Cumming-Bruce 2016). Dealing with the worst violations: the International Criminal Court
and ad hoc tribunals Dealing with the worst violations: the International Criminal Court
and ad hoc tribunals Crimes against humanity, war crimes and genocide represent the most heinous
human rights abuses. What distinguishes these ‘international crimes’ from
other violations of human rights is that they are widespread or systematic 110 attacks knowingly committed against a civilian population. Crimes against hu-
manity can include murder, extermination, enslavement, deportation, torture,
apartheid, imprisonment, enforced disappearances, and other offences if they
are committed on a large scale against a population that is predominantly ci-
vilian. Unlike war crimes, they can take place either during a time of peace or
of war. As their name would suggest, war crimes can only occur during con-
flict, and are violations of international humanitarian law or the law of armed
conflict. Many of the offences are similar to those categorized as crimes against
humanity, though it also covers areas like hostages and prisoners of war. Gen-
ocide occurs when an intentional attack is carried out to destroy a national,
ethnic, racial or religious group (United States Institute of Peace). International criminal courts and tribunals have been established to prose-
cute individuals who, in committing these grave crimes, violate international
criminal law. The Tokyo and Nuremberg trials were the first tribunals created
to prosecute and punish those guilty of international crimes. After the Second
World War the world was appalled by the atrocities that had taken place. Mil-
itary commanders and political leaders in Nazi Germany were guilty of crimes
against humanity, war crimes and genocide. Since there was no body of inter-
national criminal law at the time, it was effectively ‘invented’ and ‘applied
retroactively’ to ensure the crimes committed did not go unpunished (Freed-
man 2015: 29). International criminal law later became codified and incorpo-
rated in international, regional and national law. A number of international
criminal tribunals and special courts have since been set up after wars and mass
killings to bring justice to victims and deter others from committing such
crimes. Criminals were prosecuted for genocide and crimes against humanity
through tribunals in Rwanda and the former Yugoslavia, while special courts
in Sierra Leone, Lebanon, Cambodia and East Timor dealt with serious viola-
tions in those countries. The ad hoc nature of these tribunals and courts was the impetus for the even-
tual creation of a permanent court, the International Criminal Court (ICC). Dealing with the worst violations: the International Criminal Court
and ad hoc tribunals Based in the Hague, the Netherlands, the ICC is the first-ever permanent,
treaty-based court of its kind that hears cases against individuals (the Interna-
tional Court of Justice is also a permanent, treaty-based international court, but
only deals with disputes between states). It cooperates with the United Nations
while remaining formally independent from it. The ICC was born through the
Rome Statute adopted in 1998, but only began work formally after the Statute
had entered into force in 2002. It has 18 judges elected by states parties for a
term limited to nine years, no two from the same country. The ICC does not have universal jurisdiction to investigate any situation it
pleases; rather, states decide to be bound by the Court’s rules by signing and
ratifying the Rome Statute. For countries that are party to the Rome Statute,
situations may only be brought to its attention when national courts are unwill-
ing or unable to prosecute individuals. As such, the Court was designed to 111 complement existing national judicial systems. Crimes in non-party states that
remain outside of the Court’s jurisdiction can still be investigated if they are
referred to the ICC by the Security Council. Similar to the courts and tribunals
that came before it, a main objective of the ICC is deterrence—stopping leaders
from believing they can get away with heinous crimes. g
y
g
y
Since its inaugural session in 2003, the ICC has opened ten investigations
and publicly indicted 39 individuals, including Ugandan rebel leader Joseph
Kony, Sudanese president Omar al-Bashir and Libyan leader Muammar Gad-
dafi. Its first judgement was issued in 2012 when it found Thomas Lubanga,
Congolese rebel leader, guilty of war crimes related to child soldiers. Several
others have been found guilty since. Aside from the most recently opened in-
vestigation in Georgia, every case investigated has been in Africa, and all 39
people indicted have been Africans. This prompted a perception among Afri-
can countries in particular that the court is biased against them. In October
2016, three African countries—Burundi, Gambia, and South Africa—an-
nounced that they would withdraw from the ICC, becoming the first countries
to do so. In explaining his country’s decision to leave the Court, Gambia’s
Information Minister Sheriff Bojang described the global judicial body as “an
International Caucasian Court for the persecution and humiliation of people of
color, especially Africans” (Sieff 2016). Dealing with the worst violations: the International Criminal Court
and ad hoc tribunals Many observers fear the decisions to
leave will spark a mass exodus of African countries. Already Kenya and Na-
mibia’s parliaments have voted to withdraw, while Uganda’s president has
harshly criticized the Court, even calling it “useless” (Gaffey 2016). Whether the ICC is biased against Africa has been the focus of much debate. The challenge with such a claim is that many of the cases that have been in-
vestigated were referred by African governments themselves—34 of which are
members of the ICC. The situations in Sudan and Libya, countries that are not
party to the ICC, were referred by the Security Council. So when the Court is
accused of discriminating against Africa for not investigating situations in
other countries, it is a criticism that should in fact be directed toward the Se-
curity Council. The ICC Prosecutor did cause an upset when on his own au-
thority he decided to investigate post-election violence in Kenya, effectively
challenging the Kenyan government which objected to the decision. However,
this case was the exception rather than the rule. Electing an African Prosecutor,
Fatou Bensouda of Gambia, in 2011 to replace the Luis Moreno Ocampo of
Argentina helped combat anti-Africa perceptions to some degree. And looking
at the preliminary examinations currently underway (in the pre-investigation
phase), many are in countries outside Africa, including in Afghanistan, Colom-
bia, Iraq/UK, Palestine and Ukraine. Since its inception, the much-needed human rights institution has struggled
with the consequences of states being allowed to choose whether to opt into
the ICC or not, as many have chosen not to. Before any country had announced
it would withdraw, 124 states were parties to the ICC. If a state decides not to 112 be bound by the Court’s rules, its citizens can avoid arrest and prosecution
simply by remaining in their country or not stepping into a country that is party
to it. The US, which has been accused of committing war crimes at an Iraqi
prison in 2003, has not sought membership in the Court (and with the US hold-
ing veto power, the Security Council will not refer this case to the ICC). Nei-
ther has Sudan, where the ICC has issued arrest warrants for those allegedly
responsible for the genocide in Darfur, including the Sudanese president Omar
al-Bashir. Responsibility to Protect and human security Responsibility to Protect and human security The Responsibility to Protect, or R2P, norm was a similarly promising inno-
vation in human rights protection. As with the ICC, it was developed in the
early 2000s to overcome the principles of non-intervention and sovereignty in
the face of mass atrocities. The idea behind R2P was simple. Sovereignty is
not a one-way street that leaders can use with impunity. Alongside a state’s
right to sovereign independence comes the duty and responsibility to protect
its citizens from gross violations. If a state proves unable or unwilling to do so,
or if the state itself is the perpetrator, the principle of non-intervention yields
to the international responsibility to protect. It came about as an alternative to
the hotly-debated “humanitarian intervention”. In the 1990s, two devastating
events—the genocide in Rwanda and war crimes committed during the Kosovo
War—had demonstrated the deadly consequences of the UN Security Coun-
cil’s failure to authorize interventions in order to protect civilians. States rec-
ognized that the controversial “right to intervene” centred on coercive military
intervention needed to be replaced by a more nuanced “responsibility to pro-
tect” that framed military action as a last-resort measure and favoured preven-
tion over intervention. The R2P norm was first articulated in the 2001 report of the International
Commission on Intervention and State Sovereignty (ICISS), The Responsibil-
ity to Protect, financed by Canada for the UN. The report outlined three spe-
cific responsibilities of the international community: to prevent, to react and to
rebuild. State sovereignty was framed as contingent on meeting certain obliga-
tions rather than an absolute right, and the notion of ‘human security’ was pri-
oritized over state security. Fortunately the report’s fate differed from that of
many other international committee reports that largely go unread. Instead, the
norm was widely acknowledged and quickly gained traction. It was endorsed
by the 2005 UN World Summit and included in Kofi Annan’s report In Larger
Freedom. The issue of ensuring ‘right intention’ was recognized from the outset. The
ICISS report noted it as a precautionary principle, stating, “The primary pur-
pose of the intervention, whatever other motives intervening states may have,
must be to halt or avert human suffering.” The report went on to propose spe-
cific criteria which must be met to justify intervention but these have never
been adopted by the Security Council. Dealing with the worst violations: the International Criminal Court
and ad hoc tribunals Since the country is not party to the ICC, the individuals can only
be arrested if they enter a country that is. Even then, the ICC must rely on that
country to make arrests as it cannot arrest individuals itself. However when
Bashir flew to South Africa in 2015 for a summit, the South African govern-
ment declined to arrest him. The dispute escalated politically, ultimately lead-
ing to South Africa’s decision to leave the ICC, a surprise move given it had
been a vocal supporter of the Court in its early days. This series of events
served as a reminder that even if states join an international organization and
agree to be bound by its rules, they can only be encouraged, not forced, to fulfil
their commitments. In addition to the US, several other influential countries have decided not to
join including great powers Russia and China. Russia had signed but not rati-
fied the ICC’s statute, but in November 2016, a day after the Court classified
the Russian annexation of Crimea as an occupation, it formally withdrew its
signature. Though significant, the move was purely symbolic, given Russia
was not subject to the Court’s jurisdiction to begin with. The combination of
powerful countries deciding not to join and perhaps more importantly the series
of recent departures from the Court have caused real harm to the institution as
a body that derives its legitimacy from members’ willingness to be bound by
its jurisdiction. j
When the ICC was established, there was a strong sense of hope among
NGOs and UN officials that it would effectively challenge state sovereignty
and international politics and put human rights first. Human Rights Watch ex-
claimed at the time, "The International Criminal Court is potentially the most
important human rights institution created in 50 years. It will be the court
where the Saddams, Pol Pots and Pinochets of the future are held to account.”
(Human Rights Watch 2002). Sadly, what we have witnessed instead is that
state power and politics have prevailed over attempts to prosecute the worst
human rights violators, even where mechanisms to seek justice exist under in-
ternational law. Until this is addressed, the ICC will remain a flawed institu-
tion. 113 113 Responsibility to Protect and human security Thus R2P critics often note the uneven
application of the principle, pointing to cases where great powers have used
R2P as an excuse to intervene when it has been in their interest to do so, while
ignoring grave situations where they stood to gain little or nothing. Commonly
cited examples of abuses of the norm include: the US and UK in Iraq in 2003
where R2P was a post-hoc justification for the war after original claims of Al-
Qaeda links and weapons of mass destruction fizzled out; Russia in Georgia in
2008 which was inspired by imperial aims more than protecting human rights; 114 and France’s intervention in Burma in 2008 after a hurricane hit and the local
government was slow to react (Weiss et al. 2014: 29). Recent events in the Middle East have reaffirmed that the decision to protect
and assist vulnerable individuals ultimately rests on political will and military
capacity. In 2011, the Security Council was swift to authorize military inter-
vention in Libya to protect the population from the ongoing atrocities. Mean-
while it has utterly failed to do the same in Syria, where the moral justification
for intervention has been at least as strong as it was in Libya at the time (many
would argue it has in fact been stronger). A host of factors explain the paralysis
over action in Syria: the military challenge was tougher, potential costs of co-
ercion were believed to exceed the benefits, and the geopolitics differed greatly
with both Russia and China exercising veto power to prevent action and ex-
press their general opposition to foreign intervention (Weiss 2014b). The intervention in Libya was initially lauded as a successful instance of
R2P application. As explained in Chapter 1, a problem arose when the US, UK
and France went beyond the Security Council’s agreed-upon mandate of lim-
ited civilian protection to helping usher in a regime change. This move upset
the BRICS states (Brazil, Russia, India, China and South Africa) in particular
and contributed to states’ unwillingness to respond to the Syrian crisis soon
after. It also prompted Brazil to table the “Responsibility while Protecting”
(RwP) proposal, which stresses that military action must be pursued as an ab-
solute last resort, and that implementation should be subject to close monitor-
ing and regular review (Evans 2015). Responsibility to Protect and human security Edward Luck, the UN’s first-ever Special Advisor on the Responsibility to
Protect (2008-12), reiterated these concerns while reflecting on R2P’s first ten
years. Despite the wide acceptance of the prevention and protection principles,
he stated that questions remain for states on implementation. He noted unfin-
ished business with regard to operational practice, accepting individual respon-
sibility, and developing a more nuanced understanding of sovereignty. Echo-
ing Brazil’s RwP proposal, he stressed the need for exercising greater respon-
sibility before and after protecting. According to Luck, a key challenge stems
from the 2005 Summit’s failure to specify who is responsible for protecting,
as individual responsibility can get lost in collective responsibility. “The chal-
lenge now is highly political and highly practical. We need to convince na-
tional policymakers: (1) that curbing atrocities serves their broader foreign pol-
icy and security objectives; and (2) that we know how to do prevention and
protection in a cost-effective and sustainable manner.” (2015: 503). He makes
a useful distinction between territorial sovereignty and “decision-making sov-
ereignty”. Few countries have used territorial sovereignty claims to protest
against actions under the R2P principle, yet many insist on retaining the right
to decide whether and how to act—something he sees as a real stumbling block
for the implementation of R2P. 115 More than a decade after the 2005 World Summit, R2P undoubtedly re-
mains a crucial norm. Evidence of its growing normative traction lies in the
general acceptance and support for R2P in both the General Assembly and the
Security Council. Between 2005 and early 2011 the Security Council had only
endorsed four resolutions mentioning R2P, but between March 2011 and Oc-
tober 2015 it had adopted 31 resolutions that referenced this principle—figures
that may surprise some given the strong disagreements over the Libyan inter-
vention in March 2011 and ensuing claims of R2P’s demise (ibid). Still, the
pillars related to preventing and rebuilding have proven less controversial than
that which calls on states to react, thus going against the core norm of non-
intervention. And as we have seen, R2P is by no means a guarantee that those
in danger will receive assistance; geopolitics continues to dictate who is helped
and who is left behind. Box 15: Key terms related to the movement of people Refugees – People fleeing armed conflict or persecution by crossing their
national border to seek safety in nearby countries. Refugees are defined
and protected in international law and the status guarantees access to as-
sistance from states, UNHCR and other organizations. Governments
have specific responsibilities towards anyone seeking asylum on their
territories, as defined in national legislation and international law. Refugees – People fleeing armed conflict or persecution by crossing their
national border to seek safety in nearby countries. Refugees are defined
and protected in international law and the status guarantees access to as-
sistance from states, UNHCR and other organizations. Governments
have specific responsibilities towards anyone seeking asylum on their
territories, as defined in national legislation and international law. Internally Displaced Persons – Those who are forced to flee their
homes, often for the very same reasons as refugees—war, civil conflict,
political strife, and gross human rights abuse—but who remain within
their own country and do not cross an international border. Migrants – Unlike refugees, migrants do not relocate due to a direct
threat of persecution or death but rather to improve their lives. Typically
they are searching for better job opportunities, but they may also relocate
for education, reuniting with family or other reasons. Countries accept or
reject migrants based on their own immigration laws and processes. Migrants – Unlike refugees, migrants do not relocate due to a direct
threat of persecution or death but rather to improve their lives. Typically
they are searching for better job opportunities, but they may also relocate
for education, reuniting with family or other reasons. Countries accept or
reject migrants based on their own immigration laws and processes. Stateless Persons – Those who are not recognized as citizens by any
state. The conflict in Syria undoubtedly accounts for a large portion of those dis-
placed. Since the civil war began in March 2011, over 11 million Syrians have
fled their homes—more than half the population of Syria. Despite a focus on
the refugees pouring into Europe, most of those displaced remain in the region. In early 2017, the UN estimated that over 5 million were refugees in neigh-
bouring countries (Turkey, Lebanon, Jordan, Egypt and Iraq) and 6.3 million
were internally displaced within Syria (UNHCR 2017). Migration, refugees and the humanitarian response Migrants – Unlike refugees, migrants do not relocate due to a direct
threat of persecution or death but rather to improve their lives. Typically
they are searching for better job opportunities, but they may also relocate
for education, reuniting with family or other reasons. Countries accept or
reject migrants based on their own immigration laws and processes. Stateless Persons – Those who are not recognized as citizens by any
state. Migration, refugees and the humanitarian response In 2016, the UN reported that the number of forcibly displaced people world-
wide—a staggering 65.3 million—was the highest in human history. The pre-
vious record had been set in the aftermath of the Second World War. While
displaced people refers to refugees, internally displaced persons (IDPs) and
migrants, only those in the first two categories are considered to be ‘forcibly
displaced’ (see Box 15). The conflict in Syria undoubtedly accounts for a large portion of those dis-
placed. Since the civil war began in March 2011, over 11 million Syrians have
fled their homes—more than half the population of Syria. Despite a focus on
the refugees pouring into Europe, most of those displaced remain in the region. In early 2017, the UN estimated that over 5 million were refugees in neigh-
bouring countries (Turkey, Lebanon, Jordan, Egypt and Iraq) and 6.3 million
were internally displaced within Syria (UNHCR 2017). While the world spot-
light has been on Syrian refugees, conflict and unrest in Iraq, Libya, Somalia,
Afghanistan, Yemen and elsewhere have equally led to an exodus of people
from these countries. Under international law, refugees have the right to safe asylum. This in-
cludes physical safety but also freedom of thought, speech, religion and move-
ment, freedom from discrimination and torture, and economic and social rights
such as access to health care, education and work. The key legal document
pertaining to refugee protection is the 1951 Refugee Convention, which has
been signed by 144 states. It defines ‘refugee’ and spells out their rights, as
well as the legal obligations of states to protect them. 116 Box 15: Key terms related to the movement of people
Refugees – People fleeing armed conflict or persecution by crossing their
national border to seek safety in nearby countries. Refugees are defined
and protected in international law and the status guarantees access to as-
sistance from states, UNHCR and other organizations. Governments
have specific responsibilities towards anyone seeking asylum on their
territories, as defined in national legislation and international law. Internally Displaced Persons – Those who are forced to flee their
homes, often for the very same reasons as refugees—war, civil conflict,
political strife, and gross human rights abuse—but who remain within
their own country and do not cross an international border. Box 15: Key terms related to the movement of people While the world spot-
light has been on Syrian refugees, conflict and unrest in Iraq, Libya, Somalia,
Afghanistan, Yemen and elsewhere have equally led to an exodus of people
from these countries. Under international law, refugees have the right to safe asylum. This in-
cludes physical safety but also freedom of thought, speech, religion and move-
ment, freedom from discrimination and torture, and economic and social rights
such as access to health care, education and work. The key legal document
pertaining to refugee protection is the 1951 Refugee Convention, which has
been signed by 144 states. It defines ‘refugee’ and spells out their rights, as
well as the legal obligations of states to protect them. The United Nations High Commissioner for Refugees (UNHCR) is the
UN’s refugee agency and the guardian of the Refugee Convention. It was es-
tablished in 1950 to help the millions of Europeans displaced after the Second
World War. UNHCR was only meant to exist for three years, and was to con-
clude its work once it had successfully dealt with the refugee problem in Eu-
rope. No one could have predicted that this would not be the last refugee crisis 117 to face the international community. Not only has it been dealt new challenges
every few years, but the number of people that fall under its mandate has risen
steadily each decade (see Figure 7). Since 2012, the increase has been drastic. The scenes of mass population movements have shifted over time—from Eu-
rope to Asia (and to a lesser extent Africa and Latin America) beginning in the
1960s, and then to the Middle East at the turn of the century. Figure 7: Populations of concern (refugees, asylum-seekers, IDPs, return-
ees, stateless persons), 1951-2015 Figure 7: Populations of concern (refugees, asylum-seekers, IDPs, return-
ees, stateless persons), 1951-2015 Source: UNHCR data. Available at: http://popstats.unhcr.org/en/overview
The UN is generally well regarded for its humanitarian work and support for
refugees. UNHCR has helped more than 50 million refugees since inception
and received two Nobel Peace Prizes for its worldwide assistance to refugees. Yet the magnitude of the current emergency has left it overwhelmed and under-
resourced. In 2014 the UN’s World Food Programme (WFP), which relies en-
tirely on voluntary contributions, ran out of money and food supplies and was
forced to suspend food assistance to 1.7 million Syrian refugees. Box 15: Key terms related to the movement of people Without a
reliable source of funding, it had to resort to online crowdfunding to raise the
$64 million needed to reinstate the food vouchers program. The 72-hour social
media campaign with the hashtag #AdollarAlifeline was a desperate plea, ask-
ing members of the public to donate $1 to the cause (WFP 2014). Source: UNHCR data. Available at: http://popstats.unhcr.org/en/overview
The UN is generally well regarded for its humanitarian work and support for Source: UNHCR data. Available at: http://popstats.unhcr.org/en/overview Source: UNHCR data. Available at: http://popstats.unhcr.org/en/overview The UN is generally well regarded for its humanitarian work and support for
refugees. UNHCR has helped more than 50 million refugees since inception
and received two Nobel Peace Prizes for its worldwide assistance to refugees. Yet the magnitude of the current emergency has left it overwhelmed and under-
resourced. In 2014 the UN’s World Food Programme (WFP), which relies en-
tirely on voluntary contributions, ran out of money and food supplies and was
forced to suspend food assistance to 1.7 million Syrian refugees. Without a
reliable source of funding, it had to resort to online crowdfunding to raise the
$64 million needed to reinstate the food vouchers program. The 72-hour social
media campaign with the hashtag #AdollarAlifeline was a desperate plea, ask-
ing members of the public to donate $1 to the cause (WFP 2014). The UN is generally well regarded for its humanitarian work and support for
refugees. UNHCR has helped more than 50 million refugees since inception
and received two Nobel Peace Prizes for its worldwide assistance to refugees. Yet the magnitude of the current emergency has left it overwhelmed and under-
resourced. In 2014 the UN’s World Food Programme (WFP), which relies en-
tirely on voluntary contributions, ran out of money and food supplies and was
forced to suspend food assistance to 1.7 million Syrian refugees. Without a
reliable source of funding, it had to resort to online crowdfunding to raise the
$64 million needed to reinstate the food vouchers program. The 72-hour social
media campaign with the hashtag #AdollarAlifeline was a desperate plea, ask-
ing members of the public to donate $1 to the cause (WFP 2014). 118 It is little surprise that the escalation of the current crisis has led to a renewed
discussion around addressing the root causes of refugee movements and mass
migration. Box 15: Key terms related to the movement of people In his former role as head of UNHCR, UN Secretary General Anto-
nio Guterres was forthright about the need to address this, stating “To those
who trigger and prolong conflicts, leaving humanitarians to clean up the mess,
it is time to say that this must stop. We as humanitarians can no longer pick up
the pieces.” (UNHCR 2014). Unfortunately, the UN has had far less success in
ending conflict than it has in providing humanitarian assistance and aiding ref-
ugees. g
The UN has also struggled to get states to do their part in accepting refugees
and respecting their obligations outlined in the Refugee Convention. Fears of
Islamic radicalization and terrorism have driven nationalism and anti-immi-
grant public narratives in many Western countries. Some states were reluctant
to welcome refugees from Syria and elsewhere in the Middle East, whom they
perceived as a greater threat than refugees of past eras. While the UNHCR has been praised for its work with refugees, the General
Assembly has been criticized for failing to get states to make the commitments
needed to end the suffering of millions worldwide. The first-ever Summit for
Refugees and Migrants was held at the opening of the 71st UN General As-
sembly in September 2016. Member states adopted an agreement aimed at im-
proving educational opportunities for refugee children and working conditions
for displaced adults, while fighting to counter xenophobia and fear. Meanwhile
the US convened a Leaders’ Summit on Refugees the following day to get in-
dividual states to agree to accept more refugees and to encourage states and
companies to contribute material support (both funding and in-kind contribu-
tions) for refugee assistance programs. NGOs were largely disappointed by the
outcome of the summits and human rights critics held that the international
community has not done enough. Salil Shetty, the Secretary-General of Am-
nesty International, stated that, “Faced with the worst refugee crisis in 70 years,
world leaders have shown a shocking disregard for the human rights of people
who have been forced to leave their homes due to conflict or persecution.”
(Amnesty International 2016). In March 2017, Secretary-General António Guterres appointed Louise Ar-
bour of Canada as his Special Representative for International Migration. What next? Reforms: big and small Reforms: big and small This chapter examined the major failings of the United Nations in protecting
human rights globally. Despite having a solid reputation for promoting human
rights, specifically in the areas of education, capacity building and technical
assistance, the global body has struggled to reconcile its political nature with
the principled protection of human rights. A lack of judicial authority and en-
forcement mechanisms have limited its success. Scholars and experts have put
forth many reform proposals—both big and small—to improve the UN’s role
in advancing human rights worldwide. A particularly ambitious idea is to establish a World Court of Human Rights
that would address the lack of judicial and enforcement mechanisms at the in-
ternational level to protect individuals from abuses and punish violators. The scholars behind the proposal, Nowak and Scheinin, argue that there is
a gap in the judicial system and many violations of international human rights
law raised by individuals (rather than by states) are outside the jurisdiction of
existing forums. Indeed, the ICC was created to deal with breaches of interna-
tional criminal and humanitarian law, but not cases that fall exclusively under
human rights law, while the International Court of Justice only hears cases be-
tween states. Meanwhile decisions made by UN committees monitoring core
international human rights treaties do not carry enough weight to fill the re-
maining void. An early vision for a World Court of Human Rights was developed in the
1970s but it took years for the idea to be fully fleshed out. In 2014 a Statute for
the World Court of Human Rights (the Treaty of Lucknow) was drafted
through an international collaboration of judges, lawyers and scholars. Propo-
nents are currently raising awareness of the project and encouraging states to
adopt the Treaty of Lucknow to actualize the Court. They hope to see India
and the US agree to champion the new institution (World Court of Human
Rights website). Not all human rights commentators are as enthusiastic though. Many express concern that the Statute in its current form does not adequately
address the problems that other international legal bodies suffer from, namely
whether countries could be convinced to accept the Court’s jurisdiction as
binding and how it would enforce its judgements. A range of less radical reform proposals have been put forward over the
years. Box 15: Key terms related to the movement of people Hav-
ing served as UN High Commissioner for Human Rights and Chief Prosecutor
of the International Criminal Tribunals for the Former Yugoslavia and
Rwanda, Arbour is well placed to lead the follow-up to the migration-related
aspects of the 2016 Summit, and to work with member states and other stake-
holders to develop a global compact on safe, orderly and regular migration. 119 What next? Freedman has suggested that a more practical solution than a World
Court would be to strengthen and utilize regional human rights courts. Three
of the world’s regions have human rights mechanisms: Europe, the Americas
and Africa. Each of these mechanisms relies on a regional rather than universal
understanding of human rights, which helps explain why compliance has been
strong. A similarity in norms, culture, practices and governance has made 120 countries more willing to engage with regional mechanisms than those at the
international level. Equally crucial has been the geographic, political and eco-
nomic linkages that connect countries within a region. These ties often lead to
tacit pressure on states to cooperate on human rights, which in turn understand
the potential ramifications of noncompliance. To start, Freedman proposes that
human rights mechanisms be created in Asia and Eastern Europe, and that pres-
sure be exerted on all countries to join a regional system. Financial aid and
technical assistance would then need to be provided to ensure that regional
courts could afford acceptable human rights procedures. The pitfall of this ap-
proach is that it appears to abandon the aim of truly universal human rights
protection. In an effort not to forgo the notion of universality, observers have offered
diverse options for improving the UN human rights machinery. The Human
Rights Council, not surprisingly, has been the primary target. The concluding
chapter outlines reforms suggested by Bertrand Ramcharan, former acting
High Commissioner for Human Rights, which are particularly sensitive to real-
world constraints. Schwartzberg (2013) also provides useful ideas for strength-
ening the essential human rights body. Weiss (2009) blames bureaucracy and
lack of leadership for the UN’s inaction in situations like the Rwandan geno-
cide, while Hanhimä ki (2008) maintains that there are simply too many human
rights bodies and that reform efforts should emphasize consolidation. This pri-
mer does not intend to explore proposals in detail, but rather to inspire further
reading on the topic. g
p
There is clearly no shortage of good ideas, but how likely are we to see
reform of the UN human rights machinery in the near future? If the process of
replacing the flawed Commission on Human Rights with the Human Rights
Council taught us anything, it is that achieving substantial change is no easy
task. That colossal effort wrapped up just over a decade ago. Can change happen? That the United Nations is merely an organization of sovereign states acting
on their own cannot be overstated. As is the case with maintaining peace and
security and achieving sustainable development, progress on human rights de-
pends entirely on member states. It would be as unrealistic to expect states to
concede power to the UN (or any other global institution) to protect and pro-
mote human rights as it would be to hope for a radical shift in attitudes with
regards to state sovereignty. Still, states that do not currently prioritize human
rights can be swayed over time. A crucial factor in getting states to act is pres-
sure from domestic private groups, foreign NGOs, and international organiza-
tions. Whether it is in a liberal democracy or in a repressive government, non-
state actors often succeed over time in exerting influence on states to respect
human rights. International human rights NGOs like Amnesty International and Human
Rights Watch have been particularly instrumental in supporting the UN over
the past decades to protect and promote human rights. Through their work doc-
umenting violations, engaging in fact finding and advocating for action, they
play a crucial role in exposing abuses and pressuring states to address them. Without their tireless efforts, it is unlikely that the ICC would have been cre-
ated, or that states would have adopted the International Ban on Landmines
when they did. Sadly, many countries—Russia, Turkey and China are particu-
larly prominent examples, but there are countless others—have been increas-
ingly cracking down on NGOs, journalists and the media. When an authoritar-
ian regime suppresses freedom of speech, limits the activity of NGOs and har-
asses human rights defenders, it makes it more difficult to identify what Freed-
man refers to as ‘hidden abuses’. These unreported or under-reported abuses
are taking place around the world, in countries like North Korea, Equatorial
Guinea, Gambia, Qatar, Saudi Arabia, and Turkmenistan. Yet even authoritarian regimes are finding that technology and social media
are disrupting their ability to exert absolute control within their borders and
dominate the public discourse. In an already complex world of human rights
protection, ‘citizen journalism’ has emerged as a promising mechanism to ex-
pose human rights violations, particularly in countries where freedom of press,
speech or expression is not guaranteed. What next? Despite under-
whelming results, it is doubtful that another ambitious reform will be on the
table any time soon. For one thing, doing so would be to admit defeat. As well,
overhauling institutions or entire systems is costly in terms of time and re-
sources which could otherwise be allocated elsewhere. More plausible would be a series of smaller reforms or tweaks that would
lead to incremental change in the right direction. Human Rights Up Front, a
Secretary-General initiative launched in 2013, is an example of how the UN
has sought to improve how it delivers on its human rights mandate through
means within its control—in other words, non-Charter, internal reforms. The
initiative strives to realize a culture change within the UN system, by increas-
ing awareness among UN staff of human rights and their responsibilities, while
encouraging them to take action to prevent violations. 121 121 Can change happen? Can change happen? Chapter 5 – Workable Global Institutions:
How to Get from Here to There? Chapter 5 – Workable Global Institutions: “The Charter of the United Nations frequently maps out a chasm between its aspi-
rations and the means to achieve them. War is to be renounced, human rights are to
be advanced, and development to be a priority. Yet peace is beholden to the five
permanent members of the Security Council, human rights obligations remain lim-
ited to voluntary commitments taken on by states, and development is the paradigm
example of an unfunded mandate.” Simon Chesterman (2015: 505) This book has attempted to show, first, what the United Nations is and does
and the astounding contributions it makes to the world. Second, we have tried
to explain why the UN is so forcefully criticized for being unable to deal with
urgent world problems. Third, we have wanted to indicate the sort of analysis
that is required to understand this world institution. In this concluding chapter we consider possible reforms to the United Na-
tions, building on the analytical foundations that have been laid throughout the
book. We begin by looking at what others have been saying about how to ap-
proach global reform. Then we list some of the types of reforms that are ur-
gently required. Finally, we analyze how we can bring about global reform. Specifically, how do we get citizens to want to transfer authority to world in-
stitutions so that institutional transformation is on the political agenda? Can change happen? During the Arab Spring when foreign
reporters were frequently denied access and state-run media served only to
spread government propaganda, individual citizens captured abuses with cell
phone cameras and shared them on social media websites and blogs such as
Facebook, Twitter, YouTube and WordPress. Some observers believe that human rights protection is shifting outside the
realm of the state, as governments find it harder to hold onto their accustomed
control. There may be an element of truth to this, but it would be premature to
predict the demise of the state. 122 The subjective nature of human rights complicates matters further. States
adopt their own understandings of human rights and choose to prioritize certain
rights over others, as this chapter has explored. That they are party to the same
treaties and declarations gives a false sense of consensus. Even among other-
wise similar states (not to mention within states), disagreements often occur. We have witnessed this in Western states over issues like abortion, banning
religious clothing or symbols, and whether health care should be considered a
public good. Human rights are matters of moral judgement after all. Norms do change and adapt in the long run. But until there is actual consen-
sus among states, the UN will find it difficult to provide systematic and author-
itative protection. Progress on some fronts suggests there is reason to be hope-
ful, yet backtracking on others justifiably raises concern. Whereas the overall
trend is positive in the areas of peace and security and development, it is diffi-
cult to discern with human rights. Although the UN has succeeded in placing
the concept of ‘universal’ human rights on the international agenda, actually
protecting human rights still remains as much of a challenge for the UN today
as it was in 1945. 123 123 What we have learnt about understanding world institutions Our goal is to find a possible path toward more workable 21st century global
institutions—that is to say, authoritative institutions that the world will obey. What did the history of international organizations and the analysis of their
present operations tell us about transforming the UN into an effective global
institution? The complex picture is not always clear. Nevertheless, let us draw
the best conclusions we can. If the founding of the League and the UN taught us one thing it is that it
took great leadership, diplomacy, and public communication. It took a Wood-
row Wilson or a Franklin Roosevelt. They contributed ideas and deep thought,
but they were also skilled at selling the concept to the public. Roosevelt dreamt
of an organization that could overcome unilateralism, alliances, spheres of in-
fluence, and balance of power politics. This did not materialize but the ideals
led the way to what was possible. The leaders were backed by solid secretari-
ats, and the impetus and ideas of private individuals and civil society also
played a role. So, can we conclude that it takes a great power to lead the way? Perhaps. Certainly, the major powers cannot be opposed. Does it take a specific 124 personality? This is not certain either. Wilson failed to implement the League
in the US and Roosevelt passed the baton to his successor Harry Truman, a
sound but not a notable leader. There was a definite need for diplomacy and
persistence to deal with contradictory goals. Member states wanted both coop-
eration and independence; internationalism compatible with their national in-
terests; and hierarchy alongside equality and participation. This is exactly the
United Nations we got. Aside from the actors of the moment, the international organizations were
also the result of their historical context. The League and the UN would not
have come about without the devastation of war. Nor would they have come
about without the cumulative historical precedents and models. They were, in
part, the result of years of international thinkers, ideas, and conferencing—
given birth to by cumulative ‘internationalism’. So, we may say that new in-
ternational organizations resulted from what we have called the ‘big bang the-
ory’ as well as ‘evolutionary historicism’. They were also children of their
epoch. They were spawned by the post-war economic, social and technological
conditions. What we have learnt about understanding world institutions Now the question is: are we finding ourselves in a ‘global era’ cor-
responding to new ‘global’ challenges and requiring ‘global’ institutions? p
g
g
g
q
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Our analysis of the United Nations—including its significance, the need for
its transformation, proposals for reform, and barriers to achieving them—also
provides useful insights when considering a path forward. To begin with, the
importance of the UN is enormous. This book has discussed many of its nu-
merous achievements at length. As coordination managers, conveners, and the
setter of standards, the UN’s contributions to peace are staggering. In 2016
there were 16 ongoing multidimensional UN peace operations with 120,000
military, police and civilian personnel trying to limit conflict in the world. At
the same time, the UN is the world’s largest coordinator and supplier of hu-
manitarian aid and is responsible for managing the gigantic 2030 Agenda for
Sustainable Development (the SDGs). The organization has also been respon-
sible for introducing and mainstreaming new concepts such as human rights,
R2P, and gender equality, as explored in The Power of UN Ideas. Under Ban
Ki-moon’s leadership, the UN made great strides in ensuring that climate
change would be on the world’s agenda, including through convening the suc-
cessful 2015 Climate Change Conference in Paris. Just as the need for the UN is evident, so is need for its transformation into
an effective global institution. Critics point to the UN’s lack of legitimacy as a
decision-making body, and the absence of democratic participation and fair
representation. The Security Council’s two-tier system that accords a veto to
the powerful is seen as unequal treatment. Many do not consider its decisions
to be moral or justified, not to mention the issue of impasses, when vetoes are
used. Meanwhile, the General Assembly that relies on ‘one member, one vote’
rather than a form of weighted voting is also charged with being unrepresenta-
tive. The Human Rights Council struggles to protect human rights globally as 125 it struggles with a fundamental contradiction: it is a political body expected to
take principled action. The Economic and Social Council deals with its own
challenges, namely being a slow and bureaucratic organization that cannot
make binding decisions and whose mandate greatly overlaps with that of the
General Assembly. What we have learnt about understanding world institutions The result has been countless calls for reform of the UN
system and the need for a global movement to bring them about. Beyond simply exposing the weaknesses of our present institutions, our
analysis also revealed that there is no shortage of proposed improvements. Many aim to improve representation, fairness and effectiveness of the major
organs, particularly the General Assembly, Security Council, ECOSOC and
the Human Rights Council. Others focus on issues such as securing adequate
financing, autonomous emergency peace services and increased engagement
and consultation with stakeholders. Later in this chapter we will go into nine
key reform ideas in greater detail. y
g
Despite all the good ideas that have surfaced over the years, we have also
seen why the UN’s hands are tied and why we are not moving ahead. There is
indeed a considerable gap between the ideas for reform and the political will
to implement them. Most states do not want a more powerful and effective UN. And although the significant steps taken toward the international responsibility
to protect have limited sovereign impunity, we are still living in an era of na-
tion-state predominance. The primacy of national power and politics is hardly
disputable. Meanwhile, there has been no sustained campaign to communicate
the UN’s achievements or to speak of its need for additional authority to deal
with global challenges. These are a couple of reasons we have yet to see gen-
uine change. Reviewing the literature on revamping the UN “To respond to today’s and tomorrow's threats to peace and security, the United
Nations must become more relevant, more credible, more legitimate and more capa-
ble.” Mogens Lykketoft, President of the General Assembly (UN 2016) Before outlining reform proposals and discussing how to get citizens to want
to transfer authority to global institutions, we should take a peek at what vari-
ous experts have been saying on the topic. In this section we examine three
major, recent examples of thinking about revamping the UN. In UN 2030: Rebuilding Order in a Fragmenting World, a 2016 report by
Kevin Rudd, former Australian Prime Minister and Chair of the Independent
Commission on Multilateralism, 10 principles are put forth for reforming the
United Nations in response to the “globalization of everything”. To ensure a
more relevant and responsive UN, Rudd highlights the need for agenda setting
that is future-oriented (dealing with, for example, cybersecurity and lethal au-
tonomous weapons systems) and proposes strengthening policy-planning 126 capability. He argues for breaking institutional silos through a ‘Team UN’ ap-
proach of multi-disciplinary teams dealing with specific challenges on the
ground, as well through the structural integration of the UN’s peace and secu-
rity, sustainable development, humanitarian and human rights agendas. To im-
prove member state participation and cooperation, he calls for a formal com-
mitment to multilateralism by member states and for the UN to build bridges
between the great powers to reduce tensions. Rudd also suggests a greater fo-
cus on prevention, better results management, and enhanced efficiency to deal
with the reality of budgetary constraints. Finally, he makes the case that
women should be at the centre of the UN agenda and that youth need to have
their voices heard in UN councils. While all this looks like a reasonable agenda for change it should be noted
that it is very light on structural modifications. In fact, it looks more like ad-
ministrative adaptation to the new demands of globalization, most of which is
going on to some degree within the UN as it is. Although good principles are
announced, there are no institutional changes for bringing them about. The 2016 report Reinventing Development: Reforming the UN for People
and Planet by Barbara Adams and Karen Judd specifically warns that institu-
tional transformations that would demand shifts in power structures within the
United Nations may take a long, long time. Reviewing the literature on revamping the UN Thus, they claim, efforts aimed at
major structural changes may stand in the way of the kind of urgent reforms
that can make the UN a more capable force for people and the planet. There
are deeply entrenched interests that support the status quo, so it may be more
effective to ignore difficult institutional reforms and instead concentrate on the
critical issue of development. According to Adams and Judd, there is already a framework in place for
member states to transform the UN. It is composed of the three new global
‘agendas’ hammered out in 2015 by states and civil society: the 2030 Agenda
for Sustainable Development (SDGs); the Addis Ababa Action Agenda on fi-
nancing for development; and the Paris Agreement on climate change. The
agendas reflect a political effort to come to terms with new global realities. They can potentially forge international cooperation under the auspices of the
UN. Unlike past development agreements, the 2030 Agenda is universal, thus
requiring all countries to measure and report on progress. The authors point to rising corporate influence and the emerging gap in ac-
countable governance as obstacles to realizing development goals and serving
public interests. They explain that universal norms and standards are not ap-
plied consistently across the UN nor are they necessarily accepted by other
institutions such as the WTO or IMF. Since trade and investment largely by-
pass the UN, public interest is not always guaranteed. Another challenge they
outline is that the UN’s assessed contributions have become increasingly inad-
equate for covering the organization’s increased responsibilities. 127 In order to overcome these obstacles, Adams and Judd list four priorities for
member states, which are necessary for achieving the three new development
agendas: greater integration of the three pillars of the United Nations (peace
and security, human rights and sustainable development); implementing a new
funding formula to finance goals and commitments; adopting a values-based
framework for intergovernmental processes; and creating a culture of account-
ability. Taken together, these imperatives constitute an agenda for reform. All this seems very plausible and reasonable. The question is, of course, will
the three agendas be respected without any authority to ensure compliance? Is
a bunch of NGOs snapping at the heels of recalcitrant states enough to make
them keep their promises? It never has been in the past. Do the three agendas
have enough clout to ensure change at the UN? Reviewing the literature on revamping the UN The authors offer good sugges-
tions for achieving these, and the three agendas include timelines and measur-
able goals. And experts and civil society are working hard to try to ensure states
fulfil their obligations. But will ‘should’ and ‘must’ become ‘shall’ and ‘will’? Is it just another case of planned reforms without teeth? Will improvements in
development spill over into power politics? The fundamental question we have
to ask ourselves is whether ‘process agendas’ can transform international pol-
itics without any substantive change to institutional structures and their under-
lying power imbalance and entrenched interests. y g p
In June 2015, the Report of the Commission on Global Security, Justice &
Governance was published. It is one of the most significant, recent studies pro-
posing the renaissance of the UN. In presenting their report, Ibrahim Gambari,
co-chair of the Commission and former Nigerian Foreign Minister and UN
Under-Secretary-General of Political Affairs, noted that “the UN and global
governance institutions are ill-suited to address many modern evolving threats
and must reform or risk prolonging and deepening global crises.” According
to the other co-chair, former U.S. Secretary of State Madeleine Albright, the
world requires “more capable tools of global governance, with different kinds
of public, private, and mixed institutions designed for twenty-first-century
challenges.” The report, which is over 100 pages in length, presents a comprehensive
agenda for reform. It focuses on the priority objectives of security (specifically
state fragility and violent conflict), climate governance, governing the global
economy, reforming global institutions, and engaging partners. Some of its key
recommendations are summarized below:
Security: The Commission advocates focusing on conflict prevention,
strengthening the role of women in peace and security, and building
consensus on criteria for determining when to apply R2P. To deal with
conflict situations, it calls for enhanced UN capacity in military, police
and civilian response, through rapid deployment and military planning,
designated military units, state-formed police units, and a standing and
reserve capacity of civilian specialists.
Security: The Commission advocates focusing on conflict prevention,
strengthening the role of women in peace and security, and building
consensus on criteria for determining when to apply R2P. To deal with
conflict situations, it calls for enhanced UN capacity in military, police
and civilian response, through rapid deployment and military planning,
designated military units, state-formed police units, and a standing and
reserve capacity of civilian specialists. Reviewing the literature on revamping the UN 128
Climate change: The creation of a number of new climate change en-
tities is suggested to support the implementation of the COP21 climate
commitments. These include: an International Carbon Monitoring
branch, a Climate Research Registry, a Climate Action Clearinghouse,
and a Climate Engineering Advisory Board. It is also proposes that ad-
ditional investments be made in climate adaptation and that private en-
terprise be engaged on market-based incentives to reducing emissions.
Climate change: The creation of a number of new climate change en-
tities is suggested to support the implementation of the COP21 climate
commitments. These include: an International Carbon Monitoring
branch, a Climate Research Registry, a Climate Action Clearinghouse,
and a Climate Engineering Advisory Board. It is also proposes that ad-
ditional investments be made in climate adaptation and that private en-
terprise be engaged on market-based incentives to reducing emissions. p
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Governing the global economy: To foster a renewed framework for
global economic cooperation and crisis response, the Commission turns
to what it calls the G20+, where the plus signifies enhanced coordina-
tion with the UN and Bretton Woods institutions. Interestingly, this pro-
posal comes despite acknowledging a lack of evidence that G20 agree-
ments led countries to reshape national actions in a significant way. Other priorities outlined include: combating illicit financial flows and
extremist financing, instituting effective governance of natural re-
sources, and securing the digital economy while promoting internet ac-
cess in the Global South.
Reforming global institutions: For the General Assembly, its recom-
mendations include streamlining its agenda, leading the post-2015 de-
velopment agenda and developing a consultative UN Parliamentary
Network that would have a formal relationship to the UN as an advisor
to the GA. The purpose of the network would be to bring together
elected parliamentarians from their national legislatures to discuss and
advise on issues of UN governance. It would also function as an addi-
tional channel to civil society, and to expand public knowledge and par-
ticipation in UN work. Regarding the Security Council, the Commis-
sion proposes that membership be expanded and immediate re-election
of non-permanent members be allowed. It adds that the SC should con-
sult more with civil society and business. On modernizing the Secretar-
iat, it is recommended that the secretary-general selection procedure be
improved and that the SG be given more discretion to manage the Sec-
retariat. Reviewing the literature on revamping the UN Other ideas are put forth related to the Peacebuilding Commis-
sion, international courts and human rights bodies.
Reforming global institutions: For the General Assembly, its recom-
mendations include streamlining its agenda, leading the post-2015 de-
velopment agenda and developing a consultative UN Parliamentary
Network that would have a formal relationship to the UN as an advisor
to the GA. The purpose of the network would be to bring together
elected parliamentarians from their national legislatures to discuss and
advise on issues of UN governance. It would also function as an addi-
tional channel to civil society, and to expand public knowledge and par-
ticipation in UN work. Regarding the Security Council, the Commis-
sion proposes that membership be expanded and immediate re-election
of non-permanent members be allowed. It adds that the SC should con-
sult more with civil society and business. On modernizing the Secretar-
iat, it is recommended that the secretary-general selection procedure be
improved and that the SG be given more discretion to manage the Sec-
retariat. Other ideas are put forth related to the Peacebuilding Commis-
sion, international courts and human rights bodies.
Engagement: The Commission stresses the importance of the UN en-
gaging with critical regional, local, civil society and business actors in
global governance.
Engagement: The Commission stresses the importance of the UN en-
gaging with critical regional, local, civil society and business actors in
global governance. To realize these changes, the Commission recommends a transitional strategy
for reform—a longer-term approach to modernizing global governance struc-
tures. Specifically, it calls for the building of ‘smart coalitions’ to mobilize
support to sustain reforms, the convening of a Conference on Global Institu-
tions in 2020, and establishing a mechanism to monitor and coordinate reform. g
We can see that there is certainly no lack of proposals for reform in this
report. In fact, the Commission’s work is an excellent example of combining 129 high-minded analysis of the need for better global governance with its mem-
bers’ judgement of what is actually possible. It is pragmatic, but not at the
expense of good ideas and necessary changes. The only caveat is that it could
go further in terms of offering ideas for institutional transformation. For in-
stance, it stops short of suggesting an autonomous, emergency peacekeeping
force or independent funding sources for the UN. Reviewing the literature on revamping the UN Finally, in devoting the last
chapter to “Getting from Here to There”, the report goes further than most in
setting us on the path to thinking about how we can achieve reform. Nine popular proposals to transform the UN To conclude this book, we present in greater detail a list of widely-known pro-
posals for strengthening the United Nations before terminating with a set of
ideas about how the renaissance of the UN can be brought about. To guide the
process of understanding and contextualizing these proposals, we begin by of-
fering some reflections on the various types of change (with their correspond-
ing level of ambition) along with contrasting approaches to achieving change. It is helpful to think about change in terms of different gradations. It has
been said that reform falls into two categories: a more up-to-date alignment of
status and authority and better management of the system (Fasulo 2015: 237). But, in fact, it is a little more complicated. First, there are simple adjustments
to administrative, financial, personnel and budget considerations—often called
‘reform’. These may be purposeful, managed improvements to administration. The UN has been quite effective at this sort of continuing reform. The terms
‘reform’ and ‘change’ can cause confusion as they are often used as catchall
terms to include the whole spectrum of change at the UN. Second, we have
‘adaptation’. This refers to modifications made on an ad hoc basis to deal with
short-term problems, without any overall plan or purpose. Third, a more fun-
damental form of change is what is called ‘transformation’. Transformation
entails structural modifications to the composition, organization, norms and
rules of an institution to allow it to better cope with the effects of socio-eco-
nomic, technical and political change. It may question the goals, purposes, val-
ues and functions of organizations. This is sometimes referred to as changing
the ‘architecture’ of the international system. Far more than a merely academic
question of definitions, the terms ‘reform’, ‘adaptation’ and ‘transformation’
are critical to our understanding of what we are trying to achieve (for an elab-
oration, see Trent 2007: 24-30). Once the desired change is determined, there are multiple strategies that can
then be considered for how to achieve such change. Reformers (and we hope
this will include you) struggle over whether to aim for radical and immediate
change, or for incremental steps that may amount to a transformation over time. In historical terms the debate has been over revolution or evolution—what is 130 theoretically necessary or what is politically attainable. Nine popular proposals to transform the UN In the first chapter we
introduced this debate, concluding that the founding of the League and the UN
were the result of both ‘big bangs’ (the world wars) and ‘historical evolution’
(a cumulation of progressive steps). On the one hand, a gradual approach to change that considers political con-
straints can be seen as practical and realistic. The hope is that smaller, achiev-
able changes will eventually lead to a larger shift. We recall this recommenda-
tion from leading scholars when it comes to improving the Human Rights
Council. The challenge is that these minimalist arguments may focus on what is prob-
able at the expense of what is desirable and what may, at a future time, be
possible. Ambitious dreams for an alternative world order are often driven
down to the lowest common denominator by those counselling practicality and
prudence. Reformers must be inspired by the vision of a cooperative world, as
were the founders of the League and the UN. This means being challenged by
the end target of workable institutions that can respond to the challenges of
tomorrow. It means being animated by the goals at the tip of our grasp while
accepting all practical steps to move ahead. So perhaps the two are not irreconcilable after all. As Ban Ki-moon wisely
put it: “Keep your head above the clouds, and your feet firmly on the ground. And move up, step by step. That means: Dream big—but be practical.” (UNSG
2016). Finally, a brief note on how we selected these nine ideas. We must stress
that all the following proposals have their critics. They are also not intended as
an exclusive plan for revamping the United Nations, but rather examples of
reforms that could allow the United Nations to gain legitimacy and develop the
institutional capacity to make respected, authoritative decisions. Each of the
proposals is what we call “workable”, meaning it is practical, necessary and
can be implemented. However, unlike the lists prepared by various interna-
tional commissions and high level panels, our choices are not the proposals
that might be considered the most politically acceptable. They are instead
based on what is necessary to make the UN a credible global institution that
can give leadership to the world. They range from grandiose to minute. 1. A more legitimate Security Council One fairly radical but ‘workable’ proposal for restructuring the Security Coun-
cil is made by Joseph Schwartzberg in his powerful book, Transforming the
United Nations System: Designs for a Workable World. He recommends a
three-pronged approach. First, to surmount national interests and help smaller
countries to work through larger groupings, he suggests a system of represen-
tation in the Council by 12 world regions rather than individual nation-states. 131 Each multinational region would nominate slates of candidates from which one
would be elected to the Security Council by the General Assembly. Second, he
proposes a mathematically determined weighted vote for each region. Third,
in exchange for phasing out the veto, the P5 would be rewarded with a larger
weighted vote in a more empowered General Assembly. Additional new proposals for reforming the Security Council have been
made in the 2015 Report of the Commission on Global Security, Justice and
Governance. To achieve the twin goals of effectiveness and acceptability, it is
suggested that the Council’s membership be expanded to reflect the tremen-
dous increase in UN membership (as was done in 1965) and that immediate re-
election of non-permanent members be allowed. The Commission then pro-
poses ideas for resolving the question of the veto and improving peace opera-
tions through improved worked methods (see Box 16). Box 16: Improving the working methods of the Security Council
Where there are reasonable grounds to justify it, members should be
requested to defend their ‘no’ votes publicly in the Security Council.
Permanent members should be given the option of casting a ‘dissen-
ting vote’ that does not rise to the level of a veto and therefore does
not block passage of a resolution.
The Council should ensure sufficient resources and political support
to new peace operations where there are potential risks of war cri-
mes.
For each peace operation a ‘Group of Friends’ should be constituted,
States that can help bring political and diplomatic pressure to bear
on the situation.
The Council must consult troop and police contributing countries
whenever there are problems and address their concerns.
It should undertake a rolling analysis of those terrorist, criminal and
extremist elements that are capable of influencing the context of
peace operations. 2. A more balanced and focused General Assembly 2. A more balanced and focused General Assembly Joseph Schwartzberg (2013) tells us that the General Assembly owes its legit-
imacy to being an almost universal body with 99.6 per cent of the world’s peo-
ple. This population has tripled since 1945, but for all this time the voting
power in the GA has steadily been skewed to favour relatively minor states
including a proliferation of microstates. No fewer than 39 current members
have less than a million inhabitants each, and 13 have fewer than 100,000 in-
habitants each. In financial terms, 128 members collectively pay less than 1.3
per cent of the total UN budget. If one can be opposed to an ‘undemocratic’
veto then one should be equally opposed to GA coalitions of the very weak. It
has been called the ‘immoral egalitarianism’ of the ‘one-member, one-vote’
rule. At present, the three most populous countries (China, India and the United
States) have 42 per cent of the world’s population but only 1.6 per cent of votes
in the General Assembly. The major powers resort to bribery or threats to bend
the weak to their demands. Because of these faults, the biggest states have
opted to create the G20 where they can discuss economic matters without being
hobbled by what they consider to be the noisy, ‘marginal’ states. A well-de-
signed system of weighted voting would mitigate these defects. The aim, as at
the beginning of the UN, should be to combine power with principle. The three basic principles for the weighted vote of each member would be:
1) the democratic principle in which population is the determining factor; 2)
economic capacity represented by contributions to the UN budget; and 3) the
sovereign equality principle whereby each state is treated equally. The three
components of the vote would be combined in a simple formula as if they were
of equal relevance (Schwartzberg 2013: 21-26). Over time, say, every ten
years, a neutral agency would adjust these weights according to changed con-
ditions. The aim is that states might start listening to each other. Rather than
having weak and poor states pass a plethora of meaningless resolutions that
destroy the reputation of the GA and are largely ignored by the rich and pow-
erful, debates could become more consequential. Once the voting power within the General Assembly is more balanced, one
could proceed to making its operations more focused. Box 16: Improving the working methods of the Security Council
Where there are reasonable grounds to justify it, members should be
requested to defend their ‘no’ votes publicly in the Security Council.
Permanent members should be given the option of casting a ‘dissen-
ting vote’ that does not rise to the level of a veto and therefore does
not block passage of a resolution.
The Council should ensure sufficient resources and political support
to new peace operations where there are potential risks of war cri-
mes.
For each peace operation a ‘Group of Friends’ should be constituted,
States that can help bring political and diplomatic pressure to bear
on the situation.
The Council must consult troop and police contributing countries
whenever there are problems and address their concerns.
It should undertake a rolling analysis of those terrorist, criminal and
extremist elements that are capable of influencing the context of
peace operations. Finally, in assessing the current requirements for social, economic and legal
supports for peace and security, the Commission favours instituting a formal
mechanism of consultation for regular, structured discussions between the Se-
curity Council and representatives of civil society, business and municipalities. After all, these stakeholders have a demonstrated interest in and make specific
contributions to the new dimensions of security (health, protection of civilians,
women and children, climate change, natural disasters). 132 3. An Economic, Social and Environmental Council 3. An Economic, Social and Environmental Council This book has discussed some of the reasons why analysts have been decrying
ECOSOC as the weak sister among the UN’s principal organs since at least the
1980s. The UN’s founders intended for it to coordinate the economic and social
work of the UN system with its specialized agencies and other bodies. Yet they
gave the agencies their own governing arrangements; set the Bretton Woods
financial institutions on an autonomous path; provided ECOSOC and the Gen-
eral Assembly with overlapping mandates; and failed to give ECOSOC a dis-
tinctive profile. From there, everything went downhill. Critics say it is too large
for high-level consultations and flexible decision-making, but not large enough
to perform credibly as a plenary body. Heads of state, foreign secretaries and
finance and trade ministers prefer the smaller, shorter and more focused meet-
ings of the World Bank and IMF. They find ECOSOC to be incapable of deal-
ing with crises, unable to exercise any significant influence over the special-
ized agencies, and thus only attracting low level delegates to endless debates
and little apparent action. Over the years, there have been a plethora of proposed reforms from differ-
ent groups. Fearing hang-ups with structural reforms, some observers have
limited themselves to suggesting short-term process changes. However, show-
ing the weight of discontent with ECOSOC, structural transformations have
been proposed by many groups such as: UBUNTU (World Forum of Civil So-
ciety Networks), the Commission on Global Governance, Reimagining the Fu-
ture, the United Nations Association of the USA, the South Commission and
the World Commission on Environment and Development. p
The major suggestion coming from these groups is that ECOSOC be trans-
formed to a Social and Economic Security Council or an Economic, Social and
Environmental Council (ESEC), with powers and methods parallel to those of
the Security Council (without P5 vetoes). Its policy proposals would be trans-
ferred back to the GA for debate and majority approval. As with the original
intentions of the Charter, the new ESEC would have effective control and co-
ordination over all agencies, financial institutions and multilateral groups in
the UN system in the spheres of economics, social development and the envi-
ronment. 2. A more balanced and focused General Assembly Because global problems
require global solutions, Schwartzberg argues that the time has come to give
the GA limited capacity to pass legally binding resolutions (in areas not being
considered by the Security Council). In matters of a worldwide nature that can-
not be addressed at the regional or national levels, the GA should be authorized
to legislate binding international law when there is a two-thirds majority that
includes 50 per cent of the total world population. Some issues might require
a supermajority of 75 per cent of the weighted votes. 133 4. A reconfigured Human Rights Council In Chapter 4 we discussed how the UN has achieved far greater success in
developing and promoting human rights than it has in protecting them, and
how the politicization of UN human rights bodies, particularly the Human
Rights Council, is to blame for this. We also looked at why it may be unlikely
that we will see a complete overhaul of the flawed Human Rights Council any
time soon, for a host of reasons including the time and resources involved and
the optics of another major reform so soon after the 2006 effort. Box 17: Ideas for reforming the Human Rights Council
Representation: Governments could remain members but the repre-
sentatives they select should be judges or academics with human
rights expertise. Membership could also be expanded to include in-
dependent experts in addition to government representatives.
Status within UN: The Council could eventually be made a principal
UN organ, rather than a subsidiary organ of the General Assembly,
though doing so at this time may only elevate its politicization.
Prevention: Strategies that emphasize preventing conflict and vio-
lence that lead to human rights abuses should be pursued.
Protection: A provision on implementing the Responsibility to Pro-
tect could be added to the Council’s mandate.
Universal Periodic Review: The UPR process could integrate a pro-
cedure for dealing with violators, to ensure that dialogue and coop-
eration leads to action.
NGOs: A more formal institutional framework around the relation-
ship of NGOs to the Council would be beneficial. The consultative
status that NGOs enjoy with ECOSOC would be a model to follow. 3. An Economic, Social and Environmental Council The Second and Third Committees of the General Assembly (dealing
with economic and financial issues; and social, humanitarian and cultural is-
sues, respectively) would be wound up and their activities transferred to the
new ESEC. The UN Conference on Trade and Development (UNCTAD) and
the UN Industrial Development Organization (UNIDO) would be closed down. The votes in the World Bank and the IMF would be more equitably distributed. To govern the new council, a ministerial board of some 25 governments could
be created along with an advisory commission. Alternatively, the General
Committee of the General Assembly could be the leader of ECOSOC. The 134 governing bodies of the major development agencies would be combined into
one executive committee. The Commission on Peace, Justice and Governance outlined an alternative
idea to strengthen the United Nation’s role in the field of economics without
completely redesigning ECOSOC. It proposed transforming the G20 into the
G20+. The term ‘co-optation’ is not used, but this is the essence of the proposal
to institutionalize the G20 and strengthen its coordination with the UN, the
World Bank, IMF, WTO, ILO and regional organizations. The proposed G20+
would meet every two years at the UN. The UN would furnish a secretariat, a
liaison mechanism, a UN deputy secretary-general, and a technical body of
experts to frame its activities. The details are shrewd and complex, but this
appears to be a subtle manner to bring the G20 within the UN—which is indeed
a necessity. Box 17: Ideas for reforming the Human Rights Council
Representation: Governments could remain members but the repre-
sentatives they select should be judges or academics with human
rights expertise. Membership could also be expanded to include in-
dependent experts in addition to government representatives.
Representation: Governments could remain members but the repre-
sentatives they select should be judges or academics with human
rights expertise. Membership could also be expanded to include in-
dependent experts in addition to government representatives. g
Status within UN: The Council could eventually be made a principal
UN organ, rather than a subsidiary organ of the General Assembly,
though doing so at this time may only elevate its politicization.
Status within UN: The Council could eventually be made a principal
UN organ, rather than a subsidiary organ of the General Assembly,
though doing so at this time may only elevate its politicization.
Prevention: Strategies that emphasize preventing conflict and vio-
lence that lead to human rights abuses should be pursued.
Protection: A provision on implementing the Responsibility to Pro-
tect could be added to the Council’s mandate.
Universal Periodic Review: The UPR process could integrate a pro-
cedure for dealing with violators, to ensure that dialogue and coop-
eration leads to action.
NGOs: A more formal institutional framework around the relation-
ship of NGOs to the Council would be beneficial. The consultative
status that NGOs enjoy with ECOSOC would be a model to follow. 135 But that does not mean we cannot make certain changes that would have a
measurable impact on the Human Rights Council’s work. In doing so, we
should focus on what is realistic and achievable. Ramcharan (2011) outlines a
number of actionable ideas that could help make the body more fair, impartial
and effective (see Box 17). These vary in level of ambition. Reforming the Human Rights Council will not be straightforward—espe-
cially if the reform process of the Commission on Human Rights is any indi-
cation—but in the long run, failing to even try will have devastating conse-
quences. 5. Improved staffing and management practices There is a general consensus among experts that the UN’s approach to hiring
and managing the international civil service needs fixing. One of the chief criticisms of the Secretariat relates to the politicized ap-
proach to hiring, particularly when it comes to top appointments. Since it was
launched in 2014, the 1 for 7 Billion campaign has made appeals for greater
transparency regarding top UN appointments, and an end to the current mo-
nopoly over the decisions. It explains how permanent Security Council mem-
bers have dominated the selection process for secretaries-general, often sup-
porting candidates in exchange for promises to reserve senior posts for their
own nationals. Multiple examples are provided, for instance how since 1997
the Department of Peacekeeping Operations has been led by four successive
nationals of France, and how five successive US nationals headed the Depart-
ment of Management from 1992-2007 (since 2007, Americans have led the
Department of Political Affairs). There are similar cases of posts held by UK,
Russian and Chinese nationals for multiple terms. This practice thus prevents
nationals from other countries from holding these positions. 1 for 7 Billion
argues that the selection process should be based exclusively on merit, as stip-
ulated in the UN Charter, so that the secretary-general can recruit a strong lead-
ership team from all the world’s regions (1 for 7 Billion 2016). The Commission on Global Security, Justice and Governance made related
calls, stating that, through the General Assembly, member states politicize hir-
ing at all levels by micromanaging the budget. As well, despite having some
influence on the selection process, the Secretary-General can neither appoint
nor let go the heads of UN agencies, programs, and funds. The Commission
highlighted a need for the Secretary-General to have greater discretion to man-
age the Secretariat. For the appointment of under-secretaries-general and as-
sistant secretaries-general, it proposes that member states continue to approve
the selections, but that the Secretary-General be presented with an array of
candidates from which to choose (2015: 93). 136 A second issue increasingly in the spotlight relates to management prac-
tices. In former Australian Prime Minister Kevin Rudd’s recent report, he calls
for “deep reforms of the UN management system”, arguing that the organiza-
tion relies on “rigid staffing” and that its “excessively hierarchical structure is
a legacy from an earlier age” (2016: 21,35). 5. Improved staffing and management practices He draws attention to some of the
main challenges, from the inability of managers to move employees either
within or between agencies, to the length of time involved in hiring people (up
to 12 months) and the difficulty of firing people. He also disapproves of what
he refers to as the “demise of a permanent, professional, international public
service”, whereby the ability of long-standing and highly-experienced UN staff
to rise to senior management positions is being weakened by an increase in
external, political appointments. He makes a strong case for a flatter, flexible,
effective, and cross-disciplinary structure that can better respond to complex
challenges. Finally, Rudd claims that more of the Secretariat’s staff should be in the
field, rather than at headquarters (at present they are roughly equally divided). This would help shift the UN’s work from report writing to executing its man-
date on the ground. At the same time he states that the opportunities for ad-
vancement are disproportionately at headquarters, and that deserving field staff
should be encouraged, rewarded and promoted (ibid: 33). Weiss (2009) has
echoed these sentiments, calling for an end to the tendency for promotions to
result from work and contacts in pleasant headquarter settings. 6. Autonomous emergency services for the UN It is unlikely that reformed structures alone will be enough to help the United
Nations to fulfil its mandate for global protection and development. The or-
ganization will also require additional resources to give it the autonomy to
carry out its work. This proposal will look at a suggestion that has come from
multiple experts for giving the UN its own emergency, rapid reaction peace
force, while the next will cover ideas for independent sources of income. One of the leading proponents of a United Nations Emergency Peace Ser-
vice (UNEPS), Peter Langille (2015), has pointed out that UN peacekeepers,
over the years, have helped improve conditions in 69 armed conflicts world-
wide. The chief problem is that it currently takes 6-12 months for the UN to
mount a peace operation—as opposed to the seven days it took to deploy forces
to the first UN peacekeeping in the Suez in 1956. In addition, Western coun-
tries with their advanced militaries are now only contributing a minimal num-
ber of the 120,000 troops the UN has in the field. In part because of this slow
reaction, the UN is now spending $8.2 billion annually on peacekeeping, but
only after conflicts have spread, thousands have died and countries have been
destroyed. 137 Creating a UNEPS would help prevent the spread of conflict along with the
ensuing mass atrocities and huge costs. Its principal characteristics would be:
a permanent standing, integrated UN formation;
a permanent standing, integrated UN formation;
highly trained and well-equipped;
ready for immediate deployment by the Security Council;
composed of soldiers, police and civilian experts (‘multidimensional’);
capable of diverse assignments (e.g., security, environmental and
health crises);
13,000 to 15,000 professional volunteers;
equitable regional and gender representation; and
a first responder to cover the initial six months until member states can
deploy.
ready for immediate deployment by the Security Council; y
p y
y
y
composed of soldiers, police and civilian experts (‘multidimensional’);
capable of diverse assignments (e.g., security, environmental and
health crises); )
13,000 to 15,000 professional volunteers;
equitable regional and gender representation; and q
g
g
p
a first responder to cover the initial six months until member states can
deploy. The central aim of UNEPS would be to deter aggression and its spread. 6. Autonomous emergency services for the UN There
would be sufficient military forces and police to restore and maintain order and
civilian teams to provide essential services. Its approximate start-up costs of
$3 billion and recurring costs of $1.5 billion annually, while significant, are
trifling in comparison to the $13.6 trillion in annual military expenditures glob-
ally (Global Peace Index). A very similar proposal has been presented in great
detail by Robert Johansen in “A United Nations Emergency Peace Service: To
Prevent Genocide and Crimes Against Humanity”. 7. Financing the UN Over the years, UN proponents have put forth a whole series of ideas for find-
ing innovative, alternative sources of funding for the organization. The basic
problem is that the regular assessments of member states (even when they are
paid) have never provided a sufficient budget to finance the UN’s multitude of
operations. When these are supplemented by voluntary contributions from
states, they are still insufficient and tend to reflect the priorities of the particular
donor. They have been called the ‘UN à la carte’. So, there has been an ongoing
search for additional and independent financial resources for the UN. There is
no lack of ingenuity in proposals, which have included imposing levies (a sort
of international tax) on air and sea travel, arms sales, transnational movements
of currencies, international trade, the production of polluting materials, and
production from the global commons such as mining of sea nodules—even an
annual UN lottery has been suggested. The trick is to keep it international, find
huge areas of untaxed transactions, and place the levy low so that it will not
cause a backlash. A good example is the air travel tax that France introduced
in 2005 to finance Unitaid, which was implemented by nine countries. Yet none of these relatively simple and ingenious ideas has ever been im-
plemented on a global scale. Many critics believe that member states have not 138 given the UN permission to impose such levies because they do not want the
organization to have its own independent sources of revenue. Rather, they wish
to retain full control. It is this attitude on the part of governments that must be
one of the major targets of a reform movement. This latter consideration caused Joseph Schwartzberg to propose that the
easiest path would simply be for the UN to return to its original financial well
in a more astute manner. He proposes scrapping the present complicated and
contentious system used to calculate member state assessments, and replacing
it by one wherein all states are assessed at a “very small, affordable and equal
percentage” (say 0.1 per cent initially) of their respective gross national in-
comes (GNI). He calculates that if such a GNI assessment had been in place in
2010, it would have generated $58.65 billion—more than twice the total cur-
rent spending for the entire UN system (2013: 201-24). 7. Financing the UN Tax evasion is another issue that harms national budgets, and thus the UN’s
budget. In his book Options for Strengthening Global Tax Governance, Wolf-
gang Obenland calls on the UN to create new institutions for a platform for tax
collaboration. He claims the world is losing hundreds of billions in tax reve-
nues annually because of a lack of international cooperation on tax issues
which permits rich individuals and corporations to evade or avoid taxes in off-
shore tax havens or to demand preferential treatment in their host countries. 8. Principles and criteria for the Responsibility to Protect 8. Principles and criteria for the Responsibility to Protect It is time to complete what the United Nations neglected when it adopted the
resolution on the Responsibility to Protect (R2P) at the UN Summit in 2005. In itself, it was one of the most significant steps to place some limits on the
abuse of national sovereignty. But the resolution omitted two of the most im-
portant elements of the report of the International Commission on Intervention
and State Sovereignty, which had formulated the concept of R2P. These were
the ‘Principles for Military Intervention’ that formed the criteria for when the
Security Council needed to act, and, even more alarmingly, the whole chapter
on ‘the Responsibility to Prevent’ which dealt with early warning, analysis of
root causes, and the techniques of prevention. Without clear principles for intervention, the UN lacked the key instruments
for deciding when to put R2P into action. Some wicked tongues claimed this
was exactly the intention of some of the P5. If this was the case, it backfired. When the Security Council authorized the NATO intervention in Libya, the
principles of ‘right intention’ and ‘proportional means’ and the operational
‘principle of limitations’ were not on hand to guide the resolution. So, NATO
went on to overthrow the government of Libya rather than just halting or avert-
ing human suffering. As we have discussed, this has been the basis of Russia
and China vetoing UN intervention in Syria with the results we know. 139 The Commission put forth six principles that should be respected before the
UN would decide on military intervention in the name of protecting civilian
populations:
The ‘just cause threshold’ stated that there had to be actual or appre-
hended large scale loss of life or ethnic cleansing. Human rights viola-
tions, the overthrow of democracy, or the desire to rescue one’s nation-
als were not sufficient cause.
The ‘right intention’ principle said the intervention must be to avert
human suffering which could best be assured by ‘multilateral opera-
tions’ supported by regional opinion and the victims concerned.
The ‘last resort’ principle stipulated that every form of negotiation and
non-military forms of arm-twisting had to have been exhausted.
The principle of ‘proportional means’ asserted that the scale, duration
and intensity of the intervention has to be the minimum necessary to
achieve the human rights objectives. 8. Principles and criteria for the Responsibility to Protect
The principle of ‘proportional means’ asserted that the scale, duration
and intensity of the intervention has to be the minimum necessary to
achieve the human rights objectives.
The principle of ‘reasonable prospects’ insisted there has to be reason-
able chances of success and that action will not be worse than inaction.
The principle of ‘right authority’ stipulates that the Security Council is
the appropriate body for authorizing interventions, but it should act
promptly. In addition, the Permanent Five should not apply their veto
power except when their vital state interests are involved. If the Secu-
rity Council fails to act in a reasonable time, an alternative option would
be for the General Assembly to consider the matter in an Emergency
Special Session under the ‘Uniting for Peace’ procedure, or a regional
organization might take action. In addition to these R2P principles for military intervention, the Commission
also proposed ‘operational principles’ including clear objectives, unity of com-
mand, limitations in the application of force (“for the protection of the popula-
tion, not for defeat of the state”), adherence to international law, and coordina-
tion with humanitarian organizations. It is high time the UN gave due consideration to these criteria and principles
for the use of R2P. 9. The dispersion and control of global power Most experts agree that providing the United Nations with greater authority is
a necessity. Thomas Weiss has courageously taken the bull by the horns in his
recent publications. In his 2009 book, What’s Wrong with the United Nations
and How to Fix It, he closes with the statement, “global government rather than
global governance is a necessary part of future analytical perspectives.” (232). Latterly, in Governing the World, Weiss concludes, “We cannot continue to 140 ignore and rationalize the absence of overarching authority… Humanity col-
lectively is capable of better and more fairly governing the world.” (2014a:
101). Similarly, French thinker Jacques Attali summed this view up well, stating
“Neither an empire nor the marketplace will be able to master the immense
problems which await the world. For that it will require a world government. This government will take a form fairly close to today’s federal regimes. ... Leaving to the national governments the responsibility for assuring the specific
rights of each people and the protection of each culture, the global government
will be in charge of the general interest of the planet and verifying that each
nation respects the rights of each citizen of humanity.” (2011: 10). However, there is a widespread fear of a more authoritative global institu-
tion. Since the time of Immanuel Kant, the fear of a global leviathan has been
one of the main arguments against giving enhanced authority to the United
Nations or any other international institution. Unfortunately, even cosmopoli-
tans share this fear of big government—even if, aside from this, they are some
of the strongest proponents of a reformed international system. It is reflected
too in science fiction where we have the forces of the ‘Federation’ confronting
those who want to install an evil and all-powerful oppressor. One of the most serious warnings came from Michael Barnett and Martha
Finnemore in their book Rules for the World. Their research focused on inter-
national organizations as bureaucracies. They point out that we have known
ever since the work of the German sociologist, Max Weber, that bureaucracy
is a distinctive social form with its own internal logic that generates specific
behavioural tendencies which might be good or bad. According to the authors, bureaucracies can govern complex situations be-
cause of their rules-based, hierarchical, continuous, impersonal, and expert na-
ture. They control access to knowledge and their rational process makes them
both proficient and efficient. 9. The dispersion and control of global power Moreover, rules shape their activities, under-
standings, identity, and practices, along with how bureaucrats see the world
and perceive social problems. Bureaucrats often make rules that prescribe the
behaviour of others. When we think about the activities of the UN and the
European Commission in this light, we can see why there has been growing
reaction against often inappropriate rules applied by distant, impersonal, so-
called experts who are unaware of local conditions. This is, in large part, driv-
ing the rise of populism. The analysis by Barnett and Finnemore shows that there is a danger lurking
in the nearly 300 international organizations that manage much of the world’s
relationships. These organizations are lauded for advancing liberal goals such
as human rights and economic growth, but behind this liberal façade is the
reality that they do so using undemocratic procedures. They note how Weber
recognized that “a bureaucratic world had its own perils, producing increas-
ingly powerful and autonomous bureaucrats who could be ‘spiritless’ and 141 driven by rules, who could apply those rules in ways that harmed the people
whom they were expected to serve.” (2004: 172-73). We must take these warnings to heart as we contemplate ever-more power-
ful international organizations. There will be bureaucracies. Yet the well-
founded concerns some have of a ‘world government’ can be addressed by
designing transformed global institutions based on the diffusion and control of
power. As Trent began to elaborate in his Modernizing the United Nations Sys-
tem (2007: 237-40, 256-8), the best way to do this is by applying what democ-
racies have learnt about diffusing and controlling power during the past two
hundred years. The techniques of federalism, subsidiarity, checks and bal-
ances, the division of powers, constitutionally guaranteed freedoms, rights and
equality, liberalism, the rule of law, transparency and participation all help to
decentralize power. To these can be added the more specific freedoms of
speech, thought, association and the freedom of the press. While at first glance
it may not appear so, the rising inequality between and within countries also
has a tendency to reinforce established power. The wealthy often use their
money to influence the political elite to develop policies that reinforce their
wealth—creating a vicious circle. The control and dispersion of power must
include the struggle against inequality. Democracy itself is at the core of the dispersal of power. 9. The dispersion and control of global power Many associate
democracy with electoral techniques, but it is far more complex than that. There is a long list of attributes often considered as the defining properties of
democracy: free, fair and frequent elections, competition, participation, con-
testation, civil liberties, rights, freedom of expression, information and associ-
ation, rule of law, an effective state, accountability, equality, inclusive citizen-
ship, individual and minority rights, checks and balances, constitutional pro-
tection, and an active civil society (Geissel et al, 2016). Taken together, these
properties ensure the circulation, distribution, division and control of power, a
key objective of democracy. Two centuries ago, few gave the nascent democ-
racies much chance of persisting but because of the control of power we have
come a long way. These techniques must be replicated in any proposals for the
reform of global institutions. Another concept we may briefly expand upon is world federalism. Federal-
ism is a mechanism for creating rules and norms for the distribution of juris-
dictions and for a continuing, principled struggle for power. Under federalism,
each political unit maintains its own ‘sovereign’ responsibilities and authori-
ties. In functioning federations with a constitutional enforcement and multiple
political parties, there is no concentration of power. It is a fundamental tech-
nique for ensuring that the ‘centre’ does not accumulate too much ‘authority’. It is also what has allowed vast territories such as Canada and the United States
to have one central government along with a great dispersal of power in the
provinces/territories or states. Thus, world federalism would promote a contin-
uing balancing of power between states and a UN with more authority. So, we 142 can assume that if the UN had small but autonomous emergency peace forces
and sources of funding, the member states would still have their national mili-
tary and police forces along with their own legislatures, judiciaries, public ser-
vices and everything else that goes to make sovereign nation-states. It should be added that so-called federalism is also the governing authority
in countries such as Russia which are not exactly shining models of democracy
and freedom. So, we must understand that federalism is a necessary technique
for the dispersion of power but by no means a sufficient one for ensuring the
decentralization and control of authority. 9. The dispersion and control of global power Worrying about the techniques of global democracy and world federalism
may not appear to be of immediate concern, but considering the multiple tech-
niques for the control and distribution of power in international organizations
with more decision-making authority needs to be a priority. Sequencing reform proposals: where to start This list of possible transformations of the UN leads immediately to the ques-
tion: where to start? The next section, which will conclude this book, explores
a possible path to mobilizing public and political support for reform so it is
placed on the international agenda. Before getting to this, it is necessary to
consider how to begin to sequence reform proposals. As we have said, it is not our intention to present a comprehensive program
or step-by-step plan for reform. Rather, we wanted to demonstrate to the reader
the extent of thinking that has already gone into UN reform and offer a panoply
of proposals to work from. There are many more that have come from scholars,
civil society and other UN experts. To sort or rank these issues is no small task. Developing a methodological approach is helpful. Some of the questions we
need to ask when considering how to prioritize are: How urgently is the reform
needed? How large is it in scale and scope? How easily could it be achieved? What would the cost be? How much time might it take? Is there/would there
be political will? Is there/would there be public support? How developed are
the proposals? Is there consensus among experts on what needs to be done? Is
there a strong champion behind it? Joseph Schwartzberg (2013) gives considerable thought to the sequencing
of UN reforms. He suggests that some changes are easier to get accepted, and
that starting with these may open the door to further reforms. His preference
would be to begin with: improving UN funding via a new assessment system;
regaining legitimacy through weighted voting in all the UN organs (i.e., in-
cluding population and the economic contributions of states in their voting
power rather than just one-state-one-vote); creating a Security Council that is
universally representative with weighted regional voting and no veto; and es-
tablishing a standing, all volunteer UN peace force. 143 Few disagree that the UN must have its own sources of revenue, although
many would prefer this to come from some form of taxation. Many also accept
the need for some form of emergency peace force. Still, to get these two re-
sources, the organization must have legitimacy. This is why weighted voting
is such an important concept. The European Union has used weighted voting
and it appears to work quite well. Sequencing reform proposals: where to start In the context of global institutions, it could
help address the issue of large countries fleeing the cacophony of the UN to-
wards the G7 and G20, in part to have their voices heard for their just value. Four steps toward the renaissance of the United Nations We have come to the conclusion that significant groundwork needs to be done
before reforms will get under way. The whole issue of renewing the UN must
be placed on the international agenda. This will take considerable leadership,
education and communication. At the same time, overcoming established in-
terests and natural tendencies for maintaining the status quo will require im-
mense mobilization of popular support to create political will. In all likelihood,
neither of these will be achieved without the efforts of a committed and sus-
tained movement pushing for change in this direction. This final section ex-
plores how we can bring about a civil society-led UN renaissance movement,
and how strategic campaigning and advocacy can garner the public support
and political will required for transformative change. 1. Mapping actors and interests 1. Mapping actors and interests A useful first step in building a successful movement for reform, one that gar-
ners enough popular support to lead to political action, is having a deep under-
standing of the players involved. This is as true for allies as it is for opponents. Let’s begin by identifying potential allies to help spot opportunities for co-
alition building. A first step is seeking out civil society organizations that ad-
vocate for more effective global governance and share a common vision for a
fairer and more legitimate UN. There are also a number of groupings of states
that have voiced their concerns about the status quo and have called for reforms
at the UN. Some of these governments may be willing to join efforts to collec-
tively push for action. There are also allies within the UN and other interna-
tional organizations who would like to see a more effective global institution. The core of change will come from a partnership of NGOs and like-minded
states plus reformers in the UN. Not all those identified as allies will be focused on the same issue areas, nor
will they necessarily agree on how to fix some of the problems. Issue-specific
groups or committees can be formed to deal with this, as was done with the
NGO Coalition for an International Criminal Court, discussed in Box 18. 144 Of course, not everyone favours a rational and progressive path to more
workable global institutions. The most obvious opposition has come from
member states themselves, particularly the most powerful ones. The recent
wave of right-wing populist nationalism spreading across the West poses an
additional threat to attempts at reform, as anti-globalism sentiment is paired
with isolationist policies, trade barriers, and restrictions on the movement of
people. Such politicians are responding to the understandable frustration that
many have felt as a result of the gains from globalization not being equitably
shared, and from the challenges that have come with greater regional and
global integration. Yet rather than working to improve global institutions to
better manage the harmful consequences of living in a globalized world, they
are proposing to reverse the positive achievements of the past decades, includ-
ing gains made on climate change policies, trade, regionalism and multilater-
alism, diplomacy, efforts to improve taxation and environmental regulation,
humanitarianism, multiculturalism, arms reductions and peace and security. 2. Form smart coalitions of allies For many of the more substantial reforms ideas to materialize, a coalition, or
perhaps multiple coalitions, will likely need to be formed to drive a wider
movement. Among the attributes of these ‘smart coalitions’ comprising NGOs
and some governments are: ideas, leadership, expertise, skilful negotiations,
mobilization of networks and resources, concrete agendas, targets and indica-
tors, and tools to measure progress and respond to setbacks. In terms of personnel, they will require NGO experts, international practi-
tioners, communicators, academics, retired politicians and ideally some repre-
sentatives of willing governments. Often, complex reforms must be organized
into manageable, issue-specific areas that can be overseen by actors with spe-
cific expertise. It is useful to learn from past examples of successful coalitions, such as the
Coalition for an International Criminal Court, the International Coalition for
R2P, the International Campaign to Ban Landmines, and 1 for 7 Billion, all of
which were mobilized by the World Federalist Movement. These campaigns
came along when conditions in the General Assembly opened the door to cre-
ating momentum for the specific reform. NGOs and governments made use of
each other’s relative advantages. NGOs applied their expertise, their ability to
inform the media and frame the discourse, and their means for embarrassing
dissenting governments through naming-and-shaming campaigns. Friendly
governments used their money and resources to manage negotiations and de-
cision-making. Campaigns were based on a strong and simple normative mes-
sage. Instead of meeting opposition governments head-on (even the P5), the
coalitions moved around them through the support of a strong majority of
states. The Coalition for an International Criminal Court is explored in greater
detail in Box 18. This idea is not new. The report by the Commission on Security, Justice and
Governance (which we have analyzed at length in this chapter) called for a
World Conference on Global Institutions that could “serve as a rallying point
for smart coalitions and simultaneously generate political momentum for mul-
tiple, urgent global reforms” (109-110). The Commission proposes that the
Conference take place in 2020 to mark the UN’s 75th anniversary, and that it
be the culmination of a three-year multilateral negotiation process on global
institutional reform. It highlighted the need to include diverse voices, including
those at the most local level and those of under-represented groups. 1. Mapping actors and interests Potential opposition could also come from all those who benefit from inter-
national conflict, inequality and general disarray. Among them are the wealth-
iest one per cent (who collectively control over fifty per cent of the world’s
capital), who may not support a more regulated international regime that might,
for example, combat offshore tax havens. There are also those who benefit
economically from war and world military spending, which in 2016 was esti-
mated at $1.7 trillion. And of course there are the many perpetrators of conflict
and war. Not all sets of actors will have clearly identifiable interests or roles. The
media (which admittedly is a broad term that reflects a wide diversity of or-
ganizations, from CNN to DemocracyNow! to Breitbart News) has played dif-
ferent roles at different times. On the one hand, there was a great deal of bal-
anced, high quality reporting in the mainstream media around the time of the
UN’s 70th anniversary that recognized the organization’s many achievements
while also pointing to a need for change. At the same time, the media has often
painted the UN in a negative light, as was the case in late 2016 when it failed
to report on a successful example of countries uniting against Security Council
inaction in Syria, opting instead to lambaste it over appointing Wonder Woman
as honorary ambassador. Given the fairly direct link between media coverage
and public opinion, this example may help explain why we have a relatively
ill-informed and ambivalent public. There are additional actors and interests that should be mapped out too,
many of which may not be clear allies or opponents. These include various
parts of the UN system itself, regional groupings, faith-based organizations,
multinational corporations and others that have been explored throughout this
book. 145 2. Form smart coalitions of allies A number
of scholars have also called for the creation of NGO coalitions for UN reform,
including Trent in his 2007 book Modernizing the United Nations System. And
indeed, a small number of NGOs are already working toward a 2020 UN re-
form congress. 146 Box 18: An NGO coalition that made history Box 18: An NGO coalition that made history Box 18: An NGO coalition that made history The Coalition for the International Criminal Court (CICC) started in
1995 when 25 civil society organizations joined together to advocate for
a permanent international criminal court. By 1997, the Coalition had
grown to 450 organizations. After three and a half years of intense advo-
cacy and deep collaboration among NGOs and between NGOs, govern-
ments and the UN Secretariat, governments held a diplomatic conference
in Rome and 120 countries adopted the Rome Statute that established the
ICC. The Coalition’s role was enormous. The information-sharing, legal
analysis and advocacy that it undertook prior to and during the con-
ference is widely seen as having shaped the outcome. The Coalition is
credited with a number of achievements, namely the independent nature
of the Court and its prosecutor, strong victim and witness protection, and
the inclusion of gender crimes. g
Coordinating the 200+ NGOs that attended the conference and
achieving the results they did was a major feat. The Coalition included a
steering committee of a dozen NGOs and regional caucuses that re-
presented all the world’s regions. Thematic caucuses were formed to
delve into specific issues. These were: Women’s Initiative for Gender
Justice, Victims’ Rights Working Group, Faith-Based Caucus, Universal
Jurisdiction Caucus, Children’s Caucus, and Peace Caucus. The World
Federalist Movement–Institute for Global Policy (WFM–IGP) and its
Executive Director, William R. Pace, served as Secretariat for the entire
network. Over 20 years later, the Coalition remains as active as ever. Its recent
efforts in the fight for international justice have focused on encouraging
African countries to stay with the ICC, restraining the Security Council
veto (which prevented the investigation of crimes in Syria) and trying to
halt government attempts to undermine the Court. Source: Coalition for the ICC website 3. Marketing the UN and its achievements to build public support A main task of a smart coalition would be to generate public support for more
authoritative global institutions through an effective marketing campaign. Those in other fields and industries seem to understand the importance of mar-
keting far better than those desiring UN reform. Consider the entrepreneurs
who often spend more time on marketing than they do on inventing. Or the
athletes who work as hard on their game plans as they do on muscle building. Or the movie moguls who put as much effort into attracting the public as they
do in producing films. Those seeking reforms need to convey the UN’s im-
portance as well as its numerous achievements to an audience that remains 147 unconvinced that better global governance is even necessary. This will take
considerable leadership, education and communication. It will also take out-
side specialists from diverse disciplines—like strategists, communicators, ed-
ucators, psychologists, behavioural economists, marketers, and mobilizers. Throughout this book we have observed our collective incapacity to develop
policies and take actions to adequately deal with the challenges that go beyond
the capacities of any single state. We explored how the UN needs new institu-
tional capacities to fill this void, and how a first step in this direction is to
continue efforts to harness sovereignty. The question is, how precisely do we
lead citizens to look favourably on more UN authority? Some useful insights were provided by Matthias Ecker-Ehrhardt in his arti-
cle “Why do citizens want the UN to decide?”. He studied the fifth wave of the
World Values Survey and drew several conclusions about public attitudes to-
ward giving more decisional authority to the UN. First, he found that, in gen-
eral, public support for UN authority is strongly linked to individuals believing
that many problems we face are of a global scope and that nation-states are
unable to handle them on their own. A second finding is that citizens of pow-
erful nations view UN authority more favourably because their power base al-
lows them to establish international institutional arrangements that preserve
their interests. Finally, he found that the social legitimacy of world institutions
is already in short supply. Global governance ‘architects’ or ‘entrepreneurs’—
those pushing for reform—should be aware that any attempt to simply ‘upload’
more authority to existing institutions is likely to lead to further backlash. 3. Marketing the UN and its achievements to build public support Ecker-Ehrhardt concluded that institutional inequality and skewed distribution
of power must be convincingly addressed before effective global institutions
will be widely accepted. The takeaway from this research is that the more people think global chal-
lenges surpass the capacities of states, the more they will support global au-
thorities—except when they think present world institutions are skewed in the
favour of major powers or special interests, in which case they will demand
institutional reform that spreads power more equitably. Marketing and com-
munications efforts must address these lessons. Of course, engaging the public should not be the sole responsibility of a
civil society-led coalition for reform. The UN itself needs to invest more time
and energy in its public relations. This observation was made recently by Kevin
Rudd, who recommended that the UN appoint a chief communications officer
to “overhaul the UN’s communications structure and strategy in order to effec-
tively communicate its message to member states, the general public, the me-
dia, and the rest of the UN system” (2016: 62). His rationale is precisely what
we have argued, “The UN has a good story to tell, but it is not telling it effec-
tively.” He proposed that the UN develop a new communications strategy that
makes use of all media platforms in multiple languages, and uses plain lan-
guage rather than “UN dialect, which is incomprehensible to the rest of the 148 world.” While it is made clear that this would not be a substitute for the indi-
vidual communications efforts of UN agencies, Rudd stressed the need for a
UN-wide approach to enhancing the integrity of its brand. 4. Transforming public support into political action Can we assume that an effective social movement and a corresponding shift in
public opinion will lead to political will for change? The short answer is yes. A wealth of research has been produced over the past decades on the impact of
public opinion on public policy, and the evidence is compelling. In his book
How Change Happens, Duncan Green, author and Head of Research at Oxfam,
explores how activists have succeeded in achieving norm change (2016: 48-
56). While acknowledging that on rare occasions governments have been the
source of new norms, he explains how many core features of the state, such as
social protection, education and healthcare, were formulated by activists before
being taken up by the state. 3. Marketing the UN and its achievements to build public support This was similarly the case with securing various
group rights, including women’s rights, children’s rights, disabled people’s
rights and gay rights. The typical trajectory is that activists gain public support,
and politicians respond to voters’ desires by implementing change. p
p
y
p
g
g
In their piece “When the pillars fall: how social movements can win more
victories like same-sex marriage”, Mark and Paul Engler (2014) describe how
the fight for marriage equality in the US was one where the consensus view
held by the public changed, for a host of reasons, and politicians and legal
rulings responded. “The change has come about through a mass withdrawal of
cooperation from a past order based on prejudice. It could be felt well before
it was written into law, and well before it was acknowledged by those leaders
now struggling to show that they have ‘evolved’.” As recently as 1990, 75 per
cent of Americans saw homosexuality as immoral. Politicians knew that ex-
pressing support for same-sex marriage could end their career. In 1996, the
U.S. Senate passed the Defense of Marriage Act, which narrowly defined mar-
riage and denied federal benefits to same-sex couples, by an overwhelming
majority. But the movement slowly chipped away at the “pillars of support”,
the institutions of society that legitimized the status quo. In this case, denying
equal rights to same-sex couples was a system propped up by the churches, the
media, the business community, the military, the educational system, the
courts, and so on. Gains were made on a range of fronts and public support for same-sex mar-
riage rose steadily until it reached a tipping point—in 2011, polls showed it to
be more than 50 per cent for the first time in history. The tide of public opinion
had turned, and legal and political victories came in rapid succession. In 2012,
President Obama stated that he had changed his position on the issue, as did
Bill Clinton who had led the Defense of Marriage Act just a decade and a half
earlier. In a single week in April 2013 six U.S. Senators came out in support 149 for marriage equality. This example presents an important lesson for other so-
cial movements: “Rather than being based on calculating realism—a shrewd
assessment of what was attainable in the current political climate—the drive
for marriage equality drew on a transformational vision.” (Engler and Engler,
2014). 3. Marketing the UN and its achievements to build public support Of course, this case is from the US, which has strong democratic institu-
tions. To what extent does the assumption that public opinion leads to political
change hold in places with undemocratic regimes? After all, demands are fil-
tered through domestic political institutions and the sensitivity of political
elites to the demands of voters varies greatly. Yet the “pillars of support” no-
tion is every bit as applicable. If civil servants, the military, merchants and all
others effectively propping up a regime were to suddenly refuse to cooperate,
they could bring down even the most authoritarian dictatorship. By removing
enough pillars, the temple will topple and the tyrant will tumble (ibid). It should be clear from this example and others explored in this book that
social movements matter. In many cases, they are the single most important
factor leading to change. Take for example the research conducted by Laurel
Weldon and Mala Htun on what factors drive change in government policies
on violence against women around the globe, which Green presents in his book
(2016: 55-56). Gathering data from 70 countries over four decades on various
forms of state action (legal and administrative reforms, prevention measures,
training, etc.) and other factors such as women legislators, level of economic
development, political regime. They concluded that, when all else is equal, it
was the presence of strong feminist movements that made the single largest
impact on whether a country had comprehensive policies addressing violence
against women or not. Public opinion and political pressure can and do lead to
political action. To summarize, we have now seen from domestic and international politics
that creating significant political change has a number of components. In-
formed citizens need to recognize a massive public problem, in this case that
existing international organizations do not have the capacity to surmount
global problems. Activists need to rally around a transformational vision,
likely in partnership with politicians and other allies. A movement for reform
needs to be launched—ideally one that seeks to undermine the pillars of sup-
port for maintaining the status quo. Broad public support needs to be gained,
in order to influence the decision-making of elites. “You may never know what results come of your actions but if you do nothing there
will be no results” Mahatma Gandhi Concluding remarks History suggests that a reform movement will most likely start when a small
number of like-minded states and numerous civil society organizations with
strong leadership and communications skills can mobilize widespread and sus-
tained support for a UN with adequate authority. This should be an immediate 150 focus of activists concerned with our current collective inability to govern the
world. It is worth reminding ourselves that if nationalist and isolationist politics
continue to gain traction, all these potential reforms may be cast aside—for the
moment. If they are, they will come back into their own as ever more citizens
recognize that the renaissance of world institutions is required to deal with
global issues. It may also result in their return to the spotlight, with the reform
agenda being seen as more urgent than ever. The UN and the League were
founded both on cumulative historical developments and on the impetus com-
ing from the scourge of world wars. But with modern weapons, we likely could
not survive another world clash. We must hope that the fear of global catastro-
phes will force world leaders to choose reform over conflict or chaos. The cri-
sis of multilateralism may just shed enough light on what we risk losing to
bring the doubters and believers together to revitalize the UN. 151 151 Bibliography 1 for 7 Billion (2016). “Campaign Calls for Transparency and End To Monopoly On Top UN
Appointments”. Accessed April 7, 2017. http://www.1for7billion.org/news/2016/6/13/cam
paign-calls-for-transparency-and-end-to-monopoly-on-top-un-appointments. Adams, Barbara and Karen Judd (2016). Reinventing Development: Reforming the UN for People
and Planet, Rosa Luxemburg Stiftung New York Office. Adams, Barbara and Karen Judd (2016). Reinventing Develop
and Planet, Rosa Luxemburg Stiftung New York Office. Adams, Barbara and Karen Judd (2016). Reinventing Development: Reforming the UN for da s,
a ba a a d
a e Judd ( 0 6). einventing
evelop
and Planet, Rosa Luxemburg Stiftung New York Office. and Planet, Rosa Luxemburg Stiftung New York Office. g
g
A Fair Globalization: Creating Opportunities for All (2004). Report of the Commission on the
Social Dimensions of Globalization Geneva International Labour Organization A Fair Globalization: Creating Opportunities for All (2004). Report of the Commission on A Fair Globalization: Creating Opportunities for All (2004). Report of the Commission on the
Social Dimensions of Globalization, Geneva, International Labour Organization. Social Dimensions of Globalization, Geneva, International Labour Organization. Amnesty International (2016). “World Leaders have Shirked Responsibility on Refugee Crisis”. Accessed April 7, 2017. https://www.amnesty.org/en/press-releases/2016/09/world-leaders-
have-shirked-responsibility-on-refugee-crisis/. Amnesty International (2017). “Syria: Secret campaign of mass hangings and extermination at
Saydnaya Prison”. Accessed April 7, 2017. https://www.amnesty.org/en/latest/news/2017/02/
syria-investigation-uncovers-governments-secret-campaign-of-mass-hangings-and-extermina
tion-at-saydnaya-prison/. Annan, Kofi (2005). In Larger Freedom: Toward Development, Security, and Human Rights, Re-
port of the Secretary-General. Accessed April 7, 2017. http://www.un.org/en/ga/search/view_
doc.asp?symbol=A/59/2005. p
y
Archer, C. (2001). International Organizations (3rd ed.), London, Routledge. Attali, Jacques (2011). Demain, qui gouvernera le monde? Paris, Fayard. Axworthy, Lloyd (2003). Navigating a New World: Canada’s Global Future, Toronto, Alfred A. Knopf. Barnett, Chance (2015). “Trends Show Crowdfunding To Surpass VC In 2016”. Forbes. Accessed
April 7, 2017. http://www.forbes.com/sites/chancebarnett/2015/06/09/trends-show-crowd
funding-to-surpass-vc-in-2016/#5cabae18444b. Barrnett, Michael and Martha Finnemore (2004). Rules for the World: International Organizations
in Global Politics, Ithica, Cornell University Press. Basic Facts about the United Nations (2014) New York, United Nations Department of Public
Information. British Council and SEUK (2015). “Think Global Trade Social: How business with a social pur-
pose can deliver more sustainable development”. Accessed April 7, 2017. https://www.british
council.org/sites/default/files/seuk_british_council_think_global_report.pdf. Browne, Stephen and Thomas G. Weiss, ed. (2014). Post-2015 UN Development: Making cha
happen? Oxon/New York, Routledge. Browne, Stephen and Thomas G. Weiss, ed. (2014). Post-2015 UN Development: Making change
happen? Oxon/New York, Routledge. Cameron, Maxwell A. (2002). Bibliography “Global Civil Society and the Ottawa Process: Lessons from the
movement to ban anti-personnel mines”, Andrew Cooper et al. op.cit. Cameron, Maxwell A. (2002). “Global Civil Society and the Ottawa Process: Lessons from
movement to ban anti-personnel mines”, Andrew Cooper et al. op.cit. Caron, David (1993). “The Legitimacy of the Collective Authority of the Security Council”, Amer-
ican Journal of International Law. Chase-Dunn Christopher & Salvatore J. Babones (2006), Global Social Change, Baltimore, The
John Hopkins University Press. Chesterman, Simon (2015). “The Secretary-General We Deserve?”, Global Governance, 21(4). Childers, Erskine with Brian Urquhart (1994). Renewing the United Nations System, Uppsala,
Sweden, the Dag Hammarskjöld Foundation. Claude, I.L. (1966). Swords into Ploughshares: The Pro
ganizations, London, University of London Press. Claude, I.L. (1966). Swords into Ploughshares: The Problems and Progress of International Or-
ganizations, London, University of London Press. Coalition for the International Criminal Court website. Accessed April 7, 2017. http://www.coali-
tionfortheicc.org/. 153 Commission on Global Security, Justice and Governance (2015). Confronting the Crisis of Global
Governance, Hague Institute for Global Justice and Washington, the Stimson Centre. Compare Your Country. Official Development Assistance 2015. Accessed April 7, 2017. http://www2.compareyourcountry.org/oda?cr=20001&cr1=oecd&lg=en&page=1. Cooper, Andrew et al (eds.) (2002). Enhancing Global Governance: Towards a New Diplomacy? Tokyo, United Nations University Press. Corner, Mark (2010). The Binding of Nations: From European Union to World Union,
Houndmills, U.K., Palgrave Macmillan. Cumming-Bruce, Nick (2016). “Donald Trump is ‘Dangerous’ for Global Stability, U.N. Rights
Chief Says”. New York Times. Accessed April 7, 2017. http://www.nytimes.com/2016/10/
13/world/europe/donald-trump-un-human-rights.html?. Deudney, Daniel (2006). Bounding Power: Republican Security Theory from the Polis to the
Global Village, Princeton, Princeton University Press. Dodds, Felix (2015). “Multi-stakeholder partnerships: Making them work for the Post-2015 De-
velopment Agenda”. Accessed April 7, 2017. http://www.un.org/en/ecosoc/newfunct/pdf15/
2015partnerships_background_note.pdf. p
p _
g
_
p
Doyle, Michael W. & Nicholas Sambanis (2007). “Peacekeeping Operations” in Weiss & Daws
op.cit. Ecker-Ehrhardt, Matthias (2016). “Why do citizens want the UN to decide? Cosmopolitan ideas,
particularism, and global authority”, International Political Science Review, 37(1). Economic and Social Council (ECOSOC, 2016). Meetings coverage: Partnership Forum on March
31, 2016. “Sustainable Development Goals Offer Chance to Create Synergies between All Par-
ties, Special Advisor Says at Economic and Social Council Partnership Forum”. Accessed
April 7, 2017. http://www.un.org/press/en/2016/ecosoc6746.doc.htm. Engler, Mark and Paul Engler (2014). “When the pillars fall: how social movements can win more
victories like same-sex marriage”. Waging Nonviolence. Accessed April 7, 2017. http://wag-
ingnonviolence.org/feature/pillars-fall-social-movements-can-win-victories-like-sex-mar-
riage/. Evans, Gareth (2015). Bibliography Knight A.W. (2002). “The Future of the UN Security Council” in Andrew Cooper et al. Enhancing
Global Governance, Tokyo, United Nations University Press. Langille, Peter (2015). “Team UN, world police: why we need an emergency peace service”, The
Conversation. Accessed April 7, 2017. http://theconversation.com/team-un-world-police-why-
we-need-an-emergency-peace-service-42491. Lee, Rachel (2007). The Jericho Pact, Don Mills, Ontario, MIRA Books. Lu, Catherine (2006). “World Government”, Stanford Encyclopedia of Philosophy, Stanford Ca-
lif., Stanford University Press. Luck, Edward C. (2015). ‘R2P at Ten: A New Mindset for a New Era?’, Global Governance,
21(4):499-504. Luck, Edward C. (2015). R2P at Ten: A New Mindset for a New Era? , Global Governance,
21(4):499-504. Luck Edward C (2003) Reforming the United Nations: Lessons from a History in Progress New 21(4):499-504. Luck, Edward C. (2003). Reforming the United Nations: Lessons from a History in Progress, New ward C. (2003). Reforming the United Nations: Lessons from a History in Progress, New
n, Academic Council on the United Nations System. ck, Edward C. (2003). Reforming the United Nations: Lessons from a History in Progress, New Luck, Edward C. (2003). Reforming the United Nations: Lessons from a History in Progress, N
Haven, Academic Council on the United Nations System. Lyons, F.S.L. (1963). Internationalism in Europe: 1815-1914, Leiden, A.W. Sijthoff. Luck, Edward C. (2003). Reforming the United Nations: Lessons from a His
Haven, Academic Council on the United Nations System. Haven, Academic Council on the United Nations System. Lyons, F.S.L. (1963). Internationalism in Europe: 1815-1914, Leiden, A.W. Sijthoff. Haven, Academic Council on the United Nations System. Haven, Academic Council on the United Nations System. Lyons, F.S.L. (1963). Internationalism in Europe: 1815-1914, Leiden, A.W. Sijthoff. Lyons, F.S.L. (1963). Internationalism in Europe: 1815-1914, Leiden, A.W. Sijthoff. MacMillan, Margaret (2002). Paris 1919, New York, Random House Paperbacks. Malone, David (2007). ‘Security Council’, in Weiss & Daws, op.cit. Mani, Rama (2007). ‘Peaceful Settlement of Disputes and Conflict Prevention’, in Weiss & Daws,
op.cit. Mazower, Mark (2013). Governing the World: The History of an Idea, 1815 to the Present, New
York, Penguin Books. Meacham, Jon (2003). Franklin and Winston, New York, Random House. Monbiot, George (2016). How Did We Get Into this Mess? London, Verso. Murphy, C. N. (1994). International Organization and Industrial Change: Global Governance
Since 1850, Cambridge, Polity Press. Newman, Edward (2007). Secretary-General, in Weiss & Daws, op.cit. Obenland, Wolfgang (2016). Options for Strengthening Global Tax Governance, Bonn, Friedrich-
Ebert Stiftung. Ochieng, Lilian (2016). Bibliography Speech: “Responsibility to Protect: After Libya and Syria”. Accessed April
7, 2017. http://www.gevans.org/speeches/speech585.html. A Fair Globalization: Creating Opportunities for All (2004). Report of the Commission on the
Social Dimensions of Globalization, Geneva, International Labour Organization. Fasulo, Linda (2015). The Insider’s Guide to the UN, 3rd Edition, Yale University Press. edman, Rosa (2011). The UN Human Rights Council: A Critique and Early Assessment. Doc-
toral thesis, University of London. Freedman, Rosa (2015). Failing to Protect: The UN and the Politicization of Human Rights, New
York, Oxford University Press. Future United Nations Development System (FUNDS, 2014). UN FUNDS 2014 survey. Accessed
April 7, 2017. http://futureun.org/media/archive1/surveys/FUNDS2014Surveysummaryre-
sults.pdf. Future United Nations Development System (FUNDS, 2016). Delivering As One: Could it Help
the 2030 SDG Agenda? Accessed April 7, 2017. http://futureun.org/en/Publications-Surveys/
Article?newsid=85. Gaffey, Conor (2016). “Uganda: Museveni Calls ICC ‘Useless’, Prompts Western Leaders to Walk
Out”. Newsweek. Accessed April 7, 2017. http://www.newsweek.com/uganda-museveni-
prompts-western-leaders-walkout-icc-useless-459605. Geissel, Brigitte, Marianne Kneuer, & Hans-Joachim Lauth (2016). “Measuring the quality of De-
mocracy: Introduction”, The International Political Science Review, 37(5): 571-580. Goldin, Ian (2013). Divided Nations: Why Global Governance is Failing and What Can be Done
About It, Oxford, Oxford University Press. 154 Green, Duncan (2016). How Change Happens, Oxford, Oxford University Press. Green, Duncan (2016). How Change Happens, Oxford, Oxford University Press. Hanhimäki, Jussi M. (2015). The United Nations: A Very Short Guide, Oxford Unive Green, Duncan (2016). How Change Happens, Oxford, Oxford University Press. Hanhimäki, Jussi M. (2015). The United Nations: A Very Short Guide, Oxford University Press. Hanhimäki, Jussi M. (2015). The United Nations: A Very Short Guide, Oxford University Press. Hoge, Warren (2005). “U.N. Condemns Zimbabwe for Bulldozing Urban Slums”. New York
Times. Accessed April 7, 2017. http://www.nytimes.com/2005/07/23/world/africa/un-con-
demns-zimbabwe-for-bulldozing-urban-slums.html?_r=0. Human Rights Watch (2002). News: “International Criminal Court a Reality: Human Rights
Watch Applauds Historic Justice Benchmark”. Accessed April 7, 2017. https://www.hrw.org/
news/2002/04/11/international-criminal-court-reality. ILO 2015. Global Employment Trends for Youth. Accessed April 7, 2017. http://www.ilo.org/
wcmsp5/groups/public/---dgreports/---dcomm/---publ/documents/publication/wcms_412015. pdf. ILO 2016. Women at Work. Trends 2016. Accessed April 7, 2017. http://www.ilo.org/wcmsp5/
groups/public/---dgreports/---dcomm/---publ/documents/publication/wcms_457317.pdf. International Commission on Intervention and State Sovereignty (2001). The Responsibility to
Protect, Ottawa. Inter-Parliamentary Union 2016. Youth participation in national parliaments. Accessed April 7,
2017. http://www.ipu.org/pdf/publications/youthrep-e.pdf. Jolly, Richard, Louis Emmerij and Thomas Weiss (2005). The Power of UN Ideas, City University
of New York. Jonah, James O.C. (2007). ‘Secretariat: Independence and Reform’, in Weiss & Daws, op. Keane, John (2003). Global Civil Society, Cambridge, Cambridge University Press. Bibliography “M-Pesa subscribers outside Kenya increase to 6m”. Business Daily Af-
rica. Accessed April 7, 2017. http://www.businessdailyafrica.com/Corporate-News/M-Pesa-
subscribers-outside-Kenya-increase-to-6m/-/539550/3177986/-/6mar53z/-/index.html. 155 OECD. Development Finance Data. Accessed April 7, 2017. http://www.oecd.org/dac/stats/data. htm. OECD (2006). International Migrant Remittances and their Role in Development. Accessed April
7, 2017. http://www.oecd.org/els/mig/38840502.pdf. PBS Frontline. “The Spread of Zika”. Accessed April 7, 2017. http://apps.frontline.org/zika/. Piketty, Thomas (2015). The Economics of Inequality, Cambridge Mass, the Belknap Press of
Harvard University Press. y
Plesch, Dan and Thomas G. Weiss (2015). “1945’s Lesson: ‘Good Enough’ Global Governance
Ain’t Good Enough”, Global Governance, 21(2). , Dan and Thomas G. Weiss (2015). “1945’s Lesson: ‘Good Enough’ Global Governance
n’t Good Enough” Global Governance 21(2) Plesch, Dan and Thomas G. Weiss (2015). “1945’s Lesson: ‘Good Enough’ Global Governa sch, Dan and Thomas G. Weiss (2015). “1945’s Lesson: ‘Good Enough’ Global Governance
Ain’t Good Enough”, Global Governance, 21(2). (
)
g
Ain’t Good Enough”, Global Governance, 21(2). Ramcharan, Bertrand G. (2011). The UN Human Rights Council, Global Institutions series,
Oxon/New York, Routledge. Reimagining the Future: Towards Democratic Governance (2000). La Trobe University, Aus-
tralia, Toda Institute, Japan, Focus on Global South, Thailand. Reinalda, Bob (2001). International Conferences at the Heart of International Organizations,
Canterbury, European Consortium for Political Research. Reinalda, Bob (2003). The Evolution of Public and Private International Organizations Before
1919, Paper prepared for the 19th World Congress of the International Political Science Asso-
ciation, Durban, South Africa. Rixen, Thomas (2011). “Global Tax Governance”, Global Governance. Roche, Douglas (2015). The United Nations in the 21st Century, Toronto, James Lorimer. Roser, Max and Esteban Ortiz-Ospina (2017). ’Global Extreme Poverty’. Published online at Our-
WorldInData.org. Accessed April 7, 2017. https://ourworldindata.org/extreme-poverty/. Rothkopf, David (2008). Superclass, New York, Penguin. f, David (2008). Superclass, New York, Pengui Rudd, Kevin the Hon. (2016). UN 2030: Rebuilding Order in a Fragmenting World, Chair’s Re-
port, Independent Commission on Multilateralism, New York, International Peace Institute. Sanchez, Raf (2016). “Turkey forces aid group Mercy Corps to shut down its operations”. New
York Times. Accessed April 7, 2017. http://www.telegraph.co.uk/news/2017/03/08/turkey-
forces-aid-group-mercy-corps-shut-operations/. Saudi Press Agency (2016). “Ambassador Al-Moallami: Re-electing the Kingdom as Member of
the Human Rights Council Reflects the International Community’s Trust”. Accessed April 7,
2017. http://www.spa.gov.sa/viewstory.php?lang=en&newsid=1553296. Schemeil, Yves (2003). “Expertise and Politics: Consensus Making within the World Bank and
the World Meteorological Association”, in Bob Reinalda & Bertjan Verbeek (eds.) Decision-
Making in International Organizations, London, Routledge. Schlesinger, Stephen C. (2003). Bibliography Act of Creation: The Founding of the United Nations, New York,
Westview Press. Schwartzberg, Joseph E. (2013). Transforming the United Nations System: Designs for a Workable
World, Tokyo, United Nations University Press. SDG Fund website. Accessed April 7, 2017. http://www.sdgfund.org/. Senate Select Committee on Intelligence (2014). “Committee Study of the Central Intelligence
Agency’s Detention and Interrogation Program”. Accessed April 7, 2017. http://www.intelli-
gence.senate.gov/sites/default/files/press/findings-and-conclusions.pdf. Sieff, Kevin (2016). “Gambia is the latest African country deciding to pull out of International
Criminal Court”. Washington Post. Accessed April 7, 2017. https://www.washingtonpost.com/
world/gambia-latest-african-country-deciding-to-pull-out-of-international-criminal-court/
2016/10/26/7f54d068-c4ca-440f-848f-e211ba29dc34_story.html. Smith, Michael G. (2016). ‘Review of the UN High-Level Independent Panel on Peace Operations:
Uniting Our Strengths for Peace: Politics, Partnerships and People’, in Global Governance 22
(2): 179-187. 156 South Centre (1996). For a Strong and Democratic United Nations: A South Perspective on United
Nations Reform, Geneva, the South Centre. Tapscott, Don (2014). “A Bretton Woods for the 21st Century”. Harvard Business Review. Ac-
cessed April 7, 2017. https://hbr.org/2014/03/a-bretton-woods-for-the-21st-century. Trent, John E. (2007). Modernizing the United Nations System: Civil Society’s Role in Moving
from International Relations to Global Governance, Opladen, Barbara Budrich Publishers. UBUNTU (2004). “Proposals for the Reform of the System of International Institutions: Future
Scenarios”, Barcelona, Technical University of Catalonia. Accessed April 7, 2017. http://www. ubuntu.org/pdf/seminari_eng.pdf. g p
_
g p
United Nations (1960). Declaration on the Granting of Independence to Colonial Countries and
Peoples. Accessed April 7, 2017. http://www.un.org/en/decolonization/declaration.shtml. United Nations (1987). Report of the World Commission on Environment and Development: Our
Common Future. Accessed April 7, 2017. http://www.un-documents.net/our-common-fu-
ture.pdf. p
United Nations (2012). Independent Evaluation of Delivering as One. Main Report. Accessed
April 7, 2017. http://www.un.org/en/ga/deliveringasone/pdf/summaryreportweb.pdf. United Nations (2013). Press Release: Secretary-General Statement. “Culture, Religion, Tradition
Can Never Justify Denial of Rights, Secretary-General Stresses in Message to Conference on
Sexual Orientation, Gender Identity”. Accessed April 7, 2017. http://www.un.org/
press/en/2013/sgsm14944.doc.htm. United Nations (2013). A Million Voices: the World We Want. Accessed April 7, 2017. http://www.ohchr.org/Documents/Issues/MDGs/UNDGAMillionVoices.pdf. United Nations (2015). Sustainable Development blog post: “UN Secretary-General’s initiative
aims to strengthen climate resilience of the world’s most vulnerable countries and people”. Accessed April 7, 2017. http://www.un.org/sustainabledevelopment/blog/2015/11/un-secre
tary-generals-initiative-aims-to-strengthen-climate-resilience-of-the-worlds-most-vulnerable-
countries-and-people/. United Nations (2016). “Opening remarks: High Level Thematic Debate on Peace and Security”. Accessed April 7, 2017. http://www.un.org/pga/70/2016/05/10/opening-remarks-high-level-
thematic-debate-on-peace-and-security/. United Nations Educational, Scientific and Cultural Organization (UNESCO), Global Education
First Initiative (GEFI). Accessed April 7, 2017. http://www.unesco.org/new/en/gefi/partner
ships/. United Nations High Commissioner for Refugees (UNHCR 2014). Bibliography “Statement by António Gu-
terres, United Nations High Commissioner for Refugees, Third Committee of the General As-
sembly, 69th Session, 5 November 2014”. Accessed April 7, 2017. http://www.unhcr.org/ad-
min/hcspeeches/545b36759/statement-antonio-guterres-united-nations-high-commissioner-
refugees-third.html. United Nations High Commissioner for Refugees (UNHCR 2017). “Syria Emergency”. Accessed
April 7, 2017. http://www.unhcr.org/syria-emergency.html. United Nations Human Rights Council (UNHRC 2017). “Human rights abuses and international
humanitarian law violations in the Syrian Arab Republic, 21 July 2016—28 February 2017”. A/HCR/34/CPR.3 on 10 March 2017. Accessed April 7, 2017. http://www.ohchr.org/EN/
HRBodies/HRC/IICISyria/Pages/IndependentInternationalCommission.aspx. United Nations Information Service Vienna (UN Information Service). “United Nations in Gen-
eral”. Accessed April 7, 2017. http://www.unis.unvienna.org/unis/en/topics/selection_secre
tary-general.html. United Nations Office of the High Commissioner for Human Rights (UN OHCHR 2016). “Zeid’s
Global Human Rights Update”. Accessed April 7, 2017. http://www.ohchr.org/EN/News
Events/Pages/GlobalHumanRightsUpdate.aspx. 157 United Nations Research Institute for Social Development (UNRISD 2015). Matthew Martin. “Be-
yond Addis: How Can We Finance the SDGs?” Accessed April 7, 2017. http://www.un-
risd.org/UNRISD/web-
site/newsview.nsf/(httpNews)/4F6F18839672DBEEC1257EBA004314A5?OpenDocument. United Nations Secretariat (2015). Report of the Secretary-General. Implementation of General
Assembly Resolution 67/226 on the quadrennial comprehensive policy review of operational
activities for development of the United Nations system (QCPR). Accessed April 7, 2017. http://www.un.org/en/ecosoc/qcpr/pdf/sg_report_on_qcpr_adv_2015.pdf. United Nations Secretary-General (UNSG 2013). Secretary-General’s address to the General As-
sembly on 22 January 2013. Accessed April 7, 2017. https://www.un.org/sg/en/content/sg/
statement/2013-01-22/secretary-generals-address-general-assembly. United Nations Secretary-General (UNSG 2013). Secretary-General’s remarks at High-Level
Event on Supporting Civil Society, delivered on 23 September 2013. Accessed April 7, 2017. https://www.un.org/sg/en/content/sg/statement/2013-09-23/secretary-generals-remarks-high-
level-event-supporting-civil-society. United Nations Secretary-General (UNSG 2016). Secretary-General's remarks at Columbia Uni-
versity Commencement, delivered on 18 May 2016. Accessed April 7, 2017. https://www. un.org/sg/en/content/sg/statement/2016-05-18/secretary-generals-remarks-columbia-univer-
sity-commencement-prepared. United States Institute of Peace. “Confronting Crimes Against Humanity”. Accessed April 7, 2017. http://www.usip.org/sites/default/files/file/09sg.pdf. Volt, Jonathan (2015). “Opinion: Why does United Nations Secretary-General insist on placing
Public-Private Partnerships in the heart of the Post 2015 Development Agenda?” Earth System
Governance. Accessed April 7, 2017. http://sdg.earthsystemgovernance.org/sdg/news/2015-
03-19/opinion-why-does-united-nations-secretary-general-insist-placing-public-private-part. Waltz, Kenneth N. (1965). Man, the State and War, New York, Columbia University Press Weiss, Thomas and Sam Daws (eds.) (2007). The Oxford Handbook of the United Nations, Oxford,
Oxford University Press. Weiss, Thomas G., David P. Forsythe, Roger A. Coate and Kelly-Kate Pease (2014). The UN and
Changing World Politics 7th Edition, Westview Press. Weiss, Thomas G. (2009). What’s Wrong with the United Nations and How to Fix It? Cambridge,
Polity Press. Weiss, Thomas G. (2011). Thinking about Global Governance: Why People and Ideas Matter,
Oxon/New York, Routledge. Weiss, Thomas G. (2014a). p
Youth Envoy website. Accessed April 7, 2017. http://www.un.org/youthenvoy/about/. World Health Organization (2015). Report of the Ebola Interim Assessment Panel. July 2015.
Accessed April 7, 2017. http://www.who.int/csr/resources/publications/ebola/report-by-panel.
pdf?ua=1. World Food Programme (WFP 2014). News: “For 64 Million People, It’s A Dollar, For 1.7 Million
Syrian Refugees It’s A Lifeline”. Accessed April 7, 2017. https://www.wfp.org/news/news-
release/64-million-people-its-dollar-17-million-syrian-refugees-its-lifeline. World Food Programme (WFP 2014). News: “For 64 Million People, It’s A Dollar, For 1.7 Million
Syrian Refugees It’s A Lifeline”. Accessed April 7, 2017. https://www.wfp.org/news/news-
release/64-million-people-its-dollar-17-million-syrian-refugees-its-lifeline.
World Health Organization (2015). Report of the Ebola Interim Assessment Panel. July 2015.
Accessed April 7, 2017. http://www.who.int/csr/resources/publications/ebola/report-by-panel.
pdf?ua=1.
Youth Envoy website. Accessed April 7, 2017. http://www.un.org/youthenvoy/about/. Bibliography Governing the World, Boulder, Paradigm Publishers. (
)
g
g
Weiss, Thomas G. (2014b). “After Syria, Whither R2P?”. E-International Relations. Accessed
April 7, 2017. http://www.e-ir.info/2014/02/02/after-syria-whither-r2p/. Weiss, Thomas G. (2014b). “After Syria, Whither R2P?”. E-International R
April 7, 2017. http://www.e-ir.info/2014/02/02/after-syria-whither-r2p/. Wells. H.G. (1933) The Shape of Things to Come, Gutenberg Project electronic book. Wendt, Alexander (2003). “Why a World State is Inevitable”, European Journal of International
Relations. World Bank. “The World Bank Group and the United Nations: Working Together for Develop-
ment”. Accessed April 7, 2017. http://www.un.org/esa/ffd/ffd3/wp-content/uploads/sites/2/
WBG-UN-Brochure.pdf. World Bank (2015). Press release. “International Migration at All-Time High”. Accessed April 7,
2017. http://www.worldbank.org/en/news/press-release/2015/12/18/international-migrants-
and-remittances-continue-to-grow-as-people-search-for-better-opportunities-new-report-
finds. World Court of Human Rights. World Court of Human Rights Development Project, The Case for
Support. Accessed April 7, 2017. http://www.worldcourtofhumanrights.net/project-overview. 158 World Food Programme (WFP 2014). News: “For 64 Million People, It’s A Dollar, For 1.7 Million
Syrian Refugees It’s A Lifeline”. Accessed April 7, 2017. https://www.wfp.org/news/news-
release/64-million-people-its-dollar-17-million-syrian-refugees-its-lifeline. World Health Organization (2015). Report of the Ebola Interim Assessment Panel. July 2015. Accessed April 7, 2017. http://www.who.int/csr/resources/publications/ebola/report-by-panel. pdf?ua=1. Bibliography 159 159 Index 2030 Agenda for Sustainable
Development (see Sustainable
Development Goals) 92, 94,
125, 127
African Union 36, 59, 66
Alternative institutional structures
138
Amnesty International 102, 119,
122
Anglo-American alliance 26
Annan, Kofi 43, 45-47, 87, 92f.,
107, 110, 114
Anti-globalism 145
Apartheid 60, 86, 111
Arbour, Louise 110
Avaaz 86
Balance of power 23, 26, 124
Ban Ki-moon 20, 47, 102, 110,
125 131 Clemenceau, Georges 27 2030 Agenda for Sustainable
Development (see Sustainable
Development Goals) 92, 94,
125, 127 Climate change 14, 16, 47, 57,
60, 71, 77, 79, 82, 86, 88f.,
125, 129, 132, 145
2015 UN Climate Change
Conference in Paris (COP21)
88
Climate Action Clearinghouse
129
Climate Engineering Advisory
Board 129
Climate Research Registry 129
Paris Agreement on climate
change 16, 127 African Union 36, 59, 66 Alternative institutional structures
138 Amnesty International 102, 119,
122 Anglo-American alliance 26 Board 129 Annan, Kofi 43, 45-47, 87, 92f.,
107, 110, 114 Anti-globalism 145 Apartheid 60, 86, 111 Arbour, Louise 110 Coalitions 15, 36, 41, 59, 66, 75,
83, 86, 133, 146
Campaign coalitions 54
Smart coalitions 129, 146
Cold War 35f., 38f., 58, 60-62,
65, 75, 107 Avaaz 86 Balance of power 23, 26, 124 Ban Ki-moon 20, 47, 102, 110,
125, 131 Cold War 35f., 38f., 58, 60-62,
65, 75, 107 Big bang theory 26, 125, 131 Colombo Plan for Co-operative
Economic Development in
South and Southeast Asia 73
Colonialism 30, 43, 72
Commission on Global
Governance 134 Colombo Plan for Co-operative
Economic Development in
South and Southeast Asia 73
Colonialism 30, 43, 72 Bosnia 62, 66 Bosnia 62, 66 Boutros-Ghali, Boutros 47, 64,
87 Brazil 14, 68f., 78, 90, 115 Commission on Global
Governance 134 Bretton Woods (UN Monetary
and Financial Conference) 32,
51, 74f., 96, 129, 134 Commission on Global Security,
Justice and Governance 69,
128, 132, 136 Business (see also Private sector
and Multinational corporations)
25, 84 Justice and Governance 69,
128, 132, 136
Commonwealth 26f., 39
Communism 29, 72
Concert of Europe 23f., 27, 54
Controlling power 142 Business (see also Private sector
and Multinational corporations)
25, 84
Cambodia 45, 60, 63, 66, 84, 111
Canada 37, 64, 69, 72, 114, 119,
142
Cecil, Robert 27
China 17, 33, 35, 37, 40, 48, 59f.,
62, 68, 77f., 100, 102f., 108,
110, 113, 115, 122, 133, 139
Churchill, Winston 32f. Bibliography Citizen journalism 122 Commonwealth 26f., 39 Commonwealth 26f., 39 Communism 29, 72 Canada 37, 64, 69, 72, 114, 119,
142 Concert of Europe 23f., 27, 54
Controlling power 142 Controlling power 142 Coordination of the UN 18, 51,
79, 129, 135, 140 China 17, 33, 35, 37, 40, 48, 59f.,
62, 68, 77f., 100, 102f., 108,
110, 113, 115, 122, 133, 139
Churchill, Winston 32f. Citizen journalism 122 Corporate social responsibility
(CSR) 84f. Crimes against humanity 18, 44,
63, 110f., 138 161 Freedom of religion 104
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d (
) (
l
ld Human Rights 16, 99-101 Human Rights
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G
d
53 71 79 Global South 75, 78, 82, 87, 101,
129
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f L
k
120 State-sponsored terrorism 63
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116f. San Francisco Conference 32, 34
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(
)
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i d
i UN Women 16, 92 Unilateralism 124 Countries and Peoples 72 Human Rights 16, 99-101 Military intervention 17, 114f.,
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(MDGs) 76-81, 83, 96
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also Business and Private
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R
l El
25 Queen Elizabeth I 25
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Caryophyllene as a Precursor of Cross-Linked Materials
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Keywords: terpene; sesquiterpene; ROMP; elastomer; vulcanization; click-chemistry; solvent-
free. Caryophyllene as a precursor of cross-linked
materials Anderson M. M. S. Medeiros,† Cédric Le Coz,† Etienne Grau†* Anderson M. M. S. Medeiros,† Cédric Le Coz,† Etienne Grau†* † Univ. Bordeaux, CNRS, Bordeaux INP, LCPO, UMR 5629, F-33600, 16, Avenue Pey Berland,
33607, Pessac, France. * etienne.grau@enscbp.fr Abstract: This paper aims at the synthesis of a new type of elastomers from caryophyllene. The
adopted strategy was to cross-link the polycaryophyllene, which was synthesized by ring-opening
metathesis
polymerization
(ROMP). The
polycaryophyllene
obtained
showed
Mn = 2 x 104 g.mol-1 (Đ = 1.5) with a glass transition temperature (Tg) of -35 °C. On the first hand,
thermal cross-linking was performed in the presence of organic peroxides or sulfur system. On the
second hand, thiol-ene coupling initiated by UV-light at room temperature was also investigated
as an alternative pathway to cross-link the polycaryophyllene. The materials obtained were
analyzed by TGA, DSC, and DMA. The Tg of cross-linked polycaryophyllene could be easily
modulated from -35 °C to a range between -25 and 10 °C by changing the type of cross-linking
agent. The curing process led to the improvement of thermal stability ranging from 200 °C to
around 340 °C. Finally, the network storage modulus varied from 1 to 100 MPa at room
temperature. Keywords: terpene; sesquiterpene; ROMP; elastomer; vulcanization; click-chemistry; solvent-
free. 1 Introduction New strategies to develop materials from renewable feedstock have been continuously sought
as greener alternatives to commercial oil-based materials. There is a significant interest in
polymeric materials, taking into consideration their wide range of applications, especially for
elastomers. The elastomers market has witnessed significant growth in the global production in
recent years, with an estimated increase in revenue from current US$ 80.73 billion to close to
US$ 104.17 billion by 2026.1,2 The adoption of vulcanized thermoplastics (TPV) in various
application sectors has led to this development. Among several categories of thermoplastics, the
natural rubbers (NR) emerge as a major players. The NR segment plays an important role in the
TPV global market since the NR is one of the most used thermoplastic thanks to their versatility.2
Due to their properties such as high thermal stability, good chemical resistance, high tensile
strength, low shrinkage, and greater design flexibility, they can be employed as devices and/or
tools for automotive, medical, consumer goods, industrial, and other applications.3,4 In the
framework of looking for an alternative to oil-based consumer goods, an important number of
research groups have concentrated their studies and described the synthesis of vegetable-oil-based
thermoplastics, such as polyester, polyurethanes, polyamides, and many other bio-based
polymers.4–10 Terpenes and terpenoides have drawn considerable attention as potential starting
precursors in the synthesis of elastomers.11–18 Studies on the synthesis of elastomers from pinene,
myrcene, and limonene19–24 can be readily found in the scientific literature and some commercially
available resins and adhesives (e.g. Piccolyte®) derived from polypinenes are already reported. However, there is little exploitation of sesquiterpenes by the scientific community.25,26 Among
molecules defined as sesquiterpenes, caryophyllene and humulene stand out, since these molecules
are made of interesting structural elements. These molecules are found in many essential oils such 2 2 as rosemary, cannabis sativa, hops, and mostly clove oil.27–29 With a worldwide production of 190
million metric tons per years, clove oil is the main source of caryophyllene. Indeed, clove oil
primary use is to extract the eugenol from the oil by distillation. Caryophyllene, which represents
around 10% of the clove oil, is a waste in this process and is usually burned. All these led to the fact that caryophyllene being one of the cheapest and most abundant
sesquiterpene. Introduction Moreover, from a chemical point of view, caryophyllene is a versatile and
significant molecule due to a bicyclic and a cyclobutane rings as well as unsaturated bonds present
in its chemical structure.28 Thanks to them, the caryophyllene can be easily modified by attaching
different moieties to its backbone chain. Moreover caryophyllene is, to the best of our knowledge,
the only readily available bio-based molecule that can be polymerized by ring-opening metathesis
polymerization (ROMP) leading to polycaryophyllene (PCar).30 PCar exhibits two carbon-carbon
double bonds in its structure which can be further used to cross-link it. Keeping in mind this context, the present research has aimed to the cross-linking of
polycaryophyllene by using different routes and investigating the thermo-mechanical properties of
the newly produced cross-linked bio-based elastomer. Two main pathways have been considered
to reach three dimensional cross-linked polycaryophyllene: i) thermal pathways: in the presence
of organic peroxides [benzoyl peroxide (BPO) or dicumyl peroxide (DCP)], or by classical
vulcanization based on sulfur system (SS) and ii) via UV light initiated thiol-click reactions at
room temperature (see diagram in Figure 1) using different dithiols, such as 1,2-ethanedithiol
(EDT), 1,4-butanedithiol (BDT), 1,6-hexanedithiol (HDT), and 1,10-decanedithiol (DDT). As far
as we know, this is the first study about the cross-linking of polycaryophyllene. 3 3 Figure 1 Scheme of caryophyllene ROMP and subsequent cross-linking of polycaryophyllene by
different pathways. Credit: hop picture by Hagen Graebner CC BY-SA 2.5, rosemary picture by
Margalob CC BY-SA 4.0 Figure 1 Scheme of caryophyllene ROMP and subsequent cross-linking of polycaryophyllene by
different pathways. Credit: hop picture by Hagen Graebner CC BY-SA 2.5, rosemary picture by
Margalob CC BY-SA 4.0 Margalob CC BY-SA 4.0 Results & Discussion ROMP of caryophyllene was performed by dissolving Grubbs’ 2nd Generation catalyst
((tricyclohexylposphine)
(1.3-dimesitylimidazolidine-2-ylidene)
benzylideneruthenium
dichloride) (0.2 mol % to monomer) in caryophyllene without any solvent at room temperature for
24 hours under N2 atmosphere. The obtained polycaryophyllene (Mn = 23 kg.mol-1, Đ = 1.5) was
used without any further purification for thermal cross-linking or UV cross-linking (see Figure S1-
S6). For thermal cross-linking, the polymer was homogenized with the selected cross-linker and 4 the mixture was kept at 160 °C under 30 bar for 1 hour in a machine press. For UV-light initiated
cross-linking, the polycaryophyllene was mixed with dithiol and IRGARCUR 2959 (photo-cross-
linker), placed into a Teflon mold and left in a UV-reactor (λ= 320-380 nm) for 4 hours. To confirm the cross-linking, the gel fractions were quantified by extraction in THF at 50 °C for
48 hours. The resulted gel fractions were 65 %, 90 %, and 72% for BPO, DCP, and SS respectively,
as summarized in Table 1. The gel fraction appears to be limited for BPO cross-linking at 65%
since even an increase of the curing temperature to 180 °C does not improve the gel fraction (see
Table S1). Obtaining a higher amount of gel fraction with DCP compared to with BPO was already
identified in other studies.31,32 Indeed, DCP is the most frequently used cross-linking agent since
it is an organic peroxide which is more selective to vinyl moieties than benzoyl peroxide.33,34 The
ability of cumyloxy radical from DCP to react with non-activated vinyl moieties in a free-radical
cross-linking pathway via H abstraction may be a possible explanation of its higher reactivity
compared to BPO.35 Additionally, the cumyloxy radical can undergo β-scission resulting in radical
fragments (methyl radical and acetophenone) with high mobility.36 Furthermore, the unsaturated
bonds are not easily accessible by benzoyloxy radicals due to the steric hindrance around double
bonds as the increase of formation of cross-linked networks.29 The SEC analysis of the BPO
soluble fraction testified to the presence of oligomers (see Figure S7, Mn=320 g.mol-1, Đ=1.5)
which indicated that some polymer backbone cleavage also takes place during the cross-linking. In the case of the sulfur system, the soluble fraction is mainly constituted of the accelerator and
the catalyst used. Finally, the IR analysis of the materials obtained (see Figure S8) shows that
whatever the cross-linker, the vibration characteristics of the carbon-carbon double bond (i.e. Results & Discussion 5 =CH2 bending 887 cm-1, C=C stretching at 1645 cm-1, C-H stretching at 3115 cm-1) are still present
indicating a crosslinking by hydrogen abstraction mechanisms. =CH2 bending 887 cm-1, C=C stretching at 1645 cm-1, C-H stretching at 3115 cm-1) are still present
indicating a crosslinking by hydrogen abstraction mechanisms. In order to confirm the occurrence of cross-linking reactions, on-line rheology measurements
were carried out, they are shown in Figure 2. The visco-elastic analysis also provided an estimation
of the initial temperature of the cross-linking process. Figure 2. Rheology curves of polycaryophyllene with (black) or without (red) DCP, and
temperature (blue). The solid line represents the loss modulus (G’’) and dashed line corresponds
to storage modulus (G’). 0
20
40
60
80
100
120
140
160
180
1E-04
1E-02
1E+00
1E+02
1E+04
1E+06
0
5
10
15
20
25
30
35
40
Time (min)
Storage and Loss Moduli (Pa)
Temperature (°C)
G’ > G’’
160 °C
Temperature
Storage Modulus
Loss Modulus 0
20
40
60
80
100
120
140
160
180
1E-04
1E-02
1E+00
1E+02
1E+04
1E+06
0
5
10
15
20
25
30
35
40
Time (min)
Storage and Loss Moduli (Pa)
Temperature (°C)
G’ > G’’
160 °C
Temperature
Storage Modulus
Loss Modulus Figure 2. Rheology curves of polycaryophyllene with (black) or without (red) DCP, and
temperature (blue). The solid line represents the loss modulus (G’’) and dashed line corresponds
to storage modulus (G’). As expected, polycaryophyllene in the absence of a crosslinker behaves as a liquid for
temperatures up to 160°C with the loss modulus (G’’) higher than the storage modulus (G’). Classically, as the temperature increases, both moduli continuously decrease and no cross-linking
reaction takes place at 160°C since no change in moduli was observed over time. 6 6 In the presence of DCP, a shoot up in moduli is clearly observed with a gel point (intersection
point) at 160°C. Similar curves were obtained for the curing of polycaryophyllene with BPO and
SS (see Figure S9-10) with gel points occurring at 118°C and 160°C respectively and are in
agreement with DSC online curing curves (Figure S11-12). After the gel point, both loss and storage moduli reached constant plateaus and no more
significant changes are observed. Results & Discussion The magnitude of storage modulus increased up to 1.2 MPa, 40,
and 60 kPa and the loss modulus to 0.6, 0.5, and 0.5 kPa respectively for polycaryophyllenes cross-
linked by DCP, BPO, and sulfur system. Concerning the UV cross-linking by thiol-ene coupling, the soluble fraction remains between
0% and 11% depending on the dithiol used (see Table 1). Interestingly, when the cross-linking is
performed with 0.5 eq. of thiol per carbon-carbon double bond (db), a slight improvement of the
gel fraction is observed compared to the materials synthesized with 1 eq of thiol per db (see Table
S2). This may be due to the presence of remaining free dithiol in the soluble fraction. IR analysis
of the polycaryophyllene obtained with 0.5 eq. of thiol per db shows no regioselectivity of the
thiol-ene addition since the bands which are characteristic of the two carbon-carbon double bonds
decrease (see Figure S13). For 1 eq. of thiol per db, double bonds appear to have totally
disappeared whatever the dithiols used (see Figure S14). However, in all cases with 1 eq of thiol
per db, IR spectra show a broad peak around 3400 cm-1 which confirmed the presence of remaining
thiols in the materials. To obtain further information about cross-linked polycaryophyllenes, TGA and DSC
measurements were performed in order to investigate their thermal properties, as shown in Figure
3-4 and Table 1. 7 7 Figure 3. TGA and DTG curves of polycaryophyllene cross-linked by using different routes Figure 3. TGA and DTG curves of polycaryophyllene cross-linked by using different routes Table 1. Thermo-mechanical properties of cross-linked polycaryophyllenes. a Extraction in THF at 50 °C for 48 h (IF=md/m0 with md the mass of the dried sample and m0 the
mass of the sample before extraction by THF) ; b Obtained by DSC ; c Obtained by TGA ; e Obtained
by DMA; f Determined using the rubber-like elasticity theory. Entry
Insoluble
Fraction a
(%)
Tg b
(°C)
T10% c
(°C)
Tan e
(°C)
E’ e
(MPa)
Cross-linking degree f
(103 mol.m-3 of
elastomer)
Polycaryophyllene
0
-35
200
NA
NA
0
Organic
Peroxide
Pcar/DCP
90
12
335
4
28
11
Pcar/BPO
65
-6
245
-12
0.7
0.4
Vulcanization
Pcar/SS
72
-9
315
-5
0.9
0.3
Dithiol
(0.5 equiv. Results & Discussion SH
to db)
Pcar/EDT
100
-22
338
-16
0.9
1.1
Pcar/BDT
100
-16
325
-17
8.2
3.1
Pcar/HDT
95
-15
332
-15
2.0
0.8
Pcar/DDT
98
-6
336
-2
4.6
1.9 a Extraction in THF at 50 °C for 48 h (IF=md/m0 with md the mass of the dried sample and m0 the
mass of the sample before extraction by THF) ; b Obtained by DSC ; c Obtained by TGA ; e Obtained
by DMA; f Determined using the rubber-like elasticity theory. a Extraction in THF at 50 °C for 48 h (IF=md/m0 with md the mass of the dried sample and m0 the
mass of the sample before extraction by THF) ; b Obtained by DSC ; c Obtained by TGA ; e Obtained
by DMA; f Determined using the rubber-like elasticity theory. 8 According to TGA (see Figure 3 and Figure S15-S16), the crosslinking of polycaryophyllene
increases its thermal stability. Indeed, the temperature of 10% of degradation (T10%) for
polycaryophyllene is around 200 °C. After cross-linking, the T10% take place at temperature
ranging from 310 to 340 °C. DSC measurements were performed to evaluate the effect of newly formed cross-linked
structures on the glass transition temperatures (Tg) of polycaryophyllene (See Figure 4 and Figure
S17). The Tg of cross-linked polycaryophyllene increased significantly compared to non-cross-linked
polycaryophyllene (Tg = -35 °C). The curing by DCP provided more rigidity to polycaryophyllene
(Tg = 12 °C) than the one by sulfur system (Tg = -9 °C) or DDT (Tg = -6 °C). Moreover the Tg of
the
network
gradually
increases
with
the
chain
length
of
the
dithiol
from
-22°C for EDT to -6°C for DDT. Figure 4. DSC Curves of cross-linked polycaryophyllene. DCP
SS
DDT
Polycaryophyllene
- 35 °C
- 9 °C
- 6 °C
12 °C Figure 4. DSC Curves of cross-linked polycaryophyllene. Figure 4. DSC Curves of cross-linked polycaryophyllene. The mechanical properties of cross-linked polycaryophyllene were evaluated by dynamic
mechanical analyses (DMA), displayed in Figure 5 and Figure S19. 9 9 The DMA curves show a typical behavior for cross-linked materials with a glassy plateau before
the alpha transition temperature (T) followed by a rubbery zone after this point. The DMA curves show a typical behavior for cross-linked materials with a glassy plateau before
the alpha transition temperature (T) followed by a rubbery zone after this point. Figure 5. Results & Discussion DMA analysis of cross-linked polycaryophyllene by DCP, DDT and SS. Storage
modulus in solid line, tan δ in dashed line. Figure 5. DMA analysis of cross-linked polycaryophyllene by DCP, DDT and SS. Storage
modulus in solid line, tan δ in dashed line. Polycaryophyllene crosslinked by DCP exhibits the highest glassy storage modulus (over 1
GPa). The T values were 4 °C, -2 °C and -5 °C for Pcar/DCP, Pcar/DDT and Pcar/SS respectively
(see Figure 5), and can be considered in agreement with the one obtained by DSC (12 °C, -6 °C
and -9 °C respectively). Finally, the rubbery plateau confirms the cross-linking of the materials
and its value is directly proportional to the cross-linking density. Polycaryophyllene crosslinked
by DCP exhibits significantly higher storage modulus above glass transition temperature (28 MPa)
compared to SS or BPO systems (0.7 and 0.9 MPa respectively) (see Table 1) or even DDT cross-
linking (4.6 MPa). Tensile tests were performed in order to obtain the values of tensile strength and elongation at
break of cross-linked polycaryophyllene (see Figure S20). On the first hand, the cross-linked
materials produced by BPO curing and vulcanization show elastomeric behaviors with a high value 10 of elongation at break (360 % and 187 %, respectively) and low Young moduli (1.7 and 2 MPa,
respectively). On the other hand, in agreement with the DMA results, polycaryophyllene cross-
linked by DDT exhibited much lower elongation at break (25 %) and higher Young modulus (40
MPa) compared to SS and BPO crosslinked materials. Conclusion In conclusion, caryophyllene was polymerized by ROMP and the polymer obtained was cross-
linked using different routes: organic peroxides, sulfur system or dithiol. Rheological analyses
confirmed the occurrence of cross-linking reactions in agreement with the extractions by THF
results. Swelling experiments showed that the polycaryophyllene was entirely cross-linked by
DCP or dithiols with an insoluble fraction over 90%. Cross-linking by sulfur system resulted in a
gel content of 72%. The cross-linked materials were in-depth analyzed by TGA, DSC and DMA. Materials were
obtained with Tg between -22 °C and 12 °C with improved thermal stability compared to non-
cross-linked polycaryophyllene (T10% > 300 °C). At room temperature (20 °C) storage modulus of
the cross-linked polycaryophyllene were between 1 MPa to 100 MPa with elongation at break up
to 360%. Polycaryophyllene is a precursor of elastomers which can be cross-linked by various pathways. Its Tg of -35°C is close to the Tg of synthetic rubber such as EPDM, CR or NBR. To the best of
our knowledge, it is the only polyterpenes in this range of temperature (see Table S3 in supporting
information). Indeed, poly(-myrcene),20 poly(-farsene)25 exhibit Tg close to -70°C while
poly(allocimene)18 have a Tg of -17°C. Moreover with a production potential of 20 million metric 11 tons per year, caryophyllene is widely available and in quantity compatible with the synthetic
rubber market which is estimated to 15 million metric tons per year. ACKNOWLEDGMENT E.G. thanks Emergence@INC2019 for the research funding. The authors thank Equipex
Xyloforest ANR-10-EQPX-16. The financial support from the CPER CAMPUSB project
funded by the French state and the Région Nouvelle Aquitaine is gratefully acknowledged. REFERENCES (1) Elastomers Market By Product Type (Thermoset Elastomers, Thermoplastic Elastomers), By
End-Use Industry (Automotive, Healthcare, Consumer Goods, Construction, Oil & Gas,
Others) - Growth, Future Prospect & Competitive Analysis, 2018-2026, Credence Research,
August 2018, https://www.credenceresearch.com/report/elastomers-market. (Accessed: 27
January 2020) (2) Elastomers Market by Type (Thermoset (Natural Rubber, Synthetic Rubber (SBR, IIR, PBR,
NBR, ACM, EPM)), and Thermoplastic (PEBA, SBC, TPO, TPU, TPV)), Application
(Automotive, Consumer Goods, Medical, and Industrial) - Global Forecast to 2021;
MarketsandMarketsTM
Research
Private
Ltd.,
January
2017,
https://www.marketsandmarkets.com/Market-Reports/elastomers-market-48929183.html. (Accessed: 27 January 2020) (2) Elastomers Market by Type (Thermoset (Natural Rubber, Synthetic Rubber (SBR, IIR, PBR,
NBR, ACM, EPM)), and Thermoplastic (PEBA, SBC, TPO, TPU, TPV)), Application
(Automotive, Consumer Goods, Medical, and Industrial) - Global Forecast to 2021;
MarketsandMarketsTM
Research
Private
Ltd.,
January
2017,
https://www.marketsandmarkets.com/Market-Reports/elastomers-market-48929183.html. (Accessed: 27 January 2020) 12 (3) Biron, M. Thermoplastics: Economic Overview (Chapter 3). In Material Selection for
Thermoplastic Parts; William Andrew Publishing: Oxford, 2016; pp. 77–111. DOI
10.1016/B978-0-7020-6284-1.00003-9. (4) Mallick, P. K. Thermoplastics and Thermoplastic–matrix Composites for Lightweight
Automotive Structures. In Materials, Design and Manufacturing for Lightweight Vehicles;
Woodhead Publishing: University of Michigan-Dearborn, USA, 2010; pp. 174–207. DOI
10.1533/9781845697822.1.174. (5) Nekhavhambe, E.; Mukaya, H. E.; Nkazi, D. B. Development of Castor Oil–based Polymers:
A Review. J. Adv. Manuf. Process. 2019, 1, e10030. DOI 10.1002/amp2.10030. (6) Zhang, C.; Garrison, T. F.; Madbouly, S. A.; Kessler, M. R. Recent Advances in Vegetable
Oil-Based Polymers and Their Composites. Top. Vol. Polym. Biomater. 2017, 71, 91–143. DOI 10.1016/j.progpolymsci.2016.12.009. (7) Maisonneuve, L.; Lebarbé, T.; Grau, E.; Cramail, H. Structure–properties Relationship of
Fatty Acid-Based Thermoplastics as Synthetic Polymer Mimics. Polym. Chem. 2013, 4,
5472–5517. DOI 10.1039/C3PY00791J. (8) Gandini, A.; Lacerda, T. M.; Carvalho, A. J. F.; Trovatti, E. Progress of Polymers from
Renewable Resources: Furans, Vegetable Oils, and Polysaccharides. Chem. Rev. 2016, 116,
1637–1669. DOI 10.1021/acs.chemrev.5b00264. (9) Voirin, C.; Caillol, S.; Sadavarte, N. V.; Tawade, B. V.; Boutevin, B.; Wadgaonkar, P. P. Functionalization of Cardanol: Towards Biobased Polymers and Additives. Polym. Chem. 2014, 5, 3142–3162. DOI 10.1039/C3PY01194A. 13 (10) Holmberg, A. L.; Reno, K. H.; Wool, R. P.; Epps, I., Thomas H. Biobased Building Blocks
for the Rational Design of Renewable Block Polymers. Soft Matter 2014, 10, 7405–7424. DOI 10.1039/C4SM01220H. (11) Sarkar, P.; Bhowmick, A. K. Sustainable Rubbers and Rubber Additives. J. Appl. Polym. Sci. 2018, 135, 45701-45734. DOI 10.1002/app.45701. (12) Thomsett, M. R.; Storr, T. E.; Monaghan, O. R.; Stockman, R. A.; Howdle, S. M. REFERENCES Progress
in the Synthesis of Sustainable Polymers from Terpenes and Terpenoids. Green Mater. 2016,
4, 115–134. DOI 10.1680/jgrma.16.00009. (13) Winnacker, M.; Rieger, B. Recent Progress in Sustainable Polymers Obtained from Cyclic
Terpenes: Synthesis, Properties, and Application Potential. ChemSusChem 2015, 8, 2455–
2471. DOI 10.1002/cssc.201500421. (14) Wilbon, P. A.; Chu, F.; Tang, C. Progress in Renewable Polymers from Natural Terpenes,
Terpenoids,
and
Rosin. Macromol. Rapid
Commun. 2013,
34,
8–37. DOI
10.1002/marc.201200513. (15) Firdaus, M.; Montero de Espinosa, L.; Meier, M. A. R. Terpene-Based Renewable Monomers
and Polymers via Thiol–Ene Additions. Macromolecules 2011, 44, 7253–7262. DOI
10.1021/ma201544e. (16) Noppalit, S.; Simula, A.; Ballard, N.; Callies, X.; Asua, J. M.; Billon, L. Renewable Terpene
Derivative as a Biosourced Elastomeric Building Block in the Design of Functional Acrylic
Copolymers. Biomacromolecules 2019, 20, 2241–2251. DOI 10.1021/acs.biomac.9b00185. 14 (17) Miyaji, H.; Satoh, K.; Kamigaito, M. Bio-Based Polyketones by Selective Ring-Opening
Radical Polymerization of α-Pinene-Derived Pinocarvone. Angew. Chem. Int. Ed. 2016, 55,
1372–1376. DOI 10.1002/anie.201509379. (18) Sahu, P.; Sarkar, P.; Bhowmick, A. K. Synthesis and Characterization of a Terpene-Based
Sustainable Polymer: Poly-Alloocimene. ACS Sustain. Chem. Eng. 2017, 5, 7659–7669. DOI
10.1021/acssuschemeng.7b00990. (19) Sarkar, P.; Bhowmick, A. K. Terpene-Based Sustainable Elastomers: Vulcanization and
Reinforcement Characteristics. Ind. Eng. Chem. Res. 2018, 57, 5197–5206. DOI
10.1021/acs.iecr.8b00163. (20) Sarkar, P.; Bhowmick, A. K. Synthesis, Characterization and Properties of a Bio-Based
Elastomer: Polymyrcene. RSC Adv. 2014, 4, 61343–61354. DOI 10.1039/C4RA09475A. (21) Sarkar, P.; Bhowmick, A. K. Terpene Based Sustainable Elastomer for Low Rolling
Resistance and Improved Wet Grip Application: Synthesis, Characterization and Properties
of Poly(Styrene-Co-Myrcene). ACS Sustain. Chem. Eng. 2016, 4, 5462–5474. DOI
10.1021/acssuschemeng.6b01038. (22) Raynaud, J.; Wu, J. Y.; Ritter, T. Iron-Catalyzed Polymerization of Isoprene and Other 1,3-
Dienes. Angew. Chem. Int. Ed. 2012, 51, 11805–11808. DOI 10.1002/anie.201205152. (23) Satoh, K.; Sugiyama, H.; Kamigaito, M. Biomass-derived heat-resistant alicyclic hydrocarbon
polymers: poly(terpenes) and their hydrogenated derivatives. Green Chem., 2006, 8, 878-882
DOI 10.1039/B607789G. 15 (24) Kamigaito, M.; Satoh, K. Sustainable Vinyl Polymers via Controlled Polymerization of
Terpenes. In Sustainable Polymers from Biomass; John Wiley & Sons, Ltd, 2017; pp 55–90. DOI 10.1002/9783527340200.ch4. (25) Hashimoto, H.; Takeshima, H.; Nagai, T.; Uchiyama, M.; Satoh, K.; Kamigaito, M. Valencene as a Naturally Occurring Sesquiterpene Monomer for Radical Copolymerization
with Maleimide to Induce Concurrent 1:1 and 1:2 Propagation. Polym. Degrad. Stab. 2019,
161, 183–190. DOI 10.1016/j.polymdegradstab.2019.01.025. (26) Yoo, T.; Henning, S. K. Synthesis and Characterization of Farnesene-Based Polymers. Rubber Chem. Technol. 2017, 90, 308–324. DOI 10.5254/rct.17.82683. For Table of Contents Use Only For Table of Contents Use Only Synopsis REFERENCES (27) G. Collado, I.; R. Hanson, J.; J. Macías-Sánchez, A. Recent Advances in the Chemistry of
Caryophyllene. Nat. Prod. Rep. 1998, 15, 187–204. DOI 10.1039/A815187Y. (28) Gertsch, J.; Leonti, M.; Raduner, S.; Racz, I.; Chen, J.-Z.; Xie, X.-Q.; Altmann, K.-H.;
Karsak, M.; Zimmer, A. Beta-Caryophyllene Is a Dietary Cannabinoid. Proc. Natl. Acad. Sci. 2008, 105, 9099. DOI 10.1073/pnas.0803601105. (29) Chicca, A.; Caprioglio, D.; Minassi, A.; Petrucci, V.; Appendino, G.; Taglialatela-Scafati,
O.; Gertsch, J. Functionalization of β-Caryophyllene Generates Novel Polypharmacology in
the
Endocannabinoid
System. ACS
Chem. Biol. 2014,
9,
1499–1507. DOI
10.1021/cb500177c. (30) Grau, E.; Mecking, S. Polyterpenes by Ring Opening Metathesis Polymerization of
Caryophyllene
and
Humulene. Green
Chem. 2013,
15,
1112-1115. DOI
10.1039/c3gc40300a. 16 (31) Suyama, S.; Ishigaki, H.; Watanabe, Y.; Nakamura, T. Crosslinking of Polyethylene by
Dicumyl Peroxide in the Presence of 2,4-Diphenyl-4-Methyl-1-Pentene. Polym. J. 1995, 27,
371–375. DOI 10.1295/polymj.27.371. (32) Wang, S.; Zhou, Q.; Liao, R.; Xing, L.; Wu, N.; Jiang, Q. The Impact of Cross-Linking Effect
on the Space Charge Characteristics of Cross-Linked Polyethylene with Different Degrees of
Cross-Linking under Strong Direct Current Electric Field. Polymers 2019, 11, 1149-1177. DOI 10.3390/polym11071149. (33) Baquey, G.; Moine, L.; Babot, O.; Degueil, M.; Maillard, B. Model Study of the Crosslinking
of Polydimethylsiloxanes by Peroxides. Polym. Blends Compos. Hybrid Polym. Mater. 2005,
46, 6283–6292. DOI 10.1016/j.polymer.2005.05.078. (34) Dworakowska, S.; Le Coz, C.; Chollet, G.; Grau, E.; Cramail, H. Cross-Linking of Polyesters
Based on Fatty Acids. Eur. J. Lipid Sci. Technol. 2019, 121, 1900264-1900276. DOI
10.1002/ejlt.201900264. (35) González, L.; Rodríguez, A.; Marcos, A.; Chamorro, C. Crosslink Reaction Mechanisms of
Diene Rubber with Dicumyl Peroxide. Rubber Chem. Technol. 1996, 69, 203–214. DOI
10.5254/1.3538365. (36) Di Somma, I.; Marotta, R.; Andreozzi, R.; Caprio, V. Dicumyl Peroxide Thermal
Decomposition in Cumene: Development of a Kinetic Model. Ind. Eng. Chem. Res. 2012,
51, 7493–7499. DOI 10.1021/ie201659a. 17 For Table of Contents Use Only
Synopsis
Caryophyllene was polymerized by ROMP, the polycaryophyllene obtained was then cross-
linked leading to material exhibiting elastomeric-like properties Synopsis Caryophyllene was polymerized by ROMP, the polycaryophyllene obtained was then cross-
linked leading to material exhibiting elastomeric-like properties Caryophyllene was polymerized by ROMP, the polycaryophyllene obtained was then cross-
linked leading to material exhibiting elastomeric-like properties Caryophyllene was polymerized by ROMP, the polycaryophyllene obtained was then cross-
linked leading to material exhibiting elastomeric-like properties 18 Supporting information Anderson M. M. S. Medeiros,† Cédric Le Coz,† Etienne Grau†* The number of pages: 17
The number of Figures: 20
The number of Tables: 3 The number of pages: 17
The number of Figures: 20
The number of Tables: 3 Figure S5 1H and 13C NMR spectrum of polycaryophyllene in CDCl3. gure S6. Three different samples of Polycaryophyllene and Caryophyllene SEC profile. Table S1. Gel fractions of cross-linked polycaryophyllene by BPO at varied temperatur Figure S7. SEC profile of the soluble fraction of polycaryophyllene crosslinked by BPO. Figure S8. FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by (b)
DCP, (c) BPO, (d) SS. Figure S9. Online curing of polycaryophyllene by BPO followed by rheology. Figure S10. Online curing of polycaryophyllene by SS followed by rheology. Figure S11. DSC online curing measurement of polycaryophyllene by DCP. Figure S12. DSC online curing measurement of polycaryophyllene by BPO. Table S2. Gel fractions of cross-linked polycaryophyllene by different thiols. Table S2. Gel fractions of cross-linked polycaryophyllene by different thiols. Figure S13. FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by HDT
with 0.5eq and 1 eq. of SH per double bond. Figure S13. FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by HDT
with 0.5eq and 1 eq. of SH per double bond. Figure S14. FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by
dithiols with 1 eq. of SH per double bond. Figure S14. FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by
dithiols with 1 eq. of SH per double bond. Figure S14. FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by
dithiols with 1 eq. of SH per double bond. 1 Figure S15. TGA and DTG curves of polycaryophyllene, and cross-linked polycaryophyllene by
EDT, BDT, HDT, DDT. (0.5 equiv SH to DB.) Figure S16. TGA and DTG curves of cross-linked polycaryophyllene BPO. Figure S17. DSC curves of polycaryophyllene pure, and cross-linked polycaryophyllene by
EDT, BDT, HDT, DDT with 0.5 of thiol per double bond. Figure S18. DSC curves of polycaryophyllene pure, and cross-linked polycaryophyllene by
EDT, BDT, HDT, DDT with 1 equiv. of thiol per double bond. Figure S18. DSC curves of polycaryophyllene pure, and cross-linked polycaryophyllene by
EDT, BDT, HDT, DDT with 1 equiv. of thiol per double bond. Figure S19. DMA analysis of cross-linked polycaryophyllene by EDT, BDT, HDT, DDT (0.5 eq. of SH per db). Storage modulus (E’) in solid line, tan δ in dashed line. Figure S19. S1. General experimental procedure Caryophyllene (≥80%), Grubbs’ 2nd Generation catalyst ((tricyclohexylposphine) (1.3-
dimesitylimidazolidine-2-ylidene) benzylideneruthenium dichloride), dicumyl peroxide (DCP,
98%), IRGARCUR 2959, 1,2-ethanedithiol (EDT), 1,4-butanedithiol (BDT), 1,6-hexanedithiol
(HDT), and 1,10-decanedithiol (DDT), dichloromethane and tetrahydrofuran were purchased
from Sigma-Aldrich. Benzoyl peroxide (BPO, 75%) was purchased from Fischer Scientific. Sulfur
curing system i.e. sulfur, zinc oxide, stearic acid and N-tert-butyl-2-benzothiazyl sulfenamide
(TBBS) accelerator were supplied by EMAC company. All products and solvents (reagent grade)
were used as received. Anderson M. M. S. Medeiros,† Cédric Le Coz,† Etienne Grau†* DMA analysis of cross-linked polycaryophyllene by EDT, BDT, HDT, DDT (0.5 eq. of SH per db). Storage modulus (E’) in solid line, tan δ in dashed line. Figure S20. Tensile strength and elongation at break of cross-linked polycaryophyllene by SS,
BPO, and DDT 0.5 equiv. Figure S20. Tensile strength and elongation at break of cross-linked polycaryophyllene by SS,
BPO, and DDT 0.5 equiv. Table S3. General properties of different polyterpenes. Table S3. General properties of different polyterpenes. 2 2 i) Synthesis of polycaryophyllene The synthesis of polycaryophyllene was based on Grau’s procedure. The caryophyllene
was placed into a Schlenk flask in which 0.2 wt. % of Grubbs catalyst 2nd generation
(C46H65Cl2N2PRu) was added under nitrogen atmosphere. The reaction was conducted for 24 h
at room temperature. The scheme of the reaction is depicted in the figure below. Figure S1 Schematic reaction of the polymerization of caryophyllene. Caryophyllene
Polycaryophyllene
Catalyst / N2 Atmosphere
25 °C Polycaryophyllene Figure S1 Schematic reaction of the polymerization of caryophyllene. A sticky polymer was obtained at the end and used without any further purification. The product was characterized by 1H NMR, SEC and DSC, which are shown in Figs S4, S5, S6. ii) Cross-linking of polycaryophyllene using thermosensitive cross-linkers 1) Organic peroxide: The polycaryophyllene and cross-linking agent (15 wt. %) were
homogenized and placed in a machine press. The mixture was kept in the machine press for
1 h at 160°C under 30 bar. 3 3 2) Vulcanization by sulfur system: The polycaryophyllene and sulfur system (2 phr of
ZnO, 2 phr of stearic acid, 3 phr of sulfur, and 15 phr of TBBS accelerator) were homogenized
and placed in a machine press. The mixture was kept in the machine press for 1 h at 160°C
under 30 bar. At the end, a rubber-like cross-linked polymer was obtained. iii) Photocross-linking of polycaryophyllene under UV light radiation The cross-linking reactions under UV radiation were carried out in a reactor equipped
with a UV lamp ( = 320-380 nm). The polycaryophyllene, IRGARCUR 2959 (0.02 equiv.),
selected dithiol (0.25 or 0.5 equiv. to double bonds) and dichloromethane (3 mL) were
homogenized and placed in a Teflon mould. The teflon mould was left overnight to evaporate
the solvent. Then, the mixture was dried under vacuum for 4 hours to make sure that all
solvent was removed. The Teflon mold was thus enclosed into the UV-reactor for 5h at room
temperature. At the end, a film-like was obtained. In this study, thiols with different carbon
chains were used 1,2-ethanedithiol (EDT), 1,4-butanedithiol (BDT), 1,6-hexanedithiol (HDT),
and 1,10-decanedithiol (DDT) (Figure 1). Figure S2 Chemical structures of different thiols. 1,2-ethanedithiol (EDT)
1,4-butanedithiol (BDT)
1,6-hexanedithiol (HDT)
1,10-decanedithiol (DDT) Figure S2 Chemical structures of different thiols. Figure S3 Thiol-ene cross-linking reaction of polycaryophyllene. Figure S3 Thiol-ene cross-linking reaction of polycaryophyllene. 4 4 iv) Characterizations NMR spectra were recorded using a Bruker AC-400 NMR, at room temperature, in
deuterated chloroform (CDCl3). Fourier Transform Infrared (FT-IR) spectra were performed on a Bruker VERTEX 70
spectrometer equipped with diamond crystal (GladiATR PIKE technologies) for the attenuated
total reflection (ATR) mode. The spectra were acquired from 400 to 4000 cm-1 at room
temperature using 32 scans at a resolution of 4 cm-1. Polymer molar masses were determined by size exclusion chromatography (SEC) using
tetrahydrofuran (THF with 250 ppm of BHT as an inhibitor) as an eluent and trichlorobenzene
as a flow marker. Measurements in THF were performed on a ThermoFisher Scientific Ultimate
3000 system equipped with Diode Array Detector, Wyatt light scattering detector and RI
detector. The separation was achieved on three Tosoh TSK gel columns: G4000HXL (particles
of 5 mm, pore size of 200 Å, exclusion limit of 400 000 g mol-1), G3000HXL (particles of 5 mm,
pore size of 75 Å, exclusion limit of 60 000 g mol-1), G2000HXL (particles of 5 mm, pore size of
20 Å, exclusion limit of 10 000 g mol-1), at flow rate of 1 mL min-1. The injected volume was 20
µL. Columns’ temperature was held at 40 °C. Data were recorded and processed by Astra
software from Wyatt. SEC was calibrated using polystyrene standards. iii) Photocross-linking of polycaryophyllene under UV light radiation The rheology measurements were performed on an Anton Paar MCR302 controlled-
stress rheometer and frequency was modulated at 6.28 rad.s-1 with a shear strain () variation
of 1%. The measurements of G’ and G’’ were performed as a function of temperature from
30°C to 160 °C at a rate of 10°C.min-1. The polycaryophyllene and cross-linker were previously
homogenized and then placed between two plates of 8 mm diameter. Finally, the temperature
was maintained at 160 °C for 30 minutes. Thermogravimetric analysis (TGA) thermograms were obtained using a TGA Q500
apparatus from TA instruments. Samples (10 mg) were heated from room temperature to
700 °C at a rate of 10 °C min-1 under nitrogen atmosphere. Differential scanning calorimetry (DSC) measurements of samples (5 mg) were
performed using a DSC Q 100 apparatus from TA Instruments over temperature range
from -120 °C to 240 °C, in a heating-cooling mode of 10 °C min-1. The analyses were carried
out in a helium atmosphere using aluminum pans. Glass transition temperatures and melting
points were obtained from the second heating runs. 5 5 Dynamic mechanical analysis (DMA) measurements were carried out using a RSA3
apparatus from TA Instruments equipped with a liquid nitrogen cooling system. The
thermomechanical properties of the samples (width 5 mm; thickness 2 mm and length of
the fixed section 10 mm) were studied from around -50 °C to 60°C at a heating rate of 3 °C
min−1. The measurements were performed in tensile test at a frequency of 1 Hz, a strain sweep
of 0.03% and an initial static force of 0.1 N. Tensile tests were performed on extension mode test system using RSA3 apparatus
from TA instruments. The measurements were carried out at room temperature for
rectangular samples (width ≅ 5 mm; thickness ≅ 2 mm) using a cross-head speed of
2 mm.min-1. The gel fractions were calculated by using the equation 𝑮𝑭=
𝒘𝒅
𝒘𝟎. 𝟏𝟎𝟎%, where wd is
the mass of the dried sample and w0 is the mass of the sample before swelling test. The cross-link densities () of networks defined as the number of moles of elastically
effective network chains per cubic centimetre of sample which can be calculated with the
following equation with R= 8,314 J.mol-1.K-1, 𝑇+30 and = 1. iii) Photocross-linking of polycaryophyllene under UV light radiation =
𝐸′(𝑇+)
.𝑅.𝑇+ (2) (2) 6 6 7
Figure S4: 1H and 13C NMR spectrum of caryophyllene in CDCl3
1
2
3
4
5
5
6
7
8
9
10 11
8
8
11
5
5
1
3
6
4
2
2
9,10
7,10
9
1
2
3
4
5
5
6
7
8
9
10 11
11
8
4
7
1
5
5310
9
6 2
1*
5*
8*
8*
1*
5* 1
2
3
4
5
5
6
7
8
9
10 11
8
8
11
5
5
1
3
6
4
2
2
9,10
7,10
9 1
2
3
4
5
5
6
7
8
9
10 11
8
8
11
5
5
1
3
6
4
2
2
9,10
7,10
9 Figure S4: 1H and 13C NMR spectrum of caryophyllene in CDCl3
1
2
3
4
5
5
6
7
8
9
10 11
11
8
4
7
1
5
5310
9
6 2
1*
5*
8*
8*
1*
5* Figure S4: 1H and 13C NMR spectrum of caryophyllene in CDCl3 Figure S4: 1H and 13C NMR spectrum of caryophyllene in CDCl3 7 7 8
Figure S5 1H and 13C NMR spectrum of polycaryophyllene in CDCl3. 1
2
3
4
5
5
6
7
8
9
10
11
10
5
5
1-E
1-Z
7
9
2,4
6
3,6
8
11-E
11-Z
1
2
3
4
5
5
6
7
8
9
10
11
1*
5*
8*
8
8*
11-E
11-Z
1*-E
1*-Z
1-E
5
1-Z
10
3
5
7
4
6
2 9
5* 1
2
3
4
5
5
6
7
8
9
10
11 1
2
3
4
5
5
6
7
8
9
10
11
10
5
5
1-E
1-Z
7
9
2,4
6
3,6
8
11-E
11-Z 10
5
1-E
1-Z
7
9
2,4
6
3,6
8
11-E
11-Z 1
2
3
4
5
5
6
7
8
9
10
11
1*
5*
8* 8
8*
11-E
11-Z
1*-E
1*-Z
1-E
5
1-Z
10
3
5
7
4
6
2 9
5* Figure S5 1H and 13C NMR spectrum of polycaryophyllene in CDCl3. 8 8 Figure S6 Three different samples of Polycaryophyllene and Caryophyllene SEC profile. iii) Photocross-linking of polycaryophyllene under UV light radiation ROMP 01-03 were performed using 5, 50, and 50g of caryophyllene respectively
ROMP 01
ROMP 02
ROMP 03
Caryophyllene
Flow marker
SAMPLE
Mn
Ð
ROMP 01
20850
1.6
ROMP 02
19800
1.6
ROMP 03
23090
1.5
Caryophyllene
130
1 Figure S6 Three different samples of Polycaryophyllene and Caryophyllene SEC profile. ROMP 01-03 were performed using 5, 50, and 50g of caryophyllene respectively Table S1 Gel fractions of cross-linked polycaryophyllene by BPO at varied temperatures. Curing temperature
by BPO
Gel Fraction
(%)
15 wt. %
100 °C
27
120 °C
36
140 °C
43
160 °C
64
170 °C
63
180 °C
60
Figure S7 SEC profile of the soluble fraction of polycaryophyllene crosslinked by BPO. Table S1 Gel fractions of cross-linked polycaryophyllene by BPO at varied temperatures. Curing temperature
by BPO
Gel Fraction
(%)
15 wt. %
100 °C
27
120 °C
36
140 °C
43
160 °C
64
170 °C
63
180 °C
60
Figure S7 SEC profile of the soluble fraction of polycaryophyllene crosslinked by BPO. Table S1 Gel fractions of cross-linked polycaryophyllene by BPO at varied temperatures. Curing temperature
by BPO
Gel Fraction
(%)
15 wt. %
100 °C
27
120 °C
36
140 °C
43
160 °C
64
170 °C
63
180 °C
60 ble S1 Gel fractions of cross-linked polycaryophyllene by BPO at varied temperatures. 160 C
64
170 °C
63
180 °C
60
Figure S7 SEC profile of the soluble fraction of polycaryophyllene crosslinked by BPO. Figure S7 SEC profile of the soluble fraction of polycaryophyllene crosslinked by BPO 9 Figure S8 FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by (b)
DCP, (c) BPO, (d) SS. 0
0,2
0,4
0,6
0,8
1
1,2
1,4
500
1000
1500
2000
2500
3000
3500
4000
Wavenumber(cm-1)
Intensity (a.u.)
(a)
3115
1645
887
(b)
(c)
(d)
Polycaryophyllene
CRLPcar/DCP
CRLPcar/BPO
CRLPcar/SS
1714 Figure S8 FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by (b)
DCP, (c) BPO, (d) SS. Figure S9 Online curing of polycaryophyllene by BPO followed by rheology. iii) Photocross-linking of polycaryophyllene under UV light radiation 0
0,2
0,4
0,6
0,8
1
1,2
1,4
500
1000
1500
2000
2500
3000
3500
4000
Wavenumber(cm-1)
Intensity (a.u.)
(a)
3115
1645
887
(b)
(c)
(d)
Polycaryophyllene
CRLPcar/DCP
CRLPcar/BPO
CRLPcar/SS
1714
Time (min)
Storage and Loss Moduli (Pa)
Temperature (°C)
G’ > G’’
Pcar/BPO
0
30
60
90
120
150
180
1E+00
1E+01
1E+02
1E+03
1E+04
1E+05
0
5
10
15
118 °C
Storage modulus
Loss modulus
Temperature Figure S8 FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by (b)
DCP, (c) BPO, (d) SS. 0
0,2
0,4
0,6
500
1000
1500
2000
2500
3000
3500
4000
Wavenumber(cm-1)
Intensity
(a)
(b)
(c)
Polycaryophyllene
CRLPcar/DCP
CRLPcar/BPO
d Loss Moduli (Pa)
perature (°C)
G’ > G’’
90
120
150
180
1E+02
1E+03
1E+04
1E+05
118 °C Figure S8 FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by (b)
DCP, (c) BPO, (d) SS. ure S8 FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by (b)
DCP, (c) BPO, (d) SS. gure S8 FTIR Analysis of (a) polycaryophyllene and cross linked polycaryophyllene by (b
DCP, (c) BPO, (d) SS. Figure S9 Online curing of polycaryophyllene by BPO followed by rheology. Time (min)
Storage and Loss Moduli (Pa)
Temperature (°C)
G’ > G’’
Pcar/BPO
0
30
60
90
120
150
180
1E+00
1E+01
1E+02
1E+03
1E+04
1E+05
0
5
10
15
118 °C
Storage modulus
Loss modulus
Temperature Time (min)
Storage and Loss Moduli (Pa)
Temperature (°C)
G’ > G’’
Pcar/BPO
0
30
60
90
120
150
180
1E+00
1E+01
1E+02
1E+03
1E+04
1E+05
0
5
10
15
118 °C
Storage modulus
Loss modulus
Temperature Figure S9 Online curing of polycaryophyllene by BPO followed by rheology. 10 10 Figure S10 Online curing of polycaryophyllene by SS followed by rheology. Figure S11 DSC online curing measurement of polycaryophyllene by DCP. 0
60
120
180
1E-03
1E+00
1E+03
1E+06
0
6
12
18
24
Storage and Loss Moduli (Pa)
Time (min)
Pcar/SS
G’ > G’’
160 °C
Storage modulus
Loss modulus
Temperature
Temperature (°C)
Heat flow (W/g)
Exo up
185 °C
DCP online curing Figure S10 Online curing of polycaryophyllene by SS followed by rheology. 0
60
120
180
1E-03
1E+00
1E+03
1E+06
0
6
12
18
24
Storage and Loss Moduli (Pa)
Time (min)
Pcar/SS
G’ > G’’
160 °C
Storage modulus
Loss modulus
Temperature
Temperature (°C) Figure S10 Online curing of polycaryophyllene by SS followed by rheology. iii) Photocross-linking of polycaryophyllene under UV light radiation 0
60
120
180
1E-03
1E+00
1E+03
1E+06
0
6
12
18
24
Storage and Loss Moduli (Pa)
Time (min)
Pcar/SS
G’ > G’’
160 °C
Storage modulus
Loss modulus
Temperature
Temperature (°C) Figure S10 Online curing of polycaryophyllene by SS followed by rheology. Figure S11 DSC online curing measurement of polycaryophyllene by DCP. Heat flow (W/g)
Exo up
185 °C
DCP online curing Figure S11 DSC online curing measurement of polycaryophyllene by DCP. Heat flow (W/g)
Exo up
185 °C
DCP online curing Heat flow (W/g) Figure S11 DSC online curing measurement of polycaryophyllene by DCP. 11 11 Figure S12 DSC online curing measurement of polycaryophyllene by BPO. Heat flow (W/g)
Exo up
121 °C
BPO online curing Figure S12 DSC online curing measurement of polycaryophyllene by BPO. Table S2 Gel fractions of cross-linked polycaryophyllene by different thiols. Gel content (%)
Dithiol
0.5 eq. of SH per double bond
1 eq. of SH per double bond
EDT
100
100
BDT
100
90
HDT
95
94
DDT
98
89
Figure S13 FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by HDT
with 0.5eq and 1 eq. of SH per double bond. Table S2 Gel fractions of cross-linked polycaryophyllene by different thiols. Figure S13 FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by HDT
with 0.5eq and 1 eq. of SH per double bond. 12 Figure S14 FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by
dithiols with 1 eq. of SH per double bond. Figure S14 FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by
dithiols with 1 eq. of SH per double bond. Figure S15 TGA and DTG curves of polycaryophyllene, and cross-linked polycaryophyllene by
EDT, BDT, HDT, DDT. (0.5 equiv SH to DB.)
-0,5
0
0,5
1
1,5
2
2,5
3
0
20
40
60
80
100
20
100
180
260
340
420
500
580
Weight (%)
Temperature (°C)
Derivative Weight (%/°C)
Polycaryophyllene
Pcar/EDT
Pcar/BDT
Pcar/HDT
Pcar/DDT Figure S14 FTIR Analysis of (a) polycaryophyllene and cross-linked polycaryophyllene by
dithiols with 1 eq. of SH per double bond. Figure S14 FTIR Analysis of (a) polycaryophyllene and cross linked polycaryophyllene by
dithiols with 1 eq. of SH per double bond. Figure S15 TGA and DTG curves of polycaryophyllene, and cross-linked polycaryophyllene by
EDT, BDT, HDT, DDT. iii) Photocross-linking of polycaryophyllene under UV light radiation (0.5 equiv SH to DB.)
-0,5
0
0,5
1
1,5
2
2,5
3
0
20
40
60
80
100
20
100
180
260
340
420
500
580
Weight (%)
Temperature (°C)
Derivative Weight (%/°C)
Polycaryophyllene
Pcar/EDT
Pcar/BDT
Pcar/HDT
Pcar/DDT -0,5
0
0,5
1
1,5
2
2,5
3
0
20
40
60
80
100
20
100
180
260
340
420
500
580
Weight (%)
Temperature (°C)
Derivative Weight (%/°C)
Polycaryophyllene
Pcar/EDT
Pcar/BDT
Pcar/HDT
Pcar/DDT Figure S15 TGA and DTG curves of polycaryophyllene, and cross-linked polycaryophyllene by
EDT, BDT, HDT, DDT. (0.5 equiv SH to DB.) 13 Figure S16 TGA and DTG curves of cross-linked polycaryophyllene BPO. Figure S17 DSC curves of polycaryophyllene pure, and cross-linked polycaryophyllene by
EDT, BDT, HDT, DDT with 0.5 of thiol per double bond. -35 °C
-22 °C
-16 °C
-6 °C
-15 °C
0.5 eq. SH to DB
Polycaryophyllene
EDT
BDT
HDT
DDT Figure S16 TGA and DTG curves of cross-linked polycaryophyllene BPO. Figure S17 DSC curves of polycaryophyllene pure, and cross-linked polycaryophyllene by
EDT, BDT, HDT, DDT with 0.5 of thiol per double bond. -35 °C
-22 °C
-16 °C
-6 °C
-15 °C
0.5 eq. SH to DB
Polycaryophyllene
EDT
BDT
HDT
DDT -35 °C
-22 °C
-16 °C
-6 °C
-15 °C
0.5 eq. SH to DB
Polycaryophyllene
EDT
BDT
HDT
DDT Figure S17 DSC curves of polycaryophyllene pure, and cross-linked polycaryophyllene by
EDT, BDT, HDT, DDT with 0.5 of thiol per double bond. 14 1 eq. SH to DB
- 35° C
- 9° C
0.5° C
- 3.8° C
- 4.5° C
Polycaryophyllene
EDT
BDT
HDT
DDT Figure S18 DSC curves of polycaryophyllene pure, and cross-linked polycaryophyllene by
EDT, BDT, HDT, DDT with 1 equiv. of thiol per double bond. 1 eq. SH to DB
- 35° C
- 9° C
0.5° C
- 3.8° C
- 4.5° C
Polycaryophyllene
EDT
BDT
HDT
DDT Figure S18 DSC curves of polycaryophyllene pure, and cross-linked polycaryophyllene by
EDT, BDT, HDT, DDT with 1 equiv. of thiol per double bond. Figure S19 DMA analysis of cross-linked polycaryophyllene by EDT, BDT, HDT, DDT (0.5 eq. of
SH per db). Storage modulus (E’) in solid line, tan δ in dashed line. iii) Photocross-linking of polycaryophyllene under UV light radiation EDT
BDT
HDT
DDT
-17 °C
-15 °C
-16 °C
-2 °C EDT
BDT
HDT
DDT
-17 °C
-15 °C
-16 °C
-2 °C Figure S19 DMA analysis of cross-linked polycaryophyllene by EDT, BDT, HDT, DDT (0.5 eq. of
SH per db). Storage modulus (E’) in solid line, tan δ in dashed line. 15 Figure S20 Tensile strength and elongation at break of cross-linked polycaryophyllene by SS,
BPO, and DDT 0.5 equiv. Figure S20 Tensile strength and elongation at break of cross-linked polycaryophyllene by SS,
BPO, and DDT 0.5 equiv. 16 16 Table S3. General properties of different polyterpenes. Table S3. General properties of different polyterpenes. Terpene Unit
Polymerization
method
Tg
(°C)
Molar
mass
(g.mol-1)
Reference
Free Radical
Poly(-myrcene)
-73
9x104
19
Cationic
Poly(-pinene)
90
4x104
23
Free Radical
Poly-allocimene
-17
1x104
18
Anionic
Poly(-farsene)
-70
1x104
25
Free Radical
Polylimonene
116
4x104
24
Cationic
Poly(-phellandrene)
130
1x104
24
ROMP
Poly(caryophyllene)
-35*
2x104
This work 17
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How Can I Help my Students with Learning Disabilities in
Mathematics?
Gracia Jiménez-Fernández1
1) University of Granada, Spain
th
Date of publication: February 24 , 2016
Edition period: February 2016-June 2016
To cite this article: Jiménez-Fernández, G. (2016). How can I help my
students with learning disabilities in Mathematics? REDIMAT, 5(1), 56-73.
doi: 10.4471/redimat.2016.1469
To link this article: http://dx.doi.org/10.4471/redimat.2016.1469
PLEASE SCROLL DOWN FOR ARTICLE
The terms and conditions of use are related to the Open Journal System and
to Creative Commons Attribution License (CC-BY).
REDIMAT, Vol. 5 No. 1 February 2016 pp. 56-73
How Can I Help my Students
with Learning Disabilities in
Mathematics?
Gracia Jiménez-Fernández
University of Granada
(Received: 10 March 2015; Accepted: 14 February 2016; Published: 24
February 2015)
Abstract
Learning Disabilities in Mathematics (LDM) or dyscalculia are a frequent and
disruptive problem within schools. Nevertheless, this problem has received little
attention from researchers and practitioners, if compared with the number of studies
published on disabilities in reading. Therefore, teachers do not have enough
guidance to help children overcome their difficulties. Consequently, educators,
practitioners and teachers are in need of some guidelines which help them choose
teaching methods that are adapted for children with LDM. This paper proposes an
interventional framework for improving skills in children who show problems in
learning basic mathematics. Concretely, it suggests some guidelines which are
focused on number sense and problem solving, two of the most important
mathematical areas.
Keywords: Learning disabilities, mathematics, educational guidelines, number
sense, problem solving
2016 Hipatia Press
ISSN: 2014-3621
DOI: 10.4471/redimat.2016.1469
REDIMAT, Vol. 5 No. 1 February 2016 pp. 56-73
¿Cómo Puedo Ayudar a Mis
Estudiantes con Dificultades de
Aprendizaje de las
Matemáticas?
Gracia Jiménez-Fernández
Universidad de Granada
(Recibido: 10 Marzo 2015; Aceptado: 14 Febrero 2016; Publicado: 24
Febrero 2016)
Resumen
Las dificultades en el aprendizaje de las Matemáticas (DAM) o discalculia son un
problema frecuente y disruptivo en las aulas de Educación Primaria. Sin embargo,
este problema ha recibido muy poca atención desde la investigación e intervención
si lo comparamos con el gran número de estudios publicados sobre las dificultades
de aprendizaje de la lectura. Por ello, los maestros no tienen a su disposición
suficientes materiales que puedan guiarles para ayudar a estos niños a superar sus
dificultades. Consecuentemente, los profesionales de la educación necesitan conocer
directrices que les permitan elegir la metodología didáctica que se pueda adaptar a
los niños con DAM. Este artículo propone un marco general de intervención para
mejorar algunas habilidades en niños que manifiestan problemas en el aprendizaje
de las matemáticas. Específicamente, se sugieren directrices y orientaciones
centradas en el sentido del número y en la resolución de problemas, dos de las áreas
con dificultades más importantes.
Palabras clave: Dificultades de aprendizaje, matemáticas, orientaciones
educativas, sentido del número, resolución de problemas
2016 Hipatia Press
ISSN: 2014-3621
DOI: 10.4471/redimat.2016.1469
56
Jiménez – Overcoming Learning Difficulties in Mathematics
M
athematics is one of the basic instrumental tools of learning and,
along with language, contributes to enhancing logical thinking as
well as being a fundamental basis for which other fields of
knowledge relies on. Therein lays the importance of teaching mathematics in
Elementary Education, which should be regarded as an essential goal to be
achieved at this schooling stage.
However, learning mathematics is not easy and its rate of failure is
usually one of the highest, particularly in the final stages of Elementary
Education (Alsina i Pastells, 2007). In fact, a significant percentage of
students consider mathematics is a complicated subject and consequently
show a certain lack of interest in it. Nevertheless, some children find more
difficulties in this field than expected. These children will be referred in this
paper as children with Learning Disabilities in Mathematics (LDM).
LDM are also called dyscalculia that is, difficulties in the production or
understanding of quantities, numerical symbols or basic arithmetic
operations. The prevalence is considered to be around 6% and its symptoms
become evident in about the second grade of Elementary Education (Shalev,
2007). Current data indicate that this learning disability is a brain-based
disorder with a familial-genetic predisposition (Shalev & Gross-Tsur, 2001).
Although people with LDM have an average or above average intelligence
and may even stand out in fields other than mathematics, they find it difficult
to estimate distance, size or time and usually count on their fingers in order
to work out simple operations (Landerl, Bevan, & Butterworth, 2004). These
kinds of situations are frequent in the daily live, and it is because of this, the
problems associated with LDM may have huge negative impacts on
children’s social and, of course, educational areas.
Children with LDM can learn mathematical concepts but the progression
they do in two years of schooling corresponds to what other students achieve
in a year’s time (Ortiz, 2009). Likewise, Blakemore & Frith (2007) affirm
that these children have a difficulty to learn but it does not make learning
impossible, even though its development may be slower. Consequently, the
learning processes of these students require additional and specific teaching
methodologies.
Despite the high prevalence of the LDM and the negative impact it has
for children who have them, until now there are very few articles that
provide intervention guidelines for teachers and other educational
practitioners. Therefore, the main goal of this paper is to present a brief
review about some general strategies and guidelines research-based from
REDIMAT, 5(1)
57
Cognitive Psychology (e.g.: Artigas, 2011; Cohen, Dowker, Heine,
Kaufmann, & Kucian, 2013; Defior, 1996; Ortiz, 2009; Sans, 2008) and the
Neuroscience (see interesting review Radford & André, 2009). However, as
Butterworth, Varma, & Laurillard (2011 p. 1051) pointed out: "Although the
neuroscience may suggest what should be taught, it does not specify how it
should be taught". Similarly, Bruno, Noda, Aguilar, González, Moreno, &
Muñoz (2006) highlighted there are not many papers that focus on explain
specific strategies and materials for children with special needs. In this
sense, the present review aims to contribute to cover the gap between
research and practice and offer some methodological strategies to
compensate the LDM.
First, general intervention strategies will be presented, these strategies are
general because they can be applied various areas of mathematics learning.
Subsequently, this review will cover three of the main areas where children
with LDM show more difficulties: number sense, basic arithmetic operations
and problem solving. In each area, this paper will include suggestions
evidence-based and concrete examples that can facilitate the use in the
classroom.
Characteristics of Children with LDM
These characteristics will be presented in relation to the main fields of
mathematical knowledge. These fields are the numerical sense, basic
arithmetic operations and problem solving (Santiuste & González-Pérez,
2005). These fields are considered to follow a pyramidal structure, being
the number sense the base where the learning process of basic arithmetic
operations (addition, subtraction, multiplication and division) and problem
solving stand. Moreover, these specific fields of knowledge within
mathematics are influenced by various cognitive processes such as
attention, memory, language and knowledge of basic concepts (e.g. size or
shape).
Number Sense
The number sense or numerosity concept is the ability to understand the
meaning of numbers. This ability is ancestral and it is prior to language and
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Jiménez – Overcoming Learning Difficulties in Mathematics
reading, obviously, and is developed without need of any formal education
at a very early stage.
The development of the number sense comprises different stages:
1. Development of a general number sense: innate ability with
which we are able to differentiate between one and multiple
elements.
2. Development of the verbal number sense: ability to associate a
quantity with a specific word.
3. Development of the symbolic number system: ability to
associate a quantity with a specific number.
4. Development of the representation of a numerical sequence,
called mental number line: ability to represent numbers in a
consecutive manner on an imaginary number line.
However, these stages do not develop linearly in all case; in this sense,
the knowledge in one stage can facilitate the acquisition of others (see
Dehaene, 2011 for details).
The number sense is primarily developed from informal and nonintentional learning, that is to say, through the child’s every day
experiences, without the need of formal learning. The number sense is a
fundamental aspect in order to acquire a proper number processing ability.
It is essential, for example, to the learning of basic arithmetic operations. In
addition, there are other factors involved in the development of the number
processing ability. These can be personal, like the intellectual ability, or
environmental, like teaching at the school. In the same way, the number
sense is the basis of several mathematical abilities such as numbering,
mental arithmetic and estimation.
In this sense, some authors regard an inadequate development of the
number sense as the core of the learning disabilities in mathematics, that is,
children with LDM do not develop this knowledge or they develops more
slowly than typically developing children (Berch, 2005). However,
although the development of number sense in children with LDM does not
occur spontaneously (incidental fashion), they can acquire it with explicit
instruction (see this paper, section 4.1.).
The deficit in the development of number sense makes children with
LDM have problems to associate numbers and objects; to understand that
each 10 units make up a ten; for counting; to understand the place value of
figures in a quantity (e.g. 3 does not have the same place value in 328 as in
REDIMAT, 5(1)
59
23); to sort numbers in decreasing or increasing order; to decompose and
compose numbers (e.g. identify units, tens, hundreds, etc.); and/or to
complete a sequence of related numbers (e.g. 147-140-133...).
Moreover, these children fail at a high rate in recalling numerical
information from the long-term memory, i.e., knowledge stored over a long
period of time, often over the entire life span of the individual. The type of
mathematical knowledge stored in this type of memory is, for example, the
multiplication tables and the learning and storing of this kind of information
is a hard task for children with LDM. In the same way, they usually make
mistakes when reading and writing multi-digit numbers, especially those
which have zeros.
These problems remain throughout the school period, so these
children’s’ progress is different to that of their partners. This is generally
slower and lacking the necessary automation to do basic mathematical
procedures.
All in all, the learning of mathematics stands upon an innate ability
called number sense, even though its learning context corresponds to that of
the school. This skill is not taught but gained incidentally from a repetition
of experiences with the environment. This innate ability would be the main
explanation for learning disabilities in mathematics. However, more
research is needed in order to set its limits and define the exact cause of the
problem.
Basic Arithmetic Operations
Basic arithmetic operations (BAO) are addition, subtraction, multiplication
and division. The learning of these operations is an essential goal in all
stages of Elementary Education.
Children with LDM get to know the different concepts related to basic
arithmetic operations but do not proceed automatically. In this sense, they
do not use the appropriate arithmetic strategies for their level of
development (e.g. counting from the addend of greatest value), nor
automate basic combinations of numbers (e.g. 2+2). Consequently, these
children take more time to do an operation and usually need complementary
materials, tangible or visual, for help (e.g. using sticks or counting on their
fingers). Moreover, they often have problems with the spatial location of
numbers when doing operations (e.g. 352+47= 822) and make mistakes in
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Jiménez – Overcoming Learning Difficulties in Mathematics
the direction of the operation (they start from right to left). In general, these
students make many procedural errors, especially in operations with
borrowings.
Going into more into detail, they may find more difficulties with
subtractions since it is a complex concept that requires having acquired the
concept of reversibility. In this respect, one of the most common mistakes is
to subtract the bigger number from the smaller without considering if it is
the minuend or the subtrahend.
Another frequent mistake is confusing mathematical signs, doing the
wrong operation and sometimes mixing addition and subtraction.
Furthermore, they usually omit or change some step of the algorithm; for
example, they only do an operation with the first number in a division with
a two-figure divisor.
The division is the most difficult arithmetic operation for children with
learning disabilities in mathematics. Some of the reasons are the following:
it is essential to have fully acquired the other BAOs upon which the
division stands, and also it is the only operation which has two results
(quotient and remaining) and has to be reviewed because the remaining
cannot be bigger than the quotient, for example.
Concerning calculation, these children do not only have trouble doing
BAOs but also with the content that is delivered during the last years of
Elementary Education, like operations with fractions and decimal numbers.
In most of the cases, these difficulties are due to an inappropriate
acquisition of basic arithmetic operations. Therefore, it is crucial to ensure
that children, especially with LDM, are taught new knowledge only when
previous knowledge has been fully understood.
The Importance of Error Analysis
Error analysis is considered to be an exact way to detect and determine
children’s difficulties. Research clearly shows that children with LDM do
not make mistakes by chance or as a consequence of their lack of attention,
but because of systematic wrong ways of procedure or knowledge (Defior,
1996). Teachers should regard errors as signs of deficit, being these ones
the point of departure from which solutions for the student’s difficulties
should start. Errors should be presented as normal things, as part of the
whole process of improvement. Therefore, if a child makes a mistake in
REDIMAT, 5(1)
61
computation the teacher has to analyze the error pattern and encourage the
student to do the operation again, this time with the support that the error
analysis has determined.
The identification of the error pattern will let us put all complementary
strategies into operation so that the child can overcome it. Seven error
patterns, which frequently appear in arithmetic operations, have been
identified (Enright, 1989). They are:
1. Borrowing from another operation. This mistake indicates that the
child has not understood correctly the place value of numbers or the steps to
follow in order to do an operation. For example, let’s assume the child has
to do the subtraction 460-126 and the solution they propose is 340. The
error is due to the 0 in the minuend because this number has different
values in additions, subtractions, multiplications and divisions and they get
confused. Another error of this kind would be 460-126= 346.
2. Replacement in the process. Errors are due to the substitution of one
or several steps of the algorithm for another that has been made up or is
wrong. In the following example, it is shown how the student only does the
first multiplication and then copies the rest of the numbers: 232x3 = 236.
3. Omission. The error comes after the omission of any of the steps of
the algorithm (the child does not invent it, only forgets it). In the following
example, it is shown how the student only pays attention to the decimals
and forgets about the integers: 2.75+0.44=1.19.
4. Direction. Errors in the order or direction of the proceedings (they
start from left to right), even though the computation is correct.
5. Place. The calculation is right but the student changes the place of the
elements when they are writing the operation. For example: 9+5=41.
6. Operational symbols. The error is due to a wrong interpretation of the
operational symbol or that the sign is simply ignored.
7. Guessing. Sometimes, errors do not follow any logical explanation.
This indicates that the basis of the operations has not been understood.
Other types of error that appear frequently are:
Mismatching of quantities when doing an addition or when organising
intermediate products in multiplications or the omission of zero (e.g.: it is
thought that 0+N=N, for example: 208-62=166).
Error patterns of children with LDM have to be studied carefully in
order to detect and correct them. Teachers have to learn to distinguish
systematic errors which result from a lack of knowledge or the use of
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Jiménez – Overcoming Learning Difficulties in Mathematics
wrong strategies from those which are due to an isolated lack of attention.
As Defior (1996) has pointed out, systematic errors are not solved by
doing more practice and exercises but by a teaching method focused on
every mistake considered individually.
Problem Solving
Problem solving is a complex area of mathematics, which requires
knowledge from both of the above-mentioned areas (number sense and
basic arithmetic operations) and language knowledge. Children with LDM
difficulties in problem solving relate to an inadequate way of carrying out
the different processes (representation and planning, carrying out of the
operations and reviewing and evaluation tasks) that are implied in this
activity (Romero & Lavigne, 2005).
Difficulties in the representation and planning processes. In order to
solve a problem, it is necessary to build a mental representation of the
problem statement. That is to say, the student has to understand the terms in
which the problem is expressed and relate them. Translating the narrative
language to mathematical language is essential to understand it. Children
with learning disabilities in mathematics can find this translation process
difficult and, consequently, have more difficulties to build a representation
of the statement. These problems are more visible when the semantic
structure of the problem is complex, for example a comparison, or if the
solution of the problem only results by doing multiple steps, like two or
more arithmetic operations.
Furthermore, it is important to highlight that some of the children that
have difficulties in problem solving also have problems with reading
comprehension. Consequently, the lack of reading comprehension explains
the fact that these children usually do arithmetic operations and algorithms
correctly but make mistakes translating the problem.
One of the most frequent mistakes that children with LDM make is
called "direct or literal translation". This incorrect strategy consists of
focusing on looking for the numbers that appear in the problem statement as
well as some key words to identify the operations they have to do. For
example, the problem "Pablo had 16 Euros and he spent half of his money.
His grandfather gives 12 Euros more. How many Euros does Pablo have?
Children with LDM pay attention to the word "more" and some numbers
REDIMAT, 5(1)
63
and they solve (incorrectly) the problem with the operation 16+12.
Likewise, children with LDM have trouble identifying pertinent
information and discarding that which is not necessary for the resolution of
the problem.
Difficulties carrying out the operations. It is possible for a child with
LDM to have translated, embedded and planned a mathematical problem
correctly but to make a mistake doing the operation due to any of the
problems we commented previously about counting.
Difficulties during the reviewing and evaluation processes. While the
student is solving the problem, they should control all the process so that it
results in a solution that suits the plan. In other words, the student have to
review what has been done, along with the final result, in order to check if
it fits the plan and to identify and correct, if necessary, any possible error.
As a general rule, children should turn to their mathematical knowledge to
review and control the efficiency of the methods they are using. However,
children with LDM do not usually review the final solution or, if done, they
have problems to differentiate when something is right or wrong, so they
tend to consider their work correct even when it is wrong.
Apart from these behavioural features concerning number sense,
computation and problem solving, children with LDM usually show some
cognitive deficits such as a lack of attention, memory problems, visualspatial problems and difficulties in processing audible information. It is
important to point out that children with LDM do not necessarily present all
characteristics that have been mentioned, since, as we have already said,
this is not a uniform group. The evaluation and analysis of errors will help
to determine the concrete characteristics that a child with LDM presents
and use them to design an adequate educational treatment for the student.
General Strategies of Intervention
As in the case of other learning disabilities, the first step is to plan a specific
educational intervention to identify the child’s particular deficits and
abilities. This identification is comprised from both the assessment results
and the error analysis. Once the attainment of the student has been defined,
the teacher will be able to work with some clear and quantifiable objectives.
As noted Alsina i Pastells (2007), the traditional methodology based on the
repetition of mathematical activities makes no sense. Sometimes even the
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Jiménez – Overcoming Learning Difficulties in Mathematics
repetition of activities is applied as a punishment for their poor
performance, which has emotional consequences beyond academic scope.
In this respect, the solution lies on activating mental processes involved in
the different math activities, specifically, the general strategies of
intervention (Kaufmann, 2008; Martínez, 2010; Sans, 2008) should be
based on:
The usual use of contexts that simulate problems and arithmetic
operations relevant to their daily life.
Procedures that include guidance by direct demonstration along
with verbal instructions and/or consecutive attempts by the child
with feedback (e.g. making rules explicit in order for the child to
achieve autonomy).
The assurance that all necessary previous knowledge is well
developed before starting to learn new content.
Include scaffolding teaching practices of the content, using a multisensorial approach.
A learning process built on sequences which go from abstract to
concrete things.
Include, from time to time, review exercises which represent varied
topics and different situations so that the child can fully master the
ability.
The suggestion of individual assignments to support specific
difficulties.
Give extra time to solve mathematical tasks at home and at the
school, since children with LDM have not yet automated the basic
processes.
Treatment of possible associated disorders such as dyslexia (GrossTsur, Manor & Shalev, 1996) and/or attention deficit hyperactivity
disorder (Monuteaux, Faraone, Herzig, Navsaria & Biederman,
2005).
Strategies Specifically Adapted According to the Field of Difficulty
It is very important to bear in mind that mathematical skills are
heterogeneous and a mathematical learning demands a wide range of
cognitive mechanisms. There are differences among learning multiplication
tables, doing estimations of the number of elements or using the area of the
REDIMAT, 5(1)
65
circle formula in a problem. Thus diverse kinds of abilities take part even in
the same mathematical operation. The heterogeneity of mathematical
knowledge makes it clear that children with LDM will not be a uniform
group, as it is in other learning disabilities. Therefore, it is essential to
determine their specific symptoms in order to create an educational
intervention that is specific to their needs.
Although many processes are involved in the learning of mathematics,
this review focus on the three areas of significant importance in Elementary
School and which seems to be the most problematic for children with LDM.
Number Sense
Prior research has shown that the core of the deficit presented by children
with dyscalculia is an inappropriate development of the concept of number
or number sense (e.g. Butterworth, Varma and Laurillard, 2011; Dehaene,
1997; Otálora Sevilla & Orozco Hormaza, 2006). Therefore, an assessment
of this aspect may detect future difficulties in mathematics (see details of
number sense development in Sowder, 1992).
The first step to reinforcing the concept of number sense is to strengthen
basic concepts which were taught in previous stages of education (e.g. in
kindergarten). In this sense, it is sometimes necessary to teach the
principles of quantity, order, size, distance and space. The teacher must
begin teaching these basic concepts using concrete and familiar materials
like seeds or pencils. Once children have fully acquired these concepts, it is
advised that the teacher start working on activities which reinforce the
meaning of numbers such as magnitude activities (see Figure 1) and/or
simple numerical sequences.
Figure 1. Activity to reinforce the number magnitude.
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Jiménez – Overcoming Learning Difficulties in Mathematics
In any event, the teaching process must move slowly from concrete to
abstract concepts. Therefore, teachers should use tangible materials and
other supportive measures to support and build upon the process of number
abstraction (Chan, Au & Tang, 2014).
The mental number line can be reinforced by using real number tables
and lines available in the classroom or written in the students’ exercise
books. Likewise, it would be useful for them to count objects or events
connected to real life such as lists of attendance, items available in class,
schedules, votes, heart beats or Parcheesi.
In addition, it is necessary to reinforce the understanding of the place
value of numbers. In order to understand this concept, it is important to
repeat and make clear that multi-digit numbers are numerical expressions to
be decoded in a process that follows certain rules. In other words, every
single number has its own value depending on the place they are in. It is
highly recommended that you use tangible materials such as sticks or an
abacus to strength the composition/decomposition process of numbers. An
example of an activity to improve writing numbers using templates is
shown in Table 1.
Table 1
Example thought to improve the writing of numbers by means of templates
(Adapted from Martínez, 2010).
Activity A. Write the number in figures
Three thousand four hundred and sixty eight
3
4
Three thousand four hundred and sixty
Three thousand four hundred and eight
Three thousand four hundred
Three thousand and sixty
Three thousand and eight
6
8
Basic Arithmetic Operations
Error analysis will provide us with concrete guidelines for the intervention
in BAOs. However, it will be necessary to strengthen both the conceptual
REDIMAT, 5(1)
67
knowledge (meaning of operations) and procedural knowledge (steps to
follow in order to do an arithmetic operation). In this sense, and although
the objective of the intervention is to automate procedural knowledge (so
there are cognitive resources available), the importance of conceptual
knowledge should be reminded. For example, it will be easier to eventually
do a subtraction algorithm automatically if the principles of subtraction are
understood.
It is important to take into account that to achieve automatization,
repetitive practice is required and that children with LDM will need a
higher number of repetitions. There are some materials and software very
advisable to encourage this practice in a motivational environment.
Educational software is particularly useful, as computation exercises are
generally very tiring for children with LDM.
Moreover, there are some computation support activities we could do
with daily materials (for more information, see Martínez, 2010). For
example, two rules could serve to get used to doing subtractions. One of
them will be the minuend and the other the subtrahend. In the subtraction
operation 13-9, both rules would be overlapped in the mentioned numbers
so that the zero in the second rule would be situated exactly above the
solution of the subtraction, that is, 4 (see other interesting activities about
mental calculation in Gálvez, Cosmelli, Cubillos, Leger, Mena, Tanter, et
al., 2011).
An explicit instruction on counting strategies is very advisable for
children with LDM, since they do not usually develop them automatically.
This teaching method starts by showing the strategy to the child,
verbalizing all the steps. Next, the reasons as to why this strategy is better
should be explained, and lastly, the child should be told to do some
exercises to practice it. Some examples of strategies which are useful in
teaching are the following:
Efficient computation: when doing an addition, it is better to
start by the figure of higher value. For example, we will add
three to the number 9 in the operation 3+9.
Understanding and using composition and decomposition out
of context. For example, using tens to do an addition, e.g.
3+9=2+10=12.
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Jiménez – Overcoming Learning Difficulties in Mathematics
Problem Solving
Improving problem solving is not a matter of doing more practical exercises
but rather teaching solving strategies that will help a child develop specific
competencies and make their performance better (Cabrera &
Campistrous,1999). Those strategies must be trained explicitly and
appropriately to be applied to a wide range of problems (Castela, 2005).
In order to teach the problem solving process, teachers sometimes focus
on the arithmetic operations which are implied in the problem. However,
the complexity resides primarily in the semantic structure of the statement
(Carey, 1991). In this sense, the teacher must take into account the
importance of semantic structures of various problems on the pupils´ ability
to identify the operation required to solve them. For example, combined
semantic structures are easier than compared problems (see Figure 2) and
teachers must make explicit the different semantic structure and high or low
complexity of them.
Example of combine problem (easy semantic structure): Mary has
3 pencils. Peter has 9 pencils. How many pencils do they have
altogether?
Example of compare problem (difficult semantic structure): In a
group there are 5 men more than the women. There are 15 men in
the group. How many women are there?
Figure 2. Examples of different semantic structures.
Additionally, it is essential to teach strategies which are aimed at
improving the representation, planning and reviewing processes implied in
problem solving (Romero & Lavigne, 2005). The supportive activities
should be divided into steps (so that the representation process is reinforced
and the statement understood) and end by asking the child to reread the
statement and check the result (reviewing process). For instance, it is very
effective to include a sentence at the end of each problem such as: Well
REDIMAT, 5(1)
69
done! But before moving on to the next exercise, it is very important to
reread the statement and check if the answer you have given is possible.
Moreover, it should be highlighted that teaching problem solving
processes should include different kinds of tasks and these tasks have to go
beyond the classical view of a statement to be solved. In other words, the
appropriate teaching strategy necessarily includes different kinds of
problems, that is, problems with no exact solution, with unnecessary data,
or with non-explicit data to be previously inferred by the student. Teachers
could pose these questions to their students, which could be solved using
the given data, or to discriminate between those questions which could or
could not be solved with the given data.
Lastly, it is fundamental that the problems are significant for the
students in order to improve their performance (Planas & Iranzo, 2009).
This means that problems should arouse the children’s curiosity and interest
so that they are willing to solve them from the very first moment. In this
sense, the teacher should give practical examples and try to relate them to
family and/or motivational situations.
Moreover, the teacher must ensure that the child has acquired all
mathematical vocabulary, since sometimes this is the source of the problem
(e.g. double or less than).
Regarding problem-solving assessment, the teacher has to focus not only
on the final result the child has proposed, but on the analysis of the process
as a whole, so that the root of the problem can be determined. In the
following example, two different, incorrect answers have been proposed for
the same statement: ‘Maria has $9 and buys a book that costs $7.25; how
much money does she have at the end?’ A child suggests the solution 16.25
because they have just added the quantities that appear in the statement.
Another one says the solution is 2.25 as they have not done the arithmetic
operation correctly, although they chose the right type, subtraction (97.25=2.25). The educational intervention would be different in each case
despite the fact that both of them gave a wrong answer.
For this reason, it is advisable that teachers provide two grades for the
correction of mathematical problems; one referring to the representation
processes and the other to the operations.
As Sans (2010) points out, it is fundamental that both the teachers and
the specialists treat a child together in order to adapt the curriculum to that
particular student. This can be achieved by prioritizing objectives and
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Jiménez – Overcoming Learning Difficulties in Mathematics
giving the students some strategies and tools to compensate for their
difficulties. They should be allowed to use an abacus, calculators or
checking multiplication tables, as well as any other visual or graphic
element which may help the student enhance their problem solving skills.
In conclusion, an efficient method of intervention in LDM should
include an explicit teaching of different strategies, which regularly
strengthen the acquisition of each step; telling the child how to proceed and
use strategies of problem solving; proposing significant problems to the
student which have different semantic structures; doing mathematical
problems which don’t always implement the same arithmetic operations;
completing gaps with mathematical vocabulary and/or previous knowledge;
promoting the habit of reviewing; and giving priority to tangible activities,
and prioritizing the understanding of concepts and their relations over
mechanical procedures.
References
Alsina i Pastells, À. (2007). ¿Por qué algunos niños tienen dificultades para
calcular?: Una aproximación desde el estudio de la memoria humana.
RELIME. Revista Latinoamericana de Investigación en Matemática
Educativa, 10(3), 315-333.
Artigas, J. (2011). Trastornos del Neurodesarrollo. Barcelona: Editorial
Narbona.
Berch, D. B. (2005). Making sense of number sense implications for
children with mathematical disabilities. Journal of Learning
Disabilities, 38(4), 333-339. doi: 10.1177/00222194050380040901
Blakemore, S.J., & Frith, U. (2007). Cómo Aprende el Cerebro. Las Claves
para la Educación. [How the Brain Learns. Keys for Education].
Barcelona: Ariel.
Bruno, A., Noda, M., Aguilar, R., González, C., Moreno, L., & Muñoz, V.
(2006). Análisis de un tutorial inteligente sobre conceptos lógicomatemáticos en alumnos con Síndrome de Down. RELIME. Revista
Latinoamericana de Investigación en Matemática Educativa, 9(2),
211-226.
Butterworth, B., Varma, S., & Laurillard, D. (2011). Dyscalculia: From
brain to education. Science, 332(6033), 1049-1053. doi:
10.1126/science.1201536
REDIMAT, 5(1)
71
Cabrera, C. R., & Campistrous, L. A. (1999). Estrategias de resolución de
problemas en la escuela. RELIME. Revista Latinoamericana de
Investigación en Matemática Educativa, 2(2), 31-46.
Carey, D.A. (1991). Number sentences: Linking addition and subtraction
word problems and symbols. Journal for Research in Mathematics
Education, 22(4), 266-280. doi: 10.2307/749272
Castela, C. (2005). A propósito de los conocimientos que no se enseñan
explícitamente, empero necesarios para tener éxito en las
matemáticas escolares. RELIME. Revista Latinoamericana de
Investigación en Matemática Educativa, 8(2), 111-128.
Chan, W. W. L., Au, T. K., & Tang, J. (2014). Strategic counting: A novel
assessment of place-value understanding. Learning and Instruction,
29, 78-94. doi: 10.1016/j.learninstruc.2013.09.001
Cohen Kadosh, R., Dowker, A., Heine, A., Kaufmann, L., & Kucian, K.
(2013). Interventions for improving numerical abilities: Present and
future. Trends in Neuroscience and Education, 2(2), 85-93. doi:
10.1016/j.tine.2013.04.001
Defior, S. (1996). Las Dificultades de Aprendizaje: Un Enfoque Cognitivo.
Málaga: Aljibe.
Dehaene, S. (1997). The Number Sense. New York: Oxford University
Press.
Dehaene, S. (2011). The Number Sense: How the Mind Creates
Mathematics. New York: Oxford University Press.
Enright, B. (1989). Enright Diagnostic Inventory of Basic Arithmetic Skills.
North Billerica, Massachusetts: Curriculum Associates.
Gálvez, G., Cosmelli, D., Cubillos, L., Leger, P., Mena, A., Tanter, É., ... &
Soto-Andrade, J. (2011). Estrategias cognitivas para el cálculo
mental. RELIME. Revista Latinoamericana de Investigación en
Matemática Educativa, 14(1), 9-40.
Gross-Tsur, V., Manor, O., & Shalev, R. S. (1996). Developmental
dyscalculia: Prevalence and demographic features. Developmental
Medicine and Child Neurology, 38, 25-33. doi: 10.1111/j.14698749.1996.tb15029.x
Kaufmann, L. (2008). Dyscalculia: neuroscience and education.
Educational Research, 50(2), 163-175. doi:
10.1080/00131880802082658
72
Jiménez – Overcoming Learning Difficulties in Mathematics
Landerl K., Bevan A., & Butterworth B. (2004). Developmental dyscalculia
and basic numerical capacities: A study of 8-9 year old students.
Cognition, 93, 99-125. doi: 10.1016/j.cognition.2003.11.004
Martínez, J. (2010). Enseñar Matemáticas a Alumnos con Necesidades
Educativas Especiales. Madrid: Wolters Kluwer.
Monuteaux, M.C., Faraone, S.V., Herzig, K., Navsaria, N., & Biederman, J.
(2005). ADHD and dyscalculia: Evidence for independent familial
transmission. Journal of Learning Disabilities, 38 (1), 86-93. Doi:
10.1177/00222194050380010701
Ortiz, M.R. (2009). Manual de Dificultades de Aprendizaje. Madrid:
Pirámide.
Otálora Sevilla, Y., & Orozco Hormaza, M. (2006). ¿Por qué 7345 se lee
como "setenta y tres cuarenta y cinco"? RELIME. Revista
Latinoamericana de Investigación en Matemática Educativa, 9(3),
407-433.
Planas, N., & Iranzo, N. (2009). Consideraciones metodológicas para la
interpretación de procesos de interacción en el aula de matemáticas.
RELIME. Revista Latinoamericana de Investigación en Matemática
Educativa, 12(2), 179-213.
Radford, L., & André, M. (2009). Cerebro, cognición y matemáticas.
Revista Latinoamericana de Investigación en Matemática Educativa,
12(2), 215-250.
Romero, J.F., & Lavigne, R. (2005). Dificultades de Aprendizaje:
Unificación de Criterios Diagnósticos. Sevilla: Consejería de
Educación de la Junta de Andalucía.
Sans, A. (2008). ¿Por Qué Me Cuesta Tanto Aprender?: Trastornos del
Aprendizaje. Barcelona: Edebé.
Santiuste, J. S. & González-Pérez, J. (2005). Dificultades de Aprendizaje e
Intervención Psicopedagógica. Madrid: CCS.
Shalev, R.S. (2007). Prevalence of developmental dyscalculia. In D.B.
Berch & M.M.M. Mazzocco (eds.), Why Is Math So Hard for Some
Children? The Nature and Origins of Mathematical Learning
Difficulties and Disabilities (pp. 49–60). Baltimore: Brookes
Publishing Co.
Shalev, R.S., & Gross-Tsur, V. (2001). Developmental dyscalculia.
Pediatric Neurology, 24(5), 337-342.
REDIMAT, 5(1)
73
Sowder, J. T. (1992). Estimation and number sense. In D. A. Grouws (Ed.),
Handbook of research on mathematics teaching and learning (pp.
371-389). New York: Macmillan.
Gracia Jiménez-Fernández es profesora contratada doctora, del
departamento de Psicología Evolutiva y de la Educación, en la
Universidad de Granada, España.
Contact Address: La correspondencia directa sobre este artículo debe
ser dirigida al autor. Dirección Postal: Facultad de Ciencias de la
Educación. Campus Cartuja s/n 18071 Granada. Email:
gracijf@ugr.es
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Frequency and Impact of Informant Replacement in Alzheimer Disease Research
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UC Irvine Copyright Information
This work is made available under the terms of a Creative Commons Attribution License,
availalbe at https://creativecommons.org/licenses/by/4.0/ Copyright Information
This work is made available under the terms of a Creative Commons Attribution License,
availalbe at https://creativecommons.org/licenses/by/4.0/ Peer reviewed UC Irvine
UC Irvine Previously Published Works
Title
Frequency and Impact of Informant Replacement in Alzheimer Disease Research
Permalink
https://escholarship.org/uc/item/22x4c8gd
Journal
Alzheimer Disease & Associated Disorders, 29(3)
ISSN
0893-0341
Authors
Grill, Joshua D
Zhou, Yan
Karlawish, Jason
et al.
Publication Date
2015-07-01
DOI
10.1097/wad.0000000000000078
Copyright Information
This work is made available under the terms of a Creative Commons Attribution Li
availalbe at https://creativecommons.org/licenses/by/4.0/
Peer reviewed UC Irvine
UC Irvine Previously Published Works
Title
Frequency and Impact of Informant Replacement in Alzheimer Disease Research
Permalink
https://escholarship.org/uc/item/22x4c8gd
Journal
Alzheimer Disease & Associated Disorders, 29(3)
ISSN
0893-0341
Authors
Grill, Joshua D
Zhou, Yan
Karlawish, Jason
et al. Publication Date
2015-07-01
DOI
10.1097/wad.0000000000000078
Copyright Information
This work is made available under the terms of a Creative Commons Attribution Li
availalbe at https://creativecommons.org/licenses/by/4.0/
Peer reviewed Abstract Informants serve an essential role in Alzheimer’s disease (AD) research. Were an informant to be
replaced during a longitudinal study, this could have negative implications. We used data from the
National Alzheimer’s Coordinating Center Uniform Data Set to examine the frequency of
informant replacement among AD dementia participants, whether patient and informant
characteristics were associated with replacement, and how replacement affected research outcome
measures. Informant replacement was common (15.5%) and typically occurred after the first or the
second research visit. Adult child (24%) and other (38%) informants were more frequently
replaced than spouse informants (10%). Older spouse informant age and younger adult child
informant age were associated with replacement. The between-visit change in Functional
Assessment Questionnaire (FAQ) scores was greater in patients who replaced informants than in
those with stable informants. Clinical Dementia Rating-Sum of Boxes, FAQ, and
Neuropsychiatric Inventory scores showed greater variability in between-visit change in patients
who replaced informants compared to those with stable informants. These findings suggest that
informant replacement is relatively common, may have implications to study analyses, and
warrant further examination in the setting of clinical trials. Author Manuscript Keywords Alzheimer’s disease; caregivers; research; informant; spouses; adult children; outcome
measurements Author Manuscript Frequency and impact of informant replacement in Alzheimer’s
disease research Joshua D. Grill, PhD1,*, Yan Zhou, PhD1, Jason Karlawish, MD3, and David Elashoff, PhD1,2
1Mary S. Easton Center for Alzheimer’s Disease Research, Department of Neurology, David
Geffen School of Medicine at UCLA, Los Angeles, CA
2Department of Medicine, David Geffen School of Medicine at UCLA, Los Angeles, CA
3University of Pennsylvania, Perelman School of Medicine, Departments of Medicine, and
Medical Ethics and Health Policy, Penn Memory Center, Philadelphia, PA Joshua D. Grill, PhD1,*, Yan Zhou, PhD1, Jason Karlawish, MD3, and David Elashoff, PhD1,2
1Mary S. Easton Center for Alzheimer’s Disease Research, Department of Neurology, David
Geffen School of Medicine at UCLA, Los Angeles, CA Author Manuscript Published in final edited form as: Published in final edited form as: closure: Dr. Grill serves as site investigator for clinical trials sponsored by Avanir, Biogen Idec, Eli Lilly, Genentech, Jansse
heimer Immunotherapy Bristol Myers Squibb and the Alzheimer’s Disease Cooperative Study (ADCS) rresponding author: Joshua Grill, PhD, UCLA Easton Alzheimer’s Center, 10911 Weyburn Ave, Suite 200. Los Angeles, CA
095, USA. Tel.: (310) 794-2511; fax: (310) 794-3148. jgrill@mednet.ucla.edu. closure: Dr. Grill serves as site investigator for clinical trials sponsored by Avanir, Biogen Idec, Eli Lilly, Genentech, Jansse
heimer Immunotherapy, Bristol-Myers Squibb, and the Alzheimer’s Disease Cooperative Study (ADCS) Alzheimer Immunotherapy, Bristol-Myers Squibb, and the Alzheimer’s Disease Cooperative Study (ADCS) Disclosure: Dr. Grill serves as site investigator for clinical trials sponsored by Avanir, Biogen Idec, Eli Lilly, Genentec Powered by the California Digital Library
University of California eScholarship.org eScholarship.org *Corresponding author: Joshua Grill, PhD, UCLA Easton Alzheimer’s Center, 10911 Weyburn Ave, Suite 200. Los Angeles, CA
90095, USA. Tel.: (310) 794-2511; fax: (310) 794-3148. jgrill@mednet.ucla.edu.
Disclosure: Dr Grill serves as site investigator for clinical trials sponsored by Avanir Biogen Idec Eli Lilly Genentech Janssen *Corresponding author: Joshua Grill, PhD, UCLA Easton Alzheimer’s Center, 10911 Weyburn Ave, Suite 200. Los Angeles, CA
90095, USA. Tel.: (310) 794-2511; fax: (310) 794-3148. jgrill@mednet.ucla.edu.
Disclosure: Dr. Grill serves as site investigator for clinical trials sponsored by Avanir, Biogen Idec, Eli Lilly, Genentech, Janssen
Al h i
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S d (ADCS) HHS Public Access Author Manuscript Corresponding author: Joshua Grill, PhD, UCLA Easton Alzheimer s Center, 10911 Weyburn Ave, Suite 200. Los Angeles, CA
90095, USA. Tel.: (310) 794-2511; fax: (310) 794-3148. jgrill@mednet.ucla.edu.
Disclosure: Dr. Grill serves as site investigator for clinical trials sponsored by Avanir, Biogen Idec, Eli Lilly, Genentech, Janssen Dr. Grill serves as site investigator for clinical trials sponsored by Avanir, Biogen Idec, Eli Lilly, Genentech, Janssen
mmunotherapy, Bristol-Myers Squibb, and the Alzheimer’s Disease Cooperative Study (ADCS) Background Alzheimer’s disease (AD) research, especially dementia clinical trials, relies on accurate
assessment of longitudinal patient change.1–2 Informants may be better at assessing disease- Grill et al. Page 2 related symptoms and changes in those symptoms than are patients themselves.3 Informant-
based AD research scales assess patients’ cognitive domains, neuropsychiatric symptoms,
occupational and community activities, and basic and instrumental activities of daily living. Informant-based measures of patient performance offer advantages, relative to direct patient
testing. They are associated with less patient burden, may be less susceptible to cultural and
educational bias, can incorporate change in performance in single time point ratings, and
may be more relevant to everyday function.4 Informant-based measures of patient
performance have disadvantages as well. To be effective, these scales depend on accurate
and consistent ratings by informants, and some informants may provide more valid data than
others. Author Manuscript Author Manuscript Factors that affect informant accuracy could bias study results and lead to error. Previous
studies suggest that particular informant and patient characteristics may be associated with
informant accuracy, both for subjective outcomes such as depression and quality of life,5–7
and for more objective constructs such as cognition and daily function.8–11 For example,
spouses may provide more accurate data on patient cognition, compared to non-spousal
relatives.8–10 Informants under greater caregiver stress may rate patient function as worse12
and may be more likely to differ from patient self-report5, 11–12 or direct patient
measures.11, 13 Disease severity may also impact informant accuracy. In one study,
informant reports more poorly predicted patient cognitive performance in mild (global
Clinical Dementia Rating [CDR] scale=1), compared to very mild, dementia (global
CDR=0.5).10 Author Manuscript Author Manuscript Another factor that might impact accuracy is replacing an informant. Replacement would
require a new informant to complete research assessments, from which change scores would
be calculated as if a consistent source had provided the data. Unfortunately, how often
replacement occurs and how replacing an informant affects study outcome measures are
unknown. Understanding the implications of switching informants is important to data
interpretation in AD research, especially dementia registration trials, where one co-primary
outcome to establish drug efficacy is typically informant-based. Author Manuscript We used data from the National Alzheimer’s Coordinating Center Uniform Data Set (NACC
UDS) to examine the frequency of informant replacement in longitudinal AD research. Background We
examined which participants most frequently experience informant turnover and assessed
the impact that replacing an AD research informant has on study outcome measures. We
hypothesized that, since they are at greater risk for dropout in the setting of AD trials,14
patients with nonspousal informants would be at increased risk for replacement, and that
informant replacement would be associated with differences in change scores on informant-
dependent research outcome measures. Author Manuscript Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Initiated in 2005, the NACC UDS is a repository for longitudinal data collected from
approximately 34 current or previously NIA-funded AD Centers
(www.alz.washington.edu).15–16 UDS participants undergo clinical and neuropsychological Data source Initiated in 2005, the NACC UDS is a repository for longitudinal data collected from
approximately 34 current or previously NIA-funded AD Centers
(www.alz.washington.edu).15–16 UDS participants undergo clinical and neuropsychological Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Grill et al. Page 3 assessment on an annual basis. The acceptable visit window is ±3 months, relative to the
annual baseline visit anniversary. We examined data collected on or before June 1, 2013. Author Manuscript Measures Patient demographics—We examined participant age; sex; years of education; race,
characterized as Caucasian or non-Caucasian; and ethnicity, categorized as Latino or non-
Latino. To examine participant fatigue over time, we also included the overall UDS visit
number, since some participants first enrolled in the UDS prior to meeting criteria for this
study. Additionally, in some analyses we examined the visit number for this study; that is,
relative to the first visit for which the participant met eligibility criteria. Author Manuscript Informant demographics—We examined informant age, sex, race, ethnicity, and the
relationship of the informant to the patient, categorized as spouse, adult child, or other. Participants Eligible participants were subjects with a diagnosis of probable AD dementia, age 55–90,
and a baseline CDR global score of 0.5 or 1.0 who had at least one follow-up visit. Participants were excluded if they had any subsequent neurodegenerative diagnosis other
than dementia/probable AD. Study baseline was defined as the first eligible visit for which
all criteria were met. The NACC UDS requires participants to have a reliable informant who accompanies them to
study visits and completes a variety of outcomes. At each visit, informants are categorized
based on their relationship to the participant: spouse, adult child, or other (neither spouse nor
adult child) and the UDS variable NEWINF, “is this a new informant?” captures whether an
informant was replaced, compared to the prior visit. We excluded data from 361 (16.5%)
participants for whom (1) the informant was identified as new but the relation to the
participant and the informant birth month and year were unchanged, (2) the informant
relation or birth month and year were different from the previous visit but the informant was
not listed as new, or (3) the relationship of the informant to the participant at baseline for
this study was unknown. The final set for analysis included 1536 participants with stable
informants, 218 participants who experienced informant replacement once, and 64
participants who experienced informant replacement more than once. Author Manuscript Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Clinical outcomes Clinical Dementia Rating-Sum of Boxes (CDR-SB)17: The CDR is a clinical assessment
of global cognitive and functional ability that documents information in six domains:
memory, orientation, judgment and problem solving, community affairs, home and hobbies,
and personal care. After interviewing both the patient and the informant, an investigator
scores each domain as 0 (not demented), 0.5 (questionable dementia), 1.0 (mild dementia),
2.0 (moderate dementia), or 3 (severe dementia). The CDR can be used as a global score of
disease state, calculated with a scoring algorithm (see http://www.biostat.wustl.edu/adrc/) or
by summing the totals of the separate box scores (CDR-SB). Author Manuscript Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Grill et al. Page 4 Page 4 Functional Assessment Questionnaire (FAQ)18: The FAQ is a 10-item tool based solely
on informant assessment of the patient’s ability to complete activities of daily living. Items
are scored as 0 (normal), 1 (has difficulty but does by self), 2 (with assistance), or 3 (in a
dependent manner). Scores range from 0 to 30, with higher scores representing greater
functional dependence. In the UDS, missing FAQ values are not permitted but “not
applicable” (e.g., never did) is an alternative response. We replaced not-applicable responses
with the mean of available items, if at least five items were completed.19 Author Manuscript
Author Author Manuscript Neuropsychiatric Inventory (NPI-Q)20–21: The NPI is an informant-based instrument that
assesses delusions, hallucinations, dysphoria, anxiety, euphoria, aggression, apathy,
irritability, disinhibition, aberrant motor behaviors, nighttime behaviors, and eating and
appetite. The informant rates each item as present or absent. If present, the item is rated for
its frequency, severity, and the distress it causes the informant.20 The UDS collects the NPI-
Q, a brief version of the NPI that only assesses the presence and severity of behavioral
symptoms.21 Present symptoms are scored as mild (1 point), moderate (2 points), or severe
(3 points), providing an NPI-Q total score ranging from 0 to 36. Author Manuscript Mini-Mental State Exam (MMSE)22: The MMSE is the most widely used cognitive
assessment tool in dementia research. It uses a 30-point design to assess orientation, short-
term and delayed recall, calculations, language interpretation, naming, and praxis. Higher
scores represent greater cognitive performance. The researcher administers the scale to the
patient participant. The MMSE was used as an objective covariate in analytic models (see
below). Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Statistical analyses We examined the frequency of informant replacement in UDS among AD participants in
three groups based on baseline informant relationship to the patient participant. Within each
informant type, we compared demographic and clinical characteristics at baseline in
participants who replaced informants versus those with stable informants, using two-sample
t-tests for continuous variables and Chi-square (X2) tests or Fisher’s exact tests for
categorical variables. The NPI total score had a highly skewed distribution whereby the
majority (69%) of participants had scores of zero, so we used Chi-square tests for the
frequency of NPI-Q total scores greater than zero. Author Manuscript We used logistic regression with stepwise selection, using significance levels of 0.05 as
criteria to add or remove variables, to identify the variables associated with the outcome of
informant replacement. Due to systematic differences among informant groups in
demographic characteristics (e.g., participants with adult child informants are older than
participants with spouse informants, and adult child informants are younger than spouse
informants23) and potentially different mechanisms that drive the replacement, we
constructed models separately within each informant group. The pool of candidate variables
included patient race and ethnicity, overall UDS visit number, baseline MMSE, CDR, FAQ,
and NPI scores, and informant age and sex. For the spouse and adult child groups, patient
and informant age were highly correlated (r=0.75 and r=0.78, respectively), so only
informant age was included. Similarly, patient and informant sex are associated for the Author Manuscript Grill et al. Page 5 spouse group, so only informant sex was included. For participants who experienced
informant replacement more than once, we used their first replacement. spouse group, so only informant sex was included. For participants who experienced
informant replacement more than once, we used their first replacement. Author Manuscript Author Manuscript The next series of analyses examined change in informant-based outcome measures and
associated factors. We calculated the change in each outcome measure by subtracting scores
for the visit immediately preceding informant replacement from the scores for the first visit
with the new informant. To select two comparable visits in the group with stable informants,
we performed a visit number matching procedure so that the two groups had equal
proportions of participants examined at each visit number relative to baseline. This was
made possible by first matching participants at the longest duration time points. Ethics All participants and informants in the NACC UDS sign an informed consent document
approved by an Institutional Review Board (IRB). The current project was approved the
UCLA IRB (#13-001015). Author Manuscript Statistical analyses Participant
data from the two consecutive visits selected by the matching procedure were used to
compute the change scores. Because of the need to match based on visit number, these
analyses excluded participants who experienced informant replacement more than once. To
ensure that the comparison was not biased by the difference in the time elapsed between
visits, we used actual visit dates and computed a precise time interval for every participant. Two sample t-tests were used to compare the mean of CDR, FAQ, and NPI-Q change scores
between the new and stable informant groups. Tests for the equality of variances were used
to compare the variance of the change scores for each outcome. In the setting of equal
variance, pooled t-tests were performed. In the setting of unequal variance, Satterthwaite t-
tests were performed. The same analysis was carried out among those with informant
changes to compare those participants whose new informant was an adult child to those with
any other type of new informant. Author Manuscript Linear regression models were used to further examine whether change in these informant-
based outcome scores was associated with informant replacement when adjusting for
covariates of interest. Models were run for each outcome measure and covariates included:
whether replacement occurred, sex, patient age, precise time since the previous visit, and
type of informant and MMSE score at the visit prior to replacement (or the matched visit in
the group with stable informants). An interaction term informant replacement*baseline
informant type was included to examine whether the effect of informant replacement
differed by baseline informant type. All analyses were performed in SAS v.9.3 (Cary, NC). All statistical analyses are reported with a significance level of 0.05. Author Manuscript Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Frequency of informant replacement 1,818 UDS AD dementia participants met study eligibility criteria; 282 (15.5%) had
experienced informant replacement at least once. Among the 218 participants who
experienced replacement once, most (73%) informant replacement occurred between the
baseline and first follow-up visits (42%) or between the first and second follow-up visits Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Grill et al. Page 6 (31%). Fifteen percent of informant replacement occurred after the second follow-up visit,
7% after the third visit, and 3% after the fourth visit. The pattern of informant replacement
based on overall UDS visit number was similar. Sixty-five percent of replacement occurred
prior to the first or second follow-up visit (data not shown). Author Manuscript Among patients with a spouse informant at baseline, 9.7% experienced informant
replacement (Table 1). Participants with adult child (23.7%) and other informants (37.9%) at
baseline more frequently replaced informants than those with spouses (X2=113, p<0.001). New informants were typically adult children (68%). Adult children replaced 80% of spouse
informants, 64% of adult child informants, and 53% of other informants. Participants with adult child informants at baseline We found no demographic or clinical differences at baseline between patient participants
with adult child informants who were replaced and those whose informants were stable
(Table 1). Replaced adult child informants were younger than their stable counterparts
(Table 2; t-test, p=0.02). Logistic regression showed that informant age was a significant predictor of adult child
informant replacement (OR=0.97, 95% CI: 0.95 – 0.999), but in the opposite direction from
that seen for spouses. No other variable reached statistical significance. Participants with spouse informants at baseline Table 1 shows the patient participants’ demographic and clinical characteristics at baseline
and Table 2 shows their informants’ characteristics at baseline. Patients whose spouse
informants were replaced were older (t-test, p<0.001), more often female (X2, p<0.001),
more frequently Latino ethnicity (Fisher’s exact test, p<0.001), and had lower education (t-
test, p=0.009) than their counterparts with stable informants. Spouse informants who were
replaced were older (t-test, p<0.001), more often male (X2, p<0.001), and were more
frequently minority race (X2, p=0.02) and Latino ethnicity (Fisher’s exact test, p=0.002) than
their consistent counterparts. Author Manuscript The final logistic regression model resulting from the stepwise procedure showed that
Latino ethnicity (OR=3.67, 95% CI: 1.39–9.69), older informant age (OR=1.07, 95% CI:
1.04–1.10), and male informant sex (OR=1.60, 95% CI: 1.03–2.50) were significantly
associated with replacing a spouse informant. Author Manuscript Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Outcome measure change scores Among all participants, regardless of informant type, there was no difference in the mean
change in CDR-SB or the NPI-Q for those who did, compared to those who did not, have a
new informant. The change in FAQ score, however, was significantly greater for the group
with a new informant (4.48 vs 3.45, p=0.02). The new informant group also demonstrated
significantly greater variance for change in all three informant-based outcome measures
examined (Table 3). The time elapsed between visits was longer on average and exhibited
greater variation for the new informant group than for the stable informant group (1.23 ±
0.51 years vs. 1.13 ± 0.36 years). Author Manuscript Table 3 displays the mean between-visit changes in outcomes for those who replaced versus
those with stable informants for the different baseline informant type groups. In the group
with spouses at baseline (n=97 replaced; n=1100 stable), the results were similar to those for
the entire population; FAQ change scores were greater in the replaced group (5.18 vs. 3.58,
p=0.03) and the variance was increased for each outcome. For those with adult child (n=74
new; n=341 stable) and other informants at baseline (n=47 new; n=95 stable), no differences
were observed in the mean change scores for any outcome measure; the variance associated
with between-visit change was greater for the replaced adult child informant group for the
NPI-Q and for the replaced other informant group for the FAQ. The time elapsed between
visits was different between replaced versus stable informant groups in those with adult
child (1.33 ± 0.65 years vs. 1.14 ± 0.33 years) but not those with spouse (1.20 ± 0.44 years
vs. 1.13 ± 0.38 years) or other informants (1.15 ± 0.39 years vs. 1.07 ± 0.23 years) at
baseline. When we compared those participants whose new informant was an adult child to those with
another type of new informant, we found no differences between the groups in the mean
between-visit change for any outcome and a difference in the variances only for the CDR-
SB (data not shown). In regression models adjusting for the time elapsed between visits, MMSE score at the visit
prior to replacement, and participant age and gender (see Table 4), the main effect of
replacement held for change scores in FAQ (p=0.02). Participants with other informants at baseline Participants who replaced an informant who was neither spouse nor adult child were more
frequently Latino (X2, p=0.01), had lower education (t-test, p=0.01), and had milder scores
on the global CDR (t-test, p=0.03), CDR-SB (t-test, p=0.02), and FAQ (t-test, p=0.001)
compared to those with stable other informants (Table 1). Other informants who were
replaced were more often Latino (X2, p<0.01) and had lower education (t-test, p<0.05) than
their stable counterparts (Table 2). Author Manuscript Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Grill et al. Page 7 Among participants with other informants, lower scores on the FAQ (OR=0.88, 95% CI:
0.83–0.93) and higher scores on the NPI-Q (OR=1.64, 95% CI: 1.09 – 2.45) at baseline were
associated with replacing the informant in the logistic regression. Among participants with other informants, lower scores on the FAQ (OR=0.88, 95% CI:
0.83–0.93) and higher scores on the NPI-Q (OR=1.64, 95% CI: 1.09 – 2.45) at baseline were
associated with replacing the informant in the logistic regression. Author Manuscript Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Discussion Author Manuscript These findings suggest that the replacement of informants in longitudinal AD research may
be a common occurrence. In the NACC UDS, 15% of dementia participants replaced their
informants. The majority of replacement occurred early in participation, after the first or
second research visit, suggesting that factors other than research fatigue resulted in
replacement. In fact, particular patient and informant characteristics were associated with
replacement. Replacement was less frequent for those with spouse informants than for those with
nonspouse informants. Among spouse informants, however, Latino ethnicity, male
informant sex, and older informant age were associated with informant replacement. Latinos
and male informants are less common than non-Latino Caucasians and female informants in
AD research.14, 24–26 The aspects of caregiving and research participation that act as barriers
to enrollment in these spouses27–28 may also increase the risk of their replacement mid-
study. The age-associated risk of spouse replacement suggests that death or disability in an
aging spouse may necessitate a new informant. In contrast, younger age was associated with
adult child informant replacement. Nonspousal informants may have different attitudes
toward AD research than do spouses.29 AD patients lacking a spouse participate in research
at lower rates14, 24 and may be at increased risk for dropping out when they do.14 These
results add to a literature that suggests that careful consideration of which patient-informant
dyads to enroll and methods to retain particular dyads especially may be needed to reduce
informant replacement and study dropout. Author Manuscript These results may also suggest that informant replacement could affect study data. We
observed more than 1-point greater decline between visits on the FAQ in those who
replaced, compared to those with stable, informants, after adjusting for covariates (Table 4). Informant replacement, however, was not associated with change in CDR-SB or NPI-Q. Whereas the FAQ is based entirely informant report, the CDR-SB incorporates both
informant interview and patient observation. This difference may account for the
discrepancy in observations for these two scales, though in the regression model the effect of
informant replacement did approach significance for the CDR-SB (p=0.06). The NPI-Q, like
the FAQ, is entirely informant-dependent. Though behavioral symptoms become
increasingly common with disease progression, NPI-Q measures over time also include
fluctuations and reoccurrence.30 In fact, our regression model suggested that only patient sex
was associated with change in NPI-Q between visits. Outcome measure change scores The interaction term informant
replacement*baseline informant type was not significant for change scores in any of the
three outcomes, suggesting that the effect of replacement did not differ by baseline
informant type. In addition, greater change in CDR-SB and FAQ were significantly
associated with longer time between visits (p<0.0001); both were also associated with
MMSE scores at the visit before replacement, but in opposite directions. Those with spouse
informants at baseline experienced greater change in FAQ than those with other informants
at baseline (p=0.01). Change in NPI-Q was only associated with gender, with females
showing greater increase in neuropsychiatric symptoms (p=0.02). Author Manuscript Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Page 8 Page 8 Grill et al. Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Discussion In our models, greater time between visits was also associated with greater change in FAQ
and CDR. Interestingly, the total time elapsed between visits was greater for those replacing
versus those with stable adult child informants. Differences in time between visits were not
observed for those replacing spouse or other informants, further suggesting (in addition to
the regression model) that time alone does not drive the observed effect of replacement on
FAQ change scores. Author Manuscript Descriptive statistics suggested that the effect of replacement on FAQ change scores was
present in those replacing spouse informants, but absent in those replacing adult child Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Grill et al. Page 9 informants. Because of this, we included the baseline informant type and an interaction term
for informant replacement*baseline informant type in our models. Neither baseline
informant type nor this interaction term, however, reached significance for any outcome
(data not shown), suggesting that the effect of replacement is not unique to patients who
replace particular informants. The model did suggest that those with spouse informants
demonstrated greater between-visit change on the FAQ than those with other informants, a
group not examined in a previous study that found no difference in the rate of change
between those with spouse versus those with adult child informants.23 Author Manuscript For each outcome measure, the variability associated with between-visit change scores was
greater in those replacing informants than those with consistent informants. Increased
variance was also observed for each outcome when limiting analyses to those with spouse
informants at baseline. Increased variance was observed for the NPI-Q for those replacing
adult child informants, and for the FAQ for those replacing nonspouse, non-adult child
informants. Author Manuscript The observed differences in changes in outcome measures and the increased variance for
those replacing informants could reduce statistical power to observe differences between
research study groups, such as those receiving an intervention versus a control. Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Acknowledgments This study was sponsored by a Junior Investigator Award from the National Alzheimer’s Coordinating Center
(2012-JI-09); Research using the NACC database is also supported by UO1 AG016976. Drs. Grill, Zhou, and
Elashoff receive additional funding from NIA AG016570. Dr. Grill receives additional funding from the Sidell-
Kagan Foundation and from the P. Gene and Elaine Smith Endowed Term Chair in Alzheimer’s Disease Research. This study was sponsored by a Junior Investigator Award from the National Alzheimer’s Coordinating Center
(2012-JI-09); Research using the NACC database is also supported by UO1 AG016976. Drs. Grill, Zhou, and
Elashoff receive additional funding from NIA AG016570. Dr. Grill receives additional funding from the Sidell- Author Manuscript g
g
Kagan Foundation and from the P. Gene and Elaine Smith Endowed Term Chair in Alzheimer’s Disease Researc Limitations It is likely that for many AD dementia research participants, the loss of a primary caregiver
results in study drop out. Participants who dropped out were not included in the current
analyses. We did, however, observe that the most common new informants were adult
children. This may suggest that participants who have adult children, in addition to their
informant, may be at reduced risk to drop out. Author Manuscript Although the NACC UDS is an ample data source, some of the subgroup analyses included
low numbers of cases (e.g., other informant replacement). These analyses may have been
underpowered. Our data do not offer insight into the reasons that informant replacement occurred. The UDS
does not collect information on caregiver burden or stress, but previous results suggest that
measures of patient function and discrepancies between informant and patient ratings of
patient function may be predicted by caregiver burden.12–13 It is possible that burden due to
changes in participant function resulted in replacement, rather than replacement resulting in
inflated scoring of patient worsening. Additionally, baseline MMSE score was not predictive
of replacement and MMSE change scores were no different in those replacing versus those
with stable informants (data not show). These findings may suggest that informant
replacement is not due to disease progression. Author Manuscript Whereas lower MMSE scores were associated with greater change in the CDR-SB, higher
MMSE scores were associated with greater change in the FAQ between visits. This is likely
due to a ceiling effect in the population studied for the FAQ, as has been previously
observed.19, 23, 31 Additionally, among those with non-spouse, non-adult child informants, Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Grill et al. Page 10 milder scores on the FAQ were associated with replacement. While intriguing, further study
will be necessary to elucidate this relationship. Author Manuscript Finally, given that the UDS includes annual follow-up over many years, it is unclear to what
extent these results will generalize to other research studies, in particular dementia clinical
trials, which are frequently 18 or 24 months in total length and have much more frequent
visits and evaluations. Though the outcome measures we examined are commonly used in
clinical trials, others, such as the AD Cooperative Study-Activities of Daily Living scale32
or the AD Assessment Scale-cognitive subscale,33 are not collected in the UDS. Conclusions These findings suggest that informant replacement is common and that particular research
participants may be at risk for loss of informant. The loss of informant may result in
inconsistent data reporting and exploratory analyses suggest that replacement may result in
inflated measures of change in patient function and increased outcome measure variance. Such effects could have implications in data analyses and study interpretation. These
observations warrant further study in AD dementia treatment trials. Investigators need to
know the frequency of informant replacement, whether similar characteristics predict its
occurrence, and if replacement impacts trial data. In addition to potential implications to
outcome data, informant replacement could impact study completion rates, adverse event
reporting, and other variables critical to trial success. Author Manuscript Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. References 2004; 18(1):11–6. [PubMed: 15195458] Author Manuscript 9. McLoughlin DM, Cooney C, Holmes C, et al. Carer informants for dementia sufferers: carer
awareness of cognitive impairment in an elderly community-resident sample. Age and ageing. 1996;
25(5):367–71. [PubMed: 8921141] 10. Cacchione PZ, Powlishta KK, Grant EA, et al. Accuracy of collateral source reports in very mild to
mild dementia of the Alzheimer type. Journal of the American Geriatrics Society. 2003; 51(6):
819–23. [PubMed: 12757569] 11. Zanetti O, Geroldi C, Frisoni GB, et al. Contrasting results between caregiver’s report and direct
assessment of activities of daily living in patients affected by mild and very mild dementia: the
contribution of the caregiver’s personal characteristics. Journal of the American Geriatrics Society. 1999; 47(2):196–202. [PubMed: 9988291] 12. Martyr A, Nelis SM, Clare L. Predictors of perceived functional ability in early-stage dementia:
self-ratings, informant ratings and discrepancy scores. International journal of geriatric psychiatry. 2014; 29(8):852–62. [PubMed: 24753076] 13. Razani J, Kakos B, Orieta-Barbalace C, et al. Predicting caregiver burden from daily functional
abilities of patients with mild dementia. Journal of the American Geriatrics Society. 2007; 55(9):
1415–20. [PubMed: 17767684] Author Manuscript 14. Grill JD, Raman R, Ernstrom K, et al. Effect of study partner on the conduct of Alzheimer disease
clinical trials. Neurology. 2013; 80(3):282–8. [PubMed: 23255824] 15. Morris JC, Weintraub S, Chui HC, et al. The Uniform Data Set (UDS): clinical and cognitive
variables and descriptive data from Alzheimer Disease Centers. Alzheimer disease and associated
disorders. 2006; 20(4):210–6. [PubMed: 17132964] 16. Beekly DL, Ramos EM, Lee WW, et al. The National Alzheimer’s Coordinating Center (NACC)
database: the Uniform Data Set. Alzheimer disease and associated disorders. 2007; 21(3):249–58. [PubMed: 17804958] 17. Morris JC. The Clinical Dementia Rating (CDR): current version and scoring rules. Neurology. 1993; 43(11):2412–4. [PubMed: 8232972] 18. Pfeffer RI, Kurosaki TT, Harrah CH Jr, et al. Measurement of functional activities in older adults
in the community. Journal of gerontology. 1982; 37(3):323–9. [PubMed: 7069156] 19. Gill DP, Hubbard RA, Koepsell TD, et al. Differences in rate of functional decline across three
dementia types. Alzheimer’s & dementia: the journal of the Alzheimer’s Association. 2013 20. Cummings JL, Mega M, Gray K, et al. The Neuropsychiatric Inventory: comprehensive assessment
of psychopathology in dementia. Neurology. 1994; 44(12):2308–14. [PubMed: 7991117] 21. Kaufer DI, Cummings JL, Ketchel P, et al. Validation of the NPI-Q, a brief clinical form of the
Neuropsychiatric Inventory. J Neuropsychiatry Clin Neurosci. 2000; 12(2):233–9. [PubMed:
11001602] 22. References 1. Mohs RC, Kawas C, Carrillo MC. Optimal design of clinical trials for drugs designed to slow the
course of Alzheimer’s disease. Alzheimer’s & dementia: the journal of the Alzheimer’s Association. 2006; 2(3):131–9. 2. Leber P. Observations and suggestions on antidementia drug development. Alzheimer disease and
associated disorders. 1996; 10(Suppl 1):31–5. [PubMed: 8876787] 2. Leber P. Observations and suggestions on antidementia drug development. Alzheimer disease and
associated disorders. 1996; 10(Suppl 1):31–5. [PubMed: 8876787] 3. Carr DB, Gray S, Baty J, et al. The value of informant versus individual’s complaints of memory
impairment in early dementia. Neurology. 2000; 55(11):1724–6. [PubMed: 11113230] 4. Jorm AF. The value of informant reports for assessment and prediction of dementia. Journal of the
American Geriatrics Society. 2003; 51(6):881–2. [PubMed: 12757582] 5. Pfeifer L, Drobetz R, Fankhauser S, et al. Caregiver rating bias in mild cognitive impairment and
mild Alzheimer’s disease: impact of caregiver burden and depression on dyadic rating discrepancy
across domains. International psychogeriatrics/IPA. 2013; 25(8):1345–55. [PubMed: 23651733] 5. Pfeifer L, Drobetz R, Fankhauser S, et al. Caregiver rating bias in mild cognitive impairment and
mild Alzheimer’s disease: impact of caregiver burden and depression on dyadic rating discrepancy
across domains. International psychogeriatrics/IPA. 2013; 25(8):1345–55. [PubMed: 23651733] Author Manuscript 6. Schulz R, Cook TB, Beach SR, et al. Magnitude and causes of bias among family caregivers rating
Alzheimer disease patients. The American journal of geriatric psychiatry: official journal of the
American Association for Geriatric Psychiatry. 2013; 21(1):14–25. [PubMed: 23290199] 6. Schulz R, Cook TB, Beach SR, et al. Magnitude and causes of bias among family caregivers rating
Alzheimer disease patients. The American journal of geriatric psychiatry: official journal of the
American Association for Geriatric Psychiatry. 2013; 21(1):14–25. [PubMed: 23290199] 7. Conde-Sala JL, Garre-Olmo J, Turro-Garriga O, et al. Factors related to perceived quality of life in
patients with Alzheimer’s disease: the patient’s perception compared with that of caregivers. International journal of geriatric psychiatry. 2009; 24(6):585–94. [PubMed: 19031477] 7. Conde-Sala JL, Garre-Olmo J, Turro-Garriga O, et al. Factors related to perceived quality of life in
patients with Alzheimer’s disease: the patient’s perception compared with that of caregivers. International journal of geriatric psychiatry. 2009; 24(6):585–94. [PubMed: 19031477] Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Grill et al. Page 11 Page 11 8. Ready RE, Ott BR, Grace J. Validity of informant reports about AD and MCI patients’ memory. Alzheimer disease and associated disorders. Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. References Folstein MF, Folstein SE, McHugh PR. “Mini-mental state” A practical method for grading the
cognitive state of patients for the clinician. J Psychiatr Res. 1975; 12(3):189–98. [PubMed:
1202204] 23. Grill JD, Zhou Y, Karlawish J, et al. Does study partner type impact the rate of Alzheimer’s
disease progression? Journal of Alzheimer’s disease: JAD. 2014; 38(3):507–14. [PubMed:
23985417] 24. Grill JD, Monsell S, Karlawish J. Are Patients Whose Study Partners Are Spouses More Likely to
be Eligible for Alzheimer’s Disease Clinical Trials? Dementia and geriatric cognitive disorders. 2012; 33(5):334–340. [PubMed: 22759982] Author Manuscript 25. Faison WE, Schultz SK, Aerssens J, et al. Potential ethnic modifiers in the assessment and
treatment of Alzheimer’s disease: challenges for the future. International psychogeriatrics/IPA. 2007; 19(3):539–58. [PubMed: 17451614] 26. Welsh KA, Ballard E, Nash F, et al. Issues affecting minority participation in research studies of
Alzheimer disease. Alzheimer disease and associated disorders. 1994; 8(Suppl 4):38–48. [PubMed: 11657672] Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Grill et al. Page 12 27. Arean PA, Gallagher-Thompson D. Issues and recommendations for the recruitment and retention
of older ethnic minority adults into clinical research. J Consult Clin Psychol. 1996; 64(5):875–80. [PubMed: 8916614] Author Manuscript 28. Gallagher-Thompson D, Solano N, Coon D, et al. Recruitment and retention of latino dementia
family caregivers in intervention research: issues to face, lessons to learn. The Gerontologist. 2003; 43(1):45–51. [PubMed: 12604745] 29. Cary MS, Rubright JD, Grill JD, et al. Why are Spousal Caregivers More Prevalent than
Nonspousal Caregivers as Study Partners in AD Dementia Clinical Trials? Alzheimer disease and
associated disorders. 2014 30. Chung JA, Cummings JL. Neurobehavioral and neuropsychiatric symptoms in Alzheimer’s
disease: characteristics and treatment. Neurologic clinics. 2000; 18(4):829–46. [PubMed:
11072263] 31. Ito K, Hutmacher MM, Corrigan BW. Modeling of Functional Assessment Questionnaire (FAQ) as
continuous bounded data from the ADNI database. Journal of pharmacokinetics and
pharmacodynamics. 2012; 39(6):601–18. [PubMed: 22990808] 32. Galasko D, Bennett D, Sano M, et al. An inventory to assess activities of daily living for clinical
trials in Alzheimer’s disease. The Alzheimer’s Disease Cooperative Study. Alzheimer disease and
associated disorders. 1997; 11(Suppl 2):S33–9. [PubMed: 9236950] Author Manuscript 33. Rosen WG, Mohs RC, Davis KL. A new rating scale for Alzheimer’s disease. The American
journal of psychiatry. 1984; 141(11):1356–64. [PubMed: 6496779] Author Manuscript Author Manuscript Page 13 Grill et al. References Baseline informant:
Spouse
Adult child
Other
Follow-up informant:
Stable
New
Stable
New
Stable
New
N (%)
1100 (90.3)
118 (9.7)
341 (76.3)
106 (23.7)
95 (62.1)
58 (37.9)
Age, mean years ± SD
73.3 ± 8.2
76.0 ± 7.1*
78.9 ± 6.9
77.7 ± 7.6
75.2 ± 9.2
77.5 ± 8.5
Female, n (%)
387 (35.2)
63 (53.4)*
291 (85.3)
88 (83.0)
71 (74.7)
46 (79.3)
Non-Caucasian race, n (%)
101 (9.2)
14 (12.4)
71 (21.3)
21 (21.7)
22 (23.4)
13 (26.5)
Latino ethnicity, n (%)
26 (2.4)
12 (10.2)*
39 (11.6)
18 (17.1)
9 (9.6)
14 (24.6)*
Education, mean years ± SD
15.4 ± 2.9
14.5 ± 3.5*
13.1 ± 3.6
13.0 ± 4.1
14.5 ± 3.7
12.5 ± 5.0*
Baseline global CDR, mean ± SD
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.3*
Baseline CDR-SB, mean ± SD
4.5 ± 1.8
4.7 ± 1.9
5.0 ± 2.0
4.6 ± 1.6
5.0 ± 2.0
4.1 ± 2.3*
Baseline MMSE, mean ± SD
22.6 ± 4.1
22.7 ± 3.6
21.7 ± 4.2
22.0 ± 3.7
21.6 ± 4.4
22.4 ± 5.5
Baseline FAQ, mean ± SD
13.6 ± 7.2
14.0 ± 7.0
15.0 ± 7.3
15.0 ± 7.3
16.2 ± 7.2
11.9 ± 8.4*
Baseline NPI-Q, mean ± SD
0.48 ± 0.86
0.56 ± 1.02
0.66 ± 1.10
0.64 ± 1.02
0.42 ± 0.89
0.65 ± 1.04 Table 1
statistics of patient participants who did and did not experience informant replacement, categorized by baseline informant type (*p<0.05
l t t
t
X2 t
t
Fi h ’
t t
t
l ti
t
t bl
) Author Manuscript
Author Manuscript
Author Manuscript
Table 1
Descriptive statistics of patient participants who did and did not experience informant replacement
based on two-sample t-test or X2 test or Fisher’s exact test, relative to stable group). References Page 13 Author Manuscript
Author Manuscript
Author Manuscript
Author Manuscript
Table 1
Descriptive statistics of patient participants who did and did not experience informant replacement, categorized by baseline informant type (*p<0.05
based on two-sample t-test or X2 test or Fisher’s exact test, relative to stable group). Baseline informant:
Spouse
Adult child
Other
Follow-up informant:
Stable
New
Stable
New
Stable
New
N (%)
1100 (90.3)
118 (9.7)
341 (76.3)
106 (23.7)
95 (62.1)
58 (37.9)
Age, mean years ± SD
73.3 ± 8.2
76.0 ± 7.1*
78.9 ± 6.9
77.7 ± 7.6
75.2 ± 9.2
77.5 ± 8.5
Female, n (%)
387 (35.2)
63 (53.4)*
291 (85.3)
88 (83.0)
71 (74.7)
46 (79.3)
Non-Caucasian race, n (%)
101 (9.2)
14 (12.4)
71 (21.3)
21 (21.7)
22 (23.4)
13 (26.5)
Latino ethnicity, n (%)
26 (2.4)
12 (10.2)*
39 (11.6)
18 (17.1)
9 (9.6)
14 (24.6)*
Education, mean years ± SD
15.4 ± 2.9
14.5 ± 3.5*
13.1 ± 3.6
13.0 ± 4.1
14.5 ± 3.7
12.5 ± 5.0*
Baseline global CDR, mean ± SD
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.3*
Baseline CDR-SB, mean ± SD
4.5 ± 1.8
4.7 ± 1.9
5.0 ± 2.0
4.6 ± 1.6
5.0 ± 2.0
4.1 ± 2.3*
Baseline MMSE, mean ± SD
22.6 ± 4.1
22.7 ± 3.6
21.7 ± 4.2
22.0 ± 3.7
21.6 ± 4.4
22.4 ± 5.5
Baseline FAQ, mean ± SD
13.6 ± 7.2
14.0 ± 7.0
15.0 ± 7.3
15.0 ± 7.3
16.2 ± 7.2
11.9 ± 8.4*
Baseline NPI-Q, mean ± SD
0.48 ± 0.86
0.56 ± 1.02
0.66 ± 1.10
0.64 ± 1.02
0.42 ± 0.89
0.65 ± 1.04
Alzheimer Dis Assoc Disord. Author manuscript; a Author Manuscript
Author Manuscript
Author Manuscript
Author Manuscript
Table 1
Descriptive statistics of patient participants who did and did not experience informant replacement, categorized by baseline informant type (*p<0.05
based on two-sample t-test or X2 test or Fisher’s exact test, relative to stable group). References Baseline informant:
Spouse
Adult child
Other
Follow-up informant:
Stable
New
Stable
New
Stable
New
N (%)
1100 (90.3)
118 (9.7)
341 (76.3)
106 (23.7)
95 (62.1)
58 (37.9)
Age, mean years ± SD
73.3 ± 8.2
76.0 ± 7.1*
78.9 ± 6.9
77.7 ± 7.6
75.2 ± 9.2
77.5 ± 8.5
Female, n (%)
387 (35.2)
63 (53.4)*
291 (85.3)
88 (83.0)
71 (74.7)
46 (79.3)
Non-Caucasian race, n (%)
101 (9.2)
14 (12.4)
71 (21.3)
21 (21.7)
22 (23.4)
13 (26.5)
Latino ethnicity, n (%)
26 (2.4)
12 (10.2)*
39 (11.6)
18 (17.1)
9 (9.6)
14 (24.6)*
Education, mean years ± SD
15.4 ± 2.9
14.5 ± 3.5*
13.1 ± 3.6
13.0 ± 4.1
14.5 ± 3.7
12.5 ± 5.0*
Baseline global CDR, mean ± SD
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.3*
Baseline CDR-SB, mean ± SD
4.5 ± 1.8
4.7 ± 1.9
5.0 ± 2.0
4.6 ± 1.6
5.0 ± 2.0
4.1 ± 2.3*
Baseline MMSE, mean ± SD
22.6 ± 4.1
22.7 ± 3.6
21.7 ± 4.2
22.0 ± 3.7
21.6 ± 4.4
22.4 ± 5.5
Baseline FAQ, mean ± SD
13.6 ± 7.2
14.0 ± 7.0
15.0 ± 7.3
15.0 ± 7.3
16.2 ± 7.2
11.9 ± 8.4*
Baseline NPI-Q, mean ± SD
0.48 ± 0.86
0.56 ± 1.02
0.66 ± 1.10
0.64 ± 1.02
0.42 ± 0.89
0.65 ± 1.04
Alzheimer Dis Assoc Disord. Author manuscript; a Author Manuscript
Author Manuscript
Author Manuscript
Author Manuscript
Table 1
Descriptive statistics of patient participants who did and did not experience informant replacement, categorized by baseline informant type (*p<0.05
based on two-sample t-test or X2 test or Fisher’s exact test, relative to stable group). Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. References Baseline informant:
Spouse
Adult child
Other
Follow-up informant:
Stable
New
Stable
New
Stable
New
Age, mean years ± SD
70.6 ± 8.8
75.7 ± 9.3*
51.4 ± 8.4
49.2 ± 8.7*
62.8 ± 12.8
58.7 ± 14.8
Female, n (%)
708 (64.4)
54 (45.8)*
260 (76.3)
72 (67.9)
75 (79.0)
43 (74.1)
Non-Caucasian race, n (%)
76 (7.0)
15 (13.2)*
77 (23.0)
29 (28.4)
22 (23.4)
21 (36.8)
Latino ethnicity, n (%)
29 (2.7)
10 (8.9)*
42 (12.5)
18 (17.7)
7 (7.5)
14 (24.1)*
Education, mean years ± SD
15.1 ± 2.8
14.8 ± 3.1
15.9 ± 2.7
15.6 ± 2.6
15.6 ± 2.8
14.5 ± 3.1*
l h
d
h
i
il bl i
6
l Author Manuscript
Author Manuscript
Author Manuscript
Author Manuscript
Grill et al. Table 2
Descriptive statistics of the baseline informants who were and were not replaced, categorized by baseline informant type (*p<0.05 based on two-sample t-
test or X2 test or Fisher’s exact test, relative to stable group). Baseline informant:
Spouse
Adult child
Other
Follow-up informant:
Stable
New
Stable
New
Stable
New
Age, mean years ± SD
70.6 ± 8.8
75.7 ± 9.3*
51.4 ± 8.4
49.2 ± 8.7*
62.8 ± 12.8
58.7 ± 14.8
Female, n (%)
708 (64.4)
54 (45.8)*
260 (76.3)
72 (67.9)
75 (79.0)
43 (74.1)
Non-Caucasian race, n (%)
76 (7.0)
15 (13.2)*
77 (23.0)
29 (28.4)
22 (23.4)
21 (36.8)
Latino ethnicity, n (%)
29 (2.7)
10 (8.9)*
42 (12.5)
18 (17.7)
7 (7.5)
14 (24.1)*
Education, mean years ± SD
15.1 ± 2.8
14.8 ± 3.1
15.9 ± 2.7
15.6 ± 2.6
15.6 ± 2.8
14.5 ± 3.1*
Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 201 Page 14 Grill e
Table 2
Descriptive statistics of the baseline informants who were and were not replaced, categorized by baseline informant type (*p<0.05 based on two-sample t-
test or X2 test or Fisher’s exact test, relative to stable group). Grill
Table 2
e statistics of the baseline informants who were and were not replaced, categorized by baseline informant type (*p<0.05 based on two-sample t-
t
Fi h ’
t t
t
l ti
t
t bl
) Page 14 Grill et al. References Baseline informant:
Spouse
Adult child
Other
Follow-up informant:
Stable
New
Stable
New
Stable
New
N (%)
1100 (90.3)
118 (9.7)
341 (76.3)
106 (23.7)
95 (62.1)
58 (37.9)
Age, mean years ± SD
73.3 ± 8.2
76.0 ± 7.1*
78.9 ± 6.9
77.7 ± 7.6
75.2 ± 9.2
77.5 ± 8.5
Female, n (%)
387 (35.2)
63 (53.4)*
291 (85.3)
88 (83.0)
71 (74.7)
46 (79.3)
Non-Caucasian race, n (%)
101 (9.2)
14 (12.4)
71 (21.3)
21 (21.7)
22 (23.4)
13 (26.5)
Latino ethnicity, n (%)
26 (2.4)
12 (10.2)*
39 (11.6)
18 (17.1)
9 (9.6)
14 (24.6)*
Education, mean years ± SD
15.4 ± 2.9
14.5 ± 3.5*
13.1 ± 3.6
13.0 ± 4.1
14.5 ± 3.7
12.5 ± 5.0*
Baseline global CDR, mean ± SD
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.2
0.8 ± 0.3*
Baseline CDR-SB, mean ± SD
4.5 ± 1.8
4.7 ± 1.9
5.0 ± 2.0
4.6 ± 1.6
5.0 ± 2.0
4.1 ± 2.3*
Baseline MMSE, mean ± SD
22.6 ± 4.1
22.7 ± 3.6
21.7 ± 4.2
22.0 ± 3.7
21.6 ± 4.4
22.4 ± 5.5
Baseline FAQ, mean ± SD
13.6 ± 7.2
14.0 ± 7.0
15.0 ± 7.3
15.0 ± 7.3
16.2 ± 7.2
11.9 ± 8.4*
Baseline NPI-Q, mean ± SD
0.48 ± 0.86
0.56 ± 1.02
0.66 ± 1.10
0.64 ± 1.02
0.42 ± 0.89
0.65 ± 1.04
Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Author Manuscript Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Author Manuscript
Author Manuscript
Author Manuscript
Author Manuscript
Grill et al. Page 14
Table 2
Descriptive statistics of the baseline informants who were and were not replaced, categorized by baseline informant type (*p<0.05 based on two-sample t-
test or X2 test or Fisher’s exact test, relative to stable group). References Author Manuscript
Author Manuscript
Author Manuscript
Author Manuscript
Table 2
Descriptive statistics of the baseline informants who were and were not replaced, categorized by baseline informant type (*p<0.05 based on two-sample t-
test or X2 test or Fisher’s exact test, relative to stable group). Baseline informant:
Spouse
Adult child
Other
Follow-up informant:
Stable
New
Stable
New
Stable
New
Age, mean years ± SD
70.6 ± 8.8
75.7 ± 9.3*
51.4 ± 8.4
49.2 ± 8.7*
62.8 ± 12.8
58.7 ± 14.8
Female, n (%)
708 (64.4)
54 (45.8)*
260 (76.3)
72 (67.9)
75 (79.0)
43 (74.1)
Non-Caucasian race, n (%)
76 (7.0)
15 (13.2)*
77 (23.0)
29 (28.4)
22 (23.4)
21 (36.8)
Latino ethnicity, n (%)
29 (2.7)
10 (8.9)*
42 (12.5)
18 (17.7)
7 (7.5)
14 (24.1)*
Education, mean years ± SD
15.1 ± 2.8
14.8 ± 3.1
15.9 ± 2.7
15.6 ± 2.6
15.6 ± 2.8
14.5 ± 3.1* Author Manuscript Author Manuscript Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Grill et al. Page 15 Page 15 Author Manuscript Manuscript
Author Manuscript
Author Manuscript
Author Manuscript
Table 3
Between-visit change in informant-based outcome measure scores (*p<0.05). Group
Outcome measure
Stable informant, mean±SD
New informant, mean±SD
t-test, p value
Test of equal variance, p value
All participants
CDR-SB
2.01±2.57
2.37±3.07
0.10
0.0002*
FAQ
3.45±5.02
4.48±6.39
0.02*
<0.0001*
NPI-Q
0.11±1.14
0.13±1.38
0.81
<0.0001*
Spouse informant
CDR-SB
2.06±2.56
2.74±3.43
0.06
<0.0001*
FAQ
3.58±5.03
5.18±6.74
0.03*
<0.0001*
NPI-Q
0.11±1.08
0.24±1.33
0.34
0.002*
Adult child informant
CDR-SB
1.96±2.65
1.95±2.90
0.95
0.27
FAQ
3.40±5.23
3.97±5.14
0.39
0.97
NPI
0.12±1.28
0.09±1.58
0.87
0.01*
Other informant
CDR-SB
1.52±2.37
2.38±2.56
0.06
0.53
FAQ
1.99±3.72
4.09±7.51
0.08
<0.0001*
NPI-Q
0.13±1.27
−0.02±1.08
0.48
0.23
Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. nuscript
Author Manuscript
Author Manuscript
Author Manuscript
Table 3
Between-visit change in informant-based outcome measure scores (*p<0.05). Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. References Group
Outcome measure
Stable informant, mean±SD
New informant, mean±SD
t-test, p value
Test of equal variance, p value
All participants
CDR-SB
2.01±2.57
2.37±3.07
0.10
0.0002*
FAQ
3.45±5.02
4.48±6.39
0.02*
<0.0001*
NPI-Q
0.11±1.14
0.13±1.38
0.81
<0.0001*
Spouse informant
CDR-SB
2.06±2.56
2.74±3.43
0.06
<0.0001*
FAQ
3.58±5.03
5.18±6.74
0.03*
<0.0001*
NPI-Q
0.11±1.08
0.24±1.33
0.34
0.002*
Adult child informant
CDR-SB
1.96±2.65
1.95±2.90
0.95
0.27
FAQ
3.40±5.23
3.97±5.14
0.39
0.97
NPI
0.12±1.28
0.09±1.58
0.87
0.01*
Other informant
CDR-SB
1.52±2.37
2.38±2.56
0.06
0.53
FAQ
1.99±3.72
4.09±7.51
0.08
<0.0001*
NPI-Q
0.13±1.27
−0.02±1.08
0.48
0.23
Alzheimer Dis Assoc Disord Author manuscript Author Manuscript Alzheimer Dis Assoc Disord. Author manuscript; available in PMC 2016 July 01. Grill et al. Page 16 Table 4 Results of regression models for change in each informant-based outcome measure. Author Manuscript Results of regression models for change in each informant-based outcome measure. Variable
Estimate (95% C.I.) *p<0.05
CDR-SB
FAQ
NPI-Q
Time (years)
1.63 (1.32, 1.95)*
1.87 (1.21, 2.53)*
0.003 (−0.14, 0.15)
MMSE score
−0.12 (−0.15, −0.10)*
0.07 (0.02, 0.12)*
0.008 (−0.003, 0.018)
Female gender
−0.07 (−0.20, 0.34)
0.13 (−0.45, 0.70)
0.15 (0.02, 0.28)*
Age (years)
0.008 (−0.014, 0.016)
−0.0003 (−0.033, 0.032)
0.001 (−0.006, 0.008)
Replacement
0.50 (−0.04, 1.04)
1.35 (0.20, 2.50)*
0.05 (−0.21, 0.30)
Informant type (reference=spouse): child
−0.19 (−0.56, 0.17)
−0.22 (−0.99, 0.54)
−0.05 (−0.22, 0.12)
Informant type (reference=spouse): other
−0.42 (−0.99, 0.15)
−1.53 (−2.73, −0.33)*
−0.09 (−0.36, 0.17)
Informant type × Replacement (reference=spouse): child
−0.48 (−1.31, 0.36)
−1.63 (−3.39, 0.14)
−0.07 (−0.46, 0.32)
Informant type × Replacement (reference=spouse): other
0.16 (−0.90, 1.22)
0.85 (−1.40, 3.10)
−0.18 (−0.68, 0.31) Author Manuscript Author Manuscript Author Manuscript
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https://openalex.org/W4312190590
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https://www.zora.uzh.ch/id/eprint/226605/1/ZORA_s12888_022_04440_x.pdf
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Validation of a new emotion regulation self-report questionnaire for children
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BMC psychiatry
| 2,022
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cc-by
| 14,029
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Zurich Open Repository and
Archive Zurich Open Repository and
Archive
University of Zurich
University Library
Strickhofstrasse 39
CH-8057 Zurich
www.zora.uzh.ch University of Zurich
University Library
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CH-8057 Zurich
www.zora.uzh.ch Year: 2022 © The Author(s) 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http:// creat iveco mmons. org/ licen ses/ by/4. 0/. The Creative Commons Public Domain Dedication waiver (http:// creat iveco
mmons. org/ publi cdoma in/ zero/1. 0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Abstract Objective: To examine and validate the self‑report Questionnaire on the Regulation of Unpleasant Moods in Children
(FRUST), which is a modified and shortened version of the Questionnaire for the Assessment of Emotion Regulation in
Children and Adolescents (FEEL‑KJ). Methods: The data comprised child and parent ratings of a community‑screened sample with differing levels of
affective dysregulation (AD) (N = 391, age: M = 10.64, SD = 1.33, 56% male). We conducted latent factor analyses to
establish a factor structure. Subsequently, we assessed measurement invariance (MI) regarding age, gender, and AD
level and evaluated the internal consistencies of the scales. Finally, we examined the convergent and divergent valid‑
ity of the instrument by calculating differential correlations between the emotion regulation strategy (ERS) scales and
self‑ and parent‑report measures of psychopathology. Results: A four‑factor model, with one factor representing Dysfunctional Strategies and the three factors Distrac-
tion, Problem-Solving and Social Support representing functional strategies provided the best fit to our data and was
straightforward to interpret. We found strong MI for age and gender and weak MI for AD level. Differential correlations
with child and parent ratings of measures of psychopathology supported the construct validity of the factors. Conclusions: We established a reliable and valid self‑report measure for the assessment of ERS in children. Due to
the reduced number of items and the inclusion of highly specific regulatory behaviors, the FRUST might be a valuable
contribution to the assessment of ER strategies for diagnostic, therapeutic, and research purposes. Keywords: Emotion regulation, Affective dysregulation, Children, Adolescents, Assessment Validation of a new emotion regulation
self-report questionnaire for children Michaela Junghänel1†, Hildegard Wand1†, Christina Dose1, Ann‑Kathrin Thöne1, Anne‑Katrin Treier1,
Charlotte Hanisch2, Anne Ritschel2, Michael Kölch3,4,5, Lena Lincke4, Veit Roessner6, Gregor Kohls6,
Ulrike Ravens‑Sieberer7, Anne Kaman7, Tobias Banaschewski8, Pascal‑M. Aggensteiner8, Anja Görtz‑Dorten1,9,
Manfred Döpfner1,9* and on behalf of the ADOPT Consortium Validation of a new emotion regulation self-report questionnaire for children Junghänel, Michaela ; Wand, Hildegard ; Dose, Christina ; et al ; Brandeis, Daniel DOI: https://doi.org/10.1186/s12888-022-04440-x Posted at the Zurich Open Repository and Archive, University of Zurich
ZORA URL: https://doi.org/10.5167/uzh-226605
Journal Article
Published Version
The following work is licensed under a Creative Commons: Attribution 4 Posted at the Zurich Open Repository and Archive, University of Zurich
ZORA URL: https://doi.org/10.5167/uzh-226605
Journal Article
Published Version Originally published at:
Junghänel, Michaela; Wand, Hildegard; Dose, Christina; et al; Brandeis, Daniel (2022). Validation of a new emo-
tion regulation self-report questionnaire for children. BMC Psychiatry, 22:820. DOI: https://doi.org/10.1186/s12888-022-04440-x Junghänel et al. BMC Psychiatry (2022) 22:820
https://doi.org/10.1186/s12888-022-04440-x *Correspondence: Manfred.doepfner@uk‑koeln.de *Correspondence: Manfred.doepfner@uk‑koeln.de 1 School of Child and Adolescent Cognitive Behavior Therapy (AKiP),
Faculty of Medicine and University Hospital Cologne, University of Cologne,
Pohligstraße 9, 50969 Cologne, Germany
Full list of author information is available at the end of the article Background Given that childhood and adolescence is accompanied
by many challenges that elicit intense emotions [1], there
has been a growing interest in understanding emotion
regulation strategies (ERS) and their development in
childhood and adolescence [2]. One way to classify ERS
is to differentiate between maladaptive or dysfunctional
and adaptive or functional strategies based on their
immediate effects on affect, cognition, and behavior [3]. An adequate use of functional ERS allows “for monitoring, †Michaela Junghänel and Hildegard Wand shared first authorship and
contributed equally to this work. *Correspondence: Manfred.doepfner@uk‑koeln.de © The Author(s) 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http:// creat iveco mmons. org/ licen ses/ by/4. 0/. The Creative Commons Public Domain Dedication waiver (http:// creat iveco
mmons. org/ publi cdoma in/ zero/1. 0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Junghänel et al. BMC Psychiatry (2022) 22:820 Page 2 of 15 evaluating, and modifying emotional reactions, especially
their intensive and temporal features” ([4], pp. 27–28). By comparison, the limited use of functional ERS and
the use of dysfunctional ERS have been linked to psycho-
pathology (e.g. [3]). For example, the dysfunctional ERS
rumination is common in depressive disorders (e.g. [5]),
whereas in most anxiety disorders, the object of fear is
avoided in order to prevent negative emotions (e.g. [6]). Avoidance has also been shown to be associated with
higher levels of attention-deficit/hyperactivity disorder
(ADHD [7];). Moreover, studies have demonstrated that
the limited use of the functional ERS problem-solving,
acceptance, and reappraisal is associated with internal-
izing and externalizing symptoms in general [8, 9]. Spe-
cifically, Braet and colleagues [9] found that internalizing
symptomatology in school-aged children was negatively
associated with the functional ERS problem-oriented
action, distraction, acceptance, forget, and revaluation
and that externalizing symptomatology was negatively
associated with the functional ERS problem-oriented
action and acceptance. apply passivity, avoidance and suppression more fre-
quently [11]. The term emotion dysregulation is often used synony-
mously with the terms affective dysregulation (AD) and
irritability, which all refer to a highly similar and strongly
overlapping construct [16–18]. However, as opposed to
irritability, the concepts of emotion dysregulation and
AD generally include an irritable and an impulsive com-
ponent [16, 19]. Moreover, it is consensus that emotion
(dys-)regulation primarily describes the process of cop-
ing with all kinds of emotional challenges whereas AD
describes an emotional state that may result from emo-
tion dysregulation [19–21]. Conversely, the expression
of negative emotions may also be one of several dys-
functional coping processes [22]. This being said, it is
important to emphasize that the expression of negative
emotions per se is not negative as an adequate expression
of negative emotions can serve important social func-
tions (e.g. the expression of sadness can lead other people
to comfort us; the expression of anger can help set neces-
sary boundaries in social contexts). Importantly, emotion
dysregulation is not synonymous with any single mental
disorder defined in the 5th edition of the Diagnostic and
Statistical Manual of Mental Disorders (DSM-5 [23];) but
has been shown to be transdiagnostic and consequently
associated with various externalizing and internalizing
disorders [2]. At its most extreme it may reflect the new
DSM-5 diagnosis of “disruptive mood dysregulation dis-
order” (DMDD [24];). DMDD is characterized by severe,
recurrent temper outbursts and chronic irritability or
angry mood. By comparison, the International Statistical
Classification of Diseases and Related Health Problems
(ICD-11 [25];) takes a different approach to describing a
similar pathology by adding a specifier for chronic irri-
tability to the diagnosis of oppositional defiant behavior
(ODD), thus reflecting the difficulties to disentangle irri-
tability and ODD symptomatology [16, 26]. p
Numerous studies have found associations of ERS
with gender and age, albeit with inconsistent results. For
instance, some studies found that ERS steadily increase
with age (e.g. [2, 10, 11]), which is consistent with the
cognitive maturation model [12]. In addition to this gen-
eral increase in functional ERS, it was found that the
kinds of strategies applied also change significantly dur-
ing childhood and adolescence [2, 11, 13]. By contrast,
other studies (e.g. [11, 13]) reported evidence support-
ing the maladaptive shift model [12], which assumes a
decrease in functional ERS and an increase in dysfunc-
tional ERS in (early) adolescence. Taken together, these
results suggest that efficacy and flexibility in the use of
ERS increase with age, with an interruption of a few years
during adolescence, in which emotion regulation (ER)
temporarily deteriorates [12, 13]. Aim of study In light of the shortcomings of the FEEL-KJ, especially its
length and repetitive elements, and to be able to monitor
therapeutic processes, we revised and adapted this ques-
tionnaire, resulting in the newly developed 48-item self-
report “Questionnaire on the Regulation of Unpleasant
Moods in Children” (German: “Fragebogen zur Regula-
tion unangenehmer Stimmungen” [FRUST]) by [masked
for blind review], unpublished manuscript). The aim of
the present study was to examine the factor structure of
the FRUST in a sample consisting of children with either
no or pronounced AD symptomatology. Furthermore, we
aimed to assess whether the observed factor structure
was invariant to gender, age, and AD level. In addition,
we examined the internal consistencies of the result-
ing scales as well as their correlations with one another. To examine the convergent and divergent validity of
the FRUST, we considered the associations of its scales
with measures of AD, symptoms of ADHD, symptoms
of ODD, anxious/depressed symptoms, and aggressive
symptoms. Finally, we analyzed the associations of the
FRUST scales with gender and age of the participants. (
Q
Q
Q)
The self-report Questionnaire for the Assessment
of Emotion Regulation in Children and Adolescents
(FEEL-KJ [33, 34];), for children between the ages of
10;0 and 19;11 years, is a well-established and fre-
quently used instrument to assess the application of
ERS in children and adolescents [35–37]. With a total
of (15x2x3=) 90 items, the FEEL-KJ assesses 15 differ-
ent ERS, with each strategy assessed independently with
two items for the three emotions anger, sadness, and
anxiety. Accordingly, the FEEL-KJ allows for an emo-
tion-specific evaluation as well as a comprehensive eval-
uation of ERS across the three emotions. As reported
by Grob and Smolenski [33], the different strategies
can be combined into the higher-order scales adaptive
emotion regulation strategies and maladaptive emotion
regulation strategies. However, Cracco and colleagues
[34] suggested a more complex factor structure, subdi-
viding the maladaptive factor into the three lower-level
factors avoidance, dysfunctional thoughts, and aggres-
sion. The FEEL-KJ overcomes the disadvantage of sev-
eral ER measures that assess only a limited number of
strategies, although due to the detailed assessment of
various ERS, each rated for the three different emo-
tions anger, sadness, and anxiety, the 90-item FEEL-KJ
is quite lengthy and repetitive. Regarding the effect of
gender on ER, numerous studies suggest that girls show
fewer functional and more dysfunctional ERS than do
boys [12, 13]. For example, in a sample of 8 to 14-year-
olds, girls showed significantly decreased functional ERS
and significantly increased dysfunctional ERS compared
to boys, and this effect was particularly pronounced
in females in grades five and six (corresponding to age
10–12 [13];). This finding may potentially be attributable
to higher stress levels [13] and a more intense experience
of emotions [14] in girls than in boys, or different sociali-
zation processes of girls and boys [15]. Other findings
offer a more nuanced view on the association between
gender and ER, suggesting that boys and girls apply dif-
ferent ERS. In particular, functional social support seeking
and dysfunctional rumination seem to be more promi-
nent in girls [11, 13], whereas boys have been found to In sum, difficulties in ER are associated with a vari-
ety of externalizing and internalizing psychiatric dis-
orders. Moreover, ERS are especially important for the
examination of the newly introduced diagnostic entities
of DMDD (DSM-5 [23];) or ODD with chronic irritabil-
ity (ICD-11 [25];), both introduced to better capture AD
symptomatology. Furthermore, open questions remain
with regard to associations of ER with gender and age. Therefore, a valid and reliable assessment of a range of
functional and dysfunctional ERS for diagnostic, thera-
peutic, and research purposes seems crucial. There are a number of internationally used question-
naires assessing ERS in children and adolescents. A meta-
analysis by Compas and colleagues [2] found 87 distinct
measures of ERS, with the most commonly used being
the parent-reported Emotion Regulation Checklist Junghänel et al. BMC Psychiatry (2022) 22:820 Junghänel et al. BMC Psychiatry (2022) 22:820 Page 3 of 15 Junghänel et al. BMC Psychiatry (2022) 22:820 (ERC [27];), which assesses the two dimensions of Neg-
ativity and ER with a total of 24 items, and the 36-item
self-report Cognitive Emotion Regulation Question-
naire (CERQ [28];), which assesses nine cognitive coping
strategies. Other frequently used questionnaires include
the self-report Emotion Regulation Questionnaire for
Children and Adolescents (ERQ-CA [29];), which is an
adapted version of the Emotion Regulation Questionnaire
for adults [30], and the Children’s Response Style Ques-
tionnaire (CRSQ [31, 32];). Both of these measures assess
a limited number of strategies (ERQ-CA: ten items, Cog-
nitive Reappraisal and Expressive Suppression; CRSQ: 25
items, Rumination, Distraction, Problem-Solving). The
main advantages of all of the aforementioned question-
naires lie in their reasonable number of items (10–36)
as well as their sound psychometric quality. However,
they all come with problems, such as the lack of a self-
report measure (ERC) or the limited number of strategies
assessed (CERQ, ERQ-CA, CRSQ). Aim of study The distinction between
the ERS in response to the three emotions seems par-
ticularly questionable as the internal consistency and
the test-retest reliability for most primary scales for the
emotion-specific evaluation are weak [38]. Furthermore,
three of the strategies (expression, social support, con-
trol of emotions) could not be unequivocally assigned to
either of the secondary scales, as associations with psy-
chological well-being were not unambiguously positive
or negative [38]. Participants and procedure Data collection took place within the ongoing mul-
ticenter research project [masked for blind review],
which encompasses [masked for blind review]. The
multicenter research project aims to optimize the diag-
nostic investigation, prevention, and treatment of AD
and includes several measurement time points. For the
present study, we used the baseline data (T1) of a com-
munity-screened sample, which was recruited through
the local residents’ registration office and was one of
various different samples considered in the research
project. The data were collected between August 2018
and September 2019 (for further information see the
study protocol; [masked for blind review]). The sample
includes n = 391 children aged 8 to 12 years (M = 10.64,
SD = 1.33; 56% males). The mothers of 342 (88%) and
the fathers of 46 (12%) of these children completed
the parent questionnaires used for the current analy-
ses. Main inclusion criteria were the age of the child
(8;0–12;11 at T1), child living with at least one biologi-
cal or adoptive parent, status of AD symptomatology of
the child, as well as willingness and ability to partici-
pate in the study. Prior to the baseline measurement,
participants were assigned to an AD or a NoAD group,
based on a predefined cut-off score on a parent screen-
ing questionnaire ([masked for blind review; for further
details regarding the screening procedure see [masked
for blind review]). Children with AD symptom scores Junghänel et al. BMC Psychiatry (2022) 22:820 Junghänel et al. BMC Psychiatry (2022) 22:820 Junghänel et al. BMC Psychiatry (2022) 22:820 Page 4 of 15 Page 4 of 15 FRUST combines the response to these three emotions
and assesses the strategies for the regulation of “unpleas-
ant emotions” in general. In addition to the 30 items
originating from the FEEL-KJ, the FRUST questionnaire
includes 18 new items, which refer to interventions used
in the scope of the Treatment Program for Children
with Aggressive Behavior (THAV; German: “Therapie-
programm für Kinder mit aggressivem Verhalten” [39];). These items target very specific behaviors taught in the
THAV, that can be applied as ERS when feeling bad (e.g. “When I feel bad, I count to ten” or “When I feel bad, I
do a relaxation exercise”), as the THAV program has
been shown to reduce aggressive behaviors and increase
prosocial behavior in children with peer-related aggres-
sive behaviors [40, 41], which is closely associated to AD
symptomatology. Participants and procedure The items are rated on a five-point Lik-
ert-type scale ranging from 0 (almost never) to 4 (almost
always). in the top 10% of the sample were allocated to the AD
group and children with scores in the bottom 10% were
allocated to the NoAD group. All families from the AD
group and a random sample from the NoAD group
were asked to participate further in the study. Partici-
pating families underwent clinical child and parent
interviews [masked for blind review], with the latter
being used to confirm the child’s AD status. As shown
in Table 1, a total of 244 (62%) study participants were
assigned to the AD group. Clinical interviews with the
parents ([masked for blind review] by [masked for blind
review], in press) were conducted to examine whether
the children and adolescents met DSM-5/ICD-10 cri-
teria for a mental disorder. All diagnoses can be found
in Table 1. DADYS-p/DADYS-c Child AD symptoms were assessed using the self- and
parent report forms of the Diagnostic System for Affec-
tive Dysregulation (DADYS; German: “Diagnostikum für
Affektive Dysregulation”; unpublished manuscript [42];). The self-report form (DADYS-C) comprises 28 items and
the parent report form (DADYS-P) comprises 38 items. The DADYS items originate from several existing ques-
tionnaires, that is the Emotion Regulation Checklist [27],
the German Symptom Checklist for Disruptive Behavior
Disorder (FBB/SBB-SSV; German: “Fremd-/Selbstbeur-
teilungsbogen für Störungen des Sozialverhaltens” [43];),
and the Affective Reactivity Index [44]. These question-
naires assess irritability/anger and/or affective dysregu-
lation/emotion regulation, leading to a rather broad
conceptualization of AD in the present study. All items
of the DADYS-C and DADYS-P are rated on a four-
point Likert-type scale ranging from 0 (not at all/never)
to 3 (very much/always), with higher scores indicating
higher symptom severity. A total score was computed
by summing up all item scores and dividing this sum
by the number of items, resulting in a total score rang-
ing between 0 and 4. The internal consistencies of the
total scale scores in the present sample were good, with
α = .94 (M = .89, SD = .50) for the DADYS-C and α = .96
(M = .89, SD = .56) for the DADYS-P. Table 1 Sample and descriptive statistics
SD Standard deviation, M Mean, AD Affective dysregulation, ADHD Attention-
deficit/hyperactivity disorder, DMDD Disruptive mood dysregulation disorder,
ODD oppositional defiant disorder, AD Affective dysregulation, CD Conduct
disorder, MD Major depressive episode
a Although not possible in the DSM-5 due to hierarchical rules, simultaneous
DMDD and ODD diagnoses are reported here if all diagnostic criteria were met,
due to interest in the diagnostic overlap
Sample Statistics
Total sample
n = 391
Age: mean (SD)
10.64 (1.33)
Male: n (%)
220 (56)
Group: n (%)
AD
244 (62)
NoAD
147 (38)
Diagnoses: n (%)
DMDDa
41 (11)
ODDa
93 (24)
ADHD
62 (16)
ADHD, combined type
19 (5)
ADHD, predominantly inattentive type
30 (8)
ADHD, predominantly hyperactive‑impulsive type
13 (3)
CD
6 (2)
MD
5 (1)
No Diagnosis
262 (67) Measures
FRUST The Questionnaire on the Regulation of Unpleasant
Moods in Children (FRUST; [masked for blind review],
unpublished manuscript) is an adaptation of the FEEL-
KJ questionnaire [33], which assesses ERS in children
and adolescents. The originally developed version of the
FRUST comprises 48 items and is thus shorter than the
FEEL-KJ. While the FEEL-KJ assesses the same ERS in
response to anger, sadness, and anxiety separately, the SBB−/FBB-ADHS To examine the factor structure of the FRUST, we fol-
lowed both an exploratory and a subsequent confirma-
tory factor analytic approach. The respective analyses
were performed using Mplus version 8.4 [51]. For both
analyses, we used the weighted least square mean and
variance adjusted (WLSMV) estimator (delta param-
eterization), which is recommended for ordinal data [52]. The percentage of missing data per item was ≤0.3% for
all items; missing data were handled using pairwise dele-
tion. Covariance coverage was ≥ .995 for all items. We
based our evaluation of model fit on the following fre-
quently used global model fit indices: the comparative fit
index (CFI), the Tucker-Lewis index (TLI), the root mean
square error of approximation (RMSEA), and the stand-
ardized root mean square residuals (SRMR). Good model
fit was indicated by CFI and TLI values ≥ .95 [53] as well
as RMSEA and SRMR values ≤ .05 [54, 55]. For model fit
to be considered as adequate, RMSEA and SRMR values
should be ≤ .08 and CFI and TLI values ≥ .90 [54–56]. The children completed the self-report (SBB-ADHS) and
the mothers or fathers the parent report (FBB-ADHS)
form of the German Symptom Checklist for Atten-
tion-Deficit/Hyperactivity Disorder (German: “Selbst-/
Fremdbeurteilungsbogen für Aufmerksamkeitsdefizit-/
Hyperaktivitätsstörungen”) from the German Diagnos-
tic System for Mental Disorders in Children and Ado-
lescents based on the ICD-10 and DMS-5 (DISYPS-III
[43];). The two forms comprise 20 items each, which
are rated on a four-point Likert scale ranging from 0
(not at all) to 3 (very much). The two subscales Inatten-
tion (nine items) and Hyperactivity/Impulsivity (eleven
items) as well as a total score can be computed by averag-
ing the associated item scores. The FBB-ADHS has dem-
onstrated a stable factor structure. Moreover, previous
research yielded good reliability and validity of the scale
scores [49]. Internal consistencies in the present sample
were good, with α = .91 (M = .60, SD = 0.47) for the SBB-
ADHS total score and α = .95 (M = .73, SD = 0.65) for the
FBB-ADHS total score. We first applied an exploratory principal axis factor
analysis (estimator: WLSMV; delta parameterization). We chose an exploratory approach as we had no clear
hypothesis about the underlying factor structure. In this
study, we were interested in extracting factors that distin-
guish between rather functional versus rather dysfunc-
tional ERS. CBCL/6-18R The German version of the Child Behavior Checklist for
Ages 6–18 (CBCL/6-18R [45];), originally developed by
Achenbach [46], comprises 120 items assessing a range of
behavioral and emotional problems in children and ado-
lescents. Parents rate the items on a three-point Likert
scale ranging from 0 (not true) to 2 (very true). The items Junghänel et al. BMC Psychiatry (2022) 22:820 Page 5 of 15 (CD), and 11 items assess callous-unemotional (CU)
symptoms. All items are based on DSM-5 and ICD-10
symptom criteria. Following the questionnaire’s instruc-
tion to assess CD and CU symptoms only in children
aged 11 years or older and as the DMDD items were
included in the DADYS questionnaires assessing AD, we
only used the items assessing ODD for the present study. Three of the eight items assessing ODD were already
included in the DADYS questionnaire and were there-
fore excluded, resulting in five items assessing the defi-
ant dimension of ODD (ODDD) in the current sample. All items are rated on a four-point Likert scale ranging
from 0 (not at all) to 3 (very much), and a scale score can
be derived by averaging the item scores. A stable factor
structure of the FBB-SSV as well as good reliability of the
scale scores and diagnostic accuracy have been demon-
strated [50]. Internal consistencies in the present sample
were good, with α = .85 (M = .68, SD = 0.53) for the SBB-
ODDD scale and α = .91 (M = .89, SD = 0.73) for the FBB-
ODDD scale. can be aggregated to eight syndrome scales (Anxious/
Depressed, Withdrawn/Depressed, Somatic Complaints,
Social Problems, Thought Problems, Attention Problems,
Rule-Breaking Behavior, Aggressive Behavior) and three
broadband scales (Externalizing Problems, Internalizing
Problems, Total Problems). In this study, we assessed
scales of the CBCL dysregulation profile [47, 48], which
includes the scales Anxious/Depressed (part of the Inter-
nalizing Problems scale), Attention Problems (part of
the total problems scale) and Aggressive Behavior (part
of the Externalizing Problems scale). The scale scores
were computed by averaging the associated item scores. The syndrome scale scores of these three scales as well
as the broadband scales have shown good psychometric
properties [45]. SBB−/FBB-ADHS As we did not expect all of the variance to be
explained by the extracted factors and assumed correla-
tions between the extracted factors, we used an oblique
GEOMIN rotation. To determine a suitable number of
factors to extract, we conducted a parallel analysis in
Mplus, which is based on eigenvalues from the observed CBCL/6-18R In the present sample, all assessed syn-
drome scales demonstrated good internal consistencies,
with α = .83 for the Anxious/Depressed scale (M = .31,
SD = 0.31), α = .87 for the Attention Problems scale
(M = .44, SD = 0.43), and α = .93 (M = .45, SD = 0.40) for
the Aggressive Behavior scale. Results Factor structure and internal consistency of the FRUST
The parallel analysis suggested a four-factor solution,
which yielded a good model fit (CFI = .96, TLI = .95,
RMSEA = .045 [90% CI: .042–.049], SRMR = .048)
and was clearly interpretable (Table 2). Factors 1 to 3
comprised functional ERS, differentiated into Distrac-
tion (factor 1), Problem-Solving (factor 2) and Social
Support (factor 3). Factor 4 encompassed Dysfunc-
tional ERS. All four factors together explained 49%
of the variance. Six items (items 8, 10, 31, 33, 34, 48)
were excluded from further analyses due to substan-
tial factor loadings on both a functional factor and the
dysfunctional factor (see Table 2). In a next step, the
model with four correlated factors derived from the
EFA was tested using CFA, including the 42 remain-
ing items. In this model, all cross-loadings were fixed
to zero. All fit indices indicated an adequate fit of this
more restricted model (CFI = .93, TLI = .93, RMSEA:
.058 [90% CI: .055; .062], SRMR = .062). The factor
loadings of items 25 (“When I feel bad, I withdraw”; fac-
tor Dysfunctional Strategies) and 26 (“When I feel bad,
I do not show my bad mood”, factor Problem-Solving)
were below .30 (.25 and .16, respectively). These items
were therefore excluded, resulting in a final number of
40 items (Fig. 1). As item 5 (“When I feel bad, I keep
my feelings to myself”) showed a negative factor load-
ing on the functional Social Support factor, the scores
for this item were recoded. This slightly adapted model
was then tested in another CFA and yielded a some-
what improved fit (CFI = .94, TLI = .94, RMSEA: .058
[90% CI: .054–.062], SRMR = .059). The factor loadings
for this final model can be found in Table S1. All items
demonstrated a substantial loading on their respec-
tive factor (a ≥ .36). Moreover, all functional factors Following current recommendations [59–61], we
assessed measurement invariance (MI) of our final model
across different ages (8–10 years vs. 11–12 years), gender
(male vs. female), and AD level (AD vs. NoAD). The dif-
ferent levels of invariance include an increasing number
of restrictions. For configural invariance, the item-fac-
tor configuration is required to be equal across groups,
that is, the same items have to belong to the same fac-
tor. SBB−/FBB-SSV The children completed the self-report (SBB-SSV) and
the mothers or fathers the parent report (FBB-SSV) form
of the German Symptom Checklist for Disruptive Behav-
ior Disorders (German: “Selbst-/Fremdbeurteilungs-
bogen für Störungen des Sozialverhaltens”) from the
DISYPS-III [43]. The SBB−/FBB-SSV comprises a total
of 37 items, of which eight items assess symptoms of
oppositional defiant disorder (ODD), three items assess
DMDD, 15 items assess symptoms of conduct disorder Junghänel et al. BMC Psychiatry (2022) 22:820 Junghänel et al. BMC Psychiatry (2022) 22:820 Page 6 of 15 To examine the convergent and divergent validity of
the corresponding scales derived from our latent factor
analyses, we calculated Pearson correlation coefficients
between the scales of the FRUST as well as between
the FRUST scales and the CBCL/6-18R scales Anxious/
Depressed, Attention Problems, Aggressive Behavior, the
SBB−/FBB-ADHS, the SBB−/FBB-SSV ODDD and the
DADYS-C/−P. Moreover, correlations of the FRUST
dimensions with age and gender were examined. With
gender as a dichotomous variable, the point-biserial cor-
relation was calculated. In accordance with Cohen [66] a
correlation coefficient between .10 and .29 was consid-
ered small, a correlation coefficient between .30 and .49
as moderate, and a correlation coefficient > .50 as large. SPSS version 26 was used to calculate the internal con-
sistency and the correlations. correlation matrix and compares these with eigenvalues
of random variables. Factors that have larger eigenvalues
than the random variables are chosen for further factor
analytic examination [57]. We excluded items from fur-
ther analysis if they showed substantial cross-loadings (>
.30) on factors that were not compatible in terms of con-
tent (i.e. positive loadings on a factor otherwise defined
through items describing dysfunctional ERS and a fac-
tor otherwise defined through items describing func-
tional ERS) or if they only demonstrated factor loadings
< .30, which is in accordance with Kline [58]. If sub-
stantial loadings (> .30) emerged on two factors that did
not directly oppose each other (e.g., two factors defined
through functional ERS), the item was assigned to one of
the factors based on theoretical considerations. Subsequently, we performed a confirmatory fac-
tor analysis (CFA) including all items that had not been
excluded in the preceding exploratory analysis. In the
CFA, we restricted items to load only onto a certain fac-
tor, thus eliminating cross-loadings. Items loading nega-
tively on their respective factor were recoded such that
higher item scores indicated a higher manifestation on
this factor. Results Metric invariance can be assumed if the item load-
ings are additionally equivalent across groups. For scalar
invariance, the item thresholds have to be equal across
groups. The same goodness-of-fit indices as mentioned
above (CFI, TLI, RMSEA, SRMR; theta parameteriza-
tion) were used, and difference tests between the fit indi-
ces on different levels of invariance were computed to
examine MI [60]. For the assessment of configural invari-
ance, the same cut-off values as mentioned above can be
applied. Additionally, a change in CFI of ≤ − .01 [62], a
change in SRMR of ≤ + .03 for testing metric invariance
and a change of CFI of ≤ − .01 and a change in SRMR of
≤ + .01 for testing scalar invariance [63], as well as equal
or better fit of TLI and RMSEA [64] have been suggested
to indicate invariance across groups under the imposed
constraints. To examine the internal consistency of the scales
derived from the factor analyses, we computed Cron-
bach’s α. An α coefficient ≥ .70 was considered as ade-
quate [65]. Junghänel et al. BMC Psychiatry (2022) 22:820 Page 7 of 15 Page 7 of 15 Table 2 Item statistics and exploratory factor analysis of the FRUST – Four‑Factor Solution
M Mean, SD Standard deviation
The extraction method was principal axis factoring with oblique (GEOMIN) rotation. Results Loadings marked in bold indicate the factor to which an item was assigned
Items
M (SD)
Distraction
Problem-Solving
Social Support
Dysfuncti
Strategies
When I feel bad, I …
1 … try to change what made me feel bad
2.27 (1.22)
.08
.43*
.08
−.04
2 … tell someone about how I feel
2.09 (1.31)
−.04
.45*
.59*
−.08
3 … think about things that make me happy
2.45 (1.31)
.70*
.09
.02
−.06
4 … do something fun
2.82 (1.18)
.69*
.13
−.08*
−.05
5 … keep my feelings to myself
2.08 (1.28)
.09
−.02
−.64*
.17*
6 … make the best of it
2.22 (1.30)
.35*
.53*
−.22*
−.05
7 … do not want to see anyone
1.34 (1.31)
.01
−.26*
−.06
.59*
8 … think that this is my own problem
1.81 (1.22)
−.05
.41*
−.33*
.34*
9 … do not feel like doing anything
147 (1.30)
−.10
−.12
−.09
.59*
10 … keep thinking about why I feel bad, without finding a solution
1.25 (1.20)
−.06
.27*
.02
.37*
11 … think about what I could do
2.39 (1.28)
.35*
.47*
.12*
−.05
12 … tell myself that the problem is not that bad
1.75 (1.20)
.12
.54*
.02
.12*
13 … start a fight
0.80 (1.08)
.00
−.40*
−.01
.48*
14 … say that I am in a bad mood
1.84 (1.34)
−.06
.37*
.51*
.09
15 … try to forget what put me in a bad mood
2.14 (1.35)
.24*
.44*
.01
.01
16 … try to find the mistake in my own behavior
2.04 (1.28)
.06
.66*
−.06
.11*
17 … remember happy things
2.46 (1.38)
.70*
.16*
−.02
−.08
18 … try to make the best of a situation myself
2.26 (1.30)
.53*
.39*
−.05
−.14*
19 … go to someone who might be able to help me
2.08 (1.33)
.14*
.51*
.44*
.02
20 … think that it will pass
2.26 (1.28)
.10
.57*
−.03
.02
21 … accept what makes me feel bad
2.02 (1.22)
.07
.54*
−.01
.04
22 … show my bad mood without annoying others
185 (1.29)
−.03
.53*
.22*
.15*
23 … take my bad mood out on others
0.98 (1.16)
−.06
−.44*
−.01
.52*
24 … cannot get it out of my head
1.90 (1.33)
−.21*
.17*
−.10*
.54*
25 … withdraw
2.10 (1.30)
.00
.01
−.04
.43*
26 … do not show my bad mood
1.55 (1.20)
−.06
.42*
−.36*
.09
27 … do something I enjoy
2.51 (1.30)
.71*
.21*
−.04
−.11*
28 … think about a solution
2.33 (1.31)
.26*
.58*
.17*
−.09*
29 … tell myself that it is not important
1.38 (1.18)
−.10*
.60*
.06
.19*
30 … cannot do anything against my bad mood
1.34 (1.34)
−.30*
.01
−.12*
.47*
31 … tell myself that I have to blow off steam to react cooler
1.47 (1.32)
.07
.37*
.01
.38*
32 … do a relaxation exercise
0.87 (1.24)
.46*
.06
.34*
.18*
33 … hit a pillow/go for a run
1.36 (1.39)
.06
.06
.46*
.59*
34 … squeeze something in my hand or make a fist in my pocket
1.44 (1.34)
.09
−.06
.32*
.64*
35 … count to ten
0.46 (0.93)
.36*
−.01
.26*
.20*
36 … go to a nice place in my mind where I can relax
1.61 (1.46)
.65*
.06
.11*
.09
37 … listen to music/a story/watch a movie
2.09 (1.42)
.54*
.01
−.02
.19*
38 … hurt myself
0.55 (1.00)
−.14
−.11
.04
.58*
39 … play/paint/do handicrafts
1.77 (1.45)
.54*
.02
.16*
.07
40 … solve riddles/read
1.84 (1.45)
.60*
−.08
.20*
.08
41 … talk to someone about it
1.74 (1.36)
.02
.47*
.60*
−.09*
42 … try to stay cool and see the problem from another perspective
1.81 (1.30)
.13*
.66*
.01
−.01
43 … try to think smart instead of obsessing about it
2.10 (1.30)
.24*
.65*
−.03
−.13*
44 … leave the situation
2.25 (1.29)
.28*
.58*
.00
.02
45 … try to recognize the situation early that made me feel bad
2.08 (1.31)
.00
.76*
.07
.05
46 … eat something tasty
1.68 (1.38)
.57*
−.03
.01
.24*
47 … lie on my bed and dream about something nice/try to sleep
1.38 (1.33)
.53*
−.04
.08
.14*
48 … do something on my computer/smartphone/tablet
1.60 (1.48)
.14*
.07
−.36*
.19* Table 2 Item statistics and exploratory factor analysis of the FRUST – Four‑Factor Solution The extraction method was principal axis factoring with oblique (GEOMIN) rotation. Loadings marked in bold indicate the factor to which an item was assigned. Items
that were excluded due to substantial factor loadings (> .30) on an functional and the dysfunctional factor are marked in italics M Mean, SD Standard deviation The extraction method was principal axis factoring with oblique (GEOMIN) rotation. Loadings marked in bold indicate the factor to whic
that were excluded due to substantial factor loadings (> .30) on an functional and the dysfunctional factor are marked in italics Junghänel et al. BMC Psychiatry (2022) 22:820 Page 8 of 15 Fig. 1 Final Four‑Factor Structure of the FRUST. Correlated factors model with three functional factors (distraction, problem‑solving, social support)
and one dysfunctional factor after the exclusion of items 25 and 26 (due to low factor loadings). Item numbers are displayed in the boxes and
residuals are not shown for clarity of presentation Fig. 1 Final Four‑Factor Structure of the FRUST. Correlated factors model with three functional factors (distraction, problem‑solving, social support)
and one dysfunctional factor after the exclusion of items 25 and 26 (due to low factor loadings). Item numbers are displayed in the boxes and
residuals are not shown for clarity of presentation or Structure of the FRUST. Correlated factors model with three functional factors (distraction, problem‑solving, social support)
factor after the exclusion of items 25 and 26 (due to low factor loadings). Item numbers are displayed in the boxes and
n for clarity of presentation p < .01) and moderate negative correlations with the scale
Dysfunctional Strategies (r = −.38 to r = −.40; all p < .01). The three functional ER scales showed significant (p < .01
or p < .05) small to large negative correlations with par-
ent and child ratings of AD, ADHD, ODDD, and the three
CBCL scales Anxious/Depressed, Attention Problems,
and Aggressive Behavior (r = −.12 to r = −.57). The dys-
functional ER scale showed significant (all p < .01) small
to large positive correlations with parent and child rat-
ings of AD, ADHD, ODDD, and the three CBCL scales
(r = .23 to r = .71). All FRUST scales demonstrated
higher correlations with child ratings of AD, ADHD,
and ODDD symptomatology than with parent ratings of
these variables on a descriptive level. There were no sig-
nificant correlations between age and the FRUST scales. The functional strategies Distraction and Social Support
showed small (r = .14 and r = .17, respectively) positive
correlations with gender (Table 4). correlated positively with each other (r = .64 to .84, all
p < .001) and negatively with the dysfunctional factor
(r = −.50 to −.54, all p < .001). Measurement invariance of the four-factor model
of the FRUST across age, gender, and AD level Regarding gender and age, the global model fit param-
eters as well as their change between the different lev-
els of MI indicates that invariance can be assumed on
a configural, metric, and scalar level. This suggests an
equal factor organization, equivalent loading patterns,
and equivalent item thresholds across age- and gender-
related groups (see Table 3). For AD level, MI could be
assumed on the configural and metric level, but not on
the scalar level, as the change in CFI of −.26 was larger
than the recommended cut-off of −.01. This suggests
an equal factor organization and equivalent loading pat-
terns, but differences in item thresholds (Table 3). Internal consistencies, scale Intercorrelations,
and associations of the FRUST scales
with psychopathology, gender, and age
Internal consistencies of the corresponding scales were
adequate to good, with α = .78 for Dysfunctional Strat-
egies (M = 1.19, SD = 0.80), α = .83 for Social Support
(M = 1.94, SD = 1.01), α = .87 for Distraction (M = 1.86,
SD = 0.83), and α = .91 for Problem-Solving (M = 2.05,
SD = 0.84). Discussion
Th The present study examined the factor structure, inter-
nal consistencies, and validity of the newly developed,
self-report FRUST questionnaire for the assessment of
ERS in a community-screened sample of children and
adolescents aged 8 to 12 years. The results of an explora-
tory principal axis analysis suggest a four-factor struc-
ture, comprising one factor of Dysfunctional ERS and
the three functional factors Distraction, Problem-Solving,
and Social Support. (Dys-)functionality of the factors was
supported by correlations with measures of externalizing Internal consistencies of the corresponding scales were
adequate to good, with α = .78 for Dysfunctional Strat-
egies (M = 1.19, SD = 0.80), α = .83 for Social Support
(M = 1.94, SD = 1.01), α = .87 for Distraction (M = 1.86,
SD = 0.83), and α = .91 for Problem-Solving (M = 2.05,
SD = 0.84). The positive scales of the FRUST demonstrated high
positive correlations with each other (r = .51 to r = .71; all Page 9 of 15 Junghänel et al. BMC Psychiatry (2022) 22:820 Table 3 Measurement Invariance for the Four‑Factor Model of the FRUST
AD Affective dysregulation, CFI Comparative fit index, TLI Tucker-Lewis index, RMSEA Root mean square error of approximation, CI confidence interval, SRMR Standardized root mean square residual
female (n = 170) vs. male (n = 221)
AD (n = 244) vs. NoAD (n = 147)
8–10 years (n = 231) vs. 11–12 years (n = 160)
Level of
invariance
χ2 (df)
CFI
TLI
RMSEA
[90% CI]
SRMR
χ2 (df)
CFI
TLI
RMSEA
[90% CI]
SRMR
χ2 (df)
CFI
TLI
RMSEA
[90% CI]
SRMR
configural
2358.247*
(1468)
.943
.939
.056 [.052,
.060]
.070
2239.890*
(1318)
.932
.927
.060 [.056,
.064]
.072
2339.512*
(1468)
.945
.941
.055 [.051,
.059]
.071
metric
2274.546*
(1504)
.950
(∆ = .007)
.948
.051 [.047,
.055]
.076
(∆ = .006)
2155.655*
(1352)
.940
(∆ = .008)
.938
.055 [.051,
.059]
.079
(∆ = .007)
2380.652*
(1504)
.944
(∆ = −.001)
.942
.055 [.050,
.059]
.081
(∆ = .010)
scalar
2481.617*
(1660)
.947
(∆ = −.003)
.950
.050 [.046,
.054]
.077
(∆ = .001)
2812.709*
(1500)
.914
(∆ = −.026)
.920
.067 [.063,
.071]
.095
(∆ = .016)
2571.871*
(1660)
.942
(∆ = −.002)
.946
.053 [.049,
.057]
.081
(∆ = .000) Junghänel et al. Discussion
Th BMC Psychiatry (2022) 22:820 Page 10 of 15 Table 4 Scale intercorrelations, and associations of the FRUST scales with AD, ADHD, ODDD, the CBCL Scales and Age and Gender
DADYS Diagnostic System for Affective Dysregulation (DADYS; German: “Diagnostikum für Affektive Dysregulation”), P Parent rating, C Child rating, ADHD Attention-
deficit/hyperactivity disorder, ODDD Oppositional defiant disorder – only defiant dimension, CBCL Child Behavior Checklist, AD Anxious/depressed, AP Attention
problems, AB Aggressive behavior
a 1=male, 2=female
Distraction
Problem-Solving
Social Support
Dysfunctional
Distraction
.71**
.51**
−.38**
Problem‑Solving
.61**
−.40**
Social Support
−.38**
DADYS‑P
−.25**
−.30**
−.28**
.38**
DADYS‑C
−.47**
−.57**
−.48**
.71**
FBB‑ADHS
−.15**
−.18**
−.21**
.24**
SBB‑ADHS
−.28**
−.34**
−.32**
.57**
FBB‑ODDD
−.16**
−.24**
−.24**
.37**
SBB‑ODDD
−.37**
−.47**
−.40**
.70**
CBCL‑AD
−.12*
−.12*
−.12*
.23**
CBCL‑AP
−.13*
−.18**
−.19**
.23**
CBCL‑AB
−.18*
−.25**
−.26**
.36**
Age
.10
.01
.04
.01
Gendera
.14**
.00
.17**
.00 Table 4 Scale intercorrelations, and associations of the FRUST scales with AD, ADHD, ODDD, the CBCL Scales and Age and Gender
Di t
ti
P
bl
S l i
S
i l S
t
D
f
ti Table 4 Scale intercorrelations, and associations of the FRUST scales with AD, ADHD, ODDD, the CBCL Scales and Age and Gender and associations of the FRUST scales with AD, ADHD, ODDD, the CBCL Scales and Age and Gender DADYS Diagnostic System for Affective Dysregulation (DADYS; German: “Diagnostikum für Affektive Dysregulation”), P Parent rating, C Child rating, ADHD Attention-
deficit/hyperactivity disorder, ODDD Oppositional defiant disorder – only defiant dimension, CBCL Child Behavior Checklist, AD Anxious/depressed, AP Attention
problems, AB Aggressive behavior and internalizing psychopathology. This structure yielded
an adequate model fit in the following CFA. The four-
factor structure of the FRUST was invariant across dif-
ferent age groups and gender. However, the analyses did
not support scalar invariance across AD/NoAD children,
suggesting that the FRUST is not ideal to discriminate
between these groups. factors. Thus, it comes as no surprise that the one dys-
functional factor could not be differentiated further. However, the differentiation of the functional factors is
interesting, and it remains to be investigated in future
studies whether this more detailed assessment of func-
tional ERS has additional predictive value and/or use in
therapeutic settings. g
p
Similar to the findings of Cracco and colleagues [34],
our results suggest a more complex structure than would
be depicted by the mere differentiation between func-
tional and dysfuntional ERS. Discussion
Th Interestingly, we found that
item 16 ( “… try to find the mistake in my own behavior”)
grouped with items representing problem-solving strat-
egies, suggesting that it might be an functional strategy
in the present sample, though it was originally found to
represent a maladaptive ERS in the FEEL-KJ. The dif-
ferent assignment of this item might be due to the fact
that children with externalizing symptomatology were
overrepresented in our sample, suggesting that the strat-
egy of finding mistakes in their own behavior might be
rather functional in these children. This points at the
important issue of whether a strategy should be classi-
fied as functional or dysfunctional. It has been suggested
that the functionality of a certain strategy depends on the
individual’s symptom background [67], the combination
with other strategies (e.g. distraction has been found to
be functional when combined with acceptance strategies
and dysfunctional when combined with avoidance strat-
egies [68];, the extent and flexibility of use of a strategy
(e.g. more expression regulation might lead to overregu-
lation and inhibition [69];), as well as the context [4]. It
is important to keep this in mind when using question-
naires to assess ERS profiles, as the functionality of a
strategy depends on a number of aspects that need to
be considered for each individual case. If, for example, a
child scores very high on the factor Distraction but low
on all other factors, this may indicate a lack of flexibility
and an extensive use of this strategy, which might even be
dysfunctional for this particular child. In the present analyses, we found no significant cor-
relations between any of the FRUST scales and age, and
only a small correlation of the two functional scales Dis-
traction and Social Support with gender, suggesting that
girls use these strategies more often than boys do. With
regard to social support seeking, the findings are in line
with previous studies demonstrating a higher use of the
strategy Social Support in girls than in boys [70]. The fre-
quent finding that girls generally show a more dysfunc-
tional ER [13] could not be replicated in our sample. This
may be explained at least in part by the young age of the
children in our sample (8–12 years), as some previous
studies found that gender effects only emerged later in
adolescence [36]. Discussion
Th Whereas Cracco and col-
leagues [34] proposed a three- or four-factor structure
with one functional and two or three dysfunctional fac-
tors (three-factor solution: avoidance, dysfunctional
thoughts, and aggression; two-factor solution: avoidance
and approach), our final structure of the FRUST com-
prises three functional factors and only one dysfunctional
factor. In the FEEL-KJ, five dysfunctional strategies, seven
functional strategies, and three ambiguous strategies
were identified. The dominance of the functional factors
in our sample might be due to the comparatively larger
number of functional items in the FRUST compared to
the FEEL-KJ, as the 18 newly conceptualized items were
primarily intended to represent functional techniques
whose acquisition could be targeted in therapy. Seven-
teen of these 18 items grouped accordingly with other
functional items. Similarly, the six items from the three
ambiguously (mal-)adaptive strategies in the FEEL-KJ
mostly grouped with items of one of the functional ER p
g
In the course of the analysis, two items were excluded
due to low factor loadings on all factors, and six addi-
tional items were excluded due to similarly high factor
loadings on one of the functional factors and the dys-
functional factor. This seemingly puzzling finding may be
explained by the specific symptomatology of each indi-
vidual child. For instance, item 8 ( “… think that this is my
own problem”) or item 10 ( “… keep thinking about why I
feel bad without finding a solution”) can be an functional
strategy for a child with externalizing symptomatology,
who might benefit from looking at their own misbehavior
before acting out. By contrast, it might be a dysfunctional
strategy for a child with depression, who already focuses
on his own behavior in a dysfunctional way. Item 10 might
also entail the aspect of “thinking” on the functional side
and of “not finding a solution” on the dysfunctional side. Items 31, 33, and 34 were originally thought of as func-
tional items, but include a wording (“blow off steam”, “hit”,
“make a fist”) that can evoke associations with aggressive
behavior in some children and may therefore potentially
explain the cross-loadings on the functional and dysfunc-
tional factors. Item 48 ( “… do something on my computer/ Junghänel et al. Discussion
Th Furthermore, the small age range in the
present sample might also explain the lack of associations
found between age and ERS. As we examined a restricted
and not a representative community sample (children
were selected based on their AD symptomatology and
categorized into a noAD/AD group), the results have to
be interpreted with caution, since potential gender and/
or age effects might have been masked by an overrepre-
sentation of a certain group [71]. Longitudinal studies
observing the use of ERS during childhood and adoles-
cence in more representative samples are needed in order
to better understand the impact of age and gender on ER. Discussion
Th BMC Psychiatry (2022) 22:820 Page 11 of 15 smartphone/tablet”) can be a functional regulation of
a negative emotion, but when used excessively it might
be a dysfunctional way to regulate one’s emotions that
even has addictive potential. Interestingly, we found that
item 16 ( “… try to find the mistake in my own behavior”)
grouped with items representing problem-solving strat-
egies, suggesting that it might be an functional strategy
in the present sample, though it was originally found to
represent a maladaptive ERS in the FEEL-KJ. The dif-
ferent assignment of this item might be due to the fact
that children with externalizing symptomatology were
overrepresented in our sample, suggesting that the strat-
egy of finding mistakes in their own behavior might be
rather functional in these children. This points at the
important issue of whether a strategy should be classi-
fied as functional or dysfunctional. It has been suggested
that the functionality of a certain strategy depends on the
individual’s symptom background [67], the combination
with other strategies (e.g. distraction has been found to
be functional when combined with acceptance strategies
and dysfunctional when combined with avoidance strat-
egies [68];, the extent and flexibility of use of a strategy
(e.g. more expression regulation might lead to overregu-
lation and inhibition [69];), as well as the context [4]. It
is important to keep this in mind when using question-
naires to assess ERS profiles, as the functionality of a
strategy depends on a number of aspects that need to
be considered for each individual case. If, for example, a
child scores very high on the factor Distraction but low
on all other factors, this may indicate a lack of flexibility
and an extensive use of this strategy, which might even be
dysfunctional for this particular child. transdiagnostic (AD, CBCL Attention Problems scale), and
internalizing (CBCL – Anxious/Depressed scale) corre-
lates, the observed correlations with ER can thus be inter-
preted as an indication of construct validity. smartphone/tablet”) can be a functional regulation of
a negative emotion, but when used excessively it might
be a dysfunctional way to regulate one’s emotions that
even has addictive potential. Strengths and limitations On the other hand, it might also be that this more
global description of negative emotions is more appro-
priate for children in this age range, who might have
difficulty in clearly distinguishing between a range of
negative emotions. Depending on the research or clini-
cal goal, a decision should be made as to whether a time-
efficient approach or a more detailed measure of ERS in
the specific case is more useful. Fifth, the FRUST only
assesses the regulation of negative emotions and not of
positive emotions. Though this is common in instru-
ments measuring ER, future research should addition- strategies in the regulation of positive emotions. These
strategies might also constitute an important starting
point for therapeutic interventions or, in the case of
functional strategies, an important resource. Sixth, as we
were not able to confirm scalar invariance of the model
with four correlated factors across children with differ-
ent AD levels, the FRUST in its current form cannot be
used to differentiate between these groups. Seventh, as
a result of the limited sample size and the large number
of items of the FRUST, we decided against splitting the
sample in half and first performing an EFA in one half
in order to then cross-validate the observed structure in
the other half. This approach would have been methodo-
logically stronger and as we did not apply it in this study,
future work will have to cross-validate the observed
structure to gain information regarding its stability. In addition to the aforementioned limitations regard-
ing the general construction and validation of the
FRUST, there are limitations regarding the (non-)inclu-
sion of certain sociodemographic variables. First, we
only considered correlations of ERS with age and gen-
der. The correlations with age are also limited, as we
only included children between the ages of 8–12 in
our sample and have not assessed the structure of the
FRUST in a sample of adolescents. Future research
should take further sociodemographic variables as well
as age groups into account. For example, Greuel and
colleagues [72] found that an immigration background
and a lower social status of the parents were related to
a higher use of functional strategies in their children,
whereas no associations with the use of dysfunctional
strategies emerged. Strengths and limitations This study comes with a number of strengths and limita-
tions. In terms of strengths, we developed a shortened,
more time-efficient and likely less repetitive version of
the FEEL-KJ [33] by assessing the regulation of “unpleas-
ant emotions” in general instead of considering dif-
ferential responses for dealing with anger, anxiety, and
sadness. Moreover, we demonstrated the reliability and
validity of this instrument. The present study is the first
to validate a shortened version of the self-report FEEL-
KJ, as only the parent short version has previously been
validated [72]. With the newly conceptualized items in
the FRUST, which refer to specific ERS, it is possible to
quantitatively capture the therapeutic success regard-
ing the mastery of these specific ERS by administering
the questionnaire at different stages of the therapeutic
process. The inclusion and description of very specific
behaviors might also be advantageous for younger chil-
dren, as they are less abstract and thus easier to compre-
hend. Another strength of our study is that – in contrast
to other studies on the FEEL-KJ – we assessed the MI of
the FRUST factor structure, suggesting an overall stable
factor structure of the FRUST. With regard to results on the group level, we found that
the positive correlations between the functional scales as
well as the negative correlations between the functional
scales and the dysfunctional scale supported the construct
validity of the FRUST. In terms of external correlates, there
was a clear pattern of negative correlations of the primarily
functional scales Distraction, Problem-Solving, and Social
Support with AD, ADHD, ODDD, and the three assessed
scales of the CBCL (Anxious/Depressed, Attention Prob-
lems, and Aggressive Behavior). Moreover, positive corre-
lations emerged between the primarily dysfunctional scale
and AD, ADHD, ODDD and the three assessed scales of
the CBCL. These correlations between the ER scales and
measures of psychopathology support the classification of
the four factors as generally either functional or dysfunc-
tional in the present sample. As emotion dysregulation is
assumed to be strongly related to AD [16–18], the posi-
tive correlation of AD with the dysfunctional scale and the
negative correlation of AD with the functional scales sup-
port convergent validity. Given that we assessed external-
izing (ADHD, ODDD, CBCL Aggressive Behavior scales), Junghänel et al. BMC Psychiatry (2022) 22:820 Junghänel et al. Strengths and limitations BMC Psychiatry (2022) 22:820 Page 12 of 15 Page 12 of 15 Nevertheless, several limitations of the study need to
be mentioned. First, the cross-sectional design does not
allow for any predictive assumptions about the devel-
opment of ER or any causal interpretations. The few
existing longitudinal studies on ER strategies suggest
smaller correlations between ER and later psychopathol-
ogy than found in cross-sectional studies [2]. Second,
the FRUST assesses ERS retrospectively, which limits
the ecological validity of the ratings. The FRUST does
attempt to reduce this problem through the addition
of items assessing very specific strategies (it is poten-
tially easier to recall counting to ten or doing a relaxa-
tion exercise in a challenging situation than it is to recall
trying “… to make the best of a situation”). However,
the problem of lacking ecological validity still remains. A combination of the FRUST with other methods such
as ecological momentary assessment [9, 14], in which
participants are asked to rate their current feelings and
thoughts over a longer time period in a naturalistic set-
ting, might be valuable to obtain a more accurate picture
of ERS. Third, the FRUST conceptualizes ERS indepen-
dently of the context, which is opposed to Thompson’s
[4] understanding of ER as being strongly depend-
ent on the current situation. Previous findings suggest
that the degree of adaptiveness of functional strategies
tends to depend on the situation (e.g. problem solving
can only be functional if there is an actual problem to
solve), whereas dysfunctional strategies like rumination
are indeed dysfunctional in most cases [3]. Fourth, the
combination of the regulation of sadness, anger, and
anxiety into “unpleasant emotions” can be criticized, as
there is evidence to suggest that different strategies are
used depending on the emotion to be regulated. For
instance, social support and avoidance have been shown
to be used more frequently for the regulation of sadness,
whereas the strategies suppression and rumination are
employed more often when attempting to regulate anxi-
ety or anger [11]. Moreover, it is possible that children
or adolescents interpret the introductory phrase “When
I feel bad” in different ways, or that individual children
interpret it differently depending on the specific emo-
tion. Strengths and limitations Second, as we solely considered
German-speaking children, the factor structure, psy-
chometric properties, and the age- and gender-related
results cannot be generalized to other countries and
cultures. This is particularly problematic as there is evi-
dence that ERS might differ between individualistic and
collectivistic cultures in terms of the expression or sup-
pression of emotions [73]. Future research should there-
fore validate the FRUST in other languages, cultures
and age-groups (e.g. adolescents). Conclusion The FRUST, which was developed to assess ERS in a
more time-efficient and less repetitive manner than the
FEEL-KJ [33], demonstrates a stable, well-interpretable
factor structure consisting of three functional factors and
one dysfunctional factor, which was strongly invariant to
age and gender and weakly invariant to AD level. Moreo-
ver, the measure showed good psychometric properties
in terms of internal consistency and validity. The inclu-
sion of very specific ERS allows for a continuous moni-
toring of the therapeutic process and might make the Junghänel et al. BMC Psychiatry (2022) 22:820 Page 13 of 15 Page 13 of 15 questionnaire more accessible for younger children. We
believe that due to these features, the FRUST is a valu-
able contribution to the assessment of ERS for diagnostic,
therapeutic, and scientific purposes. Treier, Anne Kaman and Pascal Aggensteiner coordinated the study and were
responsible for data management. Analysis were performed by Michaela
Junghänel and Hildegard Wand. Statistical analyses were reviewed by Ann‑
Kathrin Thöne. The first draft of the manuscript was written by Michaela
Junghänel and Hildegard Wand and revised by Ann‑Kathrin Thöne, Christina
Dose, Gregor Kohls, Lena Lincke and Manfred Döpfner and all authors critically
reviewed and approved the final manuscript. Acknowledgements The dataset and the code used during the current study are available from the
corresponding author upon reasonable request. We thank all other members of the ADOPT Consortium for their contribution
to the project: We thank all other members of the ADOPT Consortium for their contribution
to the project: Dorothee Bernheim3, Stefanie Bienioschek5, Maren Boecker7, Daniel
Brandeis8,10,11, Nina Christmann8, Andrea Daunke4, Jörg M. Fegert3, Franziska
Frenk1, Franziska Giller6, Claudia Ginsberg1, Carolina Goldbeck1, Monja Groh8,
Martin Hellmich12, Sarah Hohmann8, Nathalie Holz8, Christine Igel8, Anna
Kaiser8, Betül Katmer‑Amet3, Josepha Katzmann1, Sabina Millenet8, Kristina
Mücke1, Anne Schreiner8, Jennifer Schroth5, Anne Schüller5, Marie‑Therese
Steiner8, Marion Steiner3, Anne Uhlmann6, Matthias Winkler8 and Sara
Zaplana1. Consent for publication
Not applicable. 2Department of Special Education, Faculty of Human Sciences, University of
Cologne, Cologne, Germany. Funding The online version contains supplementary material available at https:// doi. org/ 10. 1186/ s12888‑ 022‑ 04440‑x. Open Access funding enabled and organized by Projekt DEAL. This work was
supported by the research consortium on affective dysregulation, ADOPT and
was funded by the German Federal Ministry of Education and Research (FKZ
01GL1741D). Additional file 1: Table S1. Standardized Factor Loadings (Standard Error)
for the Confirmatory Factor Analyses of the Correlated Factors Models
with Four Factors. The parents of all participating children and adolescents provided informed
consent. Competing interests The present work 3Department of Child and Adolescent Psychiatry/Psychotherapy, University of
Ulm, Ulm, Germany. 4Department of Child and Adolescent Psychiatry, Neurology, Psychosomatics,
and Psychotherapy, University Medical Center Rostock, Rostock, Germany. 5Department of Child and Adolescent Psychiatry, Psychotherapy and Psycho‑
somatics, University Hospital Ruppin‑Brandenburg, Neuruppin, Germany. 6Department of Child and Adolescent Psychiatry and Psychotherapy, TU
Dresden, Dresden Germany. Dresden, Dresden Germany. 7Department of Child and Adolescent Psychiatry, Psychotherapy, and
Psychosomatics, Research Unit Child Public Health, University Medical Center
Hamburg‑Eppendorf, Hamburg, Germany. 8Department of Child and Adolescent Psychiatry and Psychotherapy, Central
Institute of Mental Health, Medical Faculty Mannheim, University of Heidel‑
berg, Mannheim, Germany. 8Department of Child and Adolescent Psychiatry and Psychotherapy, Central
Institute of Mental Health, Medical Faculty Mannheim, University of Heidel‑
berg, Mannheim, Germany. 9Department of Child and Adolescent Psychiatry, Psychosomatics and Psycho‑
therapy, Faculty of Medicine and University Hospital Cologne, University of
Cologne, Cologne, Germany. 10Department of Child and Adolescent Psychiatry and Psychotherapy, Psychi‑
atric Hospital, University Hospital, University of Zürich, Zürich, Switzerland. 11Neuroscience Center Zürich, University and ETH Zürich, Zürich, Switzerland. 12Institute of Medical Statistics and Computational Biology (IMSB), Faculty of
Medicine and University Hospital Cologne, University of Cologne, Cologne,
Germany. This trial was supported by the Clinical Trials Centre Cologne (CTCC), Medical
Faculty, University of Cologne, which performed the monitoring. Study data
were collected and managed using REDCap electronic data capture tools
hosted at the Clinical Trials Centre Cologne (https:// proje ctred cap. org/ resou
rces/ citat ions/). Data preparation was conducted by Ingrid Becker from the
Institute of Medical Statistics and Computational Biology (IMSB), Faculty of
Medicine and University Hospital Cologne. rces/ citat ions/). Data preparation was conducted by Ingrid Becker from the
Institute of Medical Statistics and Computational Biology (IMSB), Faculty of
Medicine and University Hospital Cologne. Ethics approval and consent to participate Approval was obtained from the ethics committee of the University of
Cologne (18–033), the University Hospital of Dresden (EK 35409218), the
University Hospital of Mannheim (2018‑554 N‑MA) and the University Hospital
of Ulm (297/18). The procedures used in this study adhere to the tenets of the
Declaration of Helsinki. Competing interests p
g
Tobias Banaschewski served in an advisory or consultancy role for ADHS digital,
Infectopharm, Lundbeck, Medice, Neurim Pharmaceuticals, Oberberg GmbH,
Roche, and Takeda. He received conference support or speaker’s fees from
Medice and Takeda. He received royalities from Hogrefe, Kohlhammer, CIP
Medien, Oxford University Press; the present work is unrelated to these relation‑
ships. Daniel Brandeis served as an unpaid scientific advisor for an EU‑funded
neurofeedback trial unrelated to the present work. Manfred Döpfner receives
royalties from publishing companies as an author of books and treatment
manuals on child behavioral therapy and of assessment manuals published by
Beltz, Elsevier, Enke, Guilford, Hogrefe, Huber, Kohlhammer, Schattauer, Springer,
and Wiley. He receives income as a consultant for Child Behavior Therapy at
the National Association of Statutory Health Insurance Physicians. He also
receives consulting income and research support from Lilly, Medice, Takeda,
and eyelevel GmbH. Jörg Fegert received research funding from EU, BMG
(Federal Ministry of Health), BMBF (Federal Ministry of Education and Research),
BMFSFJ (Federal Ministry of Family, Senior Citizens, Women and Youth), DFG
(German Research Foundation), G‑BA Innovation Fund, State Ministries of
Baden‑Württemberg and Saarland, State Foundation Baden‑Württemberg,
Porticus Foundation, Evangelical‑Lutheran Church in Württemberg. He received
travel grants, honoraria, sponsorship for conferences and medical educational
purposes from APK, Adenauer‑ and Ebertstiftung, Deutschlandfunk, DFG, DJI,
DKSB, Infectopharm, med update, UNICEF, professional associations, universities
and federal and state ministries. He is a consultant for APK, federal and state
ministries. He has no industry‑sponsored lecture series, no shareholdings,
no participation in pharmaceutical companies. Anja Görtz‑Dorten receives
royalties from publishing companies as an author of books and treatment
manuals on child behavioral therapy and assessment manuals, including the
treatment manuals evaluated in this trial. She receives income as a consultant
for Child Behavior Therapy at the National Association of Statutory Health Insur‑
ance Physicians. She also receives consulting income and research support
from Medice and eyelevel GmbH. Charlotte Hanisch receives royalties from
a publishing company as the author of a treatment manual. Martin Hellmich
receives consulting income from eyelevel GmbH. Josepha Katzmann receives
royalties from a publishing company as author of two self‑help books on child
behavioral therapy. Michael Kölch receives royalties from publishing companies
as an author of books. He served as PI or CI in clinical trials of Lundbeck, Pascoe
and Janssen‑Cilag. He served as scientific advisor for Janssen. Affiliations
1 1 School of Child and Adolescent Cognitive Behavior Therapy (AKiP), Faculty
of Medicine and University Hospital Cologne, University of Cologne, Cologne,
Germany. Author details
1 1 School of Child and Adolescent Cognitive Behavior Therapy (AKiP), Faculty
of Medicine and University Hospital Cologne, University of Cologne, Pohlig‑
straße 9, 50969 Cologne, Germany. 2 Department of Special Education, Faculty
of Human Sciences, University of Cologne, Cologne, Germany. 3 Department
of Child and Adolescent Psychiatry/Psychotherapy, University of Ulm, Ulm,
Germany. 4 Department of Child and Adolescent Psychiatry, Neurology, Psy‑
chosomatics, and Psychotherapy, University Medical Center Rostock, Rostock,
Germany. 5 Department of Child and Adolescent Psychiatry, Psychotherapy
and Psychosomatics, University Hospital Ruppin‑Brandenburg, Neuruppin,
Germany. 6 Department of Child and Adolescent Psychiatry and Psychother‑
apy, TU Dresden, Dresden, Germany. 7 Department of Child and Adolescent
Psychiatry, Psychotherapy, and Psychosomatics, Research Unit Child Public
Health, University Medical Center Hamburg‑Eppendorf, Hamburg, Germany. 8 Department of Child and Adolescent Psychiatry and Psychotherapy, Central
Institute of Mental Health, Medical Faculty Mannheim, University of Heidel‑
berg, Mannheim, Germany. 9 Department of Child and Adolescent Psychiatry,
Psychosomatics and Psychotherapy, Faculty of Medicine and University
Hospital Cologne, University of Cologne, Cologne, Germany. 15. Brandstätter V, Schüler J, Puca RM, Lozo L. Motivation und emotion. Berlin
Heidelberg: Springer; 2013. p. 205–18. https:// doi. org/ 10. 1007/ 978‑3‑ 642‑
30150‑6_ 15. 16. Evans SC, Burke JD, Roberts MC, Fite PJ, Lochman JE, de la Peña FR, et al. Irritability in child and adolescent psychopathology: an integrative review
for ICD‑11. Clin Psychol Rev. 2017;53:29–45. https:// doi. org/ 10. 1016/j. cpr. 2017. 01. 004. 17. Leibenluft E. Severe mood dysregulation, irritability, and the diagnostic
boundaries of bipolar disorder in youths. Am J Psychiatr. 2011;168(2):129–
42. https:// doi. org/ 10. 1176/ appi. ajp. 2010. 10050 766. 18. Shaw P, Stringaris A, Nigg J, Leibenluft E. Emotion dysregulation in atten‑
tion deficit hyperactivity disorder. Am J Psychiatr. 2014;171(3):276–93. https:// doi. org/ 10. 1176/ appi. ajp. 2013. 13070 966. p
g
pp
jp
19. Leibenluft E, Stoddard J. The developmental psychopathology of irritabil‑
ity. Dev Psychopathol. 2013;25(4pt2):1473–87. https:// doi. org/ 10. 1017/
S0954 57941 30007 22. 20. Döpfner M, Katzmann J, Hanisch C, Fegert JM, Kölch M, Ritschel A,
et al. Affective dysregulation in childhood ‑ optimizing prevention
and treatment: protocol of three randomized controlled trials in the
ADOPT study. BMC Psychiatry. 2019;19(1):1–20. https:// doi. org/ 10. 1186/
s12888‑ 019‑ 2239‑8. Received: 18 July 2022 Accepted: 30 November 2022 21. Waltereit R, Giller F, Ehrlich S, Roessner V. Affective dysregulation: a
transdiagnostic research concept between ADHD, aggressive behavior
conditions and borderline personality traits. References The role of associative fear and
avoidance learning in anxiety disorders: gaps and directions for future
research. Neurosci Biobehav Rev. 2018;88:117–40. https:// doi. org/ 10. 1016/j. neubi orev. 2018. 03. 015. 6. Pittig A, Treanor M, LeBeau RT, Craske MG. The role of associative fear and
avoidance learning in anxiety disorders: gaps and directions for future
research. Neurosci Biobehav Rev. 2018;88:117–40. https:// doi. org/ 10. 1016/j. neubi orev. 2018. 03. 015. 27. Shields A, Cicchetti D. Emotion regulation among school‑age children:
the development and validation of a new criterion Q‑sort scale. Dev
Psychol. 1997;33(6):906. https:// doi. org/ 10. 1037/ 0012‑ 1649. 33.6. 906. j
7. Bodalski EA, Knouse LE, Kovalev D. Adult ADHD, emotion dysregulation,
and functional outcomes: examining the role of emotion regulation strat‑
egies. J Psychopathol Behav Assess. 2019;41(1):81–92. https:// doi. org/ 10. 1007/ s10862‑ 018‑ 9695‑1. 7. Bodalski EA, Knouse LE, Kovalev D. Adult ADHD, emotion dysregulation,
and functional outcomes: examining the role of emotion regulation strat‑
egies. J Psychopathol Behav Assess. 2019;41(1):81–92. https:// doi. org/ 10. 1007/ s10862‑ 018‑ 9695‑1. 28. Garnefski N, Kraaij V, Spinhoven P. Negative life events, cognitive
emotion regulation and emotional problems. Personal Individ Differ. 2001;30(8):1311–27. https:// doi. org/ 10. 1016/ S0191‑ 8869(00) 00113‑6. 29. Gullone E, Taffe J. The emotion regulation questionnaire for children
and adolescents (ERQ–CA): a psychometric evaluation. Psychol Assess. 2011;24(2):409. https:// doi. org/ 10. 1037/ a0025 777. 8. Aldao A, Nolen‑Hoeksema S, Schweizer S. Emotion‑regulation strate‑
gies across psychopathology: a meta‑analytic review. Clin Psychol Rev. 2010;30(2):217–37. https:// doi. org/ 10. 1016/j. cpr. 2009. 11. 004. 30. Gross JJ, John OP. Individual differences in two emotion regulation
processes: implications for affect, relationships, and well‑being. J Pers Soc
Psychol. 2003;85(2):348–62. https:// doi. org/ 10. 1037/ 0022‑ 3514. 85.2. 348. 9. Braet C, Theuwis L, Van Durme K, Vandewalle J, Vandevivere E, Wante L,
et al. Emotion regulation in children with emotional problems. Cogn Ther
Res. 2014;38(5):493–504. https:// doi. org/ 10. 1007/ s10608‑ 014‑ 9616‑x. 31. Abela JRZ, Brozina K, Haigh EP. An examination of the response styles
theory of depression in third‑ and seventh‑grade children: a short‑
term longitudinal study. J Abnorm Child Psychol. 2002;30(5):515–27. https:// doi. org/ 10. 1023/A: 10198 73015 594. 10. Tottenham N, Hare TA, Casey BJ. Behavioral assessment of emotion
discrimination, emotion regulation, and cognitive control in childhood,
adolescence, and adulthood. Front Psychol. 2011;2:39. https:// doi. org/ 10. 3389/ fpsyg. 2011. 00039. 32. References 1. Zimmermann P. Grundwissen Sozialisation. Einführung zur Sozialisation
im Kindes‑ und Jugendalter. 3rd. ed: VS Verlag für Sozialwissenschaften;
2006. 22. Mogoaşe C, Ştefan S. Is there a difference between functional and
dysfunctional negative emotions? The preliminary validation of the
functional and dysfunctional negative emotions scale (FADNES). J Cogn
Behav Psychother. 2013;13(1):13–32. 2. Compas BE, Jaser SS, Bettis AH, Watson KH, Gruhn MA, Dunbar JP,
et al. Coping, emotion regulation, and psychopathology in childhood
and adolescence: a meta‑analysis and narrative review. Psychol Bull. 2017;143(9):939–91. https:// doi. org/ 10. 1037/ bul00 00110. 2. Compas BE, Jaser SS, Bettis AH, Watson KH, Gruhn MA, Dunbar JP,
et al. Coping, emotion regulation, and psychopathology in childhood
and adolescence: a meta‑analysis and narrative review. Psychol Bull. 2017;143(9):939–91. https:// doi. org/ 10. 1037/ bul00 00110. 23. American Psychiatric Association. Diagnostic and statistical manual of
mental disorders. 5th ed; 2013. https:// doi. org/ 10. 1176/ appi. books. 97808
90425 596. 2017;143(9):939–91. https:// doi. org/ 10. 1037/ bul00 00110. 3. Aldao A, Nolen‑Hoeksema S. Specificity of cognitive emotion
regulation strategies: a transdiagnostic examination. Behav Res Ther. 2010;48(10):974–83. https:// doi. org/ 10. 1016/j. brat. 2010. 06. 002. 3. Aldao A, Nolen‑Hoeksema S. Specificity of cognitive emotion
regulation strategies: a transdiagnostic examination. Behav Res Ther. 2010;48(10):974–83. https:// doi. org/ 10. 1016/j. brat. 2010. 06. 002. 24. Meyers E, Deserisy M, Krain A. Disruptive mood dysregulation disorder
(DMDD): an RDoC perspective. J Affect Disord. 2017;216:117–22. https:// doi. org/ 10. 1016/j. jad. 2016. 08. 007. g
j
4. Thompson RA. Emotion regulation: a theme in search of definition. Monogr Soc Res Child Dev. 1994;59(2–3):25–52. 4. Thompson RA. Emotion regulation: a theme in search of definition. Monogr Soc Res Child Dev. 1994;59(2–3):25–52. 25. World Health Organization. International statistical classification of
diseases and related health problems. 11th ed; 2020. https:// icd. who. int/ 5. Joormann J, Gotlib IH. Emotion regulation in depression: relation to
cognitive inhibition. Cognit Emot. 2010;24(2):281–98. https:// doi. org/ 10. 1080/ 02699 93090 34079 48. 5. Joormann J, Gotlib IH. Emotion regulation in depression: relation to
cognitive inhibition. Cognit Emot. 2010;24(2):281–98. https:// doi. org/ 10. 1080/ 02699 93090 34079 48. 26. Lochman JE, Evans SC, Burke JD, Roberts MC, Fite PJ, Reed GM, et al. An
empirically based alternative to DSM‑5’s disruptive mood dysregulation
disorder for ICD‑11. World Psychiatry. 2015;14(1):30–3. https:// doi. org/ 10. 1002/ wps. 20176. 6. Pittig A, Treanor M, LeBeau RT, Craske MG. Author details
1 Eur Child Adolesc Psychiatry. 2019;28(12):1551–3. https:// doi. org/ 10. 1007/ s00787‑ 019‑ 01438‑x. Authors’ contributions Charlotte Hanisch, Michael Kölch, Veit Roessner, Ulrike Ravens‑Sieberer, Tobias
Banaschewski, Anja Görtz‑Dorten, and Manfred Döpfner contributed to
the study conception and design. Michaela Junghänel, Anne Kaman, Anne
Ritschel and Pascal Aggensteiner performed data collection. Anne‑Katrin Page 14 of 15 Junghänel et al. BMC Psychiatry (2022) 22:820 Junghänel et al. BMC Psychiatry (2022) 22:820 Child Adolesc Psychiatry. 2017;26(8):909–21. https:// doi. org/ 10. 1007/
s00787‑ 017‑ 0952‑8. is unrelated to the above grants and relationships. Veit Roessner has received
lecture honoraria from Infectopharm and Medice companies. He has carried
out clinical trials in cooperation with Servier and Shire Pharmaceuticals/Takeda
companies. The present work is unrelated to the above grants and relation‑
ships. All other authors have no competing interest to declare. Child Adolesc Psychiatry. 2017;26(8):909–21. https:// doi. org/ 10. 1007/
s00787‑ 017‑ 0952‑8. is unrelated to the above grants and relationships. Veit Roessner has received
lecture honoraria from Infectopharm and Medice companies. He has carried
out clinical trials in cooperation with Servier and Shire Pharmaceuticals/Takeda
companies. The present work is unrelated to the above grants and relation‑
ships. All other authors have no competing interest to declare. 13. Hampel P, Petermann F. Age and gender effects on coping in children
and adolescents. J Youth Adolesc. 2005;34(2):73–83. https:// doi. org/ 10. 1007/ s10964‑ 005‑ 3207‑9. 14. Silk JS, Steinberg L, Morris AS. Adolescents’ emotion regulation in daily
life: links to depressive symptoms and problem behavior. Child Dev. 2003;74(6):1869–80. https:// doi. org/ 10. 1046/j. 1467‑ 8624. 2003. 00643.x. References 2012;40(2):95–103. https:// doi. org/ 10. 1024/ 1422‑ 4917/ a0001 56. 57. Horn JL. A rationale and test for the number of factors in factor analysis. Psychometrika. 1965;30(2):179–85. https:// doi. org/ 10. 1007/ BF022 89447. y
58. Kline P. An easy guide to factor analysis: Routledge; 2014. 38. Goldschmidt S, Berth H. FEEL‑KJ. Fragebogen zur Erhebung der Emo‑
tionsregulation bei Kindern und Jugendlichen von Alexander Grob und
Carola Smolenski (2005). Diagnostica. 2006;52(4):208–12. https:// doi. org/
10. 1026/ 0012‑ 1924. 52.4. 208. 59. Putnick DL, Bornstein MH. Measurement invariance conventions and
reporting: the state of the art and future directions for psychological
research. Dev Rev. 2016;41:71–90. https:// doi. org/ 10. 1016/j. dr. 2016. 06. 004. 39. Görtz‑Dorten A, Döpfner M. Therapieprogramm für Kinder mit aggres‑
sivem Verhalten (THAV): Hogrefe; 2010. 60. Svetina D, Rutkowski L, Rutkowski D. Multiple‑group invariance with cat‑
egorical outcomes using updated guidelines: an illustration using Mplus
and the lavaan/semTools packages. Struct Equ Model. 2020;27(1):111–30. https:// doi. org/ 10. 1080/ 10705 511. 2019. 16027 76. 40. Görtz‑Dorten A, Benesch C, Hautmann C, Berk‑Pawlitzek E, Faber M,
Lindenschmidt T, et al. Efficacy of an individualized social competence
training for children with oppositional defiant disorders/conduct disor‑
ders. Psychother Res. 2017;27(3):326–37. https:// doi. org/ 10. 1080/ 10503
307. 2015. 10945 87. 61. Vandenberg RJ, Lance CE. A review and synthesis of the measurement
invariance literature: suggestions, practices, and recommendations for
organizational research. Organ Res Methods. 2000;3(1):4–70. https:// doi. org/ 10. 1177/ 10944 28100 31002. 41. Görtz‑Dorten A, Benesch C, Berk‑Pawlitzek E, Faber M, Hautmann C,
Hellmich M, et al. Efficacy of individualized social competence training
for children with oppositional defiant disorders/conduct disorders: a
randomized controlled trial with an active control group. Eur Child Adolesc
Psychiatry. 2019;28(2):165–75. https:// doi. org/ 10. 1007/ s00787‑ 018‑ 1144‑x. 62. Cheung GW, Rensvold RB. Evaluating goodness‑of‑fit indexes for testing
measurement invariance. Struct Equ Model. 2002;9(2):233–55. https:// doi. org/ 10. 1207/ S1532 8007S EM0902. 63. Chen FF. Sensitivity of goodness of fit indexes to lack of measurement
invariance. Struct Equ Model. 2007;14(3):464–504. https:// doi. org/ 10. 1080/ 10705 51070 13018 34. 42. Junghänel M, Thöne AK, Ginsberg C, Görtz‑Dorten A, Frenk F, Mücke
K, et al. Irritability and emotional impulsivity as Core feature of ADHD
and ODD in children. J Psychopathol Behav Assess. 2022;44:679–97. https:// doi. org/ 10. 1007/ s10862‑ 022‑ 09974‑8. 64. Marsh HW, Lüdtke O, Muthén BO, Asparouhov T, Morin AJS, Trautwein
U, et al. References A new look at the big five factor structure through explora‑
tory structural equation modeling. Psychol Assess. 2010;22(3):471–91. https:// doi. org/ 10. 1037/ a0019 227. 43. Döpfner, M., & Görtz‑Dorten, A. (2017). Diagnostik‑system für psychische
Störungen nach ICD‑10 und DSM‑5 für kinder und Jugendliche – III
[diagnostic system of mental disorders in children and adolescents based
on the ICD‑10 and DSM‑5] (DISYPS–III). Hogrefe. p
g
65. Nunnally JC, Bernstein IR. Psychometric theory. 3rd ed: Oxford University
Press; 1994. 44. Stringaris A, Goodman R, Ferdinando S, Razdan V, Muhrer E, Leiben‑
luft E, et al. The affective reactivity index: a concise irritability scale for
clinical and research settings. J Child Psychol Psychiatry Allied Discip. 2012;53(11):1109–17. https:// doi. org/ 10. 1111/j. 1469‑ 7610. 2012. 02561.x. 66. Cohen J. Statistical power analysis for the behavioral sciences: Academic
Press; 2013. 67. Kashdan TB, Volkmann JR, Breen WE, Han S. Social anxiety and romantic
relationships: the costs and benefits of negative emotion expression are
context‑dependent. J Anxiety Disord. 2007;21(4):475–92. https:// doi. org/
10. 1016/j. janxd is. 2006. 08. 007. 45. Döpfner, M., Plück, J., & Kinnen, C. (2014). CBCL Handbuch‑Schulalter. Manual zum Elternfragebogen über das Verhalten von Kindern und
Jugendlichen,(CBCL/6‑18R), zum Lehrerfragebogen über das Verhalten
von Kindern und Jugendlichen (TRF/6‑18R) und zum Fragebogen für
Jugendliche (YSR/11‑18R). Hogrefe. 68. Wolgast M, Lundh LG. Is distraction an adaptive or maladaptive strategy
for emotion regulation? A person‑oriented approach. J Psycho‑
pathol Behav Assess. 2017;39(1):117–27. https:// doi. org/ 10. 1007/
s10862‑ 016‑ 9570‑x. g
g
46. Achenbach TM. Manual for the child behavior checklist/4–18 and 1991
profile: University of Vermont, Department of Psychiatry; 1991. 69. Bridges LJ, Denham SA, Ganiban JM. Definitional issues in emotion regu‑
lation research. Child Dev. 2004;75(2):340–5. https:// doi. org/ 10. 1111/j. 1467‑ 8624. 2004. 00675.x. 47. Althoff RR, Rettew DC, Ayer LA, Hudziak JJ. Cross‑informant agreement of
the dysregulation profile of the child behavior checklist. Psychiatry Res. 2010;178(3):550–5. https:// doi. org/ 10. 1016/j. psych res. 2010. 05. 002. 70. Schmitz A, Vierhaus M, Lohaus A. Geschlechtstypische Unterschiede und
geschlechtstypische Erwartungen beim Einsatz von Bewältigungsstrat‑
egien und ihre Zusammenhänge zum Problemverhalten von Jugendli‑
chen. Zeitschrift Für Gesundheitspsychologie. 2012;32(4):307–14. https://
doi. org/ 10. 1026/ 0943‑ 8149/ a0000 60. 48. Holtmann M, Buchmann AF, Esser G, Schmidt MH, Banaschewski T, Laucht
M. The child behavior checklist‑dysregulation profile predicts substance
use, suicidality, and functional impairment. A longitudinal analysis. J Child
Psychol Psychiatry. 2011;52(2):139–47. https:// doi. org/ 10. 1111/j. References Abela JR, Vanderbilt E, Rochon A. A test of the integration of the respons‑
estyles and social support theories of depression in third and seventh‑
grade children. J Soc Clin Psychol. 2004;23(5):653–74. https:// doi. org/ 10. 1521/ jscp. 23.5. 653. 50752. 11. Zimmermann P, Iwanski A. Emotion regulation from early adolescence
to emerging adulthood and middle adulthood: age differences, gender
differences, and emotion‑specific developmental variations. Int J Behav
Dev. 2014;38(2):182–94. https:// doi. org/ 10. 1177/ 01650 25413 515405. 33. Grob, A., & Smolenski, C. (2005). FEEL‑KJ. Fragebogen zur Erhebung der
Emotionsregulation bei Kindern und Jugendlichen. Huber. 12. Cracco E, Goossens L, Braet C. Emotion regulation across childhood
and adolescence: evidence for a maladaptive shift in adolescence. Eur 12. Cracco E, Goossens L, Braet C. Emotion regulation across childhood
and adolescence: evidence for a maladaptive shift in adolescence. Eur Page 15 of 15 Page 15 of 15 Junghänel et al. BMC Psychiatry (2022) 22:820 Junghänel et al. BMC Psychiatry (2022) 22:820 34. Cracco E, Van Durme K, Braet C. Validation of the FEEL‑KJ: an instrument to
measure emotion regulation strategies in children and adolescents. PLoS
One. 2015;10(9):1–18. https:// doi. org/ 10. 1371/ journ al. pone. 01370 80. 53. Hu LT, Bentler PM. Cutoff criteria for fit indexes in covariance structure
analysis: conventional criteria versus new alternatives. Struct Equ Model. 1999;6(1):1–55. https:// doi. org/ 10. 1080/ 10705 51990 95401 18. 54. Browne MW, Cudeck R. Alternative ways of assessing model fit. Sociol Meth‑
ods Res. 1992;21(2):230–58. https:// doi. org/ 10. 1177/ 00491 24192 02100 2005. 35. Lammers J, Petermann U, Petermann F, Nitkowski D. Emotionsbe‑
wusstsein und depressive Symptome im frühen Jugendalter: Zur
Bedeutung von Trauer‑Regulationsstrategien. Z Klin Psychol Psychother. 2019;48(3):142–51. https:// doi. org/ 10. 1026/ 1616‑ 3443/ a0005 48. 55. Hooper D, Coughlan J, Mullen MR. Structural equation modelling:
guidelines for determining model fit. Electronic J Bus Res Methods. 2008;6(1):53–60. https:// doi. org/ 10. 21427/ D79B73. 36. Lange S, Tröster H. Strategien der Emotionsregulation bei sozial
ängstlichen Kindern und Jugendlichen. Z Klin Psychol Psychother. 2014;43(1):35–42. https:// doi. org/ 10. 1026/ 1616‑ 3443/ a0002 46. 56. Schreiber JB, Stage FK, King J, Nora A, Barlow EA. Reporting structural
equation modeling and confirmatory factor analysis results: a review. J
Educ Res. 2006;99(6):323–38. https:// doi. org/ 10. 3200/ JOER. 99.6. 323‑ 338. 37. Schmitt K, Gold A, Rauch WA. Defizitäre adaptive Emotionsregulation bei
Kindern mit ADHS. Zeitschrift Für Kinder‑ Und Jugendpsychiatrie Und Psy‑
chotherapie. References 1469‑
7610. 2010. 02309.x. 71. Lewis C, Willingham WW. The effects of sample restrictions on gender
differences. ETS Res Report Series. 1995;1:i–57. https:// doi. org/ 10. 1002/j. 2333‑ 8504. 1995. tb016 48.x. 49. Erhart M, Döpfner M, Ravens‑Sieberer U. Psychometric properties of two
ADHD questionnaires: comparing the conners’ scale and the FBB‑HKS
in the general population of german children and adolescents ‑ results
of the BELLA study. Eur Child Adolesc Psychiatry. 2008;17(1):106–15. https:// doi. org/ 10. 1007/ s00787‑ 008‑ 1012‑1. 72. Greuel JF, Briegel W, Heinrichs N. Die Eltern‑Kurzversion des Fragebogens
zur Erhebung der Emotionsregulation bei Kindern und Jugendlichen
(FEEL‑KJ). Z Klin Psychol Psychother. 2018;47(1):48–58. https:// doi. org/ 10. 1026/ 1616‑ 3443/ a0004 63. 50. Görtz‑Dorten A, Ise E, Hautmann C, Walter D, Döpfner M. Psychometric
properties of a german parent rating scale for oppositional defiant
and conduct disorder (FBB‑SSV) in clinical and community samples. Child Psychiatry Hum Dev. 2014;45(4):388–97. https:// doi. org/ 10. 1007/
s10578‑ 013‑ 0409‑3. 73. Ramzan N, Amjad N. Cross cultural variation in emotion regulation: a
systematic review. Ann King Edward Med Univ. 2017;23(1):77–90. https://
doi. org/ 10. 21649/ akemu. v23i1. 1512. 51. Muthén LK, Muthén BO. Mplus User’s Guide. 8th ed. Los Angeles: Muthén
& Muthén; 2017. https:// doi. org/ 10. 1111/j. 1600‑ 0447. 2011. 01711.x. 51. Muthén LK, Muthén BO. Mplus User’s Guide. 8th ed. Los Angeles: Muthén
& Muthén; 2017. https:// doi. org/ 10. 1111/j. 1600‑ 0447. 2011. 01711.x. 52. Li CH. Confirmatory factor analysis with ordinal data: comparing robust
maximum likelihood and diagonally weighted least squares. Behav Res
Methods. 2016;48(3):936–49. https:// doi. org/ 10. 3758/ s13428‑ 015‑ 0619‑7. Publisher’s Note
S
N Springer Nature remains neutral with regard to jurisdictional claims in pub‑
lished maps and institutional affiliations. 52. Li CH. Confirmatory factor analysis with ordinal data: comparing robust
maximum likelihood and diagonally weighted least squares. Behav Res
Methods. 2016;48(3):936–49. https:// doi. org/ 10. 3758/ s13428‑ 015‑ 0619‑7.
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Comparison of three treatment methods for simple bone cyst in children
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Open Access © The Author(s). 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
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The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the
data made available in this article, unless otherwise stated in a credit line to the data. Comparison of three treatment methods
for simple bone cyst in children Ke-Xue Zhang1,2†, Wei Chai2†, Jia-Jia Zhao3, Jun-Hao Deng2, Zhan Peng2 and Ji-Ying Chen2* Abstract Background: The unicameral bone cyst (UBC) is a kind of benign tumor whose clinical treatments and efficacy are
controversial. The purpose of this study was to evaluate the efficacy of the elastic stable intramedullary nail (ESIN),
the injection of autologous bone marrow (ABM), and the combination of ESIN and ABM in the treatment of bone
cyst in children. Methods: Eighty-three cases with simple bone cyst were analyzed retrospectively. Twenty-eight cases were treated
with ABM. Twenty-eight cases were treated with ESIN. Twenty-seven cases were treated with ABM and ESIN. All
cases were diagnosed through X-ray, CT, or MRI scans. For the suspicious ones, the pathological biopsy was
performed for an accurate diagnosis. X-ray examinations were carried out for the postoperative follow-up. Capanna
criteria for bone cyst was used for postoperative evaluation of three methods. Results: All cases accomplished the follow-up. The effective rate of the ABM + ESIN group was significantly higher
than that of the ABM group (P < 0.05), and the cure rates of the ESIN group and the ABM + ESIN group were higher
than that of the ABM group (P < 0.05, respectively). The cure time in the ESIN group was lower than that of the
other two groups (P < 0.05, respectively). The times for admission were 2.0 ± 0.0 in the ESIN group, 5.7 ± 1.9 in the
ABM group, and 4.7 ± 2.4 in the ABM + ESIN group (P < 0.05 when compared with each other). Conclusions: The method of ABM combined with ESIN for children’s bone cyst has the highest effective rate and
curative rate. For the individual method, ESIN has a higher effective rate and curative rate than that of ABM. Meanwhile, it has the fewest time of hospitalization. Keywords: Child, Bone cyst, Elastic stable intramedullary nail, Autologous bone marrow Keywords: Child, Bone cyst, Elastic stable intramedullary nail, Autologous bone marrow Background elastic stable intramedullary nail (ESIN) [9–11] et al. Among them, local injection of ABM and implantation of
ESIN were used widely. However, the comparison of clin-
ical efficacy among ABM, ESIN, and ABM combined with
ESIN is rarely reported. In this study, we tried to analyze
the three methods in a total of 83 cases retrospectively to
disclose and compare their efficacy. Twenty-eight cases
were treated with ABM, 28 cases were treated with ESIN,
and 27 cases were treated with ABM combined with ESIN. All patients were evaluated by preoperative and postoper-
ative X-ray examination. The Capanna evaluation criteria
[12] was used to compare the clinical efficacy. The unicameral bone cyst (UBC) is a kind of benign
tumor that usually occurs in the epiphysis of the long
diaphysis [1–3]. The etiology and pathogenesis of UBC
in children have not been identified [3]. There are many
treatments in clinical practice for bone cysts, such as
autograft or allograft bone grafting after lesion curettage
[3–5], local injection of autogenous bone marrow (ABM)
[6, 7] or methylprednisolone [8], and implantation of the * Correspondence: 15110245907@163.com
†Ke-Xue Zhang and Wei Chai are Co-first author. 2Department of Orthopaedics, Chinese PLA General Hospital, Beijing 100853,
China
Full list of author information is available at the end of the article ina
ll list of author information is available at the end of the article * Correspondence: 15110245907@163.com
†Ke-Xue Zhang and Wei Chai are Co-first author.
2Department of Orthopaedics, Chinese PLA General Hospital, Beijing 100853,
China
Full list of author information is available at the end of the article (2021) 22:73 (2021) 22:73 Zhang et al. BMC Musculoskeletal Disorders
https://doi.org/10.1186/s12891-020-03933-8 Ethical approval The study was approved by the ethical committee of the
Chinese PLA General Hospital. Written informed consent
for this study was obtained from all children’s parents. Inclusion criteria ESIN Implantation [14]: After general anesthesia with
endotracheal intubation, the operative area were sterilized
and laid with sterile sheets. Under the guidance of X-ray
fluoroscopy, a 1 cm incision was made at the epiphysis of
the long diaphysis away from the bone cyst. A hemostatic
forceps was used to dissect the subcutaneous tissue to the
bone cortex. An electric drill was used to drill a hole in the
bone cortex. The ESIN, pre-bent into a “C” shape, was
slowly inserted into the medullary cavity along the drill hole
with the guidance of X-ray fluoroscopy. When the ESIN
was properly implanted, the outer portion of the nail was
bent and cut for complete subcutaneous embedding. Then
the incision was sutured and wrapped with sterile gauze. The diagram of ESIN implantation was shown in Fig. 1b. (1) Age was under 14 years old. (2) Diagnosis was ascer-
tained by X-ray, CT, or MRI images. For the suspicious
ones, the pathological biopsy was performed. (3) No
treatment was performed before admission. Criteria for diagnosis In X-ray plains, the simple cyst presents with a round or
oval low-density area with mild plumping. Its long axis
is mostly parallel to the shaft. Bone ridge separation is
visible inside of the bone cyst. The boundary of the cyst
is clear and sharp, mostly with the thin-wall sclerotic
edge. Bone debris collapse sign can be found when
pathological fracture happens [1, 13]. ESIN+ABM method: After one to three times of ABM
injection with the interval of three-month in each time,
the ESIN was implanted. All cases were given postoperative antibiotics of cefur-
oxime sodium for 2 days. The affected limbs were fixed
with plaster for 6 to 8 weeks. All cases were encouraged
to early exercises after surgery. For cyst cases of lower
extremities, they were encouraged to weight-free exer-
cise in bed in the early period of recovery in order to
avoid pathological fracture. Exclusion criteria (1) Lesions were complicated with other neoplasms. (2)
Pathological fractures occurred in the processes of
internal and external fixations. Follow-up and outcome appraisal indicators The therapeutic effect of treatment was evaluated by the
criteria of Capanna [12] for the bone cyst. All children
received preoperative X-ray, CT, or MRI examinations. The pathological biopsy was carried out if necessary. All
patients were followed up with X-ray examinations. Preoperative and Postoperative images evaluation were
performed for all the patients. In the process of Capanna
evaluation, two experienced clinicians conducted the
double-blind evaluation. When there was a difference in Page 2 of 7 Page 2 of 7 Zhang et al. BMC Musculoskeletal Disorders (2021) 22:73 (2021) 22:73 Zhang et al. BMC Musculoskeletal Disorders (2021) 22:73 Methods bone surface adjacent to the cyst. Then it was pierced
into the center of the cyst slowly. When the inside core
of the trocar was withdrawn, the liquid of the bone cyst
outflowed. Next, ABM extracted from the Iliac crest was
injected into the bone cyst cavity slowly. After the com-
pletion of the ABM injection, the trocar was removed. The puncture points were covered with sterile dressings. The diagram of ABM injection was shown in Fig. 1a. Patients data Eighty-three children with bone cysts were retrospectively
studied. They were admitted to the Department of Pediatric
Surgery of Chinese PLA general hospital from January 2010
to December 2016. Twenty-eight cases were treated with
ABM. Twenty-eight cases were treated with ESIN. Twenty-
seven cases were treated with ABM combined with ESIN. The general data of patients were shown in Table 1. There
was no statistical significance in age, gender constitution,
weight, and height among the three groups. Results the scores of the same patient, the third specialist partic-
ipated. The evaluation criteria of Capanna [12] for bone
cyst: (1) Complete cure: The cyst cavity is completely
filled with new bone. No residual lesion is observed. (2)
Residual Cure: Lesion area is mostly replaced by newly
growing bone tissue. The mixture of newly growing
bone with the surrounding cyst wall bone can be seen. The cyst wall of the cortex sclerosis thickens. Small
transparent areas present in the original cyst site. (3)
Recurrence: In the early stage of the treatment, a good
effect can be observed. Subsequently, transparent areas
in the original cyst cavity emerged again. Bone cortex
around the cyst becomes thinner. (4) No response: X-ray
shows no favorable changes and healing tendency. Surgical procedures ABM Injection [14]: After general anesthesia with endo-
tracheal intubation, the operative area were sterilized
and laid with sterile sheets. Under the guidance of X-ray
fluoroscopy, a core-inside trocar was punctured to the Table 1 General clinical data in 83 cases among three groups
Group
Cases
Gender
Age
Weight
Height
Follow-up time
Location of cyst
Male
Female
(x̄ ± s,year)
(x̄ ± s,kg)
(x̄ ± s,cm)
(x̄ ± s,month)
proximal
humerus
proximal
femur
proximal
tibia
femoral
shaft
distal
femur
ABM
28
16
12
7.7 ± 2.0
17.6 ± 4.0
121.9 ± 7.3
32.4 ± 9.2
10
8
6
4
0
ESIN
28
18
10
7.5 ± 3.1
18.1 ± 3.0
120.8 ± 6.1
32.1 ± 3.2
11
7
5
4
1
ABM + ESIN
27
17
10
7.7 ± 2.3
18.3 ± 4.0
122.7 ± 7.0
31.7 ± 6.4
10
6
5
4
2
F
–
0.3
0.1
2.2
0.5
0.7
2.5
P
–
0.8
0.9
0.3
0.5
0.7
1.0 uloskeletal Disorders (2021) 22:73 Zhang et al. BMC Musculoskeletal Disorders (2021) 22:73 (2021) 22:73 Page 3 of 7 Zhang et al. BMC Musculoskeletal Disorders Fig. 1 The diagrams of autologous bone marrow injection (1a) and elastic stable intramedullary nail implantation (1b). 1a The bone marrow
blood was extracted from the ilium using a bone penetration needle (short solid arrowhead) and injected into the femoral cyst with the
guidance of the X-ray fluoroscopy. 1b The holding device (hollow arrowhead) was used to implant the elastic intramedullary needle (long solid
arrow) into the femur with the guidance of the X-ray fluoroscopy Fig. 1 The diagrams of autologous bone marrow injection (1a) and elastic stable intramedullary nail implantation (1b). 1a The bone marrow
blood was extracted from the ilium using a bone penetration needle (short solid arrowhead) and injected into the femoral cyst with the
guidance of the X-ray fluoroscopy. 1b The holding device (hollow arrowhead) was used to implant the elastic intramedullary needle (long solid
arrow) into the femur with the guidance of the X-ray fluoroscopy The comparison of three methods in the treatment of
bone cyst in children y
All the cases accomplished the follow-up. The follow-up
times were 32.1 ± 3.2 months in the ESIN group, 32.4 ± 9.2
months in the ABM group and 31.7 ± 6.3 months in the
ABM + ESIN group (Table 1). In the ESIN group, 25 cases
were healed (23 cases cure, two cases residual cure), two
cases recurred, one case did not respond to the treatment. In the ABM group, 18 cases were healed (13 cure, five re-
sidual cure), eight cases recurred, and two did not respond
to the treatment. In the ABM + ESIN group, 26 cases were
cured and one case residual was cured (Table 2). The
effective rate of the ABM + ESIN group was significantly
higher than that of the ABM group (P < 0.05), and the cure
rates of the ESIN group and the ABM + ESIN group were
significantly higher than that of the ABM group (P < 0.05,
respectively). Among three groups who were completely
cured (23 in the ESIN group, 13 in the ABM group and 26
in the ABM + ESIN group), the cure period was 22.2 ± 3.3
months in the ESIN, 27.7 ± 7.8 months in ABM, and 31.3 ±
8.5 months in the ABM + ESIN group. The cure period of
the ESIN group was significantly lower than that of the
other two groups (P < 0.05). The frequency of hospitalization
was 5.7 ± 1.9 times in the ABM group, 2.0 ± 0.0 times in
ESIN group, and 4.7 ± 2.4 times in ABM + ESIN group. Pairwise comparisons between the three groups were
statistically significant (P < 0.05) (Fig. 2). Effective cases included complete cure cases and re-
sidual cure cases. The effective rate was calculated by the
proportion of effective cases to the total number of the
cases being treated. Statistical analysis SPSS 20.0 statistical analysis software
was used for
statistical analysis. One-way ANOVA test was used in the
analysis data of admission times, age, and height. Kruskal-
Wallis rank-sum test was used in the analysis of weight,
follow-up duration, and therapeutic times for cure ones. Chi-square test was used in the analysis of gender compos-
ition, effective rate, cure rate, and the site of cyst. P < 0.05
was considered statistical significance. Table 2 The comparison of three methods in the treatment of bone cyst in children
Group
Case
Number of effective cases (effective rate)
Cured cases (cure rate)
ABM
28
18(64.3%)
13(46.4%)
ESIN
28
25(89.3%)
23(82.1%)*
ABM + ESIN
27
27(100%)*
26(96.3%)*
X2 test was used to compare the therapeutic effect among the three methods. Compared with ABM group, *P < 0.05 indicates the statistical significance Zhang et al. BMC Musculoskeletal Disorders (2021) 22:73 Page 4 of 7 Fig. 2 The comparison of the hospitalization time and the cure period in the three groups. 2a The number of admissions. 2b Cure time in the
cured cases. One-way ANOVA test was used. *P < 0.05, ** P < 0.01 indicates the statistical significance Fig. 2 The comparison of the hospitalization time and the cure period in the three groups. 2a The number of admissions. 2b Cure time in the
cured cases. One-way ANOVA test was used. *P < 0.05, ** P < 0.01 indicates the statistical significance factors and mesenchymal cells for the cystic cavity. Mesenchymal cells have a variety of differentiation
potentials and can differentiate into osteogenic cells,
then the newly growing bone tissue may be antici-
pated. This study showed that ESIN had the thera-
peutic advantage of a shorter curative period and
hospitalization
time
when
compared
with
that
of
ABM. ABM provides mesenchymal cells and related
growth factors locally, but the pathological condition
of cyst formation remains and leaves a high risk of
recurrence and refracture [16]. The treatment princi-
ples of ESIN are as follows (1) Decompression and
drainage of the cyst fluid. Drainage can reduce the
pressure within the cyst and even remove the adverse
factors that hinder the healing, such as PGE2, lyso-
somes, toxic free radicals, and interleukin-2. (2) ESIN
provides support inside the bone marrow cavity. (3)
ESIN promotes the growth of new bone around the
intramedullary nail. Many scholars also believe that Discussion The bone cyst has been studied for more than 100
years, but its pathogenesis and etiology are still un-
known. Chigira et al. [15] believed that the increase
of intracapsular pressure caused by the stasis of the
intraosseous vein resulted in the accumulation of a
large amount of exudate in the epiphysis of the di-
aphysis and led to the localized osteonecrosis of the
epiphysis, which eventually led to the formation of
the bone cyst. Injection of ABM can provide growth Fig. 3 Male, eight years old, unicameral bone cyst localized in his right proximal humerus. 3a X-ray before the implantation of ESINs. 3b X-ray
image after the implantation of ESINs. The ESINs runs through the cyst. 3c X-ray image at three months after the operation and there is new
osteotylus in the cyst. 3d X-ray image at six months after the operation showed more osteotylus formed in the cyst. The bone cyst was healed Fig. 3 Male, eight years old, unicameral bone cyst localized in his right proximal humerus. 3a X-ray before the implantation of ESINs. 3b X-ray
image after the implantation of ESINs. The ESINs runs through the cyst. 3c X-ray image at three months after the operation and there is new
osteotylus in the cyst. 3d X-ray image at six months after the operation showed more osteotylus formed in the cyst. The bone cyst was healed (2021) 22:73 Zhang et al. BMC Musculoskeletal Disorders (2021) 22:73 usculoskeletal Disorders (2021) 22:73 (2021) 22:73 Page 5 of 7 Zhang et al. BMC Musculoskeletal Disorders Fig. 4 Male, nine years old, the bone cyst localized in his right humeral bone. 4a X-ray image before the first ABM injection therapy. 4b X-ray
image prior to the second ABM treatment (3 months after the first ABM injection). 4c X-ray image before the third ABM treatment (6 months after
the first ABM injection), the formation of the newly growing bone callus in the cyst can be seen. 4d X-ray image before the fourth ABM
treatment (1 year after the first ABM injection), more callus bone could be seen. 4e X-ray image before the seventh ABM treatment (30 months
after the 1st bone marrow blood injection), bone cyst is divided into multiple cystic spaces by the newly growing bone. 4f 42 months after the
first ABM injection, the bone cyst was healed. Discussion 3 g: 56 months after the first ABM, the bone cyst was cured Fig. 4 Male, nine years old, the bone cyst localized in his right humeral bone. 4a X-ray image before the first ABM injection therapy. 4b X-ray
image prior to the second ABM treatment (3 months after the first ABM injection). 4c X-ray image before the third ABM treatment (6 months after
the first ABM injection), the formation of the newly growing bone callus in the cyst can be seen. 4d X-ray image before the fourth ABM
treatment (1 year after the first ABM injection), more callus bone could be seen. 4e X-ray image before the seventh ABM treatment (30 months
after the 1st bone marrow blood injection), bone cyst is divided into multiple cystic spaces by the newly growing bone. 4f 42 months after the
first ABM injection, the bone cyst was healed. 3 g: 56 months after the first ABM, the bone cyst was cured ESIN is the best treatment for patients with simple bone
cyst. Roposch et al. [11] treated 32 patients with bone cyst
with ESIN, with an average follow-up time of 105 months,
and found that the cure rate was as high as 94%。De
Sanctiset al [10]. treated 47 patients with bone cyst treated
by ESIN, with an average follow-up time of 11 years, and
found that the cure rate was as high as 100%. include poor long-term treatment effect, high recurrence
rate, high cumulative treatment cost, the need for multiple
times of surgeries, and cumulative pain of overall treat-
ment. Hence, ESIN is more worthy of recommendation in
the treatment of simple bone cyst in children. It should be emphasized that there are some com-
plications and risks associated with ESIN [17]. Most
bone cysts occur at both ends of the long bone and
close to the epiphyseal plate. In the case whose cyst
is adjacent to or invades the epiphyseal periphery, im-
proper implantations of the ESINs easily cause dam-
age to epiphysis plate, which will result in a negative
effect on the growth and development of the bone. Furthermore, when the cyst occurred in a thin bone. Zhang et al. BMC Musculoskeletal Disorders (2021) 22:73 Funding
h
k This work was supported by grants of Military Medical and Health
Achievement Fund (19WKS09), Military Medicine Youth Fund of PLA General
Hospital (QNF19056) and grants of Foundation and Strengthening Program
in Technical Area (2019-JCJQ-JJ-149). The funding bodies played no role in
the design of the study and collection, analysis, and interpretation of data
and in writing the manuscript. 12. Capanna R, Dal Monte A, Gitelis S, et al. The natural history of unicameral
bone cyst after steroid injection. Clin Orthop Relat Res. 1982;(166):204–11. 12. Capanna R, Dal Monte A, Gitelis S, et al. The natural history of unicameral
bone cyst after steroid injection. Clin Orthop Relat Res. 1982;(166):204–11. 13. Noordin S, Allana S, Umer M, et al. Unicameral bone cysts: Current
concepts. Ann Med Surg (2012). 2018;34:43–9. https://doi.org/10.1016/j. amsu.2018.06.005. 13. Noordin S, Allana S, Umer M, et al. Unicameral bone cysts: Current
concepts. Ann Med Surg (2012). 2018;34:43–9. https://doi.org/10.1016/j. amsu.2018.06.005. 14. Zhang K-X, Chou X-B, Li H-Y. Treatment of long bone cyst in children by
autologous bone marrow blood injection and elastic intramedullary needle. Zhongguo Gu Shang. 2019;32(5):475–8. https://doi.org/10.3969/j.issn.1003-
0034.2019.05.017. 14. Zhang K-X, Chou X-B, Li H-Y. Treatment of long bone cyst in children by
autologous bone marrow blood injection and elastic intramedullary needle. Zhongguo Gu Shang. 2019;32(5):475–8. https://doi.org/10.3969/j.issn.1003-
0034.2019.05.017. Consent for publication
Not applicable. Consent for publication
Not applicable. References 1. Zhang P, Zhu N, Du L, et al. Treatment of simple bone cysts of the humerus
by intramedullary nailing and steroid injection. BMC Musculoskelet Disord. 2020;21(1):70. https://doi.org/10.1186/s12891-020-3054-6. 1. Zhang P, Zhu N, Du L, et al. Treatment of simple bone cysts of the humerus
by intramedullary nailing and steroid injection. BMC Musculoskelet Disord. 2020;21(1):70. https://doi.org/10.1186/s12891-020-3054-6. 2. Hou T, Wu Z, Xing J, et al. Tissue-engineered bone treating simple bone
cyst--a new strategy. J Surg Res. 2016;200(2):544–51. https://doi.org/10.1016/
j.jss.2015.09.032. 3. Noordin S, Allana S, Umer M, et al. Unicameral bone cysts: Current
concepts. Ann Med Surg (Lond). 2018;34:43–9. https://doi.org/10.1016/j. amsu.2018.06.005. Discussion ESIN could easily penetrate outside of the bone cor-
tex (such as case one), which will lead to the damage Our study suggested that when compared with the
previously reported methods of local curettage and
bone grafting [12], ESIN had a higher cure rate and
shorter cure period. For the local curettage and bone
grafting
method,
although
the
lesion
is
removed
ephemerally, the pathological condition causing the
bone cyst formation persists. ABM has the advantages
of simplicity and safety, less pain in a single surgery
and wide source of bone marrow. Its disadvantages Fig. 5 Male, eight years old, unicameral bone cyst localized in his right distal femur. 5a-5b The X-ray plains of preoperative and postoperative of
ABM injection for the first time. 5c-5d: The second ABM injection was performed 5 months later. 5e-5f 5 months later, the ESIN was inserted. 5 g-
5 h: 14 months later, the ESIN was removed and the bone lesion was cured Fig. 5 Male, eight years old, unicameral bone cyst localized in his right distal femur. 5a-5b The X-ray plains of preoperative and postoperative of
ABM injection for the first time. 5c-5d: The second ABM injection was performed 5 months later. 5e-5f 5 months later, the ESIN was inserted. 5 g-
5 h: 14 months later, the ESIN was removed and the bone lesion was cured Fig. 5 Male, eight years old, unicameral bone cyst localized in his right distal femur. 5a-5b The X-ray plains of preoperative and postoperative of
ABM injection for the first time. 5c-5d: The second ABM injection was performed 5 months later. 5e-5f 5 months later, the ESIN was inserted. 5 g-
5 h: 14 months later, the ESIN was removed and the bone lesion was cured Zhang et al. BMC Musculoskeletal Disorders (2021) 22:73 Zhang et al. BMC Musculoskeletal Disorders (2021) 22:73 Zhang et al. BMC Musculoskeletal Disorders Page 6 of 7 of surrounding blood vessels and nerves. ESIN tail
can often lead to the irritant reaction of the subcuta-
neous tissue, which may cause local inflammatory
hyperplasia and ulceration. For the avoidance of the
epiphysis plate injury, if the implantation of ESIN be-
comes superficial, it will compromise the function of
supporting and draining which will lead to unsatisfac-
tory therapeutic effect. Hence, we propose the ABM
method for this kind of patients in the early stage of
therapy. Acknowledgements
Not applicable. Not applicable. Received: 5 May 2020 Accepted: 28 December 2020 Received: 5 May 2020 Accepted: 28 December 2020 Authors’ contributions 10. de Sanctis N, Andreacchio A. Elastic stable intramedullary nailing is the best
treatment of unicameral bone cysts of the long bones in children?:
Prospective long-term follow-up study. J Pediatr Orthop. 2006;26(4):520–5. https://doi.org/10.1097/01.bpo.0000217729.39288.df. 10. de Sanctis N, Andreacchio A. Elastic stable intramedullary nailing is the best
treatment of unicameral bone cysts of the long bones in children?:
Prospective long-term follow-up study. J Pediatr Orthop. 2006;26(4):520–5. https://doi.org/10.1097/01.bpo.0000217729.39288.df. KXZ and WC wrote the manuscript and did the study work. JJZ, JHD and ZP
did the study work. JYC designed and conducted the study. All authors read
and approved the final manuscript. 11. Roposch A, Saraph V, Linhart WE. Flexible intramedullary nailing for the
treatment of unicameral bone cysts in long bones. J Bone Joint Surg Am. 2000;82(10):1447–53. https://doi.org/10.2106/00004623-200010000-00011. Discussion When a new callus in the cyst presents,
ESIN combined with ABM was recommended to re-
duce the following surgical manipulations. Our study
showed that the combination of ABM and ESIN has
the advantages of two methods, especially for the
bone cysts adjacent to the epiphyseal plate. It has the
characteristics of high efficiency and a high cure rate. imageology acquisitions were undertaken at the Department of Diagnostic
Radiology, Chinese PLA General Hospital. The datasets used and analysed
during the current study available from the corresponding author on
reasonable request. imageology acquisitions were undertaken at the Department of Diagnostic
Radiology, Chinese PLA General Hospital. The datasets used and analysed
during the current study available from the corresponding author on
reasonable request. Conclusion ABM combined with ESIN has a definite efficacy for the
treatment of children’s bone cyst with a high cure rate
and controllable treatment process, especially for the
cases of cysts adjacent to the epiphysis periphery or even
evade the epiphysis plate. This method is worthy of
clinical application. For the individual method, ESIN is
better than that of ABM with less hospitalization time
and a shorter cure period. 4. Zhang K, Wang Z, Zhang Z. Comparison of curettage and bone grafting
combined with elastic intramedullary nailing vs curettage and bone
grafting in the treatment of long bone cysts in children. Medicine
(Baltimore). 2019;98(25):e16152. https://doi.org/10.1097/MD. 0000000000016152. 5. Mavcic B, Saraph V, Gilg MM, et al. Comparison of three surgical treatment
options for unicameral bone cysts in humerus. J Pediatr Orthop B. 2019;
28(1):51–6. https://doi.org/10.1097/BPB.0000000000000518. 6. Kadhim M, Thacker M, Kadhim A, et al. Treatment of unicameral bone cyst:
systematic review and meta analysis. J Child Orthop. 2014;8(2):171–91. https://doi.org/10.1007/s11832-014-0566-3. Abbreviations
UBC U i
l 7. Kadhim M, Sethi S, Thacker MM. Unicameral Bone Cysts in the Humerus:
Treatment Outcomes. J Pediatr Orthop. 2016;36(4):7. UBC: Unicameral bone cyst; ABM: Autogenous bone marrow; ESIN: Elastic
stable intramedullary nail; CT: Computerized tomography; MRI: Magnetic
Resonance Imaging; ANOVA: Analysis of variance; PLA: Chinese People’s
Liberation Army 8. Zhao JG, Wang J, Huang WJ, et al. Interventions for treating simple bone
cysts in the long bones of children. Cochrane Database Syst Rev. 2017;2:
CD010847. https://doi.org/10.1002/14651858.CD010847.pub3. 9. Pogorelic Z, Kadic S, Milunovic KP, et al. Flexible intramedullary nailing for
treatment of proximal humeral and humeral shaft fractures in children: A
retrospective series of 118 cases. Orthop Traumatol Surg Res. 2017;103(5):
765–70. https://doi.org/10.1016/j.otsr.2017.02.007. 9. Pogorelic Z, Kadic S, Milunovic KP, et al. Flexible intramedullary nailing for
treatment of proximal humeral and humeral shaft fractures in children: A
retrospective series of 118 cases. Orthop Traumatol Surg Res. 2017;103(5):
765–70. https://doi.org/10.1016/j.otsr.2017.02.007. Ethics approval and consent to participate Ethics approval and consent to participate
The study was approved by the ethical committee of Chinese PLA General
Hospital. Written informed consents for study were obtained from all
children‘s parents. Author details
1 1Medical School of Chinese PLA, Beijing 100853, China. 2Department of
Orthopaedics, Chinese PLA General Hospital, Beijing 100853, China. 3 3Department of Anesthesiology, Shun Yi District Hospital, Beijing 101300,
China. The limitation of this study was that it was a retro-
spective study with a short follow-up period. The aver-
age age of patients was around 7 years old in all 3
groups and the overall follow-up was 32 months (aver-
age) in all groups. The follow-up period needs to be ex-
tended in the future. Meanwhile, further mechanism
study of the combination therapy of ABM and ESIN
should be continued. Availability of data and materials Data associated with this study is retained at a central repository at the
Department of Pediatric Surgery, Chinese PLA General Hospital. All Page 7 of 7 Zhang et al. BMC Musculoskeletal Disorders (2021) 22:73 Zhang et al. BMC Musculoskeletal Disorders (2021) 22:73 15.
Chigira M, Maehara S, Arita S, et al. The aetiology and treatment of simple
bone cysts. J Bone Joint Surg Br. 1983;65(5):633–7.
16.
Lokiec F, Ezra E, Khermosh O, et al. Simple bone cysts treated by
percutaneous autologous marrow grafting. A preliminary report. J Bone
Joint Surg Br. 1996;78(6):934–7. https://doi.org/10.1302/0301-620x78b6.6840.
17.
Neer CS 2nd, Francis KC, Marcove RC, et al. Treatment of unicameral bone
cyst. A follow-up study of one hundred seventy-five cases. J Bone Joint
Surg Am. 1966;48(4):731–45. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations.
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Accounting and analytical support for the management of monetary assets in forestry enterprises
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ЕКОНОМІКА ТА УПРАВЛІННЯ
УДК 657.42
https://doi.org/10.31470/2306-546X-2021-50-76-83
ОБЛІКОВО-АНАЛІТИЧНЕ ЗАБЕЗПЕЧЕННЯ УПРАВЛІННЯ
МОНЕТАРНИМИ АКТИВАМИ НА ПІДПРИЄМСТВАХ ЛІСОВОГО ГОСПОДАРСТВА
Перчук О. В.,
Яременко Л. М.,
Бородіна Т. Г.
Предмет дослідження: теоретичні та практичні проблеми формування системи обліковоаналітичного забезпечення управління монетарними активами.
Метою статті є розроблення наукових підходів і методичних рекомендацій щодо розробки обліковоаналітичного забезпечення управління монетарними активами на лісогосподарських підприємствах.
Методологія проведення роботи. Методологічною основою дослідження є загальнотеоретичні
методи наукового пізнання, основні підходи та положення обліково-аналітичного забезпечення системи
управління, що висвітлені у працях вітчизняних та зарубіжних науковців. Для виконання поставлених
завдань використано методи: діалектичний метод пізнання – для аналізу законодавчо-нормативних
документів та наукових праць вчених, що стосуються проблематики формування дієвої системи обліковоаналітичного забезпечення управління монетарними активами; аналізу та синтезу - при дослідженні та
узагальненні зарубіжного та вітчизняного досвіду теоретико-методичних основ обліку та аналізу
монетарних активів; абстрактно-логічний – для теоретичних узагальнень та формулювання висновків.
Галузь застосування результатів. Результати дослідження можуть бути використанні в
практичній діяльності підприємств лісогосподарського комплексу для підвищення ефективності
управлінської діяльності.
Результати і висновки роботи. На основі проведеного дослідження розкрито сутність
монетарних активів, визначено їх роль у забезпеченні функціонування підприємств лісової галузі.
Обґрунтовано важливість побудови системи обліково-аналітичного забезпечення управління
монетарними активами, охарактеризовано її складові та визначено проблемні моменти реалізації
облікової та аналітичної функцій при формуванні інформації для потреб управління монетарними
активами та грошовими потоками лісогосподарських підприємств.
Підприємства лісогосподарського комплексу потребують збалансованості грошових потоків та їх
поповнення для більш ефективного фінансування своєї діяльності. Управління підприємством повинно
ґрунтуватись на аналізі й оцінці грошових потоків з використанням інформації, яку формує система
обліку та аналізу. Таким чином, використання інформації про монетарні активи повинно стати
важливим елементом оцінки якості управління підприємством і привести до підвищення ефективності
використання і прогнозування грошових потоків.
Ключові слова: аналіз, грошові кошти, монетарні активи, облік, обліково-аналітичне забезпечення,
підприємства лісового господарства, управління.
УЧЕТНО-АНАЛИТИЧЕСКОЕ ОБЕСПЕЧЕНИЕ УПРАВЛЕНИЕ
МОНЕТАРНЫМИ АКТИВАМИ НА ПРЕДПРИЯТИЯХ ЛЕСНОГО ХОЗЯЙСТВА
Перчук О. В.,
Яременко Л. Н.,
Бородина Т. Г.
Предмет исследования: теоретические и практические проблемы формирования системы
учетно-аналитического обеспечения управления монетарными активами.
Целью статьи является разработка научных подходов и методических рекомендаций по
формированию учетно-аналитического обеспечения управления монетарными активами на
лесохозяйственных предприятиях.
Методология проведения работы. Методологической основой исследования являются
общетеоретические методы научного познания, основные подходы и положения учетноаналитического обеспечения системы управления, которые освещены в работах отечественных и
зарубежных ученых. Для выполнения поставленных задач использованы методы: диалектический
метод познания – для анализа законодательно-нормативных документов и научных трудов ученых,
касающиеся проблематики формирования действенной системы учетно-аналитического обеспечения
управления монетарными активами; анализа и синтеза – при исследовании и обобщении зарубежного
и отечественного опыта теоретико-методических основ учета и анализа монетарных активов;
абстрактно-логический – для теоретических обобщений и формулирование выводов.
Область применения результатов. Результаты исследования могут быть использованы в
практической деятельности предприятий лесного комплекса для повышения эффективности
управленческой деятельности.
Результаты и выводы работы. На основе проведенного исследования раскрыта сущность
монетарных активов, определены их роль в обеспечении функционирования предприятий лесной
отрасли. Обоснована важность построения системы учетно-аналитического обеспечения управления
76
Економічний вісник університету | Випуск № 50
© Перчук О. В., Яременко Л. М.,
Бородіна Т. Г., 2021
ЕКОНОМІКА ТА УПРАВЛІННЯ
монетарными активами, охарактеризованы ее составляющие и определены проблемные моменты
реализации учетной и аналитической функций при формировании информации для нужд управления
монетарными активами и денежными потоками лесохозяйственных предприятий.
Предприятия лесного комплекса потребует сбалансированности денежных потоков и их
пополнения для более эффективного финансирования своей деятельности. Управление предприятием
должно основываться на анализе и оценке денежных потоков с использованием информации, которую
формирует система учета и анализа. Таким образом, использование информации о монетарных
активах должно стать важным элементом оценки качества управления предприятием и привести к
повышению эффективности использования и прогнозирования денежных потоков.
Ключевые слова: анализ, денежные средства, монетарные активы, учет, учетно-аналитическое
обеспечение, предприятия лесного хозяйства, управление.
ACCOUNTING AND ANALYTICAL SUPPORT FOR MONETARY
ASSETS MANAGEMENT IN FORESTRY ENTERPRISES
Perchuk Oksana,
Yaremenko Liudmila,
Borodyna Tetiana
The subject of research: theoretical and practical problems of forming a system of accounting and analytical
support for monetary assets management.
The purpose of the study is to develop scientific approaches and methodical recommendations for the
development of accounting and analytical support for monetary assets management in forestry enterprises.
Method or methodology for conducting research. The methodological basis of the study is general theoretical
methods of scientific knowledge, the main approaches and framework of accounting and analytical support of the
management system, which are highlighted in the works of domestic and foreign scientists. To reach the research
tasks the following methods were used: dialectical method of cognition – to analyze legislative and regulatory
documents and scientific works of scientists concerning the formation of an effective system of accounting and
analytical support for monetary assets management; analysis and synthesis – to study and generalize the foreign
and domestic experience of theoretical and methodological fundamentals of the accounting and analysis of the
monetary assets; abstract logical – for theoretical generalizations and formulation of conclusions.
The field of application of results. The results of the study can be used in the practice of forestry enterprises
to improve management efficiency.
The results of research and conclusions. Based on the study, the essence of monetary assets is revealed,
their role in ensuring the functioning of forestry enterprises is determined. The importance of building a system of
accounting and analytical support for monetary assets management is substantiated; its components are
characterized, and the problematic aspects of accounting and analytical functions implementation in generating
the information for managing forestry enterprises’ monetary assets and cash flows are determined.
The enterprises of the forestry complex need the cash flows balancing and replenishment for more efficient
financing of their activities. Enterprise management should be based on the analysis and evaluation of cash flows
using the information generated by the accounting and analysis system. Thus, the use of information about
monetary assets should become an important element in assessing the quality of enterprise management, and
lead to improving the efficiency of cash flow use and forecasting.
Key words: analysis, cash, monetary assets, accounting, accounting and analytical support, forestry
enterprises, management.
JEL Classіfіcatіon: М41, Q19.
Постановка проблеми. Сучасні умови функціонування підприємств лісової галузі в Україні створюють
особливу необхідність в обґрунтованості прийнятих управлінських рішень. На сьогодні лісове господарство – складна
галузь, яка впливає на розвиток національної економіки. Однак поки що у ній ще не вироблено чіткої концепції щодо
розвитку недержавних підприємницьких структур, на відміну від європейських країн, де можемо зустріти приклади
високої продуктивності приватних лісів. На даному етапі в Україні лісогосподарська галузь утримується за рахунок
державного бюджету, тобто вона знаходиться в державній формі власності. Це зумовлено також тим, що основна
продукція – деревина – дозріває десятки, а в регіонах Карпат України – навіть 100-140 років при щоденній потребі в ній.
Тому найнебезпечнішим є вузькогалузевий, споживацький, лісоексплуатаційний підхід до лісо- і природокористування.
На думку багатьох вчених та практиків в галузі лісового господарства, реформування галузі потребує вдосконалення
механізму фінансового забезпечення лісового господарства з урахуванням регіональних особливостей, вдосконалення
системи оподаткування, оновлення системи продажу необробленої деревини тощо [1].
Пріоритетним завданням є пошук шляхів самостійного виживання державних лісогосподарських
підприємств на основі реальної оцінки їх конкурентної позиції на ринку та обґрунтування адекватних рішень
відповідно до поточної та перспективної ринкової кон'юнктури. У свою чергу, поглиблення ринкових відносин
та глобалізаційних процесів, зумовлює розширення кола проблем, що покликані вирішувати бухгалтерський
облік та економічний аналіз.
У таких умовах питання створення ефективної системи контролю та управління інформацією щодо руху
фінансових потоків на лісогосподарських підприємствах набуває пріоритетного значення в загальній системі
Економічний вісник університету | Випуск № 50
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ЕКОНОМІКА ТА УПРАВЛІННЯ
управління суб’єктом господарювання. Раціональна організація процедур спостереження, реєстрації,
контролю, аналізу грошових коштів та їх потоків повинна здійснюватися на всіх рівнях системи управління
підприємством та сприяти ефективному їх використанню. Адже, втрата лісогосподарськими підприємства
фінансової стабільності носить не лише фінансово-економічні наслідки, але й соціальні, екологічні та
негативно відображається на цінності деревини та погіршені товарної і асортиментної структури продукції.
Фінансові засоби (кошти) часто без достатніх підстав називаються монетарними, а матеріальні і
нематеріальні активи – немонетарними. Монетарні активи відносяться до тих особливих категорій, які завжди
були найбільш актуальними в економічній думці, оскільки в процесі грошового руху найбільшою мірою
проявляються і реалізуються інтереси суб’єктів ринку. Під монетарними об’єктами загалом розуміються
об’єкти, вартісна оцінка яких фіксована їх статусом або договором і не залежить від змін купівельної
спроможності відповідної грошової одиниці. Загальним об’єктом у системі управління фінансовими ресурсами
виступають саме монетарні активи, основою яких є гроші виражені в різних формах.
Аналіз останніх досліджень і публікацій. Удосконалення управління лісогосподарським підприємством
в цілому за допомогою обліково-аналітичного забезпечення досліджено в працях Макаренко А. [2]. Питання
теорії та практики обліку, аналізу та контролю грошових коштів досліджували такі автори як А. Андросова,
С. Береза, М. Білуха, Н. Бондаренко, Ф. Бутинець, С. Голов, Н. Грабова, Н. Гудзь, В. Завгородній, З, Задорожній,
Є. Калюга, Г. Кірейцев, М. Кужельний, Л. Кулаковська, Н. Малюга, Ю. Піч, А. Поддєрьогін, Н. Попадинець,
В. Таран, О.Терещенко, Л. Сук, Р. Хом’як, М. Чумаченко та інші. Проблеми теорії та методології обліку та
контролю монетарних активів досліджувала в своїх працях В. Скоробагатова [3]
Постановка завдання. Метою статті є розроблення наукових підходів і методичних рекомендацій щодо
удосконалення обліково-аналітичного забезпечення управління монетарними активами на лісогосподарських
підприємствах.
Виклад основного матеріалу. Обліково-аналітичне забезпечення управління монетарними активами
перш за все передбачає реалізацію таких його функцій, як облік та аналіз, останні знаходяться у тісному
взаємозв’язку та утворюють обліково-аналітичну систему з метою забезпечення менеджерів усіх ланок управління
підприємств необхідною інформацією задля впровадження ефективних рішень. Індикаторами ефективності
використання коштів можна розглядати динаміку певних показників, які характеризують ефективність управління.
Підсистема облікового забезпечення управління монетарними активами складається з трьох
взаємопов’язаних елементів: ланки первинного обліку, аналітичного обліку та підсумкового обліку.
Невіддільними елементами бухгалтерського обліку монетарних активів є великий потік первинних документів
щодо оформлення руху грошових коштів, постійне виконання арифметичних операцій, перевірка правильності
розрахунків та законності операцій, зіставлення даних з інформацією на суміжних ділянках обліку тощо.
Первинне оформлення операцій з монетарними активами забезпечується. наступними документами,
які переважно є уніфікованими формами: прибутковий та видатковий касові ордери, грошовий чек, супровідна
відомість, платіжне доручення, виписка банку, фіскальний чек, розрахункова квитанція, платіжна відомість,
фіскальний касовий чек.
Підсистема аналітичного забезпечення управління монетарними активами через реалізацію функції
аналізу досліджує наявність, структуру, динаміку монетарних активів та окремих їх складових за допомогою
аналітичних та економіко-математичних методів, вивчає ефективність їх використання, вивчає їх вплив на
ліквідність, платоспроможність та загалом фінансовий стан підприємства. До базових методів аналізу
монетарних активів можна віднести:
- горизонтальний та вертикальний аналіз руху монетарних активів;
- трендовий аналіз руху монетарних активів;
- коефіцієнтний аналіз.
Аналіз звітів держлісгоспів і показників їх фінансово-економічного стану створює досить велику
інформаційну базу про рівень їх фінансового становища та ефективність управління грошовими потоками та
монетарними активами.
У господарській діяльності будь-якого суб’єкта грошові кошти є базою фінансового добробуту та є
основою для забезпечення сучасної схеми здійснення розрахункових операцій. Наявність на
лісогосподарському підприємстві обігових коштів у достатній мірі є запорукою нарощення активів, підвищення
рівня рентабельності, ліквідності і, як результат, забезпечення фінансової рівноваги та платоспроможності.
Введення вище наведеного поділу активів на монетарні і немонетарні в практику бухгалтерського обліку
України пов’язано з рядом проблем, але основним фактором стало закріплення монетарно-немонетарного методу
оцінки в Міжнародних стандартах фінансової звітності, а згідно ст. 1 Закону України «Про бухгалтерський облік та
фінансову звітність в Україні» національні стандарти не повинні суперечити міжнародним.
Зважаючи на вище сказане, важливим елементом системи обліково-аналітичного забезпечення управління
монетарними активами є нормативно-правова складова, яка формується на декількох рівнях, зокрема:
1 рівень. Міжнародні норми права (МСБО 21 «Вплив змін валютних курсів», МСБО 29 «Фінансова
звітність в умовах гіперінфляції»).
2 рівень Законодавці акти України (Цивільний кодекс, Господарський кодекс, Податковий кодекс, Кодекс про
адміністративні правопорушення, Кримінальний кодекс, Закони України «Про бухгалтерський облік і фінансову
звітність», «Про банки і банківську діяльність», «Про платіжні системи і переказ коштів в Україні» тощо).
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Економічний вісник університету | Випуск № 50
ЕКОНОМІКА ТА УПРАВЛІННЯ
3 рівень. Укази Президента та Постанови НБУ (Указ Президента України «Про застосування штрафних
санкцій за порушення норм з регулювання обігу готівки»).
4 рівень. Підзаконні нормативні документи (НП(С)БО 1 «Загальні вимоги до фінансової звітності», П(С)БО
21 «Вплив змін валютних курсів», П(С)БО 22 «Вплив інфляції», Інструкція «Про безготівкові розрахунки в Україні в
національній валюті», Інструкція НБУ «Про безготівкові розрахунки в господарському обороті України», Інструкція
НБУ «Про порядок відкриття, використання і закриття рахунків в національній та іноземній валютах» та ін.).
5 рівень. Децентралізовані нормативні документи (Рішення і постанови органів місцевого самоврядування,
локальні нормативно-правові документи, положення про облікову політику що стосуються монетарних активів).
Загородній А.Г. до немонетарних активів відносить всі активи, крім грошових коштів та їх еквівалентів,
дебіторської заборгованості у фіксованій (або визнаній) сумі грошей [4, с. 23].
Американські дослідники Е.С. Хендріксен та М.Ф. Ван Бред розуміють під монетарними активами права
(вимоги) на фіксовану кількість грошових одиниць (наприклад, доларів), що представляє загальну купівельну
спроможність. Хоча ціни на товари та послуги можуть змінюватися, вимоги (права), виражені в певній кількості
доларів, залишаються незміненими, але купівельна спроможність, або здатність конвертувати ці права в
товари та послуги, змінюється. Крім того, Е.С. Хендріксен та М.Ф. Ван Бред вважають, що до монетарних
активів слід відносити грошові кошти; обумовлені договором права на певні суми грошових коштів у
майбутньому, наприклад дебіторська заборгованість; а також вкладення, які передбачають отримання
доходів у вигляді відсотків і дивідендів і будуть відшкодовані у фіксованій сумі, хоча дата відшкодування може
бути не визначена, наприклад, як для привілейованих акцій [3].
Згідно з П(С)БО 21 «Вплив змін валютних курсів» монетарні статті – це статті балансу про грошові
кошти, а також про такі активи й зобов’язання, які будуть отримані або сплачені у фіксованій (або визначеній)
сумі грошей або їх еквівалентів [5]. Тобто за зазначених умов, монетарними статтями можуть бути
кредиторська та дебіторська заборгованість.
Термін «монетарні статті» більш широкий у порівнянні з терміном «монетарні активи», оскільки він
включає в себе як активи, так і зобов’язання.
У відповідності до п. 8 МСФЗ (IAS) 38 «Нематеріальні активи» монетарні активи – наявні грошові кошти
та активи, що підлягають отриманню у вигляді фіксованих або визначених сум грошових коштів.
МСФЗ (IAS) 21 «Вплив змін обмінних курсів валют» п. 8 визначає монетарні статті як одиниці готівкової
валюти, а також активи і зобов’язання до отримання чи виплати, виражені фіксованою або визначеною
кількістю валютних одиниць [6].
Якщо виходити з того, що термін «одиниці готівкової валюти» не охоплює кошти на депозитних
рахунках, то тоді цим терміном позначені грошові (платіжні) засоби. Термін «активи, до отримання» можна
визначити як право на вимогу, тобто являють собою дебіторську заборгованість.
Основою монетарності активів є функція грошей як «засобу платежу», яка, як зазначає В.Д. Базилевич,
передбачає обслуговування грошима, погашення різноманітних боргових зобов’язань між суб’єктами
економічних відносин [7, с. 159.]
В.В. Скоробагатова визначає два критерії віднесення активів до монетарних [3]:
1) монетарність, який означає, що актив виступає у вигляді грошових коштів, як у готівковій формі, так і
у безготівковій або їх еквівалентів;
2) в основі певної операції з активами має лежати така функція грошей як «засіб платежу», тобто
маються на увазі певні розрахунки.
Відповідно до даних критеріїв до монетарних активів відносяться: грошові кошти в касі національній та
іноземній валюті; кошти на рахунках в банках в національній та іноземній валюті, як поточні, так і інші;
електронні гроші, які емітуються у відкрито циркулюючій системі, депозити до запитання та кошти в дорозі.
Фінансові інвестиції (довгострокові та поточні), дебіторська заборгованість (довгострокова та поточна) та
векселі одержані (довгострокові та короткострокові) відносяться до змішаних активів, при цьому якщо буде
виконуватися умова погашення їх грошовими коштами, то вони можуть вважатися монетарними активами.
Також зазначені активи можуть вважатися монетарними за умови, якщо вони обліковуватимуться на балансі
підприємства до моменту їх погашення, а також виступають засобом капіталізації. Тому постає питання щодо
відображення на рахунках бухгалтерського обліку кожної із складових монетарних активів.
Грошові кошти виражені в різних формах є основою монетарних активів. Щодо вибору рахунків для
облікового відображення саме грошових коштів не виникає ніяких сумнівів, адже це визначено на
законодавчому рівні. Чого не можна сказати про інші складові монетарних активів, а саме: депозити до
запитання та електронні гроші у відкрито циркулюючій системі. Електронні гроші є особливим та новим видом
грошей, що потребує як правового регулювання так і фінансового контролю з боку держави та обумовлює
проблематику ідентифікації як об’єкта бухгалтерського обліку.
Підтримуючи думку Лукашової І.О. та І.С. Несходовського [8] доцільно для синтетичного обліку
електронних коштів використовувати зарезервований рахунок 32 з назвою «Електронні кошти», а аналітичний
облік здійснювати за їх видами. У фінансовій звітності сальдо по рахунку 32 «Електронні кошти» пропонується
відображати в балансі у складі статті «Грошові кошти та їх еквіваленти». Слід відмітити, що перевагою такої
форми розрахунків є відсутність обмеження суми розрахунків за день, на відміну від розрахунків готівкою, що
встановлено Положенням про ведення касових операцій у національній валюті в Україні [9], але поряд з цим
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існує інший обмежуючий фактор, зокрема наявність комісії у відсотках від суми переказу, яка стягується з
відправника в момент проведення кожної транзакції в середині системи.
Важливою характеристикою монетарних активів є їх ліквідність, тобто здатність брати участь в
придбанні товару чи інших благ. Відповідно суттєвою обставиною, що відрізнятиме монетарні активи від всіх
інших є те, що премія за ліквідність набагато перевищує витрати їх на утримання. Ліквідність монетарних
активів є максимальною, а тривалість періоду трансформації для них рівна нулю.
Оскільки ефективне управління монетарними активами на лісогосподарських підприємствах та
контроль за ними вимагають від бухгалтерського обліку високого ступеня деталізації інформації, важливу
роль відіграє аналітика, яку може забезпечити розробка робочого плану рахунків. При цьому, що стосується
зокрема грошових коштів, то деталізація можлива за наступними критеріями: форма розрахунків, валюта
платежів, тривалість формування, вид господарської діяльності, центр фінансової відповідальності, місце
зберігання грошових коштів та економічний зміст господарської операції.
Основними проблемами бухгалтерського обліку монетарних активів є: по-перше, відсутність
нормативних документів, що регулюють облікове відображення монетарних активів; по-друге, недосконалість
нормативного регулювання бухгалтерського обліку складових монетарних активів; неоднозначність думок
науковців щодо складових монетарних активів, зокрема видів грошових коштів; по-третє, повнота та
своєчасність відображення монетарних активів у системі бухгалтерського обліку. Адже, якщо грошові кошти
не будуть повністю та своєчасно оприбутковані, то не буде чіткого відображення наявності коштів, що
призведе до нарахування штрафних санкцій контролюючими органами.
Обсяг фінансових ресурсів є одним з найважливіших обмежень при плануванні масштабу та напрямків
діяльності підприємства. Згідно статті 98 Лісового кодексу України [10] видатки на підвищення продуктивності,
поліпшення якісного складу лісів, їх відтворення і охорони здійснюються за рахунок:
а) державного бюджету та власних коштів підприємств, установ і організацій лісового господарства –
щодо лісів державної власності;
б) місцевого бюджету та власних коштів підприємств, установ і організацій лісового господарства –
щодо лісів комунальної власності;
в) власних коштів власників лісів – щодо лісів приватної власності.
Видатки на зазначені заходи можуть здійснюватися за рахунок інших джерел, не заборонених законом.
Видатки на підвищення продуктивності, поліпшення якісного складу лісів державної і комунальної власності,
їх охорону, захист і відтворення фінансуються шляхом цільового виділення коштів державного та місцевих
бюджетів для реалізації загальнодержавних, державних і регіональних (місцевих) програм ведення лісового
господарства, головною з яких є державна цільова програма «Ліси України».
Отже, державні підприємства лісового господарства можуть отримувати кошти з місцевих бюджетів для
проведення лісокультурних робіт, в тому числі це можуть бути надходження від фондів охорони
навколишнього природного середовища районних та обласних бюджетів. Дані надходження в обліку
відображаються в складі інших операційних доходів. Різноманітні програми фінансування передбачають
грошові надходження коштів загального та спеціального фонду державного бюджету. Так, зокрема у 2019 році
була передбачена бюджетна програма КПКВ 2805060 «Ведення лісового і мисливського господарства,
охорона і захист лісів в лісовому фонді». Для державних підприємств лісової галузі характерною є залежність
від зовнішніх грошових надходжень, адже при їх скороченні можуть виникнути ризики при веденні фінансовогосподарської діяльності, які будуть пов’язані із недостатністю обігових коштів та можуть спричинити збитки.
Протягом останніх років частка видатків лісового господарства, яка фінансується з державного бюджету
постійно знижувалась. Розподіл цих коштів є дуже нерівномірний. Більшість успішних, з фінансової точки зору
лісових підприємств Полісся та Карпат, частина підприємств Лісостепової зони повністю відмовились від
бюджетного фінансування і ведуть лісове господарство за рахунок власних коштів, отриманих від продажу
лісових продуктів [10]
На сьогодні основним джерелом фінансування лісового господарства в цілому по Україні стали власні
кошти підприємств, які формуються від реалізації продукції лісозаготівель, їх частка становить більше 90%.
Необхідно відмітити, що продукції лісогосподарських підприємств реалізується на експорт, що є
зумовлює необхідність оцінки та обліку монетарних активів виражених в іноземній валюті.
Після заборони експорту деревини в круглому вигляді, значно (біля 120 тис. м³ в рік) зросли об’єми
експорту пилопродукції. Рівень експортних цін на пиломатеріали залежить від логістики, умов поставки,
фізичних розмірів, вологості та породи та адміністративних витрат держлісгоспів. Для прикладу при умові
поставки і валюті – ціни коливаються протягом 2016-2018 років за 1 м³:
• пиломатеріали Дуб – FCA-EUR – 150–260–300 $/ м³;
• пиломатеріали Сосна – FCA-EUR – 90–105–110–130 $/ м³;
• паркетні заготовки Дуб – FCA-EUR – 6–8 $/ м³;
• пиломатеріали Ялина – FCA-EUR – 100–130 $/ м³;
• заготовка для піддонів Сосна – FCA-EUR – 90–95 $/ м³ [11].
Зважаючи на вище зазначені умови фінансування діяльності лісогосподарських підприємств, дуже
важливою частиною аналізу є аналіз грошових потоків. Аналіз грошових потоків передбачає проведення
чотирьох послідовних етапів дослідження.
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1) Аналіз обсягу та динаміки грошових потоків, метою проведення якого є визначення загальних обсягів
грошових потоків, основних тенденцій та пропорцій їх розвитку.
2) Аналіз джерел формування монетарних активів (грошових коштів), що передбачає вивчення структури
позитивного грошового потоку за видами діяльності, ранжирування джерел надходження грошових коштів, визначення
місця (вагомості) кожного з них у грошовому забезпеченні функціонування лісогосподарського підприємства.
3) Аналіз напрямів використання монетарних активів (грошових коштів), об'єктом якого є вихідний
грошовий потік підприємства.
4) Аналіз рівномірності грошових потоків, метою якого є ідентифікація та оцінка основних видів грошових
потоків за ступенем регулярності здійснення, виявлення факторів коливань грошових потоків, наявності та
причин затримок у надходженні монетарних активів (грошових коштів) та відкладенні запланованих видатків.
Основними та найпоширенішими прогнозними документами надходження та витрачання грошових
коштів на підприємствах мають стати касовий бюджет та платіжний календар.
Поділ активів на монетарні та немонетарні спрямований на підвищення інвестиційної привабливості
підприємства. Ступінь деталізації інформації щодо обсягу монетарних активів дозволяє менеджерам аналізувати
конкретні заходи щодо поліпшення результатів діяльності. Тому вартість підприємства, виражена в монетарних
статтях, на дату балансу потребує достовірної оцінки. Відповідно, монетарні статті виражені в іноземній валюті
мають бути перераховані за валютним курсом на дату балансу, а також необхідно враховувати темп інфляції.
Умови формування повноцінного обліково-аналітичного забезпечення управління монетарними активами
залежать від ряду факторів впливу, до яких можна віднести налагодженість системи збору інформації про грошові
кошти, узагальнення та обробки її потоків, оперативність реагування, чіткість та координація управлінських дій та
рішень як результат. Значущість аналітичного забезпечення підкреслюється ще й тим, що завдяки йому
виконується функція візуалізації фінансової картини даних по підприємству та виникає можливість створення
максимально комфортних та перспективних умов для економічного зростання та розвитку підприємства.
Можемо запропонувати можливі варіанти вдосконалення обліково-аналітичного забезпечення управління
монетарними активами для лісогосподарських підприємств, що в майбутньому зможе призвести до покращення
процесів обліку та аналізу й досягнення високого рівня фінансової незалежності за рахунок власних коштів:
- удосконалення методики обліку монетарних активів;
- модернізація форм ведення внутрішньої документації;
- використання окремих рахунків для обліку елементів монетарних активів;
- відкриття додаткових субрахунків для аналітичного обліку монетарних активів.
- впровадження сучасного автоматизованого облікового забезпечення.
Висновки. Проведені дослідження показали, що для лісогосподарських підприємств притаманна
безсистемність обліково-аналітичного забезпечення управління монетарними активами (зокрема,
превалювання забезпечення інформацією тільки поточної діяльності без орієнтації на перспективні тенденції
змін рівня ліквідності та платоспроможності). Отже, можна сказати, що безперечними залишається факт
актуальності обліково-аналітичного забезпечення в управлінні підприємством. Встановлено, що цей процес
не можливий без дотримання ряду положень та принципів облікового та аналітичного характеру. Якість
управлінських рішень, які формуються на основі обліково-аналітичного забезпечення, залежить від
оперативності та точності інформаційного забезпечення даного процесу та швидкості реагування на зміни в
ньому. Для більш ефективної процедури налагодження системи обліково-аналітичного забезпечення
управління монетарними активами мають створюватися всі умови на підприємстві, адже наслідком роботи
системи є якість управлінських дій та фінансова незалежність підприємства в кінцевому результаті.
Список використаних джерел
1. Мостепанюк В. А., Гайдучок Т. С. Фінансування лісового господарства України в контексті
європейського досвіду. URL: http://ir.znau.edu.ua/bitstream/123456789/4166/1/ANOV__2015_619-622.pdf
2. Макаренко А. Обліково-аналітичне забезпечення як фактор підвищення результативності
управління раціональним лісокористуванням. Agricultural and Recourse Economics: International Scientific EJournal. 2017. Vol. 3. № 2. Pp. 109-121. URL: www.are-journal.com.
3. Скоробагатова В. В. Бухгалтерський облік та контроль монетарних активів: проблеми теорії та
методології: монографія. Житомир : ЖДТУ. 2012. 520 с.
4. Загородній А. Г., Партин Г. О. Бухгалтерський облік: основи теорії та практики: навч. посіб. 2-ге
вид., перероб. і доп. Київ: Т-во «Знання», КОО, 2003. 327 с.
5. Положення (стандарт) бухгалтерського обліку 21 «Вплив змін валютних курсів», затв. Наказом
МФУ № 193 від 10.08.2000. URL: https://zakon.rada.gov.ua/laws/show/z0515-00
6. Міжнародний стандарт бухгалтерського обліку 21 «Вплив змін валютних курсів» від 01.01.2012.
URL : http://zakon0.rada.gov.ua/laws/show/929_022
7. Економічна теорія: політекономія: підручник / За ред. В. Д. Базилевича. Київ: Знання, 2006. 631 с.
8. Лукашова І. О. Усунення протиріч у методології бухгалтерського обліку коштів. URL:
http://www.nbuv.gov.ua/old_jrn/Soc_ Gum/Tiru/2010_30_1/Lukash.pdf.
9. Положення «Про ведення касових операцій у національній валюті в Україні», затверджене постановою
правління НБУ від 15.12.2004 р. № 637 зі змінами та доповненнями URL : http://zakon2.rada.gov.ua/laws/show/z0040-05
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ЕКОНОМІКА ТА УПРАВЛІННЯ
10. Лісовий кодекс України. URL: http://zakon5.rada.gov.ua/laws/show/3852-12⁎8
11. Мостепанюк В. А., Гайдучок Т. С. Фінансування лісового господарства України в контексті
європейського досвіду. URL: http://ir.znau.edu.ua/bitstream/123456789/4166/1/ANOV__2015_619-622.pdf
12. Аналітичний звіт про стан лісових ринків в Україні та їх регулювання – рекомендації по
удосконаленню
регулювання.
URL:
https://www.apd-ukraine.de/images/2019/Agrarpolitische_Berichte/
Forst_Marchuk/APD_FPB_Marchuk_UKR_final.pdf
References
1. Mostepanyuk V. A., Hayduchok T. S. (2015). Finansuvannya lisovoho hospodarstva Ukrayiny v konteksti
yevropeys'koho dosvidu. [Financing of forestry in Ukraine in the context of European experience]. URL:
http://ir.znau.edu.ua/bitstream/123456789/4166/1/ANOV__2015_619-622.pdf. [in Ukr.]
2. Makarenko, A. (2017). «Accounting and analytical support as a factor in improving the effectiveness of
sustainable forest management», Agricultural and Recourse Economics: International Scientific E-Journal, 3/2. 109121, URL: www.are-journal.com.
3. Skorobahatova V. V. (2012). Bukhhalters'kyy oblik ta kontrol' monetarnykh aktyviv: problemy teoriyi ta
metodolohiyi [Accounting and control of monetary assets: problems of theory and methodology]: monohrafiya.
Zhytomyr : ZhDTU. [in Ukr.]
4. Zahorodniy A. H. Partyn H. O. (2003). Bukhhalters'kyy oblik: osnovy teoriyi ta praktyky [Accounting: basics
of theory and practice]. Kyiv: T-vo «Znannya», KOO. [in Ukr.]
5. Polozhennya (standart) bukhhalters'koho obliku 21 «Vplyv zmin valyutnykh kursiv» [Regulation (standard)
of accounting 21 «The impact of changes in exchange rates»], zatv. Nakazom MFU № 193 vid 10.08.2000. URL:
https://zakon.rada.gov.ua/laws/show/z0515-00. [in Ukr.]
6. Mizhnarodnyy standart bukhhalters'koho obliku 21 «Vplyv zmin valyutnykh kursiv» [International Accounting
Standard 21 «The Effects of Changes in Foreign Exchange Rates»] vid 01.01.2012. URL:
http://zakon0.rada.gov.ua/laws/show/929_022. [in Ukr.]
7. Ekonomichna teoriya: politekonomiya [Economic theory: political economy]. Za red. V.D. Bazylevycha
(2006). Kyiv. [in Ukr.]
8. Lukashova I. O. (2010). Usunennya protyrich u metodolohiyi bukhhalters'koho obliku koshtiv [Elimination of contradictions
in the methodology of accounting for funds]. URL: http://www.nbuv.gov.ua/old_jrn/Soc_ Gum/Tiru/2010_30_1/Lukash.pdf. [in Ukr.]
9. Polozhennya «Pro vedennya kasovykh operatsiy u natsional'niy valyuti v Ukrayini» [Regulation «On
conducting cash transactions in the national currency in Ukraine»], zatverdzhene postanovoyu pravlinnya NBU vid
15.12.2004 r. № 637 zi zminamy ta dopovnennyamy. URL: http://zakon2.rada.gov.ua/laws/show/z0040-05. [in Ukr.]
10. Lisovyy kodeks Ukrayiny [Forest Code of Ukraine]. URL: http://zakon5.rada.gov.ua/laws/show/3852-12⁎8. [in Ukr.]
11. Analitychnyy zvit pro stan lisovykh rynkiv v Ukrayini ta yikh rehulyuvannya – rekomendatsiyi po
udoskonalennyu rehulyuvannya [Analytical report on the state of forest markets in Ukraine and their regulation –
recommendations for improving regulation]. URL: https://www.apd-ukraine.de/images/2019/Agrarpolitische_
Berichte/Forst_Marchuk/APD_FPB_Marchuk_UKR_final.pdf. [in Ukr.]
ДАНI ПРО АВТОРА
Перчук Оксана Володимирівна, к.е.н., доцент кафедри фінансів, обліку і оподаткування,
Університет Григорія Сковороди в Переяславі
e-mail: oksi011279@gmail.com
http://orcid.org/0000-0002-64844-7011
Researcher ID: 55052018
Яременко Людмила Михайлівна, к.е.н., доцент, доцент кафедри фінансів, обліку і оподаткування,
Університет Григорія Сковороди в Переяславі
e-mail: lludayaremenko@gmail.com
http://orcid.org/0000-0003-3127-5181
Researcher ID: 40622017
Бородіна Тетяна Григорівна, здобувач 2 року навчання другого (магістерського) рівня вищої освіти,
спеціальність 071 Облік і оподаткування,
Університет Григорія Сковороди в Переяславі
ДАННЫЕ ОБ АВТОРЕ
Перчук Оксана Владимировна, к.э.н., доцент кафедры финансов, учета и налогообложения,
Университета Григория Сковороды в Переяславе
e-mail: oksi011279@gmail.com
Яременко Людмила Михайловна, к.э.н., доцент, доцент кафедры финансов, учета и налогообложения,
Университет Григория Сковороды в Переяславе
e-mail: lludayaremenko@gmail.com
Бородина Татьяна Григорьевна, соискатель 2 года обучения второго (магистерского) уровня высшего
образования, специальность 071 Учет и налогообложение,
Университет Григория Сковороды в Переяславе
82
Економічний вісник університету | Випуск № 50
ЕКОНОМІКА ТА УПРАВЛІННЯ
DATA ABOUT THE AUTHOR
Perchuk Oksana, PhD in Economics, Associate Professor,
Hryhorii Skovoroda University in Pereiaslav, Pereiaslav
e-mail: oksi011279@gmail.com
Yaremenko Liudmila, PhD in Economics, Associate Professor,
Hryhorii Skovoroda University in Pereiaslav, Pereiaslav
e-mail: lludayaremenko@gmail.com
Borodyna Tetiana, applicant for 2 years of study of the second (master's) level of higher education, specialty 071
Accounting and Taxation,
Hryhorii Skovoroda University in Pereiaslav, Pereiaslav
Подано до редакції 02.08.2021
Прийнято до друку 28.08.2021
УДК 378.14.015.62
https://doi.org/10.31470/2306-546X-2021-50-83-96
ПРИКЛАДНІ АСПЕКТИ ПІДВИЩЕННЯ ЕФЕКТИВНОСТІ ДІЯЛЬНОСТІ МОЛОКОПЕРЕРОБНИХ
ПІДПРИЄМСТВ НА ОСНОВІ КОМПЛЕКСНОЇ ЕКОНОМІЧНОЇ ДІАГНОСТИКИ
Рибакова Т. О.,
Семененко О. Г.,
Черняєв О.С.
Актуальність теми дослідження. Одним з дієвих методів вибору стратегій підвищення
ефективності господарської діяльності підприємств різних галузей може стати комплексна економічна
діагностика як засіб, що дозволяє корегувати стратегію і тактику виробників та визначити
ефективні шляхи їх подальшого розвитку.
Постановка проблеми. Складні економічні умови сьогодення вимагають від підприємств не тільки
стабілізації
комерційної
діяльності,
але
й
підвищення
ефективності
виробництва,
конкурентоспроможності на ринку продукції та послуг. Одним із засобів, що дозволяють підвищити
ефективність діяльності підприємств, є проведення комплексної економічної діагностики. Особливо це
актуально для молокопереробних підприємств країни у зв’язку зі специфікою організації постачання та
збуту, швидким псуванням продукції та кризою ринку молочної продукції в умовах сьогодення.
Аналіз останніх досліджень і публікацій. Вивченню даної проблеми присвятили праці багато
закордонних та українських вчених, серед яких: І. Фаріон, Л. Савчук, С. Жукевич, І. Кривов’язюк,
Т. Божидарнік, А. Кірієнко, Н. Зимин, І. Зеленчук, Т. Городня, І. Мойсеєнк., Н. Кушнір, Н. Сарай,
О. Гетьман, Т. Загорна, Н. Бобко, Ю. Коваль, В. Забродський, В. Зінченко, А. Вартанов, О. Гадзевич,
Т. Костенко та інші.
Виділення недосліджених частин загальної проблеми. В більшості наукових праць увага
зосереджена на дослідженні окремих складових елементів економічної діагностики. Розробка
методологічних підходів щодо здійснення та запровадження повноцінної методики комплексної
економічної діагностики також немає достатнього відображення в економічній літературі.
Постановка завдання, мети дослідження. Теоретичне обґрунтування та розробка методичних та
практичних рекомендацій щодо удосконалення процесу комплексної економічної діагностики господарської
діяльності підприємств молокопереробної промисловості (на матеріалах молокопереробного підприємства
ТОВ «Переяслав-Молпродукт»), з метою підвищення ефективності бізнесу.
Метод або методологія проведення дослідження. Для досягнення мети, вирішення поставлених
у дослідженні завдань використано комплекс загальнонаукових та специфічних методів дослідження, а
також неформалізованих та формалізованих методів.
Результати дослідження. Обґрунтовано науково-методичні підходи та практичні рекомендацій
щодо удосконалення процесу комплексної діагностики підприємства та запропоновано шляхи
підвищення ефективності господарської діяльності підприємства молокопереробної промисловості.
Галузь застосування результатів. Отримані результати дослідження можуть бути використані
підприємствами при діагностуванні поточного стану підприємств власними зусиллями на основі
стратегічних міркувань, при розробці бізнес-планів, інвестиційних та інноваційних проектів,
стратегічних планів розвитку, а також в навчальному процесі (при підготовці відповідних розділів
підручників і навчальних посібників з курсів «Економічний аналіз», «Менеджмент», «Стратегія
підприємства», «Оптимізаційні методи і моделі»).
Висновки відповідно до статті. Сформульовані й обґрунтовані теоретичні положення дали змогу
представити пропозиції науково-практичного характеру щодо застосування моделі комплексної
економічної діагностики для підвищення ефективності діяльності підприємств.
Ключові слова: діагностика, молокопереробні підприємства, інтегральна оцінка, методи
дослідження, потенціал, конкурентоспроможність, ефективність.
© Рибакова Т. О., Семененко О. Г.,
Черняєв О.С., 2021
Економічний вісник університету | Випуск № 50
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Forest Fragmentation Slows the Decomposition of Coarse Woody Debris in a Subtropical Forest
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Forest Fragmentation Slows the Decomposition of
Coarse Woody Debris in a Subtropical Forest Chunsheng Wu
Nanchang Institute of Technology Research License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License Version of Record: A version of this preprint was published at Forest Science on September 17th, 2021. See the published version at https://doi.org/10.1093/forsci/fxab035. Title:
1
Forest fragmentation slows the decomposition of coarse woody debris in a subtropical
2
forest
3
4
Authors:
5
Chunsheng Wua,b, Cindy E. Prescottc, Chunjie Shua, Baoyong Lib, Zhijian Zhangb, Hankun Wangb,
6
Yi Zhangd, Yuanqiu Liub,d*, G. Geoff Wangb,e*
7
8
Affiliation:
9
a Jiangxi Provincial Engineering Research Center For Seed-Breeding and Utilization of Camphor Trees, School of
10
Hydraulic and Ecological Engineering, Nanchang Institute of Technology, Tianxiang Rd. 289, Nanchang 330099,
11
P.R.China. 12
b Key Laboratory of Silviculture, Co-Innovation Center of Jiangxi Typical Trees Cultivation and Utilization, College
13
of Forestry, Jiangxi Agricultural University, Zhimin Rd. 1101, Nanchang, 330045, P.R. China. 14
c Faculty of Forestry, University of British Columbia,2424 Main Mall, Vancouver, BC, Canada. 15
d Lushan Nature Reserve of Jiangxi (Lushan Mountain National Forest Ecological Station), Henan Rd. 600, Jiujiang
16
332900, P.R. China. 17
e Department of Forestry and Environmental Conservation, Clemson University, Clemson, SC, 29634, USA. 18
*Co-correspondence
authors:
GGW:
gwang@clemson.edu,
1-864-656-4864;
YL:
liuyq404@163.com,
19
+08615079126688. 20 Title:
1 of Forestry, Jiangxi Agricultural University, Zhimin Rd. 1101, Nanchang, 330045, P.R. China. 14 c Faculty of Forestry, University of British Columbia,2424 Main Mall, Vancouver, BC, Canada. 15 d Lushan Nature Reserve of Jiangxi (Lushan Mountain National Forest Ecological Station), Henan Rd. 600, Jiujiang
16
332900 PR China
17 e Department of Forestry and Environmental Conservation, Clemson University, Clemson, SC, 29634, USA. 8 +08615079126688. 20 23 Abstract:
24
Forest fragmentation is increasing rapidly around the world, and edge effects caused by
25
fragmented forests can influence ecosystem functions and ecological processes, including coarse
26
woody debris (CWD) decomposition. Understanding the influencing mechanisms of edge effect on
27
CWD decomposition is needed to assess the effects of forest fragmentation on C cycling and storage. 28
We measured rates of mass loss of CWD of Cinnamomum camphora and Pinus taiwanensis over
29
two years at two distances (0-5m vs. 60m) from a forest edge at two altitudes (215 and 1400 m a.s.l.),
30
in a subtropical forest. In addition, we determined the microbial community of each CWD and the
31
soil beneath via phospholipid fatty acids (PLFAs). Mass loss of CWD 60 m from the forest edge
32
was > 15 % greater than that at the edge (0-5m). Mass loss was positively correlated with the
33
abundance of microbial community and moisture content of the decaying CWD. Distance from edge
34
explained 17.4% of the total variation of the microbial abundance in CWD. The results indicated
35
that the reduced abundance of microbial communities and moisture content at forest edges reduced
36
rates of decomposition of CWD. Long-term experiments with more tree species and more forest
37
types are needed to assess the edge effect's generality. 38 Abstract:
24 Forest fragmentation is increasing rapidly around the world, and edge effects caused by
25
fragmented forests can influence ecosystem functions and ecological processes, including coarse
26
woody debris (CWD) decomposition. Understanding the influencing mechanisms of edge effect on
27
CWD decomposition is needed to assess the effects of forest fragmentation on C cycling and storage. 28
We measured rates of mass loss of CWD of Cinnamomum camphora and Pinus taiwanensis over
29
two years at two distances (0-5m vs. 60m) from a forest edge at two altitudes (215 and 1400 m a.s.l.),
30
in a subtropical forest. In addition, we determined the microbial community of each CWD and the
31
soil beneath via phospholipid fatty acids (PLFAs). Mass loss of CWD 60 m from the forest edge
32
was > 15 % greater than that at the edge (0-5m). Mass loss was positively correlated with the
33
abundance of microbial community and moisture content of the decaying CWD. Distance from edge
34
explained 17.4% of the total variation of the microbial abundance in CWD. The results indicated
35
that the reduced abundance of microbial communities and moisture content at forest edges reduced
36
rates of decomposition of CWD. Long-term experiments with more tree species and more forest
37
types are needed to assess the edge effect's generality. 38
39
Keywords: Edge effects; Decomposition; CWD; Microbial community; Subtropical forests
40
41
1. Introduction
42
Forests around the world store a large amount of carbon (C) in soils, dead and living above-
43
ground biomass (including coarse woody debris: CWD), which is regarded as a significant C sink
44
(Pan et al., 2011). Understanding the factors that influence rates of C cycling processes in forests
45 (including CWD decomposition) is necessary to quantify the role of global forests in the global C
46
cycle (Pan et al., 2011; Intergovernmental Panel on Climate Change, 2014; Tang et al., 2018). Forest
47
fragmentation due to natural and anthropogenic disturbances is a global phenomenon, affecting
48
forest ecosystem functioning (Numata et al., 2010; FAO, 2010; Haddad et al., 2015; Barlow et al.,
49
2016). Globally, nearly 20 % of all forest area is situated within 100 m of a forest edge (Haddad et
50
al., 2015). Abstract:
24 Forest edges have distinct microclimates from forest interiors, including lower soil
51
moisture, lower humidity, increased light availability, and increased wind and rain impacts
52
(Laurance and Yensen, 1991; Didham & Ewers, 2012; Albiero-Júnior et al., 2020). These altered
53
microclimatic conditions at forest edges can alter the decay rates of CWD. In a temperate forest in
54
the United Kingdom, blocks of wood from European beech (Fagus sylvatica) placed at the forest
55
edge lost mass at about half the rate of blocks placed 100 m within the forest (Crockatt & Bebber,
56
2015). The slower mass loss was attributed to the lower humidity and moisture content of the
57
decaying wood at the forest edge (Crockatt & Bebber, 2015). In contrast, in a temperate forest in
58
USA, Forrester et al. (2012) reported higher respiration rates from CWD in canopy gaps than under
59
intact canopy. 60
Alterations in microclimatic conditions near forest edges may also influence soil microbial
61
community composition. Previous studies have shown that the abundance of fungi strongly
62
increased in response to changes in microclimate conditions due to edge effects (Boddy et al., 1989;
63
Boddy, 2001; Castaño et al., 2018; van der Linde et al., 2018; Boeraeve et al., 2019). The fungal
64
communities in soil and wood interact during all CWD decay phases (Mäkipää et al., 2017;
65
Purahong et al., 2019; Wu et al., 2020, 2021), so changes in soil microbial communities due to edge
66 Alterations in microclimatic conditions near forest edges may also influence soil microbial
61
community composition. Previous studies have shown that the abundance of fungi strongly
62
increased in response to changes in microclimate conditions due to edge effects (Boddy et al., 1989;
63
Boddy, 2001; Castaño et al., 2018; van der Linde et al., 2018; Boeraeve et al., 2019). The fungal
64
communities in soil and wood interact during all CWD decay phases (Mäkipää et al., 2017;
65
Purahong et al., 2019; Wu et al., 2020, 2021), so changes in soil microbial communities due to edge
66
effects could also alter fungal community dynamics within decomposing CWD. Reduced moisture
67 availability at forest edges can affect the growth and activity of saprotrophic fungi (Crockatt &
68
Bebber, 2015; Snäll & Jonsson, 2001) and mycorrhizal fungi (Boeraeve et al., 2019). In addition,
69
the abundance of white rot species, such as Xeromphalina campanella, Rigidoporus sp. Abstract:
24 and
70
Skeletocutis odora, is positively correlated with moisture content (Fukasawa et al., 2015, 2018). 71
Here, we compare rates of decomposition and microbial communities in CWD in the interior
72
and edges of a subtropical forest ecosystem. We measured two-year mass loss of CWD of Pinus
73
taiwanensis Hayata and Cinnamomum camphora (Linn.) Presl at the forest edge and 60 m into the
74
forest and characterized the microbial community in the decaying CWD. The experiment was
75
conducted at sites at two elevations (215m and 1400m a.s.l.). Specifically, we asked: (1) do CWD
76
mass loss rates differ between forest edge and forest interior positions? (2), do microbial
77
communities in decaying CWD differ between forest edge and interior positions? and (3) how do
78
characteristics of the microbial community relate to environmental conditions in the two
79
environments? Based on studies from temperate forests, we hypothesize that CWD decomposition
80
rates will be lower at the forest edge than in the forest interior and that the differences will be related
81
to changes in microbial communities and moisture. 82 the abundance of white rot species, such as Xeromphalina campanella, Rigidoporus sp. and
70
Skeletocutis odora, is positively correlated with moisture content (Fukasawa et al., 2015, 2018). 71
Here, we compare rates of decomposition and microbial communities in CWD in the interior
72
and edges of a subtropical forest ecosystem. We measured two-year mass loss of CWD of Pinus
73
taiwanensis Hayata and Cinnamomum camphora (Linn.) Presl at the forest edge and 60 m into the
74
forest and characterized the microbial community in the decaying CWD. The experiment was
75
conducted at sites at two elevations (215m and 1400m a.s.l.). Specifically, we asked: (1) do CWD
76
mass loss rates differ between forest edge and forest interior positions? (2), do microbial
77
communities in decaying CWD differ between forest edge and interior positions? and (3) how do
78
characteristics of the microbial community relate to environmental conditions in the two
79
environments? Based on studies from temperate forests, we hypothesize that CWD decomposition
80
rates will be lower at the forest edge than in the forest interior and that the differences will be related
81
to changes in microbial communities and moisture. 82
83
2. Materials and methods
84
2.1. Abstract:
24 Study area
85
This field research was conducted in a mixed coniferous-broad-leaved forest (CBF) at Lushan
86
Mountain in Jiangxi Province, China (29°31′~29°41′ N, 115°51′~116°07′ E). The area is
87
characterized as a subtropical monsoon climate with four distinct seasons. Mean annual
88
precipitation and temperature range from 1308 to 2068 mm, and from 17.1 to 11.6 °C, respectively
89 (Wu et al., 2019b). According to the FAO soil texture classification, soil types in Lushan change
90
from ferric alisols at low elevations to haplic alisols at high ones (Liu & Wang, 2010; Wu et al.,
91
2018b). Mixed coniferous–broad-leaved forests are dominated by several Platycarya strobilacea
92
and Acer davidii species, and some deciduous woodland species and shrubs (Liu & Wang, 2010). 93
2.2. Sampling design
94
In December 2015, study sites were established in a mixed coniferous-broad-leaved forest at
95
two altitudes (215m and 1400m). The sites at the two altitudes had similar aspect, slope steepness
96
and position, stand age, and understory vegetation. Characteristics of the soils at the two sites are
97
provided in Appendix 1. At each site, three plots were established within 0-5 m (Plot one: 2 m, Plot
98
two: 3 m, Plots three: 2.5 m) of the forest edge, and another three plots were established 60 m (Plot
99
one: 60 m, Plot two: 59.5 m, Plots threee: 59 m) inside the forest. The two tree species selected for
100
CWD were Pinus taiwanensis Hayata and Cinnamomum camphora (Linn.) Presl. Fresh logs about
101
15 cm in central diameter were selected and cut into segments about 150 cm long (Table 1). Two
102
CWD segments of each tree species were placed flush on the ground 30 cm from one another and
103
35 cm from the boundary of each plot. Therefore, a total of 48 CWD segments (2 altitudes × 2 edge
104
distances × 3 plots × 2 CWD species × 2 segments) were tested. 105
2.3. Wood physicochemical properties analysis
106
A 2-cm-thick disk of each CWD was collected from a randomly selected place on each of the
107
48 logs at the beginning of the experiment and after 3, 6, 9, 12, 15, 18, 21, and 24 months. Disks
108 (Wu et al., 2019b). Abstract:
24 According to the FAO soil texture classification, soil types in Lushan change
90
from ferric alisols at low elevations to haplic alisols at high ones (Liu & Wang, 2010; Wu et al.,
91
2018b). Mixed coniferous–broad-leaved forests are dominated by several Platycarya strobilacea
92
and Acer davidii species, and some deciduous woodland species and shrubs (Liu & Wang, 2010). 93
2.2. Sampling design
94 A 2-cm-thick disk of each CWD was collected from a randomly selected place on each of the
107
48 logs at the beginning of the experiment and after 3, 6, 9, 12, 15, 18, 21, and 24 months. Disks
108
were sealed in a plastic bag to preserve their moisture content before being transferred to the
109
laboratory (Wu et al., 2018a, 2019a). The disk samples were collected more than 80 cm from the
110
mid of wood. Each CWD sample was weighed and then oven-dried at 70°C and re-weighed, and
111 their moisture content was calculated using equation (1). 112 their moisture content was calculated using equation (1). 112 𝑀𝐶𝑊𝐷=
𝑊𝑤−𝑊𝑑
𝑊𝑑
(1) 𝑀𝐶𝑊𝐷=
𝑊𝑤−𝑊𝑑
𝑊𝑑
(1)
113 (1) where MCWD (%) was the moisture content of each CWD during each measurement, Ww (g) was the
114 where MCWD (%) was the moisture content of each CWD during each measurement, Ww (g) was the
114 wet wood weight, and Wd (g) was the dry weight. 115 wet wood weight, and Wd (g) was the dry weight. 115 The density of each CWD was calculated using equation (2): First, the weights of the disks of
116
the CWD were measured (m, g), and the disks were placed in a container with a specific amount of
117
water and wood disks in the container (𝑣1, ml), the initial volume of water (𝑣2, ml), and the density
118
of each CWD sample (ρ, g/cm3) was calculated. 119 The density of each CWD was calculated using equation (2): First, the weights of the disks of
116
the CWD were measured (m, g), and the disks were placed in a container with a specific amount of
117
water and wood disks in the container (𝑣1, ml), the initial volume of water (𝑣2, ml), and the density
118
of each CWD sample (ρ, g/cm3) was calculated. their moisture content was calculated using equation (1).
112 Abstract:
24 119 𝜌= 𝑚/(𝑣1 −𝑣2) (2) 𝜌= 𝑚/(𝑣1 −𝑣2) (2)
120 𝜌= 𝑚/(𝑣1 −𝑣2) (
0 (2) 𝑀𝐿𝐶𝑊𝐷=
𝑀𝑖 – 𝑀𝑡
𝑀𝑖
(3)
122 𝑀𝐿𝐶𝑊𝐷=
𝑀𝑖 – 𝑀𝑡
𝑀𝑖
(3) (3) where 𝑀𝐿𝐶𝑊𝐷 (%) was the mass loss of each CWD sample during each measurement, 𝑀𝑖 (g) was
123 where 𝑀𝐿𝐶𝑊𝐷 (%) was the mass loss of each CWD sample during each measurement, 𝑀𝑖 (g) was
123 where 𝑀𝐿𝐶𝑊𝐷 (%) was the mass loss of each CWD sample during each measurement, 𝑀𝑖 (g) was
123 the initial dry mass, and 𝑀𝑡 (g) was the wood mass after 3, 6, 9, 12, 15, 18, 21 or 24 months. 124 the initial dry mass, and 𝑀𝑡 (g) was the wood mass after 3, 6, 9, 12, 15, 18, 21 or 24 months. 124 CWD temperature was measured at approximately 2 cm depth using a hand-held long-stem
125
thermometer (Model SK-250WP, Sato Keiryoki Mfg. Co. Ltd, Tokyo, Japan). Concentrations of C
126
and N in each CWD sample were determined using a TOC analyzer (Vario TOC, Elementar,
127
German), and concentrations of lignin and cellulose were determined using the ADF-sulphuric
128
method (Rowland et al., 1994) and the Kjeldahl method (K-370, Buchi Scientific Instruments,
129
Switzerland). Soil available N (sum of the ammonium nitrogen, nitrate nitrogen, amino acid and
130
readily hydrolyzed proteins nitrogen) was measured through the oxidation hydrolyzed into ammonia
131
nitrogen, then absorbed by the boric acid solution and determined by sulfuric acid and titration (Liu,
132
1996). Soil available P was extracted using HCl-NH4F solution and determined by Molybdenum-
133
Antimony Anti colorimetric assay (Liu, 1996). Relative to P. taiwanensis, C. camphora CWD had
134 higher initial concentrations of carbon and lignin, and lower cellulose (Appendix 1). Soil organic
135
matter, N, hydrolyzed N and available P significantly differed between the two sites (Appendix 2). 136
2.4. Phospholipid fatty acid (PLFA) analyses
137
Microbial biomass and the relative index of bacterial to fungal biomass were estimated by
138
PLFA analysis (Bossio & Scow, 1998; Olsson et al., 1999). CWD samples and mineral soil (0-5 cm)
139
under each CWD segment were collected every three months during the study period and stored at
140
-20℃ for PLFA analysis. Concentrations of each PLFA were calculated relative to the 19:0 internal
141
standard concentration. Total microbial biomass summed by each individual PLFAs (ng g-1 dry
142
wood material). Abstract:
24 Microbial groups of bacteria (B), fungi (F), Gram-negative bacteria (G-), Gram-
143
positive bacteria (G+), actinomycetes (ACT), and arbuscular mycorrhizal fungi (AMF) were
144
biomarkers by the characteristic fatty acids (Appendix 3) (Olsson et al., 1999). 145
2.5. Data analysis
146
The effects of month, distance from the edge, and their interactions on temperature, moisture
147
content, and mass loss of CWD were determined by repeated measures ANOVA for each species. 148
We used three-way ANOVA to test the distance from edge, tree species, and altitude gradient on
149
mass loss and microbial community changes. Due to significant interactions among altitude, edge
150
distance, and species, all comparisons among altitude, edge distance or tree species were performed
151
using one-way ANOVA of Dunnett’s post-hoc. The microbial communities in the soil (0-5 cm),
152
under each CWD and in the CWD itself were compared by simple correlation analysis, and
153
differences in the PLFA signatures of the microbial community under CWD or soil among different
154
treatments (tree species, altitude gradient or edge distance) were tested by redundancy analysis
155
(RDA). All data were analysed using SPSS 20.0 (SPSS Inc., Chicago, USA). Differences were
156 higher initial concentrations of carbon and lignin, and lower cellulose (Appendix 1). Soil organic
135
matter, N, hydrolyzed N and available P significantly differed between the two sites (Appendix 2). 136
2.4. Phospholipid fatty acid (PLFA) analyses
137 higher initial concentrations of carbon and lignin, and lower cellulose (Appendix 1). Soil organic
135
matter, N, hydrolyzed N and available P significantly differed between the two sites (Appendix 2). 136
2.4. Phospholipid fatty acid (PLFA) analyses
137 Microbial biomass and the relative index of bacterial to fungal biomass were estimated by
138
PLFA analysis (Bossio & Scow, 1998; Olsson et al., 1999). CWD samples and mineral soil (0-5 cm)
139
under each CWD segment were collected every three months during the study period and stored at
140
-20℃ for PLFA analysis. Concentrations of each PLFA were calculated relative to the 19:0 internal
141
standard concentration. Total microbial biomass summed by each individual PLFAs (ng g-1 dry
142
wood material). Microbial groups of bacteria (B), fungi (F), Gram-negative bacteria (G-), Gram-
143
positive bacteria (G+), actinomycetes (ACT), and arbuscular mycorrhizal fungi (AMF) were
144
biomarkers by the characteristic fatty acids (Appendix 3) (Olsson et al., 1999). 145 considered significant at p < 0.05. 157
158
3. Abstract:
24 Results
159
3.1. Distance from edge effects
160
During the two-year experimental period, the mean mass loss of P. taiwanensis and C. 161
camphora 60 m away from the forest edge was significantly greater than that at the forest edge at
162
both sites (Table 2 and Fig. 1). The moisture content of the CWD segments was also greater 60 m
163
from the forest edge than at the edge throughout the two-year period (Fig. 2). There was a significant
164
positive correlation between CWD's mass loss and moisture content for each altitude, edge distance,
165
and tree species (Table 3). 166
3.2. Microbial community composition
167
Concentrations of total PLFA, total fungi, total bacteria, G+ bacteria, G- bacteria, soil fungi,
168
and AMF in the soil beneath CWD of both tree species were all higher 60m from the forest edge
169
than at the forest edge (Fig. 3). Concentrations of total PLFA, total bacteria, total fungi, G+ bacteria,
170
G- bacteria, fungi, and AMF in the CWD of both tree species were also higher 60 m from the forest
171
edge than at the edge (Fig. 4). The concentrations of fungal components (total fungi, fungi, and
172
AMF) in the CWD were generally higher than that of bacteria components (total bacteria, G+
173
bacteria, and G- bacteria) (Fig. 4). 174
3.3. Relationship between soil and CWD microbial communities
175
Correlations between microbial communities in CWD and soil (Table 4) were generally
176
positive in plots 60 m from the forest edge. There were some negative correlations between CWD
177
fungi and soil fungi at the forest edge (Table 4). 178 considered significant at p < 0.05. 157
158
3. Results
159
3.1. Distance from edge effects
160
During the two-year experimental period, the mean mass loss of P. taiwanensis and C. 161
camphora 60 m away from the forest edge was significantly greater than that at the forest edge at
162
both sites (Table 2 and Fig. 1). The moisture content of the CWD segments was also greater 60 m
163
from the forest edge than at the edge throughout the two-year period (Fig. 2). There was a significant
164
positive correlation between CWD's mass loss and moisture content for each altitude, edge distance,
165
and tree species (Table 3). 166 3.2. Abstract:
24 In our study, CWD of both tree species in the forest interior
195
had greater total PLFA, total bacteria, total fungi, G+ bacteria, G- bacteria, fungi, and AMF compared
196
to CWD at the forest edge. Other studies have reported increased activity of both wood- and litter-
197
decomposing saprotrophic fungi with distance from the forest edge (Snäll & Jonsson, 2001; Riutta
198
et al., 2012; Crockatt & Bebber, 2015; Fukasawa et al., 2015, 2018; Ruwanza, 2019). Previous
199
studies also reported that the abundance of mycorrhizal fungi was greater within forests than at
200 3.4. Effects of edge distance and tree species on CWD microbial community
179 3.4. Effects of edge distance and tree species on CWD microbial community
179
Distance to the forest edge had a larger influence on the CWD microbial community than did
180
tree species or altitude (Table 5). Distance to edge explained 17.4% of the total variation, while tree
181
species and altitude explained 3.1% and 10.9%, respectively (Table 5). 182
183
4. Discussion
184
Consistent with our hypothesis, mass loss of CWD within this studied subtropical forest was >
185
15 % greater than that at the edge, at both altitudes, which is lower to the 23 % greater mass loss of
186
woodblocks placed 100 m into the forest than at the edge in a temperate forest (Crockatt & Bebber,
187
2015). The CWD at the forest edge had lower moisture content throughout the study, which is
188
consistent with our hypothesis. Similarly, Crockatt and Bebber (2015) reported that the moisture
189
content of the woodblocks increased with distance from the edge. 190 The higher moisture content of soil and wood in the forest interior probably facilitated the
191
detection and colonization of CWD by microbes, which are largely soil-dwelling (Mäkipää et al.,
192
2017; Fukasawa et al., 2018; Law et al., 2019). Malmivaara-Lämsä et al. (2008) found that fungal
193
biomass was about 30 % higher 20 m inside the forest when compared to the edge, due to the higher
194
humus moisture content inside the forest. In our study, CWD of both tree species in the forest interior
195
had greater total PLFA, total bacteria, total fungi, G+ bacteria, G- bacteria, fungi, and AMF compared
196
to CWD at the forest edge. Abstract:
24 Microbial community composition
167
Concentrations of total PLFA, total fungi, total bacteria, G+ bacteria, G- bacteria, soil fungi,
168
and AMF in the soil beneath CWD of both tree species were all higher 60m from the forest edge
169
than at the forest edge (Fig. 3). Concentrations of total PLFA, total bacteria, total fungi, G+ bacteria,
170
G- bacteria, fungi, and AMF in the CWD of both tree species were also higher 60 m from the forest
171
edge than at the edge (Fig. 4). The concentrations of fungal components (total fungi, fungi, and
172
AMF) in the CWD were generally higher than that of bacteria components (total bacteria, G+
173
bacteria, and G- bacteria) (Fig. 4). 174 Correlations between microbial communities in CWD and soil (Table 4) were generally
176
positive in plots 60 m from the forest edge. There were some negative correlations between CWD
177
fungi and soil fungi at the forest edge (Table 4). 178 3.4. Effects of edge distance and tree species on CWD microbial community
179
Distance to the forest edge had a larger influence on the CWD microbial community than did
180
tree species or altitude (Table 5). Distance to edge explained 17.4% of the total variation, while tree
181
species and altitude explained 3.1% and 10.9%, respectively (Table 5). 182
183
4. Discussion
184
Consistent with our hypothesis, mass loss of CWD within this studied subtropical forest was >
185
15 % greater than that at the edge, at both altitudes, which is lower to the 23 % greater mass loss of
186
woodblocks placed 100 m into the forest than at the edge in a temperate forest (Crockatt & Bebber,
187
2015). The CWD at the forest edge had lower moisture content throughout the study, which is
188
consistent with our hypothesis. Similarly, Crockatt and Bebber (2015) reported that the moisture
189
content of the woodblocks increased with distance from the edge. 190
The higher moisture content of soil and wood in the forest interior probably facilitated the
191
detection and colonization of CWD by microbes, which are largely soil-dwelling (Mäkipää et al.,
192
2017; Fukasawa et al., 2018; Law et al., 2019). Malmivaara-Lämsä et al. (2008) found that fungal
193
biomass was about 30 % higher 20 m inside the forest when compared to the edge, due to the higher
194
humus moisture content inside the forest. Abstract:
24 Other studies have reported increased activity of both wood- and litter-
197
decomposing saprotrophic fungi with distance from the forest edge (Snäll & Jonsson, 2001; Riutta
198
et al., 2012; Crockatt & Bebber, 2015; Fukasawa et al., 2015, 2018; Ruwanza, 2019). Previous
199
studies also reported that the abundance of mycorrhizal fungi was greater within forests than at
200 edges (Malmivaara-Lämsä et al., 2008; Kjøller et al., 2012; Erlandson et al., 2016; Boeraeve et al.,
201
2019). The abundance and diversity of various soil fauna groups may also be reduced near forest
202
edges (Goosem, 2000; Laurance et al., 2002; Lehtinen et al., 2003; Watson et al., 2004; Laurance,
203
2004; Pfeifer et al., 2017). 204 2004; Pfeifer et al., 2017). 204
This study investigated CWD decomposition during a two-year experimental period, a
205
relatively short time span considering the turnover time of wood. Long-term research is needed to
206
determine decay rates and the proportion of the CWD mass that is converted into more persistent
207
organic-matter pools over a longer study period. Our sampling method-collecting a 2-cm-thick disk
208
from the end part of each CWD segment-would have increased exposure of the segment to fungal
209
invasion. This would overestimate actual rates of decomposition but should be more realistic than
210
the common practice of using woodblocks or tongue depressors. 211
212
5. Conclusion
213
Coarse woody debris of two tree species (Cinnamomum camphora and Pinus taiwanensis)
214
placed at the edge of a subtropical forest decomposed slower than that placed 60 m within the forest. 215
Rates of decay positively correlated with abundance of microorganisms in the CWD and the CWD
216
moisture content. Distance from edge (17.4%) was more important than tree species (3.1%) and
217
altitude gradient (10.9%) in determining microbial abundance in CWD. Our results indicate that the
218
lower moisture content at forest edges reduce microbial activity and CWD decomposition rates. 219
Given the increasing rate of forest fragmentation worldwide, higher rates of CWD decomposition
220
at forest edges need to be incorporated into global C models. 221
222 This study investigated CWD decomposition during a two-year experimental period, a
205
relatively short time span considering the turnover time of wood. Long-term research is needed to
206
determine decay rates and the proportion of the CWD mass that is converted into more persistent
207
organic-matter pools over a longer study period. at forest edges need to be incorporated into global C models. Abstract:
24 Our sampling method-collecting a 2-cm-thick disk
208
from the end part of each CWD segment-would have increased exposure of the segment to fungal
209
invasion. This would overestimate actual rates of decomposition but should be more realistic than
210
the common practice of using woodblocks or tongue depressors. 211 222 Acknowledgment
223 We are grateful to the Lushan Mountain National Forest Ecological Station for providing the
224
study sites. This study was financially supported by the National Natural Science Foundation of
225
China (31960303, 31901292 and 31460185). 226 We are grateful to the Lushan Mountain National Forest Ecological Station for providing the
224
study sites. This study was financially supported by the National Natural Science Foundation of
225
China (31960303, 31901292 and 31460185). 226 We are grateful to the Lushan Mountain National Forest Ecological Station for providing the
224
study sites. This study was financially supported by the National Natural Science Foundation of
225
China (31960303, 31901292 and 31460185). 226
227
Author Contributions
228
All authors contributed to the study at various phases. Specifically, C.S.W., C.J.S., B.Y.L.,
229
Z.J.Z., H.K.W., Y.Z., and Y.Q.L. were responsible for study design, data collection and analysis,
230
and writing the early drafts of this research. C.S.W., C.P., Y.Q.L. and G.G.W substantially
231
contributed to interpreting and revising the manuscript. 232
233
Conflicts of Interest
234
The authors declare no conflict of interest. 235
236
References:
237
Albiero-Júnior, A., Venegas-González, A., Rodríguez-Catón, M., Oliveira, J. M., Longhi-Santos, T.,
238
Galvão, F., Temponi, L.G., Botosso, P.C., 2020. Edge Effects Modify the Growth Dynamics and
239
Climate Sensitivity of Araucaria angustifolia Trees. Tree-Ring Research 76, 11-26. 240
Barlow, J., Lennox, G.D., Ferreira, J., Berenguer, E., Lees A.C., Nally R.M., Thomson, J.R., Ferraz, S.B.,
241
Louzada, J., Oliveira, V.H.F., Parry, L., Solar, R.R.C., Vieira, I.C.G., Aragão, L., Begotti, R.A.,
242
Braga, R.F., Cardoso, T.M., de Oliveira, R.C., Souza, C.M., Moura, N.G., Nunes, S.S., Siqueira,
243
J.V., Pardini, R., Silveira, J.M., Vaz-de-Mello, F.Z., Veiga, R.C.S.V., Venturieri, A., Gardner, T.A.,
244
2016. Anthropogenic disturbance in tropical forests can double biodiversity loss from deforestation. 245
Nature 53, 144-147. 246 All authors contributed to the study at various phases. Specifically, C.S.W., C.J.S., B.Y.L.,
229
Z.J.Z., H.K.W., Y.Z., and Y.Q.L. were responsible for study design, data collection and analysis,
230
and writing the early drafts of this research. C.S.W., C.P., Y.Q.L. and G.G.W substantially
231
contributed to interpreting and revising the manuscript. 232 All authors contributed to the study at various phases. Specifically, C.S.W., C.J.S., B.Y.L.,
229
Z.J.Z., H.K.W., Y.Z., and Y.Q.L. were responsible for study design, data collection and analysis,
230
and writing the early drafts of this research. C.S.W., C.P., Y.Q.L. and G.G.W substantially
231
contributed to interpreting and revising the manuscript. Acknowledgment
223 232 Climate Sensitivity of Araucaria angustifolia Trees. Tree-Ring Research 76, 11-26. Barlow, J., Lennox, G.D., Ferreira, J., Berenguer, E., Lees A.C., Nally R.M., Thomson, J.R., Ferraz, S.B.,
241 Louzada, J., Oliveira, V.H.F., Parry, L., Solar, R.R.C., Vieira, I.C.G., Aragão, L., Begotti, R.A.,
242 Braga, R.F., Cardoso, T.M., de Oliveira, R.C., Souza, C.M., Moura, N.G., Nunes, S.S., Siqueira,
243 J.V., Pardini, R., Silveira, J.M., Vaz-de-Mello, F.Z., Veiga, R.C.S.V., Venturieri, A., Gardner, T.A.,
244 2016. Anthropogenic disturbance in tropical forests can double biodiversity loss from deforestation. 245 Nature 53, 144-147. 246 Boddy, L., 2001. Fungal community ecology and wood decomposition processes in angiosperms: from
247 standing tree to complete decay of coarse woody debris. Ecological Bulletins 2001, 43-56. 248 Boddy, L., Owens, E.M., Chapela, I.H., 1989. Small scale variation in decay rate within logs one year
249
after felling: effect of fungal community structure and moisture content. FEMS Microbiology
250
Letters 62, 173-184. 251 Boeraeve, M., Honnay, O., Jacquemyn, H., 2019. Forest edge effects on the mycorrhizal communities of
252
the dual-mycorrhizal tree species Alnus glutinosa (L.) Gaertn. Science of the Total Environment
253
666, 703-712. 254 Boeraeve, M., Honnay, O., Jacquemyn, H., 2019. Forest edge effects on the mycorrhizal communities of
252
the dual-mycorrhizal tree species Alnus glutinosa (L.) Gaertn. Science of the Total Environment
253 Bossio, D.A., Scow, K.M., 1998. Impacts of carbon and flooding on soil microbial communities:
255
phospholipid fatty acid profiles and substrate utilization patterns. Microbial Ecology 35, 265-278. 256 Bossio, D.A., Scow, K.M., 1998. Impacts of carbon and flooding on soil microbial communities:
255
phospholipid fatty acid profiles and substrate utilization patterns. Microbial Ecology 35, 265-278. 256 phospholipid fatty acid profiles and substrate utilization patterns. Microbial Ecology 35, 265-2
6 Castaño, C., Lindahl, B.D., Alday, J.G., Hagenbo, A., de Aragón, J., Parladé, J., Pera, J., Bonet, J.A.,
257 2018. Soil microclimate changes affect soil fungal communities in a Mediterranean pine forest. New
258
Phytologist 220 1211–1221
259 Phytologist 220, 1211–1221. 259 Crockatt, M.E., Bebber, D.P., 2015. Edge effects on moisture reduce wood decomposition rate in a
260 temperate forest. Global Change Biology 21, 698-707. 261 Didham, R.K., Ewers, R.M., 2012. Predicting the impacts of edge effects in fragmented habitats:
262 Laurance and Yensen’s core area model revisited. Biological Conservation 155, 104-110. Erlandson, S.R., Savage, J.A., Cavender-Bares, J.M., Peay, K.G., 2016. Acknowledgment
223 Soil moisture and chemistry
264 influence diversity of ectomycorrhizal fungal communities associating with willow along an
265 hydrologic gradient. FEMS Microbiology Ecology 92, fiv148. 266 FAO., 2010. Global Forest Resources Assessment 2010. Food and Agriculture Organization of the United
267
Nations, Rome. 268 Forrester, J.A., Mladenoff, D.J., Gower, S.T., Stoffel, J.L., 2012. Interactions of temperature and moisture
269 Forrester, J.A., Mladenoff, D.J., Gower, S.T., Stoffel, J.L., 2012. Interactions of temperature and moisture
269 with respiration from coarse woody debris in experimental forest canopy gaps. Forest Ecology and
270 Management, 265, 124-132. 271 Frostegård, Å., Bååth, E., 1996. The use of phospholipid fatty acid analysis to estimate bacterial and
272 fungal biomass in soil. Biology and Fertility of Soils 22, 59-65. 273 Frostegård, A., Tunlid, A., Bååth, E., 2011. Use and misuse of PLFA measurements in soils. Soil Biology
274 and Biochemistry, 43, 1621-1625. 275 Fukasawa, Y., Hyodo, F., Kawakami, S.I., 2018. Foraging association between myxomycetes and fungal
276 communities on coarse woody debris. Soil Biology and Biochemistry 121, 95-102. 277 Fukasawa, Y., Matsuoka, S., 2015. Communities of wood-inhabiting fungi in dead pine logs along a
278 geographical gradient in Japan. Fungal Ecology 18, 75-82. 279 Goosem, M., 2000. Effects of tropical rainforest roads on small mammals: edge changes in community
280 composition. Wildlife Research 27, 151-163. 281 Haddad, N.M., Brudvig, L.A., Clobert, J., Davies, K.F., Gonzalez, A., Holt, R.D., Lovejoy, T.E., Sexton,
282 J.O., Austin, M.P., Collins, C.D., Cook, W.M., Damschen, E.I., Ewers, R.M., Foster, B.L., Jenkins,
283 C.N., King, A.J., Laurance, W.F., Levey, D.J., Margules, C.R., Melbourne, B.A., Nichoils, A.O.,
284 Orrock, J.L., Song, D.X., Townshend, J.R., 2015. Habitat fragmentation and its lasting impact on
285 Earth’s ecosystems. Science Advances 1, e1500052. Intergovernmental Panel on Climate Change., 2014: Climate Change 2014: Synthesis Report, in:
287 Contribution of Working Groups I, II and III to the Fifth Assessment Report of the
288 Intergovernmental Panel on Climate Change, IPCC Geneva, Switzerland, 151 pp. 289 Kjøller, R., Nilsson, L.O., Hansen, K., Schmidt, I.K., Vesterdal, L., Gundersen, P., 2012. Dramatic
290 changes in ectomycorrhizal community composition, root tip abundance and mycelial production
291 along a stand-scale nitrogen deposition gradient. New phytologist 194, 278-286. 292 Laurance, W.F., 2004. Forest-climate interactions in fragmented tropical landscapes. Philosophical
293 Transactions of the Royal Society of London Series B: Biological Sciences, 359, 345-352. Acknowledgment
223 294 Laurance, W.F., Lovejoy, T.E., Vasconselos, H.L., Bruna, E.M., Didham, R.K., Stouffer, P.C., Gascon,
295 C., Bierregaard, R.O., Laurance, S.G., Sampaio, E., 2002. Ecosystem decay of Amazonian forest
296 fragments: a 22-year investigation. Conservation Biology 16, 605-618. 297 Laurance, W.F., Yensen, E., 1991. Predicting the impacts of edge effects in fragmented habitats. 298 Biological Conservation 55, 77-92. Law, S., Eggleton, P., Griffiths, H., Ashton, L., Parr, C., 2019. Suspended dead wood decomposes slowly
300 in the tropics, with microbial decay greater than termite decay. Ecosystems 22, 1176-1188. 301 Lehtinen, R.M., Ramanamanjato, J., Raveloarison, J.G., 2003. Edge effects and extinction proneness in
302 a herpetofauna from Madagascar. Biodiversity Conservation 12, 1357-1370. 303 Liu GS (1996). Soil physical and chemical analysis and description of cross-section. China Standard
304
Press, Beijing. (In Chinese with English Abstract)
305 Liu, X.Z., Wang, L., 2010. Scientific survey and study of biodiversity on the Lushan Nature Reserve in
306 Mäkipää, R., Rajala, T., Schigel, D., Rinne, K. T., Pennanen, T., Abrego, N., Ovaskainen, O., 2017. 308 Interactions between soil-and dead wood-inhabiting fungal communities during the decay of
309 Norway spruce logs. The ISME Journal 11, 1964-1974. 310 Malmivaara-Lämsä, M., Hamberg, L., Haapamäki, E., Liski, J., Kotze, D.J., Lehvävirta, S., Fritze, H.,
311 2008. Edge effects and trampling in boreal urban forest fragments – impacts on the soil microbial
312 community. Soil Biol. Biochem. 40, 1612–1621. 313 313 Numata, I., Cochrane, M.A., Roberts, D.A., Soares, J.V., Souza, C.M., Sales, M.H., 2010. Biomass
314 collapse and carbon emissions from forest fragmentation in the Brazilian Amazon. Journal of
315 Geophysical Research: Biogeosciences 115, G03027. 316 Olsson, P.A., Jakobsen, I., Thingstrup, I., Bååth, E., 1999. Estimation of the biomass of arbuscular
317 mycorrhizal fungi in a linseed field. Soil Biology and Biochemistry 31, 1879-1887. 318 Pan, Y.D., Birdsey, R.A., Fang, J.Y., Houghton, R., Kauppi, P.E., Kurz, W.A., Phillips, O.L., Shvidenko,
319 A., Lewis, S.L., Canadell, J.G., Ciais, P., Jackson, R.B., Pacala, S.W., McGuire, A.D., Piao, S.L.,
320 Rautiainen, A., Sitch, S., Hayes, D., 2011. A large and persistent carbon sink in the world’s forests. 321
S i
333 988 993
322 Science 333, 988-993. Acknowledgment
223 322 Pfeifer, M., Lefebvre, V., Peres, C.A., Banks-Leite, C., Wearn, O.R., Marsh, C.J., Butchart, S.H.M.,
323 Arroyo-Rodriguez, V., Barlow, J., Cerezo, A., Cisneros, L., D'Cruze, N., Faria, D., Hadley, A., Harris,
324 S.M., Klingbeil, B.T., Kormann, U., Lens, L., Medina-Rangel, G.F., Morante-Filho, J.C., Olivier, P.,
325 Peter, S.L., Pidgeon, A., Ribeiro, D.B., Scherber, C., Schneider-Maunoury, L., Struebig, M., Urbina-
326 Cardona, N., Watling, J.I., Willig, M.R., Wood, E.M., Ewers, R.M., 2017. Creation of forest edges
327 has a global impact on forest vertebrates. Nature 551, 187-191. 328 Purahong, W., Kahl, T., Krüger, D., Buscot, F., Hoppe, B., 2019. Home-Field Advantage in Wood
329 Decomposition Is Mainly Mediated by Fungal Community Shifts at “Home” Versus “Away”. 330 Microbial Ecology 78, 725-736. 331 Riutta, T., Slade, E.M., Bebber, D.P., Taylor, M., Malhi, Y., Riordan, P., Macdonald, D.W., Morecroft,
332 macrofauna on leaf litter decomposition. Soil Biology and Biochemistry, 49, 124-131. 334 Rowland, A.P., Roberts, J.D., 1994. Lignin and cellulose fractionation in decomposition studies using
335 acid-detergent fibre methods. Communications in Soil Science and Plant Analysis 25, 269-277. 336 Ruwanza, S., 2019. The Edge Effect on Plant Diversity and Soil Properties in Abandoned Fields Targeted
337 for Ecological Restoration. Sustainability 11, 140. 338 Snäll, T., Jonsson, B.G., 2001. Edge effects on six polyporous fungi used as old-growth indicators in
339 Swedish boreal forest. Ecology Bulletins 255-262. 340 Tang, X.L., Zhao, X., Bai, Y.F., Tang, Z.Y., Wang, W.T., Zhao, Y.C., Wan, H.W., Xie, Z.Q., Shi, X.Z.,
341 Wu, B.F., Wang, G.X., Yan, J.H., Ma, K.P., Du, S., Li, S.G., Han, S.J., Ma, Y.X., Hu, H.F., He, N.P.,
342 Yang, Y.H., Han, W.X., He, H.L., Yu, G.R., Fang, J.Y., Zhou, G.Y., 2018. Carbon pools in China’s
343 terrestrial ecosystems: New estimates based on an intensive field survey. Proceedings of the
344 National Academy of Sciences of the United States of America 115, 4021-4026. Acknowledgment
223 345 van der Linde, S., Suz, L.M., Orme, C.D.L., Cox, F., Andreae, H., Asi, E., Atkinson, B., Benham, S.,
346 Carroll, C., Cools, N., De Vos, B., Dietrich, H.-P., Eichhorn, J., Gehrmann, J., Grebenc, T., Gweon,
347 H.S., Hansen, K., Jacob, F., Kristöfel, F., Lech, P., Manninger, M., Martin, J., Meesenburg, H.,
348 Merilä, P., Nicolas, M., Pavlenda, P., Rautio, P., Schaub, M., Schröck, H.-W., Seidling, W., Šrámek,
349 V., Thimonier, A., Thomsen, I.M., Titeux, H., Vanguelova, E., Verstraeten, A., Vesterdal, L., Waldner,
350 P., Wijk, S., Zhang, Y., Žlindra, D., Bidartondo, M.I., 2018. Environment and host as large-scale
351 controls of ectomycorrhizal fungi. Nature 558, 243-248. Watson, J.E.M., Whitacker, R.J., Dawson, T.P., 2004. Habitat structure and proximity to forest edge affect
353 the abundance and distribution of forest-dependent birds in tropical coastal forests of southeastern
354 Madagascar. Biological Conservation 120, 311-327. 355 Wu, C.S., Ulyshen, M., Shu, C.J., Zhang, Z.J., Zhang, Y., Liu, Y.Q., Wang, G.G., 2021. Stronger effects
356 Management 493, 119263. 358 Wu, C.S., Mo, Q.F., Wang, H.K., Zhang, Z.J., Huang, G.X., Ye, Q., Zou, Q., Kong, F.Q., Liu, Y.Q., Wang,
359 G.G., 2018b. Moso bamboo (Phyllostachys edulis (Carriere) J. Houzeau) invasion affects soil
360 phosphorus dynamics in adjacent coniferous forests in subtropical China. Annals of Forest Science
361 75, 24. 362 Wu, C.S., Wang, H.K., Mo, Q.F., Zhang, Z.J., Huang, G.X., Kong, F.Q., Liu, Y.Q., Wang, G.G., 2019a. 363 Effects of elevated UV-B radiation and N deposition on the decomposition of coarse woody debris. 364 Science of the Total Environment 663, 170-176. Wu, C.S., Zhang, Z.J., Shu, C.J., Mo, Q.F., Wang, H.K., Kong, F.Q., Wang, G.G., Liu, Y.Q., 2020. The
366 response of coarse woody debris decomposition and microbial community to nutrient additions in
367 a subtropical forest. Forest Ecology and Management 460, 117799. 368 Wu, C.S., Zhang, Z.J., Wang, H.K., Huang, G.X., Shu, C.J., Kong, F.Q., Zhang, Y., Wang, G.G., Liu,
369 Y.Q., 2019b. Home-field advantage of CWD decomposition in subtropical forests varied by field
370 sites. Forest Ecology and Management 444, 127-137. 371 Wu, C.S., Zhang, Z.J., Wang, H.K., Li, C., Mo, Q.F., Liu, Y.Q., 2018a. Photodegradation accelerates
372 coarse woody debris decomposition in subtropical Chinese forests. Forest Ecology and Management
373
409, 225-232. 374 Zak, D.R., Ringelberg, D.B., Pregitzer, K.S., Randlett, D.L., White, D.C., Curtis, P.S., 1996. Soil
375 microbial communities beneath populus grandidentata grown under elevated atmospheric CO2. microbial communities in soil: a review. Biology and Fertility of Soils 29, 111-129. Acknowledgment
223 376 Ecological Applications 6, 257-262. 377 Zelles, L., 1999. Fatty acid patterns of phospholipids and lipopolysaccharides in the characterisation of
378 microbial communities in soil: a review. Biology and Fertility of Soils 29, 111-129. 379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398 400 Tables and Figures
401
Table 1. Initial diameter, length and density (mean ± SE, n=6) of the log segments of the two tree species at each
402
altitude (215m and 1400m) and forest edge distance (edge and 60m from the forest edge). Note: experiment material
403
was all of similar decay stage. 404
Tree species
Altitude
Edge
distance
Average diameter
(cm)
Average length
(cm)
Average density
(g/cm3)
Pinus taiwanensis
215m
edge
16.21±2.07
147.35±4.26
0.405±0.04
60m
15.87±1.94
150.06±3.88
0.411±0.03
1400m
edge
15.66±2.11
147.56±4.16
0.403±0.04
60m
16.19±1.96
150.33±3.94
0.406±0.05
Cinnamomum camphora
215m
edge
15.36±2.56
149.55±4.42
0.434±0.05
60m
15.62±1.99
150.32±3.88
0.452±0.03
1400m
edge
15.77±2.24
147.33±4.28
0.442±0.03
60m
15.76±1.99
151.12±3.54
0.452±0.06 Tables and Figures
401 412 Table 2. Two-year average mass loss, temperature and moisture content of CWD (mean ± SE, n=6) of the two studied
413
species at the two altitudes (215m and 1400m) and forest edge distances (edge and 60m from the forest edge) in
414
Lushan Mountain, China. Different uppercase letters indicate significant differences between edge distances for the
415
same species (e.g., Pinus taiwanensis or Cinnamomum camphora) at p < 0.05) and altitude. Different lowercase
416
letters indicate significant differences among the two species for the same edge distance and altitude (p < 0.05). 417
Different lowercase letters in brackets indicate significant differences between altitudes for the same edge distance
418
and tree species (p < 0.05). 419
Tree species
Altitude
Edge
distance
Mass loss
(%)
Temperature
(℃)
Moisture content
(%)
Pinus taiwanensis
215m
edge
23.3±3.8 Ba (a)
16.71±1.32 Aa (a)
74.16±6.34 Ba (a)
60m
27.7±3.7 Ab (a)
16.01±1.11 Aa (a)
79.26±6.47 Aa (a)
1400m
edge
15.5±3.6 Ba (c)
11.57±1.46 Aa (c)
69.74±6.54 Ba (b)
60m
20.1±3.4 Ab (c)
10.74±1.53 Aa (c)
75.36±6.25 Aa (b)
Cinnamomum camphora
215m
edge
29.6±4.1 Ba (a)
17.48±1.27 Aa (a)
73.60±6.13 Ba (a)
60m
34.0±4.5 Aa (a)
16.33±1.63 Aa (a)
79.03±7.22 Aa (a)
1400m
edge
22.0±3.1 Ba (c)
12.20±1.38 Aa (c)
71.21±6.31 Ba (b)
60m
26.6±3.5 Aa (c)
11.04±1.75 Aa (c)
76.16±6.44 Aa (b) 424 Table 3. Acknowledgment
223 Correlations of mass loss with moisture content and temperature of CWD by altitude, forest edge distance and tree species. ns not significant, * p<0.05, ** p<0.01, *** p<0.001. 425
Tree species
Fixed effects
215m
1400m
edge
60m
edge
60m
Pinus taiwanensis
Mass loss × Moisture content
0.644**
0.689**
0.705**
0.731**
Mass loss × Temperature
0.035 ns
0.058 ns
0.093 ns
0.051 ns
Cinnamomum camphora
Mass loss × Moisture content
0.672**
0.693**
0.711**
0.749**
Mass loss × Temperature
0.078 ns
0.051 ns
0.064 ns
0.076 ns 439 Table 4. Correlation between the composition of different phospholipid fatty acid (PLFA) (ng g-1 dry mass)
440
signatures of CWD and soil for each altitude, forest-edge distance, and tree-species combination. Total, total PLFA
441
concentrations; B, bacterial PLFAs; F, fungal PLFAs; F/B, the fungal to bacterial ratio; G+, Gram-positive bacteria;
442
G-, Gram-negative bacteria; G+/G-, ratio of Gram-positive to Gram-negative bacteria; AMF, arbuscular mycorrhizal
443
fungi. ns not significant, * p<0.05, ** p<0.01, *** p<0.001. 444
Fixed effects
Altitude
Edge distance
AMF
Fungi
Total Fungi
G+
G-
Total B
Total
Pinus taiwanensis ×
Soil
215m
edge
0.643*
-0.611*
-0.678*
0.822*
0.662*
0.704**
0.771**
60m
0.801**
0.778**
0.791**
0.767**
0.683*
0.778**
0.804**
1400m
edge
0.654*
-0.647*
-0.674*
0.789**
0.771*
0.782**
0.801**
60m
0.812**
0.785**
0.799**
0.801**
0.788*
0.784**
0.797**
Cinnamomum
camphora ×Soil
215m
edge
0.634*
-0.645*
-0.635*
0.811**
0.642*
0.661*
0.788**
60m
0.803**
0.777**
0.781**
0.781**
0.650*
0.789**
0.804**
1400m
edge
0.639*
-0.627*
-0.647*
0.789**
0.629*
0.796**
0.792**
60m
0.811**
0.784**
0.796**
0.801**
0.640*
0.769**
0.781** 452 Table 5. Effects of tree species, altitude, and forest-edge distance on the selected phospholipid fatty acid (PLFAs)
453
signatures of CWD tested with redundancy analysis (RDA). 454
Explanatory variable
Explained variance %
Contribution %
Pseudo-F
P (< 0.05)
Tree species
3.1
9.5
3.8
0.036
Altitude
10.9
37.2
18.8
0.002
Forest edge distance
17.4
45.5
20.6
0.001
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470 Table 5. Effects of tree species, altitude, and forest-edge distance on the selected phospholipid fatty acid (PLFAs)
453 453 Table 5. Effects of tree species, altitude, and forest-edge distance on the selected phospholipid fatty acid (PLFAs Table 5. Effects of tree species, altitude, and forest-edge distance on the selected phospholipid fatty acid (PLFAs)
453 signatures of CWD tested with redundancy analysis (RDA). Acknowledgment
223 454
Explanatory variable
Explained variance %
Contribution %
Pseudo-F
P (< 0.05)
Tree species
3.1
9.5
3.8
0.036
Altitude
10.9
37.2
18.8
0.002
Forest edge distance
17.4
45.5
20.6
0.001 signatures of CWD tested with redundancy analysis (RDA). 454 470 Appendix 1. Initial chemical characteristics of CWD (fresh wood) of the two tree species at each altitude (215m
471
and 1400m) and forest-edge distance (edge and 60m from the forest edge) in Lushan Mountain of subtropical China. 472
Different lowercase letters indicate significant differences between tree species for the same forest edge distance and
473
altitude (p < 0.05). Note: The concentrations of C, N, lignin, and cellulose in CWD of the same species did not
474
significantly differ (p < 0.05) between the two forest-edge distances (i.e., edge vs. 60m). 475
Tree species
Altitude
Edge
distance
C concentration
(g/kg)
N concentration
(g/kg)
C/N
Lignin
concentration
(%)
Cellulose
concentration
(%)
Pinus taiwanensis
215m
edge
383.41±9.11 b
5.46±0.53 a
70.22 b
18.11±1.56 b
38.04±2.31 a
60m
381.66±9.06 b
5.49±0.47 a
69.52 b
18.13±1.78 b
37.97±2.53 a
1400m
edge
382.94±9.01 b
5.57±0.59 a
68.75 b
18.11±1.66 b
38.03±2.47 a
60m
383.72±9.17 b
5.49±0.45 a
69.89 b
18.12±1.69 b
37.91±2.08 a
Cinnamomum
camphora
215m
edge
433.21±10.88 a
5.89±0.62 a
73.55 a
25.77±1.47 a
33.04±2.49 b
60m
430.74±11.29 a
5.91±0.58 a
72.88 a
25.82±1.62 a
33.02±2.31 b
1400m
edge
432.24±12.11 a
5.91±0.58 a
73.14 a
25.75±1.61 a
33.05±2.21 b
60m
430.97±11.73 a
5.88±0.68 a
73.29 a
25.71±1.58 a
33.02±1.98 b 481 Appendix 2. Initial physicochemical properties (± SE, n=24) of the upper 15 cm of the soil at the two sites. Different
482
lowercase letters indicate significant differences among the altitudes for the same index (p < 0.05). 483
Altitude
Organic matter
(g/kg)
N
(g/kg)
Hydrolyzed N
(mg/kg)
P
(g/kg)
Available P
(mg/kg)
Available K
(mg/kg)
pH
Bulk density
(g/cm3)
Soil ty
215m
38.62±3.91 c
1.74±0.12 b
192.94±18.88 c
0.26±0.05 a
3.66±0.29 b
41.78±3.21 b
4.7±0.5 a
0.98±0.14 a
Ferric a
1400m
51.36±4.56 a
2.01±0.22 a
215.17±21.02 a
0.29±0.05 a
4.09±0.32 a
47.35±4.86 a
4.8±0.4 a
0.93±0.13 a
Haplic a
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499 Appendix 2. Initial physicochemical properties (± SE, n=24) of the upper 15 cm of the soil at the two sites. Differen Appendix 2. Acknowledgment
223 Initial physicochemical properties (± SE, n=24) of the upper 15 cm of the soil at the two sites. Different
482 482 lowercase letters indicate significant differences among the altitudes for the same index (p < 0.05). 483
Altitude
Organic matter
(g/kg)
N
(g/kg)
Hydrolyzed N
(mg/kg)
P
(g/kg)
Available P
(mg/kg)
Available K
(mg/kg)
pH
Bulk density
(g/cm3)
Soil type
215m
38.62±3.91 c
1.74±0.12 b
192.94±18.88 c
0.26±0.05 a
3.66±0.29 b
41.78±3.21 b
4.7±0.5 a
0.98±0.14 a
Ferric alisols
1400m
51.36±4.56 a
2.01±0.22 a
215.17±21.02 a
0.29±0.05 a
4.09±0.32 a
47.35±4.86 a
4.8±0.4 a
0.93±0.13 a
Haplic alisols lowercase letters indicate significant differences among the altitudes for the same index (p < 0.05). 483 484 499 Appendix 3. Biomarkers of selected phospholipid fatty acids (PLFAs) used in this study. 500 Appendix 3. Biomarkers of selected phospholipid fatty acids (PLFAs) used in this study. 500
Groups
Biomarker PLFAs
Bacteria
15:0, i15:0, a15:0, i16:0, 16:1ω7c, i17:0, a17:0, cy17:0, cy19:0, 18:1ω7c
Frostegård & Bååth (1996) and Zak et al. (1996)
G+ bacteria
15:0, i15:0, a15:0, i16:0, a17:0, i17:0
Zelles (1999)
G- bacteria
16:1ω7c, cy17:0, cy19:0, 18:1ω7c
Zak et al. (1996)
Fungi
18:2ω6,9c, 18:1ω9c
Frostegård et al. (2011)
Actinomycetes
10Me 16:0, 10Me 17:0, 10Me 18:0
Zak et al. (1996)
AMF
16:1ω5c
Olsson et al. (1999)
Total biomass
15:0, i15:0, a15:0, i16:0, 16:1ω7c, i17:0, a17:0, cy17:0, cy19:0, 18:1ω7c, 16:1ω5c, 10Me 16:0, 10Me 17:0, 10me 18:0, 18:2ω6,9c, 18:1ω9c
AMF, Arbuscular mycorrhizal fungi. 501
502
503
504
505
506
507
508
509
510
511
512
513 Groups
Biomarker PLFAs
Bacteria
15:0, i15:0, a15:0, i16:0, 16:1ω7c, i17:0, a17:0, cy17:0, cy19:0, 18:1ω7c
Frostegård & Bååth (1996) and Zak et al. (1996)
G+ bacteria
15:0, i15:0, a15:0, i16:0, a17:0, i17:0
Zelles (1999)
G- bacteria
16:1ω7c, cy17:0, cy19:0, 18:1ω7c
Zak et al. (1996)
Fungi
18:2ω6,9c, 18:1ω9c
Frostegård et al. (2011)
Actinomycetes
10Me 16:0, 10Me 17:0, 10Me 18:0
Zak et al. (1996)
AMF
16:1ω5c
Olsson et al. (1999)
Total biomass
15:0, i15:0, a15:0, i16:0, 16:1ω7c, i17:0, a17:0, cy17:0, cy19:0, 18:1ω7c, 16:1ω5c, 10Me 16:0, 10Me 17:0, 10me 18:0, 18:2ω6,9c, 18:1ω9c Frostegård & Bååth (1996) and Zak et al. (1996) Frostegård & Bååth (1996) and Zak et al. (1996) Frostegård & Bååth (1996) and Zak et al. (1996) Zelles (1999)
Zak et al. (1996)
Frostegård et al. (2011)
Zak et al. (1996) Zak et al. (1996) a15:0, i16:0, 16:1ω7c, i17:0, a17:0, cy17:0, cy19:0, 18:1ω7c, 16:1ω5c, 10Me 16:0, 10Me 17:0, 10me 18:0, 18:2ω6,9c, 18:1ω9c 513 Figure 1. Patterns of mass loss of two tree species of CWD (fresh wood) at each altitude (215m and 1400m) and forest-edge distance (edge and 60m from the forest edge) during 24 months of decomposition in Lushan Mountain
515
of subtropical China. 516
Cinnamomum camphora
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
20
40
60
80
100
% intial mass remaining
Pinus taiwanensis
215m vs. 1400m: F=11.37, p<0.01
edge vs. 60m: F=18.56, p<0.05
Interaction: F=4.06, p>0.05
215m edge
215m 60m
1400m edge
1400m 60m
20
40
60
80
100
0
3
6
9
12
15
18
21
24
% intial mass remaining
Months
Cinnamomum camphora
215m vs. 1400m: F=13.12, p<0.01
edge vs. 60m: F=23.65, p<0.01
Interaction: F=3.89, p>0.05 forest-edge distance (edge and 60m from the forest edge) during 24 months
515
of subtropical China. 516
Cinnamomum camphora
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
20
40
60
80
100
% intial mass remaining
Pinus taiwanensis
215m vs. 1400m: F=11.37, p<0.01
edge vs. 60m: F=18.56, p<0.05
Interaction: F=4.06, p>0.05
215m edge
215m 60m
1400m edge
1400m 60m
20
40
60
80
100
0
3
6
9
12
15
18
21
24
% intial mass remaining
Months
Cinnamomum camphora
215m vs. 1400m: F=13.12, p<0.01
edge vs. 60m: F=23.65, p<0.01
Interaction: F=3.89, p>0.05 forest-edge distance (edge and 60m from the forest edge) during 24 months of decomposition in Lushan Mountain
515
of subtropical China. 516
Cinnamomum camphora
517
518
519
520
521
522
523
524
525
526
527
20
40
60
80
100
% intial mass remaining
Pinus taiwanensis
215m vs. 1400m: F=11.37, p<0.01
edge vs. 60m: F=18.56, p<0.05
Interaction: F=4.06, p>0.05
215m edge
215m 60m
1400m edge
1400m 60m
20
40
60
80
100
0
3
6
9
12
15
18
21
24
% intial mass remaining
Months
Cinnamomum camphora
215m vs. 1400m: F=13.12, p<0.01
edge vs. 60m: F=23.65, p<0.01
Interaction: F=3.89, p>0.05 forest-edge distance (edge and 60m from the forest edge) during 24 mo
515
of subtropical China. Frostegård & Bååth (1996) and Zak et al. (1996) 516
Cinnamomum camphora
517
518
519
520
521
522
523
524
525
526
20
40
60
80
100
% intial mass remaining
Pinus taiwanensis
215m vs. 1400m: F=11.37, p<0.01
edge vs. 60m: F=18.56, p<0.05
Interaction: F=4.06, p>0.05
215m edge
215m 60m
1400m edge
1400m 60m
20
40
60
80
100
0
3
6
9
12
15
18
21
24
% intial mass remaining
Months
Cinnamomum camphora
215m vs. 1400m: F=13.12, p<0.01
edge vs. 60m: F=23.65, p<0.01
Interaction: F=3.89, p>0.05 forest-edge distance (edge and 60m from the forest edge) during 24 months of decomposition in Lushan Mountain
515 Figure 2. Temperature and moisture content of CWD of the two tree species at each altitude (215m and 1400m) and
536
forest-edge distance (edge and 60m from the forest edge) during the 24-month incubation. 537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
40
60
80
100
Moisture content (%)
Cinnamomum camphora
215m vs. 1400m: F=8.14, p<0.05
edge vs. 60m: F=6.98, p<0.05
Interaction: F=3.88, p>0.05
40
60
80
100
Moisture content (%)
Pinus taiwanensis
215m vs. 1400m: F=7.89, p<0.05
edge vs. 60m: F=6.51, p<0.05
Interaction: F=3.67, p>0.05
215m edge
215m 60m
1400m edge
1400m 60m
0.0
10.0
20.0
30.0
40.0
3
6
9
12
15
18
21
24
Temperature (℃)
Months
Pinus taiwanensis
215m vs. 1400m: F=9.19, p<0.05
edge vs. 60m: F=7.12, p>0.05
Interaction: F=4.03, p>0.05
0.0
10.0
20.0
30.0
40.0
3
6
9
12
15
18
21
24
Temperature (℃)
Months
Cinnamomum camphora
215m vs. 1400m: F=9.94, p<0.05
edge vs. 60m: F=7.54, p>0.05
Interaction: F=4.34, p>0.05 Figure 2. Temperature and moisture content of CWD of the two tree species at each altitude (215m and 1400m) and 536 forest-edge distance (edge and 60m from the forest edge) during the 24-month incubation. 537
538
539
540
541
542
543
544
545
546
547
40
60
80
100
Moisture content (%)
Cinnamomum camphora
215m vs. 1400m: F=8.14, p<0.05
edge vs. 60m: F=6.98, p<0.05
Interaction: F=3.88, p>0.05
40
60
80
100
Moisture content (%)
Pinus taiwanensis
215m vs. 1400m: F=7.89, p<0.05
edge vs. 60m: F=6.51, p<0.05
Interaction: F=3.67, p>0.05
215m edge
215m 60m
1400m edge
1400m 60m
0.0
10.0
20.0
30.0
40.0
3
6
9
12
15
18
21
24
Temperature (℃)
Months
Pinus taiwanensis
215m vs. 1400m: F=9.19, p<0.05
edge vs. Frostegård & Bååth (1996) and Zak et al. (1996) 60m: F=7.12, p>0.05
Interaction: F=4.03, p>0.05
0.0
10.0
20.0
30.0
40.0
3
6
9
12
15
18
21
24
Temperature (℃)
Months
Cinnamomum camphora
215m vs. 1400m: F=9.94, p<0.05
edge vs. 60m: F=7.54, p>0.05
Interaction: F=4.34, p>0.05 forest-edge distance (edge and 60m from the forest edge) during the 24-month incubation. 537 40
60
80
100
Moisture content (%)
Cinnamomum camphora
215m vs. 1400m: F=8.14, p<0.05
edge vs. 60m: F=6.98, p<0.05
Interaction: F=3.88, p>0.05
5 Moisture content (%) Moisture content (% 543
544
545
546
547
0.0
10.0
20.0
30.0
40.0
3
6
9
12
15
18
21
24
Temperature (℃)
Months
Pinus taiwanensis
215m vs. 1400m: F=9.19, p<0.05
edge vs. 60m: F=7.12, p>0.05
Interaction: F=4.03, p>0.05 0.0
10.0
20.0
30.0
40.0
3
6
9
12
15
18
21
24
Temperature (℃)
Months
Cinnamomum camphora
215m vs. 1400m: F=9.94, p<0.05
edge vs. 60m: F=7.54, p>0.05
Interaction: F=4.34, p>0.05 548
549
550
551
552
553
554
555
556
557 Figure 3. Soil phospholipid fatty acid (PLFA) (mean ± SE; ng g-1 dry soil) signatures (0-5cm) under CWD of the
558
two tree species at each forest-edge distance (edge and 60m from the forest edge) and altitude (215m and 1400m) in
559
Lushan Mountain of subtropical China. Total, total PLFA concentrations; B, bacterial PLFAs; F, fungal PLFAs; F/B,
560
fungal to bacterial ratio; G+, Gram-positive bacteria; G-, Gram-negative bacteria; G+/G-, ratio of Gram-positive to
561 Gram-negative bacteria; AMF, arbuscular mycorrhizal fungi. 562
563
564
565
566
567
568
569
570
571
572
573
0
200
400
600
PLFA (ng g-1 dry soil)
Pinus taiwanensis
215m vs. 1400m: F=18.47, p<0.001
edge vs. 60m: F=15.32, p<0.05
Interaction: F=4.22, p>0.05
215m edge
215m 60m
1400m edge
1400m 60m
0
200
400
600
800
AMF
Fungi
Total Fungi
G+
G-
Total B
Total
PLFA (ng g-1 dry soil)
Microbial community
Cinnamomum camphora
215m vs. 1400m: F=21.43, p<0.001
edge vs. 60m: F=17.84, p<0.01
Interaction: F=3.98, p>0.05 Gram-negative bacteria; AMF, arbuscular mycorrhizal fungi. 562
563
564
565
566
567
568
569
570
571
572
573
0
200
400
600
PLFA (ng g-1 dry soil)
Pinus taiwanensis
215m vs. 1400m: F=18.47, p<0.001
edge vs. 60m: F=15.32, p<0.05
Interaction: F=4.22, p>0.05
215m edge
215m 60m
1400m edge
1400m 60m
0
200
400
600
800
AMF
Fungi
Total Fungi
G+
G-
Total B
Total
PLFA (ng g-1 dry soil)
Microbial community
Cinnamomum camphora
215m vs. 1400m: F=21.43, p<0.001
edge vs. Frostegård & Bååth (1996) and Zak et al. (1996) 60m: F=17.84, p<0.01
Interaction: F=3.98, p>0.05 to Gram-negative bacteria; AMF, arbuscular mycorrhizal fungi. 583
584
585
586
587
588
589
590
591
592
593
594
0
50
100
150
PLFA (ng g-1 dry wood material)
Pinus taiwanensis
215m vs. 1400m: F=23.76, p<0.001
edge vs. 60m: F=20.23, p<0.001
Interaction: F=4.59, p>0.05
215m edge
215m 60m
1400m edge
1400m 60m
0
60
120
180
AMF
Fungi
Total Fungi
G+
G-
Total B
Total
PLFA (ng g-1 dry wood material)
Microbial community
Cinnamomum camphora
215m vs. 1400m: F=26.74, p<0.001
edge vs. 60m: F=23.61, p<0.001
Interaction: F=4.08, p>0.05 to Gram-negative bacteria; AMF, arbuscular mycorrhizal fungi. 583
584
585
586
587
588
589
590
591
592
593
594
0
50
100
150
PLFA (ng g-1 dry wood material)
Pinus taiwanensis
215m vs. 1400m: F=23.76, p<0.001
edge vs. 60m: F=20.23, p<0.001
Interaction: F=4.59, p>0.05
215m edge
215m 60m
1400m edge
1400m 60m
0
60
120
180
AMF
Fungi
Total Fungi
G+
G-
Total B
Total
PLFA (ng g-1 dry wood material)
Microbial community
Cinnamomum camphora
215m vs. 1400m: F=26.74, p<0.001
edge vs. 60m: F=23.61, p<0.001
Interaction: F=4.08, p>0.05 Figures Figure 1 Figure 1 Patterns of mass loss of two tree species of CWD (fresh wood) at each altitude (215m and 1400m) and
forest-edge distance (edge and 60m from the forest edge) during 24 months of decomposition in Lushan
Mountain of subtropical China. Patterns of mass loss of two tree species of CWD (fresh wood) at each altitude (215m and 1400m) and
forest-edge distance (edge and 60m from the forest edge) during 24 months of decomposition in Lushan
Mountain of subtropical China. Figure 2
Temperature and moisture content of CWD of the two tree species at each altitude (215m and 1400m)
and forest-edge distance (edge and 60m from the forest edge) during the 24-month incubation. Figure 2 Temperature and moisture content of CWD of the two tree species at each altitude (215m and 1400m)
and forest-edge distance (edge and 60m from the forest edge) during the 24-month incubation. Temperature and moisture content of CWD of the two tree species at each altitude (215m and 1400m)
and forest-edge distance (edge and 60m from the forest edge) during the 24-month incubation. Temperature and moisture content of CWD of the two tree species at each altitude (215m and 1400m)
and forest-edge distance (edge and 60m from the forest edge) during the 24-month incubation. Figure 3 Figure 4 Figure 4 Figure 4
Phospholipid fatty acid (PLFA) (mean ± SE; ng g-1 dry wood material) signatures of the CWD of the two
tree species at each forest-edge distance (edge and 60m from the forest edge) and altitude (215m and
1400m) in Lushan Mountain of subtropical China. Total, total PLFA concentrations; B, bacterial PLFAs;
fungal PLFAs; F/B, the fungal to bacterial ratio; G+, Gram-positive bacteria; G-, Gram-negative bacteria;
G+/G-, ratio of Gram-positive to Gram-negative bacteria; AMF, arbuscular mycorrhizal fungi. Figure 3 Soil phospholipid fatty acid (PLFA) (mean ± SE; ng g-1 dry soil) signatures (0-5cm) under CWD of the two
tree species at each forest-edge distance (edge and 60m from the forest edge) and altitude (215m and
1400m) in Lushan Mountain of subtropical China. Total, total PLFA concentrations; B, bacterial PLFAs; F,
fungal PLFAs; F/B, fungal to bacterial ratio; G+, Gram-positive bacteria; G-, Gram-negative bacteria; G+/G-,
ratio of Gram-positive to Gram-negative bacteria; AMF, arbuscular mycorrhizal fungi. Figure 4 Phospholipid fatty acid (PLFA) (mean ± SE; ng g-1 dry wood material) signatures of the CWD of the two
tree species at each forest-edge distance (edge and 60m from the forest edge) and altitude (215m and
1400m) in Lushan Mountain of subtropical China. Total, total PLFA concentrations; B, bacterial PLFAs; F,
fungal PLFAs; F/B, the fungal to bacterial ratio; G+, Gram-positive bacteria; G-, Gram-negative bacteria;
G+/G-, ratio of Gram-positive to Gram-negative bacteria; AMF, arbuscular mycorrhizal fungi.
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https://openalex.org/W2171262411
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https://research-information.bris.ac.uk/ws/files/48620822/Harm_is_all_you_need.pdf
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English
| null |
Harm is all you need? Best interests and disputes about parental decision-making
|
Journal of medical ethics
| 2,015
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cc-by
| 6,110
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Birchley, G. (2016). Harm is all you need? Best interests and disputes
about parental decision-making. Journal of Medical Ethics, 42(2), 111-
115. https://doi.org/10.1136/medethics-2015-102893 Birchley, G. (2016). Harm is all you need? Best interests and disputes
about parental decision-making. Journal of Medical Ethics, 42(2), 111-
115. https://doi.org/10.1136/medethics-2015-102893 Birchley, G. (2016). Harm is all you need? Best interests and disputes
about parental decision-making. Journal of Medical Ethics, 42(2), 111-
115. https://doi.org/10.1136/medethics-2015-102893 Publisher's PDF, also known as Version of record
License (if available):
CC BY
Link to published version (if available):
10.1136/medethics-2015-102893 Link to publication record on the Bristol Research Portal
PDF-document This is the final published version of the article (version of record). It first appeared online via BMJ at
http://jme.bmj.com/content/42/2/111. Please refer to any applicable terms of use of the publisher. Law ethics and medic
JME Online First, published on September 23, 2015 as 10.1136/medethics-2015-102893 Law ethics and medi
First, published on September 23, 2015 as 10.1136/medethics-2015-102893 PAPER Giles Birchley more understandable and strike the correct balance
between parental liberty and children’s interests? English law already contains a harm threshold,
perhaps overlooked by bioethicists because it is
rarely used in determinations of medical best inter-
ests. The experiences of the English courts in
applying the harm threshold suggest that it is con-
sidered significantly more evaluative than, and
suffers from similar levels of indeterminacy to, the
best interests test. This paper therefore argues that
mediating best interests with a harm threshold is ill
judged, and efforts should instead be spent on
reducing indeterminacy by specifying the values
that should guide best interests decisions. Correspondence to
Giles Birchley, Centre for Ethics
in Medicine, University of
Bristol, Canygne Hall,
39 Whatley Road, Clifton,
Bristol BS8 2PS, UK;
giles.birchley@bristol.ac.uk
Received 12 May 2015
Revised 28 July 2015
Accepted 31 August 2015 ABSTRACT Correspondence to
Giles Birchley, Centre for Ethics
in Medicine, University of
Bristol, Canygne Hall,
39 Whatley Road, Clifton,
Bristol BS8 2PS, UK;
giles.birchley@bristol.ac.uk ABSTRACT
A growing number of bioethics papers endorse the harm
threshold when judging whether to override parental
decisions. Among other claims, these papers argue that
the harm threshold is easily understood by lay and
professional audiences and correctly conforms to societal
expectations of parents in regard to their children. English law contains a harm threshold which mediates
the use of the best interests test in cases where a child
may be removed from her parents. Using Diekema’s
seminal paper as an example, this paper explores the
proposed workings of the harm threshold. I use
examples from the practical use of the harm threshold in
English law to argue that the harm threshold is an
inadequate answer to the indeterminacy of the best
interests test. I detail two criticisms: First, the harm
standard has evaluative overtones and judges are loath
to employ it where parental behaviour is misguided but
they wish to treat parents sympathetically. Thus, by
focusing only on ‘substandard’ parenting, harm is
problematic where the parental attempts to benefit their
child are misguided or wrong, such as in disputes about
withdrawal of medical treatment. Second, when harm is
used in genuine dilemmas, court judgments offer
different answers to similar cases. This level of
indeterminacy suggests that, in practice, the operation of
the harm threshold would be indistinguishable from best
interests. Since indeterminacy appears to be the greatest
problem in elucidating what is best, bioethicists should
concentrate on discovering the values that inform best
interests. Received 12 May 2015
Revised 28 July 2015
Accepted 31 August 2015 THE HARM CONSENSUS
M To cite: Birchley G. J Med
Ethics Published Online First:
[please include Day Month
Year] doi:10.1136/
medethics-2015-102893 Many commentators suggest that best interests is an
opaque test1 4 6 7 that, taken literally, places unfair
demands upon parents who will face the paradox
of simultaneously trying to maximise benefits to all
of their children while somehow maintaining their
own well-being.2 6–8 In the face of these apparent
problems with the best interests test, these com-
mentators argue that a harm threshold should
mediate (or perhaps replace) best interests.3–7
9
Calls to replace the best interests test5 are ambigu-
ous because it is not clear if it is meant to apply
only to specific uses of the test. To keep things
simple, I will concentrate on claims that the harm
standard should mediate best interests, in other
words a harm threshold should govern which cases
we consider appropriate to be decided by the best
interests test. Many commentators suggest that best interests is an
opaque test1 4 6 7 that, taken literally, places unfair
demands upon parents who will face the paradox
of simultaneously trying to maximise benefits to all
of their children while somehow maintaining their
own well-being.2 6–8 In the face of these apparent
problems with the best interests test, these com-
mentators argue that a harm threshold should
mediate (or perhaps replace) best interests.3–7
9
5 To cite: Birchley G. J Med
Ethics Published Online First:
[please include Day Month
Year] doi:10.1136/
medethics-2015-102893 University of Bristol – Bristol Research Portal
General rights This document is made available in accordance with publisher policies. Please cite only the
published version using the reference above. Full terms of use are available:
http://www.bristol.ac.uk/red/research-policy/pure/user-guides/brp-terms/ Copyright Article author (or their employer) 2015. Produced by BMJ Publishing Group Ltd under licence. PAPER THE HARM THRESHOLD EXPLAINED Diekema considers that parenting children is a basic liberty
right. He identifies the harm threshold first with Mill’s13 asser-
tion that the only circumstance in which personal liberty may be
infringed by a community is to prevent harm to others, and
second with Feinberg’s14 argument that such infringement must
be effective and the option of last resort. In order to further
define the concept, Diekema links harm to a second concept,
basic needs.i While Diekema does not define these, basic needs
are predicated upon Rawls’ natural primary goods, the things ‘a
rational man wants whatever else he wants’ (at 79),15 and for
children might form a notional list containing the minimum
that will ‘enable children to embark … on the process of self-
discovery, self-determination and self-fulfilment’ (at 42).16 Using
Feinberg’s contention that harm is the thwarting of an interest,
Diekema argues that the existence of harms in children can be
determined by the degree to which children’s basic needs are
provided for. Where a parent persistently fails to provide for a
child’s basic needs, harm is caused. Should these failures be sig-
nificant and serious, intervention is warranted. A second argument advanced by a number of authors4 6 7 9 is
that the harm threshold is more readily understood than best
interests by legislators, doctors and parents. This claim is prob-
lematic for two reasons. First, although harm may appear a
readily understandable concept, the ready understandability
hides the fact that judgements of harm, especially in complex
ethical
dilemmas,
contain
complex
value
judgments. For
example, fatal withdrawal of treatment is a harm of indefinable
proportions—perhaps catastrophic, or perhaps not even harm at
all. While, for the sake of brevity, I accept without argument
(here) that fatal withdrawal of treatment is sometimes justifiably
in a patient’s interests,20 such situations do not always sit well
with the concept of harm as understood in the vernacular. INTRODUCTION Although accepting that best interests is the best
guide for decision-making on behalf of a child,
Diekema argues that the harm threshold is superior
to best interests when judging whether intervention
is justified against parental refusals of medical treat-
ment.4 9 Elliston6 argues that intervention against
parental decisions should only be made on the
basis of harm, and only then if the choice that
leads to
those
harms
is
unreasonable. Others
suggest more specific uses for the harm threshold. Shah7 proposes a ‘secure child standard’ should
govern parental decisions to enter children into
research. Under this standard the courts should
‘defer to parental decision-making unless the child
is exposed to some unjustified risk of significant
harm’ (at 179). de Vos et al3 claim that parental
requests for withdrawal of life-sustaining treatment
should be allowed if they do not increase the risk
of preventable harm. Gillam10 argues that harm
indicates the scope of parental decision-making in
situations of genuine dilemma. Indeed, a recent Where medical decisions must be made for infants,
English
law
directs
decision-makers—primarily
parents and doctors—to follow the best interests
test. Yet judgments of best interests have long been
criticised for their indeterminacy since they can be
informed by a variety of values.1 Many bioethicists
have also argued that parents, who must juggle
their own needs, and potentially those of siblings as
well, with those of the child, are poorly directed by
the literal demand that they do what is best for the
child.2 Of the many critiques that have arisen from
such analysis is the claim that the best interests test
should be mediated3 4 (or perhaps replaced)5 with
a harm threshold for overriding parental decisions. These critics maintain that a harm threshold more
adequately reflects the wide range of discretion
parents are customarily allowed in their behaviours
towards their child, and guides professionals by
indicating that only harmful parental actions justify
intervention. But would a harm threshold really be Birchley G. J Med Ethics 2015;0:1–5. doi:10.1136/medethics-2015-102893 Birchley G. J Med Ethics 2015;0:1–5. doi:10.1136/medethics-2015-102893 Birchley G. J Med Ethics 2015;0:1–5. doi:10.1136/medethics-2015-102893 Law, ethics and medicine serious harm. Discussing the child’s ‘best interest’ fails to focus
on the relevant standard for determining when state action is jus-
tified. The harm standard focuses discussion in the proper place.4 review11 suggests that there is widespread consensus among
bioethicists that the harm threshold should determine the per-
missibility of overriding parental wishes. THE HARM THRESHOLD CRITICISED AND DEFENDED THE HARM THRESHOLD CRITICISED AND DEFENDED
Diekema’s contention that parental authority is a liberty right
akin to any other exercise of autonomy is vulnerable to critique. The notion that personal liberty extends to parental autonomy
—quite possibly a misuse of Mill’s doctrineiii—conflicts with
claims that children have rights on their own account. Such
rights are often argued to extend beyond simple claims to phys-
ical integrity to at least leave some space for presumptive self-
determination,16 17 most cogently seen in Feinberg’s18 argument
that children have a right to an open future.iv On such a basis
Hester19 argues bioethicists should go further than simply pre-
venting harm and specify some positive interests of children
which we are obliged to protect. While he does not develop the
argument, Diekema’s specification of harm as damage to basic
needs does not prevent us from making some positive specifica-
tion of harms, which might deflect this critique somewhat. INTRODUCTION I dispute the usefulness
of these conclusions. While avoiding harm has been convin-
cingly claimed to be the single moral principle likely to be
common to all cultures and philosophies,12 this is only likely
because harm can be understood in numerous ways, and these
will not always be consistent with one another. The use of the
harm threshold in English law exemplifies this, and I shall
discuss this in due course. Yet I suggest that Diekema, and others who have adopted his
arguments, make a fundamental mistake. The challenge of inde-
terminacy is the central problem of the best interests test, and
merely switching terminologies from best interests to harm does
nothing to address this in any of the circumstances it has been
proposed. Indeed, for reasons I explain below, the change in ter-
minology is also unhelpful. No critique of the harm threshold can ignore Diekema’s4
seminal paper, which remains the most considered and widely
referenced discussion of the issue. While I concentrate upon
Diekema’s analysis, my focus here is on developing a general cri-
tique of insufficiency of the harm threshold for overriding par-
ental decisions. iLists of basic needs are rarely specified, and Rawls specified only an
incomplete list which included health and vigour, intelligence and
imagination. Basic needs (or their inverse, basic interests) may be
criticised separately, although this is not the focus of this paper.
iiThereby anticipating criticisms from those who feel that harm is too
anaemic or plastic a concept. iiiSince Mill argued the state might place very great restrictions upon
parenting and complains: “it is in the case of children, that misapplied
notions of liberty are a real obstacle to the fulfilment by the State of its
duties. One would think that a man’s children were supposed to be
literally, rather than metaphorically, a part of himself, so jealous is
opinion of the smallest interference of law with his absolute and
exclusive
control
over
them;
more
jealous
than
of
almost
any
interference with his own freedom of action: so much less do the
generality of mankind value liberty than power” (at 88–89).13
ivEven those who dispute claims that children have rights tend to accept
that children have interests. viAlthough my focus is on English law, my understanding is that other
common law jurisdictions such as the USA and Australia use the harm
threshold similarly in cases of child abuse or neglect.
viiThe Children Act 1989 section 1 (3–4) specifies a harm threshold is to
be used residence and contact orders, and care and supervision orders,
respectively known also as section 8 orders and part 4 orders. The
circumstances of which these orders may be sought is elaborated at
section 31(2).
viiiIndeed Elliston explicitly favours the extension of this model.6
ixA number of commentators argue that they do so implicitly, however I
do not think this negates my argument, since I acknowledge the
indeterminacy of best interests test is a problem.22
xWhether
the
care
is
indeed
substandard
depends
upon
one’s
metaethical (and jurisprudential) stance. THE HARM THRESHOLD IN ENGLISH LAW English law uses a harm threshold in cases where a child may
be removed from its parents.vii Only if a child is being
harmed or is at risk of harm will the court decide what home
serves the child’s best interests, removing the implication that
the law will seek better-than-adequate parents for a child.21
Thus the law has similarities to the harm threshold envisaged
by some commentators for medical decision-making,viii and
examining how the threshold operates in the courts highlights
two potential problems. First, as I shall detail in a moment it
seems arguable that judges see evaluative overtones in a con-
clusion that a parent is harming their child, which they do
not (explicitly)ix read into best interests. This indicates more
general difficulties with a harm threshold when a decision to
override parental consent appears necessary on grounds other
than substandard care. This non-pejorative approach is gener-
ally taken because there is sympathy towards the parents’
motivation—for instance in disputes over the withdrawal or
withholding
of
treatment
or
disputes
motivated
by
the
parents’ religious beliefs—and the label of substandard care
appears insensitive to pluralism.x Second, as we shall see
shortly, when the harm threshold is used to address genuine
dilemmas, judgments of harm become as indeterminate as
judgments of best interests. xiConsider refusal of consent to blood in, for example, Birmingham
Children’s NHS Trust v B & C (2014) EWHC 531 (Fam); M Children’s
Hospital NHS Foundation Trust v Mr & Mrs Y (2014) EWHC 2651
(Fam) NHS v Child B, Mr and Mrs B (2014) EWHC 3486 (Fam);
Refusal of consent for HIV treatment represents a rare case that attracts
the opposite approach e.g. Re JA (A Minor) (2014) EWHC 1135 (Fam).
It could be convincingly argued that the approach here was due to the
facts of the case.
xiiConsider, for example, Re H-B (2015) EWCA Civ 389
xiiiThe persistent ambiguity of corporal punishment in English law is
another fine example, although since it is usually outside the ambit of
the harm threshold (being instead governed by the Children Act 2004,
s58(3) and case law, most notably R v H (2001) 2 FLR 431) it would be
digressive to include it in the main discussion.
xivCompare Re D (Care: Threshold Criteria) (1998) Fam Law 656 and A
Local Authority v N (2005) EWHC 2956 (Fam). xiConsider refusal of consent to blood in, for example, Birmingham
Children’s NHS Trust v B & C (2014) EWHC 531 (Fam); M Children’s
Hospital NHS Foundation Trust v Mr & Mrs Y (2014) EWHC 2651
(Fam) NHS v Child B, Mr and Mrs B (2014) EWHC 3486 (Fam);
Refusal of consent for HIV treatment represents a rare case that attracts
the opposite approach e.g. Re JA (A Minor) (2014) EWHC 1135 (Fam).
It could be convincingly argued that the approach here was due to the
facts of the case. THE HARM THRESHOLD EXPLAINED This
muddles the claim that harm is the correct threshold because it
is simple enough to be generally understood and suggests harm
is at least as problematic as best interests in this regard.v Diekema acknowledges that the non-self-evident nature of
harm, even when coupled with terms like ‘significant’ and
‘serious’, means that the harm principle suffers from problems
of indeterminacy.ii Diekema counterargues that a threshold
based upon harm better fits the point where intervention against
parental wishes is justified in practice and is therefore less likely
to cause confusion in clinicians than the obfuscatory language
of best interests. Dresser,5 arguing along similar lines, makes this
point succinctly when she argues that it is difficult to conceive
that male circumcision for religious purposes serves the child’s
best interests, yet the purportedly harmless nature of male cir-
cumcision leads to its widespread acceptance in many cultures. While harm is nevertheless indeterminate, it is only fair to say
that Diekema does not appear overly concerned with indeter-
minacy, for he states (at 253): This indicates a second, related, problem: harm may not
capture all the considerations we need to capture to make a
decision. This is problematic because if harm is the only
concept on which attention can justifiably be focused, this
invites any otherwise justifiable claims against interests which
are not readily labelled as harms to nevertheless be labelled as
harms. Such labelling inevitably transforms the harm threshold The biggest problem with a best interest standard is not its sub-
jectivity, but that it represents the wrong standard. State interven-
tion is not justified because a decision is contrary to the child’s
best interest, but because it places the child at significant risk of iLists of basic needs are rarely specified, and Rawls specified only an
incomplete list which included health and vigour, intelligence and
imagination. Basic needs (or their inverse, basic interests) may be
criticised separately, although this is not the focus of this paper. iiThereby anticipating criticisms from those who feel that harm is too
anaemic or plastic a concept. vAlbeit we have little evidence of how best interests are understood in
this context. Birchley G. J Med Ethics 2015;0:1–5. THE HARM THRESHOLD EXPLAINED doi:10.1136/medethics-2015-102893 2 Law, ethics and medicine as harm in contemporary cases.xi While I acknowledge a variety
of explanations for this approach—for instance application of
the harm threshold is demanded by statute only in cases where
the courts consider applications for care and supervision or resi-
dence and contact orders—an approach favouring the use of
best interests under the inherent jurisdiction of the court has
arguably arisen because of reservations about using the harm
standard where the courts perceive a legitimate plurality of
views. into a complex test when it is used in the wide variety of situa-
tions wherein the best interest test is currently employed. While
I concede that, unembellished, claims of self-evident physical
harm might provide one plausible standard to judge overriding
a parental consent and refusal in some contexts (such as vaccin-
ation, intrasibling tissue donation and paediatric research)—
albeit
one
that
remains
contestable
on
the
basis
of
the
non-self-evidence of parental rights—any appeal to clarity is lost
once harm is the only gateway to the best interests test. Indeed,
because English law contains a harm threshold, we have exam-
ples of these problems at first hand.vi as harm in contemporary cases.xi While I acknowledge a variety
of explanations for this approach—for instance application of
the harm threshold is demanded by statute only in cases where
the courts consider applications for care and supervision or resi-
dence and contact orders—an approach favouring the use of
best interests under the inherent jurisdiction of the court has
arguably arisen because of reservations about using the harm
standard where the courts perceive a legitimate plurality of
views. If the aim is to respect parental privacy in parenting, it is of
course sustainable to say that the pejorative connotations of the
language used are moot since interference on any basis is prob-
lematic for the parents concerned. Yet the family courts regu-
larly perceive that, as well as the parents concerned, they
address standards of parenting in general,xii and in this context
concerns about language may gain more traction. It might
nevertheless be argued that the lack of transparency in the best
interests test make it a more problematic way to offer this more
general guidance to parents. Yet this assumes that guidance on
the basis of harms is more transparent, a claim I shall now
dispute. ,
p ,
(
)
xiiiThe persistent ambiguity of corporal punishment in English law is
another fine example, although since it is usually outside the ambit of
the harm threshold (being instead governed by the Children Act 2004,
s58(3) and case law, most notably R v H (2001) 2 FLR 431) it would be
digressive to include it in the main discussion.
i xivCompare Re D (Care: Threshold Criteria) (1998) Fam Law 656 and A
Local Authority v N (2005) EWHC 2956 (Fam). xiiConsider, for example, Re H-B (2015) EWCA Civ 389 THE INDETERMINACY OF HARMS
h
d
f h doi:10.1136/medethics-2015-102893 3 Law, ethics and medicine to the UK. None of the women were DNA matches for their
child, although all were nevertheless convinced the child was
theirs. In every case their physical and emotional care of the
child was thought to be exemplary. Despite these strong similar-
ities, the courts reached differing conclusions about whether the
harm threshold had been reached. Thus in Haringey Local
Authority v C,23 while Ryder J believed that the ‘mother’ had
been the victim of a cruel deception, he ruled the child was at
risk of harms consisting of growing up with false beliefs that he
was a miraculous birth, potentially experiencing devastating
consequences if he discovered his true origin and of facing pos-
sible difficulties due to the lack of family medical history. The
child was permanently removed from the ‘mother’ on this basis. While there is no public report on the outcome of Re E,24 the
judge was unimpressed with the ‘mother’ as a witness, and her
comments suggest a similar conclusion regarding harms was
drawn.xv Conversely, in Re D,25 the judge considered both
parents to have been the victims of an elaborate scam. The case
attracted significant attention and the media reported the couple
had been allowed to keep the baby.27 28 Most recently, a media
report following Re A26 states the putative parents were allowed
to keep the child,29 the judge in this case concluding that,
although the child had been harmed, the harm was not inflicted
by the couple. complex ethical judgements. Once harm is invested with com-
plexity, unless the complex rules it follows are explained, it
becomes open to charges of indeterminacy. All we have done is
rename the best interests test while dealing with none of its fail-
ings. Moreover, because harm is implicitly evaluative, it is prob-
lematic when there is genuine cause to intervene in parental
behaviour, but no cause for public condemnation. In fact, I
suggest that in these situations the technical language of best
interests is actually helpful, precisely because it can house
complex concepts without attaching condemnation. The trigger and scope for intervention against parental wishes
does of course vary depending upon the situation encountered. But it would be a mistake to view harm as the only consider-
ation we should pay heed to in such cases. THE INDETERMINACY OF HARMS
h
d
f h The indeterminate nature of harms raises a second problem that
challenges claims that the harm threshold is more readily under-
standable than best interests. The definition of harm at section
31(9) of the Children Act 1989 as ‘ill-treatment or the impair-
ment of health or development’ might appear clear and unam-
biguous. Yet, given that such a definition will include a wide
range of circumstances, juridical use of the harm threshold has
suffered from indeterminacy:xiii for example, the question of
whether a child’s cultural background should affect an assess-
ment of the seriousness of harm has been answered negatively
and positively in different cases.xiv A stark demonstration of the indeterminacy of harms is in a
series of reports of baby trafficking cases Haringey Local
Authority v C,23 Re E,24 Re D25 and Re A.26 These cases share a
series of key features: all concern childless couples of African
origin living in the UK who attend charismatic Christian
churches. Conventional fertility treatments had failed these
couples and all had sought unconventional treatments at clinics
in Africa. Most admitted paying large sums of money for these
treatments, after which many of the women had experienced
phantom pregnancy (pseudocyesis). All had contacted their
family doctors in the UK in the belief they were pregnant, and,
if examined (one was not), were found not to be. All had under-
gone labour in African clinics, and were presented with babies
who were removed by the state authorities when they returned My first claim is that the courts view ‘harm’ as implicitly a
more evaluative term than ‘best interests’. This is not to claim
that the best interests test does not involve evaluation, but
instead to argue that, as a legal term of art, a judgement that an
action is against a child’s best interests may appear less pejora-
tive than a judgement that an action is harmful. The way the
courts use harm to narrowly focus upon (defective) parental
care, and reserve best interests to consider a much wider range
of issues than the harm threshold gives reasons for thinking this
is the case. An indication of this is the general avoidance of the term
‘harm’ in English legal cases where the courts do not wish to
indicate that parental care is substandard. For example, religious
refusal to consent to life-saving blood products is not described Birchley G. J Med Ethics 2015;0:1–5. Almost 30 years ago Moreno30 observed: in the case of non-competent patients—those who never have
been in a position to develop relevant preferences such as young
children […] some best interests test, founded on the ethical prin-
ciple of beneficence, seems required. But, in itself, the notion of
best interests is vacuous, and so further principles must be
invoked in its interpretation. xvParker J (at paragraph 3) states the harm threshold is ‘amply made out’
despite not forming part of the (fact finding) ruling. THE INDETERMINACY OF HARMS
h
d
f h Issues such as refusal
of vaccination, or the place of parental consent for children’s
entry into clinical trials raise issues of communal as well as
child-centred responsibilities. Issues which balance one child’s
interests against another require a broad consideration of bene-
fits to one party as well as harms to the other. Harm can be a
valuable intuition pump that can lead us to consider important
factors pertaining to a child’s best interests. However, absent
some list of other values, judging best interests and harms is
inevitably subjective. The best response to this indeterminacy is
not to attempt to rename the best interests test, but to identify
the values informing best interests. It is likely that rather than a
single monolithic value, there are many such values that apply
more or less to different situations. Although identifying such
values is therefore beyond the scope of this paper, examples
abound. For instance, it is clear that many bioethicists, including
many advocates of the harm threshold, consider that the child’s
interests
can
be
subordinate
to
the
interests
of
their
parents.4
6
7
9 Other theorists favour a broadly collectivist
approach that requires a restriction of parental capacity to
benefit as well as to disbenefit.17 32 To publicise such positions
in a decision about best interests allows transparency and offers
grounds for challenge. To rehearse and debate the validity of
such positions is genuinely informative of assessments of best
interests in a way that adopting a harm threshold is not. Common law is open to interpretation, and I shall not argue
that the judges in one case or another erred in their application
of the harm threshold. Instead I claim that, wherever it is
employed, the harm threshold can readily be used to reach
opposing conclusions in very similar circumstances. This indi-
cates the harm threshold suffers problems of indeterminacy of
similar magnitude to the best interests test. For this reason,
replacing or mediating the best interests test with a harm thresh-
old is misguided; the real issue that bioethicists should focus
upon is reducing indeterminacy. REDUCING INDETERMINACY
30 Almost 30 years ago Moreno30 observed: Almost 30 years ago Moreno30 observed: REFERENCES 22
Huxtable R. Autonomy, best interests and the public interest: treatment,
non-treatment and the values of medical law. Med Law Rev 2014;22:459 1
Mnookin RH. Child-Custody Adjudication: Judicial Functions in the Face of
Indeterminacy. Law Contemp Probl 1975;39:226–93. 1
Mnookin RH. Child-Custody Adjudication: Judicial Functions in the Face of
Indeterminacy. Law Contemp Probl 1975;39:226–93. 23
Haringey Local Authority v C [2004] EWHC 2580 (Fam). Indeterminacy. Law Contemp Probl 1975;39:226–93. 24
Re E (a child) (fact-fiding hearing: assessment of biological parents) [2011] EWHC
3453 (Fam). 2
Ross LF. Children, families, and health care decision making. Oxford: Oxford
University Press, 1998. 24
Re E (a child) (fact-fiding hearing: assessment of biological parents) [2011] EWHC
3453 (Fam). 2
Ross LF. Children, families, and health care decision making. Oxford: Oxford
University Press, 1998. 25
Re D (A Child) [2012] EWHC 4231. 3
de Vos MA, Seeber AA, Gevers SK, et al. Parents who wish no further treatment for
their child. J Med Ethics 2015;41:195–200. 26
Re A (a Child)(fact finding hearing: biological parents) [2014] EWHC 75 (Fam. ;
4
Diekema DS. Parental refusals of medical treatment: the harm principle as threshold
for state intervention. Theor Med Bioeth 2004;25:243–64. 27
Crawford C. Couple can keep Nigerian baby after ‘scam’ ruling. BBC News 18
October 2012. http://www.bbc.co.uk/news/uk-19996987 (accessed 1 May 2015). 5
Dresser R. Standards for family decisions: replacing best interests with harm
prevention. Am J Bioeth 2003;3:54–5. 28
Press Association. Nigeria Baby-Selling Scams Attracting ‘Desperate’ Childless British
Couples. Huffington Post 25th October 2012. http://www.huffingtonpost.co.uk/
2012/10/25/nigeria-baby-selling-scams_n_2016024.html (accessed 15 Apr 2015). 6
Elliston S. The best interests of the child in healthcare. London: Routledge
Cavendish, 2007. 29
Press Association. Woman fooled into believing she had given birth allowed to keep
child. Daily Telegraph 1st September 2014. http://www.telegraph.co.uk/news/
uknews/law-and-order/11068833/Woman-fooled-into-believing-she-had-given-birth-
allowed-to-keep-child.html. (accessed 15 Apr 2015). 7
Shah SK. Does research with children violate the best interests standard? An
empirical and conceptual analysis. Northwest J Law Soc Policy 2013;8:121–73. p
p
y
y
8
Buchanan A, Brock D. Deciding for others. Cambridge: Cambridge University Press,
1990. 30
Moreno JD. Ethical and legal issues in the care of the impaired newborn. Clin
Perinatol 1987;14:345–60 at 356. 9
Diekema DS. Revisiting the best interest standard: uses and misuses. J Clin Ethics
2011;22:128–33. 31
DeGrazia D. Value theory and the best interests standard. Bioethics 1995;9:50–61. 31
DeGrazia D. Value theory and the best interests standard. Bioethics 1995;9:50–61. 10
Gillam L. Provenance and peer review Not commissioned; externally peer reviewed. 18
Feinberg J. The child’s right to an open future. In: Aitken W, LaFollette H, eds. Whose child? Children’s rights, parental authority, and state power. Totowa, NJ:
Rowman and Littlefield, 1980:124–53. venance and peer review Not commissioned; externally peer revie Provenance and peer review Not commissioned; externally peer reviewed. Open Access This is an Open Access article distributed in accordance with the
terms of the Creative Commons Attribution (CC BY 4.0) license, which permits
others to distribute, remix, adapt and build upon this work, for commercial use,
provided the original work is properly cited. See: http://creativecommons.org/
licenses/by/4.0/ 19
Hester DM. Interests and neonates: there is more to the story than we explicitly
acknowledge. Theor Med Bioeth 2007;28:357–72. 19
Hester DM. Interests and neonates: there is more to the story than we explicitly
acknowledge. Theor Med Bioeth 2007;28:357–72. g
20
Larcher V, Craig F, Bhogal K, et al. Making decisions to limit treatment in
life-limiting and life-threatening conditions in children: a framework for practice. Arch Dis Child 2015;100(Suppl 2):s1–s23. 20
Larcher V, Craig F, Bhogal K, et al. Making decisions to limit treatment in
life-limiting and life-threatening conditions in children: a framework for practice. Arch Dis Child 2015;100(Suppl 2):s1–s23. pp
21
Bainham A. Children: the modern law. 3rd edn. Bristol: Jordan Publishing, 2005. pp
21
Bainham A. Children: the modern law. 3rd edn. Bristol: Jordan Publishing, 2 Competing interests None declared. y
17
Archard D. Children: rights and childhood. 2nd edn. London: Routledge, 2004. CONCLUSION
M Many commentators advocate a harm threshold to mediate the
best interests test because they claim it is more determinate than
the best interests test, and more clearly reflects the freedoms of
parents to decide how and when to benefit their children. Diekema,4 the harm threshold’s most convincing advocate,
acknowledges that harm has similar problems with indetermin-
acy to best interests, but also argues that a harm threshold is
better understood by clinicians than best interests, an argument
that others have extended to the judiciary and to parents
themselves. Rather than specify some of these principles, advocates of the
harm
threshold
seek
to
simplify
the
best
interests
test. Diekema’s4 tying of the threshold to the concept of basic needs
is alert to this problem, since an ‘objective’ list of such welfare
needs would answer this criticism—although reaching agree-
ment on the specifics of such a list is problematic.31 However,
harm does not describe all the parental behaviours that merit
state intervention, and Diekema errs in suggesting that it does. ‘Harm’ is a catch-all term with which few could disagree. It cap-
tures the wrongness of hitting a child around the head with a
saucepan or abusing a child for pleasure. Yet these situations do
not represent genuine dilemmas when we would need the guid-
ance of a harm threshold, since almost nobody would argue
that such actions were permissible. It is in situations of genuine
ethical complexity that a focus on harm becomes inadequate,
and, if used in such situations, harm merely frames more While recognising the potential for a harm threshold to have
uses as an intuition pump or a cross-cultural standard, this
paper argues that where a harm threshold is used to determine
intervention, it is inferior to the best interests test. I have used
the way the harm threshold operates in English law to demon-
strate it is insufficiently broad in its scope to be helpful in genu-
inely
troubling
cases
without
carrying
with
it
significant
elements of indeterminacy. Such complexity invalidates claims
that the harm threshold is readily understandable in all cases. Furthermore, the language of harm is strongly evaluative, ren-
dering it less suitable than the technicolegal language of best
interests when intervening against well-intentioned parental
behaviours without wishing to condemn such behaviours. Birchley G. J Med Ethics 2015;0:1–5. doi:10.1136/medethics-2015-102893 4 Law, ethics and medicine Law, ethics and medicine None of this mitigates the indeterminacy of the best interests
test, and this paper has contended that this is the greatest chal-
lenge to deciding children’s interests. Recourse to a harm
threshold offers nothing to this project, and the focus of
bioethicists should be upon identifying and mapping the values
that (should) inform best interests decisions. 11
McDougall RJ, Notini L. Overriding parents’ medical decisions for their children:
a systematic review of normative literature. J Med Ethics 2014;40:448–52. y
12
DeGrazia D. Common morality, coherence, and the principles of biomedical ethics. Kennedy Inst Ethics J 2003;13:219–30. y
13
Mill JS. On liberty. New York: Dover Publications, 2002 [1859]. 14
Feinberg J. The moral limits of the criminal law volume 1: harm to others. Oxford:
Oxford University Press, 1987. y
15
Rawls J. A theory of Justice. Revised edn. Cambridge: Harvard University Press, 1999. Funding Wellcome Trust (WT097725MF). 16
Miller RB. Children, ethics and modern medicine. Bloomington, Indiana: Indiana
University Press, 2003. Competing interests None declared. REFERENCES Childrens bioethics and the zone of parental discretion. Monash Bioeth
Rev 2010;29:09.1–3. 32
Blustein J. Doing the best for one’s child: satisficing versus optimizing parentalism. Theor Med Bioeth 2012;33:199–205. 32
Blustein J. Doing the best for one’s child
Theor Med Bioeth 2012;33:199–205. 32
Blustein J. Doing the best for one’s child
Theor Med Bioeth 2012;33:199–205. Birchley G. J Med Ethics 2015;0:1–5. doi:10.1136/medethics-2015-102893 5
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https://openalex.org/W3215855715
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https://eprints.whiterose.ac.uk/181687/12/keab862.pdf
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Ultrasound subclinical synovitis in anti-CCP-positive at-risk individuals with musculoskeletal symptoms: an important and predictable stage in the rheumatoid arthritis continuum
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Rheumatology
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cc-by
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Original article
Rheumatology Rheumatology Rheumatology Original article
Rheumatology Abstract Objectives. To investigate whether anti-CCP2-positive at-risk individuals with musculoskeletal (MSK) symptoms
but without clinical synovitis (CCP2þ at-risk) develop US subclinical synovitis before inflammatory arthritis and if US
subclinical synovitis can be predicted. Methods. First, US scans of CCP2þ at-risk individuals who developed inflammatory arthritis (‘progressors’) were
reviewed for subclinical synovitis prior to inflammatory arthritis development. Patients in whom the pre-progression
US scan was negative but the scan was conducted >6 months before progression were excluded. Subsequently,
regression analyses were performed to identify predictors of US synovitis in CCP2þ at-risk individuals without base-
line US abnormalities who had one or more longitudinal US scan and a complete dataset. g
p
Results. US subclinical synovitis was detected in one or more scan in 75 of 97 progressors (77.3%) fmedian time
to inflammatory arthritis development from first evidence of US synovitis 26.5 weeks [interquartile range (IQR) 7–60]g,
in whom one or more scan was available, excluding those with a negative scan >6 months from inflammatory arthritis
development (n ¼ 38). In 220 CCP2þ at-risk individuals with normal baseline US scans, who had one or more longitu-
dinal US scan and a complete dataset, US synovitis was detected in 69/220 (31.4%) [median time to first developing
US synovitis 56.4weeks (IQR 33.0–112.0)]. In the multivariable analysis, only anti-CCP3 antibodies were predictive for
the development of US synovitis [odds ratio 4.75 (95% CI 1.97, 11.46); P < 0.01]. CLINICAL
SCIENCE Conclusions. In anti-CCP2þ at-risk individuals, a stage of subclinical synovitis usually precedes the development
of inflammatory arthritis. Anti-CCP2þ/CCP3þ individuals without clinical or US subclinical synovitis may represent
the optimal window of opportunity for intervention to prevent joint disease. Key words: ACPA, ultrasound, at-risk, third-generation anti-CCP antibodies, anti-CCP3, subclinical synovitis,
prediction, rheumatoid arthritis, inflammatory arthritis Ultrasound subclinical synovitis in anti-CCP-positive
at-risk individuals with musculoskeletal symptoms:
an important and predictable stage in the rheumatoid
arthritis continuum Downloaded from https://academic.oup.com/rheumatology/article/61/8/3192/6438028 by guest on 20 December 2022 Andrea Di Matteo
1,2,3, Laurence Duquenne1,2, Edoardo Cipolletta
3,
Jacqueline L. Nam1,2, Leticia Garcia-Montoya
1,2, Richard J. Wakefield1,2,
Michael Mahler
4, Kulveer Mankia
1,2,* and Paul Emery
1,2,* Andrea Di Matteo
1,2,3, Laurence Duquenne1,2, Edoardo Cipolletta
3,
Jacqueline L. Nam1,2, Leticia Garcia-Montoya
1,2, Richard J. Wakefield1,2,
Michael Mahler
4, Kulveer Mankia
1,2,* and Paul Emery
1,2,* Rheumatology 2022;61:3192–3200
https://doi.org/10.1093/rheumatology/keab862
Advance Access publication 24 November 2021 Rheumatology 2022;61:3192–3200
https://doi.org/10.1093/rheumatology/keab862
Advance Access publication 24 November 2021 Introduction The identification of those individuals who are at immi-
nent risk, ideally in the window before the occurrence of
any joint involvement (i.e. before the ‘second hit’ of RA
occurs), is of utmost importance for risk stratification
and consequently for disease prevention. However, this
is challenging to achieve and therefore biomarkers that
can identify those individuals who will develop joint dis-
ease would be of great value. The concept of early RA has recently evolved. It is now
considered a ‘disease continuum’ rather than a fixed
phenotype, in which individuals with risk factors pro-
gress through different stages before the development
of clinical arthritis [1–3]. In
2012,
the
EULAR
Standing
Committee
on
Investigative Rheumatology defined six categories along
the preclinical ‘RA continuum’: genetic (phase A) and envir-
onmental (phase B) risk factors for RA, RA-related system-
ic
autoimmunity
(phase
C),
musculoskeletal
(MSK)
symptoms without clinical arthritis (phase D), undifferenti-
ated arthritis (phase E) and RA (phase F) [4] (Fig. 1). The aims of this study were 2-fold: to investigate
whether US subclinical synovitis represents a distinct
stage of the ‘continuum’ in second-generation IgG
anti-CCP antibody–positive (CCP2þ) at-risk individu-
als prior to the development of clinical inflammatory
arthritis
and
to
determine
in
anti-CCP2þ
at-risk
individuals with MSK symptoms but before joint in-
volvement (neither clinical nor subclinical synovitis),
clinical and/or serological predictors of US subclinical
synovitis. Downloaded from https://academic.oup.com/rheumatology/article/61/8/3192/6438028 by guest on 20 December 2022 Recently, several studies have highlighted the pres-
ence of another important population along this ‘con-
tinuum’, which sits between phases D and E. This is
represented by at-risk individuals (i.e. those with sys-
temic autoimmunity and MSK symptoms but without
clinical arthritis) who have subclinical joint inflammation
on US or MRI [5–7]. These studies have demonstrated
that high-resolution imaging is able to detect subclinical
joint inflammation in at-risk individuals before clinical
synovitis occurs. Indeed, the detection of baseline sub-
clinical joint inflammation and/or joint damage on US
has been demonstrated to greatly increase the risk of
progression to inflammatory arthritis in at-risk individuals
[8–11]. When US power Doppler (PD) is detectable in
four or more joints, the future development of RA is al-
most certain, suggesting this occurs at a late stage in
the ‘continuum’ [12]. Rheumatology key messages Rheumatology key messages
. The majority of anti-CCP2-positive at-risk individuals go through a stage of subclinical synovitis before the
development of inflammatory arthritis. . CCP2-positive at-risk individuals can be identified prior to any joint involvement by the presence of anti-CCP3
antibodies. . This may represent the optimal ‘window of opportunity’ for intervention to prevent joint disease. 1Leeds Institute of Rheumatic and Musculoskeletal Medicine,
University of Leeds, 2National Institute for Health Research, Leeds
Biomedical Research Centre, Leeds Teaching Hospitals NHS Trust,
Leeds, UK, 3Rheumatology Unit, Department of Clinical and
Molecular Sciences, ‘Carlo Urbani’ Hospital, Polytechnic University
of Marche,Jesi, Ancona, Italy and 4Research and Development,
Werfen Autoimmunity, San Diego, CA, USA
Submitted 28 July 2021; accepted 11 November 2021
Correspondence to: Paul Emery, Leeds Institute of Rheumatic and
Musculoskeletal Medicine, Chapel Allerton Hospital, Leeds LS7 4SA,
UK. E-mail: p.emery@leeds.ac.uk
*K.M. and P.E. jointly supervised this work. . This may represent the optimal ‘window of opportunity’ for intervention to prevent joint disease. 1Leeds Institute of Rheumatic and Musculoskeletal Medicine,
University of Leeds, 2National Institute for Health Research, Leeds
Biomedical Research Centre, Leeds Teaching Hospitals NHS Trust,
Leeds, UK, 3Rheumatology Unit, Department of Clinical and
Molecular Sciences, ‘Carlo Urbani’ Hospital, Polytechnic University
of Marche,Jesi, Ancona, Italy and 4Research and Development,
Werfen Autoimmunity, San Diego, CA, USA Correspondence to: Paul Emery, Leeds Institute of Rheumatic and
Musculoskeletal Medicine, Chapel Allerton Hospital, Leeds LS7 4SA,
UK. E-mail: p.emery@leeds.ac.uk
*K.M. and P.E. jointly supervised this work. Submitted 28 July 2021; accepted 11 November 2021 V
C The Author(s) 2021. Published by Oxford University Press on behalf of the British Society for Rheumatology. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https:
reproduction in any medium, provided the original work is properly cited. US subclinical synovitis in anti-CCPþ at-risk individuals Introduction An additional and important aspect
that has emerged is that the occurrence of MSK symp-
toms seems to precede, in most at-risk individuals, the
development of subclinical joint inflammation and/or
joint damage on US [13, 14]. Symptoms in the absence
of clinical or subclinical inflammation may represent the
critical time point for preventive treatments, particularly
for joint disease. om https://academic.oup.com/rheumatology/article/61/8/3192/6438028 by guest on 20 December 2022 Statistical analysis Descriptive statistics were used to describe the main
characteristics of the study population and reported as
absolute frequencies with the corresponding percentage
for categorical variables, mean (S.D.) for continuous vari-
ables with a normal distribution and median with inter-
quartile
range
(IQR)
for
non-normally
distributed
continuous variables. The chi-squared test was used for
comparing categorical variables. The Mann–Whitney U
test was used to compare continuous variables. A uni-
variable analysis was performed to define the predictive
value of age, gender, anti-CCP2 antibodies (high/low),
anti-CCP3 antibodies (positive/negative), RF (positive/
negative), EMS >30 min and tenderness in the small
joints of the hands on physical examination for the de-
velopment of US subclinical synovitis at follow-up. The
multivariable regression analysis was adjusted for those
parameters that were significant in the univariable ana-
lysis. In addition, we performed three different multivari-
able models excluding either anti-CCP2 (high level),
anti-CCP3 or RF, to rule out the potential influence of
the collinearity between these variables on the multivari-
able analysis results. The collinearity between anti-
CCP2, anti-CCP3 and RF was also explored using
Crame´ r’s V. A coefficient >0.60 was considered to be
indicative of collinearity. Kaplan–Meier analysis and log-
rank tests were performed to evaluate the US subclinical
synovitis-free survival time for anti-CCP3 antibodies and
RF. Statistical analyses were performed using SPSS ver-
sion 25.0 for Windows (IBM, Armonk, NY, USA). The
level of significance was set at 5%. Downloaded from https://academic.oup.com/rheumatology/article/61/8/3192/6438028 by guest on 20 December 2022 A full US protocol was performed as part of the Leeds
CCP study. The following joints were scanned: elbows,
wrists, first–fifth MCP joints, first–fifth PIP joints, knees,
ankles and first–fifth MTP joints. The first MTP joint was
not included in the analyses, as US abnormalities have
been frequently detected at this level in other non-
inflammatory joint diseases, such as OA, as well as in
asymptomatic healthy subjects [20, 21]. US synovitis
(synovial hypertrophy 1 and PD signal 1) and bone
erosions
were
identified
according
to
the
EULAR/
OMERACT and OMERACT definitions, respectively [22,
23]. Three different US machines were used during the
study: an ATL HDI 5000 (Philips US, Cambridge, MA,
USA), employing 5–12 MHz and 8–15 MHz transducers,
and an S7 and Logiq E9 (GE Healthcare, Chicago, IL,
USA), both employing a 6–15 MHz transducer. Methods CCP2þ (BioPlex 2200, Bio-Rad Laboratories, Hercules,
CA, USA) at-risk individuals with MSK symptoms, but
without clinical synovitis, taking part in the Leeds CCP
study from June 2008 to March 2020 were included. Full
details of ‘The CCP Study: Coordinated Programme to
Prevent Arthritis – Can We Identify Arthritis at a Pre-
clinical Stage?’ have been previously reported [15, 16]. Briefly, in this national study, individuals 18 years of
age with new MSK symptoms, who test positive for
anti-CCP antibodies, are invited to a dedicated research
clinic at Chapel Allerton Hospital (Leeds, UK) as part of
an observational study. Anti-CCP2 antibody is the most
used test to detect ACPA in many places, including the
UK. Different from some other at-risk cohorts currently
being followed internationally [17, 18], all subjects in the
Leeds CCP study are anti-CCP2þ. FIG. 1 Categories along the RA continuum defined by the EULAR Standing Committee on Investigative Rheumatology
UA: undifferentiated arthritis. UA: undifferentiated arthritis. 3193 https://academic.oup.com/rheumatology Andrea Di Matteo et al. In anti-CCP2þ at-risk individuals, the following data
were collected at baseline: age, gender, early morning
stiffness (EMS) duration, tenderness in the small joints
of the hands on physical examination, anti-CCP2 level,
third-generation IgG anti-CCP antibody (anti-CCP3) level
(QUANTA Lite CCP3, Inova Diagnostic, San Diego, CA,
USA) and IgM RF status (BNII nephelometry before
February 2010, AdviaXPT turbidometry after February
2010; Siemens, Munich, Germany). neither US synovitis nor bone erosions) who had one or
more longitudinal US scan and in whom a complete
dataset was available. In these patients, we investigated
predictors of subclinical synovitis on longitudinal scans. This
study
was
approved
by
the
NHS
Health
Research Authority National Research Ethics Service
Committee Yorkshire & the Humber–Leeds West. All
individuals participating in the study provided full written
informed consent. neither US synovitis nor bone erosions) who had one or
more longitudinal US scan and in whom a complete
dataset was available. In these patients, we investigated
predictors of subclinical synovitis on longitudinal scans. This
study
was
approved
by
the
NHS
Health
Research Authority National Research Ethics Service
Committee Yorkshire & the Humber–Leeds West. All
individuals participating in the study provided full written
informed consent. The anti-CCP2 and anti-CCP3 test positivity threshold
was
set
according
to
the
manufacturer’s
cut-offs
(>2.99 IU/ml and 20 units, respectively). Methods The anti-CCP2
level was considered low or high when it was <3 or 3
times the positivity threshold, respectively, according to
the ACR/EULAR 2010 criteria [19]. Statistical analysis PD was
set as follows: pulse repetition frequency (PRF) 700–
1000 Hz, Doppler frequency 6 MHz for the ATL HDI 5000
and 10 MHz for the S7 and Logic E9. Sensitivity analy-
ses between the first two US machines (ATL HDI 5000
and S7) were performed due to the change in the US
machine during the study [8]. Given the positive results
of this analyses and the fact that the S7 was replaced
with another GE machine (Logiq E9), the same analyses
were not repeated for the third US machine used. This study consisted of two parts. In the first part (US
subclinical synovitis prior to the development of inflam-
matory arthritis), among at-risk individuals who pro-
gressed to inflammatory arthritis, the prevalence and
distribution of subclinical synovitis was evaluated in the
US scans conducted prior to inflammatory arthritis de-
velopment. Patients in whom the pre-progression US
scan
was
negative,
but
the
scan
was
conducted
>6 months before progression, were excluded. The rea-
son for this choice was based on the fact that the ma-
jority of anti-CCP2þ individuals with US synovitis who
progress to inflammatory arthritis do so within a short-
term follow-up (i.e. median 7.9–9.9 months) [15, 16]. Therefore, individuals with a negative US scan several
months before progression may well have subsequently
developed an undetected subclinical synovitis. In the se-
cond part of the study (predicting the development of
US subclinical synovitis), we selected only anti-CCP2þ
individuals without US abnormalities at baseline (i.e. US subclinical synovitis prior to the development of
inflammatory arthritis In 220 CCP2þ at-risk individuals with normal baseline
US scans who had one or more longitudinal US scan Downloaded from https://academic.oup.com/rheumatology/article/61/8/3192/6438028 b TABLE 1 Baseline demographic and clinical characteristics of the anti-CCP2þ at-risk individuals who developed inflam-
matory arthritis TABLE 1 Baseline demographic and clinical characteristics of the anti-CCP2þ at-risk individuals who developed inflam-
matory arthritis
Characteristics
Total
population
(N 5 135)
US subclinical synovitis
preceding clinical inflam-
matory arthritis (n 5 75)
No US subclinical synovitis
preceding clinical
inflammatory arthritis
(n 5 22)
Individuals not
included in the
analysis* (n 5 38)
Age, years, mean (S.D.)
53.9 (12.8)
56.3 (12.8)
50.0 (10.5)
51.5 (12.4)
Female, n (%)
102 (75.5)
54 (72.0)
15 (68.2)
33 (86.8)
Tenderness in the hands, n (%)
62 (45.9)
38 (50.7)
8 (36.4)
16 (42.1)
EMS, minutes, median (IQR)
15 (0–60)
15 (0–42.5)
37.5 (15–60)
10 (0–30)
Anti-CCP2 antibodies,
n (%)
Low
16 (11.9)
11 (14.7)
1 (4.5)
4 (10.5)
High
119 (88.1)
64 (85.3)
21 (95.5)
34 (89.5)
Anti-CCP3 antibodies,
n (%)
Not available
11 (8.1)
7 (9.3)
0 (0.0)
4 (10.5)
Negative
11 (8.1)
6 (8.0)
3 (13.6)
2 (5.3)
Positive
113 (83.8)
62 (82.7)
19 (86.4)
32 (84.2)
RF, n (%)
Negative
49 (36.3)
24 (32.0)
8 (36.4)
17 (44.7)
Positive
86 (63.7)
51 (68.0)
14 (63.6)
21 (55.3)
Only anti-CCP2þ at-risk individuals who progressed to inflammatory arthritis and had one or more US scan prior to inflam-
matory arthritis development are included. *Individuals in whom the most recent scan before progression was negative and
where this scan was >6 months before progression. Only anti-CCP2þ at-risk individuals who progressed to inflammatory arthritis and had one or more US scan prior to inflam-
matory arthritis development are included. *Individuals in whom the most recent scan before progression was negative and
where this scan was >6 months before progression. US subclinical synovitis prior to the development of
inflammatory arthritis A total of 155/620 (25.0%) anti-CCP2þ at-risk individuals
progressed to inflammatory arthritis [median time to de-
velop
inflammatory
arthritis
from
the
baseline
visit:
51weeks (IQR 24–107.2)]. At least one US scan per-
formed prior to the development of clinical arthritis was
available in 135/155 progressors (87.1%). Thirty-eight
individuals in whom the most recent scan before progres-
sion was negative and where this scan was >6 months
before progression were excluded. US subclinical syno-
vitis was detected in one or more scan in 75 of the
remaining 97 individuals (77.3%) [median time to inflam-
matory arthritis development from first developing US 3194 https://academic.oup.com/rheumatology US subclinical synovitis in anti-CCPþ at-risk individuals Predicting the development of US subclinical
synovitis synovitis: 26.5 weeks (IQR 7.0–60.0); median number of
joints with US synovitis: 2.0 (IQR 1.0–3.0)]. The demographic and clinical characteristics of pro-
gressors with one or more US scan available is reported
in Table 1. A total of 220 CCP2þ individuals with a normal baseline
US scan (i.e. no US synovitis or bone erosions) who had
one or more longitudinal US scan and in whom a com-
plete dataset was available were included in this ana-
lysis. The clinical and demographic characteristics of
individuals included are reported in Table 2. US subclinical synovitis was detected in the follow-
ing anatomical areas: wrists in 45/75 (60.0%) CCP2þ
individuals, MCP joints in 30/75 (40.0%), MTP joints in
22/75 (29.3%), PIP joints in 17/75 (22.7%), knees in 6/
75 (8.0%), elbows in 1/75 (1.3%) and ankles in 1/75
(1.3%). Only anti-CCP2þ at-risk individuals with normal baseline US scan who had one or more longitudinal US scan and in whom
a complete dataset was available are included. US subclinical synovitis prior to the development of
inflammatory arthritis TABLE 2 Baseline demographic, clinical and imaging characteristics of the anti-CCP2þ at-risk individuals TABLE 2 Baseline demographic, clinical and imaging characteristics of the anti-CCP2þ at-risk individuals
Characteristics
Baseline
(N 5 220)
Longitudinal analyses
Developed US
subclinical syno-
vitis (ever) (n 5 69)
Developed US
subclinical syno-
vitis (12 months)
(n 5 28)
Developed US
subclinical synovitis
(24 months)
(n 5 49)
Did not develop
subclinical US
synovitis (ever)
(n 5 151)
Age, years, mean (S.D.)
48.9 (12.4)
53.0 (10.8)
53.2 (9.6)
52.3 (10.9)
24.9 (12.6)
Female, n (%)
164 (74.5)
49 (71.0)
20 (71.4)
33 (67.3)
115 (76.2)
Tenderness in the hands, n (%)
71 (32.3)
20 (28.2)
8 (28.6)
12 (24.5)
51 (33.8)
EMS, minutes, median (IQR)
5 (0–30)
10 (0–30)
30 (2.5–60)
20 (0–60)
0 (0–30)
Anti-CCP2 antibodies,
n (%)
Low
83 (37.7)
19 (27.5)
8 (28.6)
13 (26.5)
64 (42.4)
High
137 (62.3)
50 (72.5)
20 (71.4)
36 (73.5)
87 (57.6)
Anti-CCP3 antibodies,
n (%)
Negative 109 (49.5)
17 (24.6)
7 (25.0)
11 (22.4)
59 (39.1)
Positive 111 (50.5)
52 (75.4)
21 (75.0)
38 (77.6)
92 (60.9)
RF, n (%)
Negative 161 (73.2)
39 (56.5)
16 (57.1)
28 (57.1)
122 (80.8)
Positive
59 (26.8)
30 (43.5)
12 (42.9)
21 (42.9)
29 (19.2)
Only anti-CCP2þ at-risk individuals with normal baseline US scan who had one or more longitudinal US scan and in whom
a complete dataset was available are included. BLE 2 Baseline demographic, clinical and imaging characteristics of the anti-CCP2þ at-risk individuals Only anti-CCP2þ at-risk individuals with normal baseline US scan who had one or more longitudinal US scan and in whom
a complete dataset was available are included. 3195 https://academic.oup.com/rheumatology Andrea Di Matteo et al. (P< 0.01 for both) (Fig. 2a). Similar results were observed
in the subgroup of high-level CCP2þ individuals at the 1
and 2year follow-up; respectively, 19.4% and 32.7% of
high-level CCP2þ/anti-CCP3þ, but only 2.6% and 10.3%
of high-level CCP2þ individuals with negative anti-CCP3
antibodies developed subclinical synovitis on longitudinal
scans (P¼ 0.01 and P< 0.01, respectively) (Fig. 2b). The
impact of RF on subclinical synovitis-free survival rate was
not significant in individuals with positive anti-CCP3 anti-
bodies (Fig. 2c). Conversely, this was notable in individuals
with anti-CCP2þ/RFþ [i.e. 21/59 (35.6%) developed US
subclinical synovitis within 2years of follow-up] compared
with individuals with positive anti-CCP2þ and negative RF
[i.e. 28/161 (17.4%), P¼ 0.01] (Fig. 2d). US subclinical synovitis prior to the development of
inflammatory arthritis and a complete dataset, US synovitis was detected in
69/220 (31.4%) [median time to first developing US
synovitis: 56.4 weeks (IQR 33.0–112.0); median number
of US scans: 2.0 (IQR 1.0–3.0); median number of joints
with US synovitis: 2.0 (IQR 1.0–2.0)]. US subclinical synovitis was detected on longitudinal
scans in the following anatomical areas: wrists in 44/69
(63.8%) CCP2þ individuals, MCP joints in 30/69 (43.5%),
MTP joints in 14/69 (20.3%), knees in 11/69 (15.9%),
PIP joints in 4/69 (5.8%) and elbows in 1/69 (1.4%). j
(
)
(
)
In the univariable analysis, age [OR 1.04 (95% CI
1.02, 1.07), P < 0.01], high level anti-CCP2þ [OR 1.94
(95% CI 1.04, 3.60), P ¼ 0.04], anti-CCP3 antibodies [OR
4.77 (95% CI 2.52, 9.03), P < 0.01] and RF [OR 3.24
(95% CI 1.73, 6.05), P < 0.01] were predictive for the de-
velopment of US subclinical synovitis on subsequent US
scans. In the multivariable analysis, only anti-CCP3 anti-
bodies remained significantly predictive [OR 4.75 (95%
CI 1.97, 11.46), P < 0.01] while borderline results were
observed with age [OR 1.04 (95% CI 1.01, 1.07),
P ¼ 0.01] (Table 3). The predictive value of anti-CCP3 for
US subclinical synovitis development was also observed
when the multivariable analysis was carried out exclud-
ing high-level anti-CCP2 [anti-CCP3 OR 3.60 (95% CI
1.74, 7.44), P < 0.01] or RF [anti-CCP3 OR 5.64 (95% CI
2.50, 12.76), P < 0.01] (Supplementary Table S1, avail-
able at Rheumatology online). Interestingly, RF was pre-
dictive for the development of US subclinical synovitis
when anti-CCP3 antibodies were not included in the
multivariable analysis [RF OR 2.61 (95% CI 1.34, 5.08),
P ¼ 0.01]. No significant collinearity between anti-CCP2,
anti-CCP3 and RF was found (V ¼ 0.54, 0.28 and 0.52
for anti-CCP2/anti-CCP3, anti-CCP2/RF and anti-CCP3/
RF, respectively). Downloaded from https://academic.oup.com/rheumatology/article/61/8/3192/6438028 by guest on 20 December 2022 Discussion rom https://academic.oup.com/rheumatology/article/61/8/3192/6438028 by guest on 20 December 2022 The results of the current study show that in CCP2þ at-
risk individuals with MSK symptoms, but without clinical
synovitis, the majority of progressors go through a stage
of US subclinical joint inflammation prior to developing
inflammatory arthritis; this represents a distinct stage of
the ‘RA continuum’. Moreover, this is an important
group to recognize, as it also represents the first transi-
tion of systemic autoimmunity into articular inflamma-
tion, the so-called ‘second hit’ in the pathogenesis of
RA [24] (Fig. 3). There is increasing evidence from patient-reported
outcomes and the very high predictive value of subclin-
ical synovitis on imaging that the presence of subclinical
synovitis in multiple joints may represent a distinct dis-
ease in its own right [25, 26]. In support of this, serial
US assessments in a cohort of anti-CCP2þ at-risk indi-
viduals suggest that subclinical synovitis occurs directly
before the development of clinical synovitis [27] and the
fact that the majority of anti-CCP2þ individuals with US
synovitis who develop inflammatory arthritis do so within
12 months of follow-up [15, 16]. Of note, in our study,
>60% of progressors had evidence of subclinical syno-
vitis on US scans performed within 6 months prior to in-
flammatory arthritis development. CCP2þ individuals with positive anti-CCP3 antibodies
show a significantly reduced US subclinical synovitis-free
survival rate compared with individuals with negative anti-
CCP3 antibodies (Fig. 2). At the 1 and 2year follow-up,
18.9% and 34.2%, respectively, of individuals with dual
CCP2/CCP3 positivity developed subclinical synovitis on
longitudinal scans compared with 6.4% and 10.1% of
CCP2þ individuals with negative anti-CCP3 antibodies TABLE 3 Univariable and multivariable regression analyses for the development of US synovitis TABLE 3 Univariable and multivariable regression analyses for the development of US synovitis Variables
Univariable analysis
Multivariable analysis
OR (95% CI)
P-value
OR (95% CI)
P-value
Gender (male)
1.30 (0.69, 2.48)
0.42
–
–
Age
1.04 (1.02, 1.07)
<0.01
1.04 (1.01, 1.07)
0.01
Tenderness in the
hands
1.25 (0.67, 2.32)
0.48
–
–
EMS
1.00 (0.99, 1.01)
0.11
–
–
Anti-CCP2þ (high
level)
1.94 (1.04, 3.60)
0.04
0.60 (0.26, 1.41)
0.24
Anti-CCP3þ
4.77 (2.52, 9.03)
<0.01
4.75 (1.97, 11.46)
<0.01
RFþ
3.24 (1.73, 6.05)
<0.01
1.46 (0.70, 3.05)
0.31
Significant results are in bold. Significant results are in bold. 3196 US subclinical synovitis in anti-CCPþ at-risk individuals FIG. https://academic.oup.com/rheumatology Discussion 2 Kaplan–Meier analysis shows US subclinical synovitis-free survival time in CCP2þ at-risk individuals G. 2 Kaplan–Meier analysis shows US subclinical synovitis-free survival time in CCP2þ at-risk individuals FIG. 2 Kaplan–Meier analysis shows US subclinical synovitis-free survival time in CCP2þ at-risk individuals
Percentages refer to the individuals who developed US subclinical synovitis at 12 and 24 months follow-up (black
lines). HL: high level. Downloaded from https://academic.oup.com/rheumatology/article/61/8/3192/6438028 b ademic.oup.com/rheumatology/article/61/8/3192/6438028 by guest on 20 December 2022 Percentages refer to the individuals who developed US subclinical synovitis at 12 and 24 months follow-up (black
lines). HL: high level. FIG. 3 The ‘disease continuum’ of CCP2þ at-risk individuals
Anti-CCPþ at-risk individuals with MSK symptoms but without any joint involvement (clinical or subclinical) may repre-
sent the critical time point for timing interventions to prevent the onset of joint disease. UA: undifferentiated arthritis. FIG. 3 The ‘disease continuum’ of CCP2þ at-risk individuals Anti-CCPþ at-risk individuals with MSK symptoms but without any joint involvement (clinical or subclinical) may repre-
sent the critical time point for timing interventions to prevent the onset of joint disease. UA: undifferentiated arthritis. therapy may only delay eventual disease progression
rather than truly preventing arthritis [28]. Instead, anti-
CCPþ individuals with MSK symptoms in whom subclin-
ical joint inflammation is not present but imminent may
represent ‘ideal targets’ for therapeutic trials for arthritis
prevention. Halting disease progression in this population Certainly one might argue that US subclinical inflamma-
tion represents a late feature in the development of in-
flammatory arthritis and, when present, may represent an
inevitable
progression
to
clinical
synovitis,
especially
when multiple joints are affected; patients who have
progressed this far already have joint inflammation and 3197 https://academic.oup.com/rheumatology Andrea Di Matteo et al. would prevent the development of any joint inflammation,
the cardinal feature of RA, and would likely produce bet-
ter outcomes. This is also a valuable population to use
for investigating the immunopathology of RA develop-
ment, as the immunological events that drive the initial
joint involvement in RA (i.e. the ‘second hit’) are not clear. The position of this population along the early ‘RA con-
tinuum’ is well suited to address this. Indeed, further research is needed to establish which
joints, and indeed how many joints, need to be imaged
for optimum predictive accuracy. Most of the US studies
in at-risk cohorts have adopted comprehensive US pro-
tocols that evaluate multiple pathological findings (i.e. Discussion PD signal, grey-scale synovitis and/or bone erosions),
including most or all relevant small joints. In addition,
the interpretation of US-detected synovitis should be
performed in the context of other joint findings. Indeed,
it is well known that inflammation accompanies struc-
tural changes of OA in small and large joints [33]. The results of the present study show that anti-CCP3
antibodies have a predictive role for the imminent devel-
opment of subclinical synovitis in CCP2þ at-risk individ-
uals. Such predictive value was not replicated with
either high-level anti-CCP2 antibodies or RF, neither of
which were predictive for the development of US syno-
vitis in the multivariable analysis (Table 3). However, it
should be noted that RF was predictive for the develop-
ment of US subclinical synovitis when anti-CCP3 anti-
bodies were not included in the multivariable analysis. Of note, around a third of high-level anti-CCP2þ/CCP3þ
individuals developed US subclinical synovitis within
2 years of follow-up. On the other hand, only 4/39
(10.3%) high-level anti-CCP2þ/CCP3 individuals devel-
oped US subclinical synovitis on one or more longitudin-
al scan in this time frame (Fig. 2b). Thus the CCP3 result
had a 3-fold effect on the prognostic value of high-level
anti-CCP2 antibodies. As shown in Fig. 2d, a similar
trend was also observed in individuals with double posi-
tive anti-CCP2 and RF in comparison with individuals
with positive anti-CCP2 but negative RF. Our results suggest that anti-CCP2þ/CCP3þ individu-
als without subclinical joint disease are at a critical tran-
sition point in the evolution of RA (i.e. the transition from
autoimmunity to joint inflammation). This transition to the
first detectable phase of joint involvement may represent
the so-called ‘second hit’ in RA pathogenesis and may
be viewed as an additional distinct stage in the ‘RA con-
tinuum’. Moreover, this point may represent a unique
time point for preventing the onset of joint disease. However, caution is warranted not to dismiss the possi-
bility of participation in prevention trials of those who al-
ready have subclinical joint inflammation. Downloaded from https://academic.oup.com/rheumatology/article/61/8/3192/6438028 by guest on 20 December 2022 To our knowledge, this is the first study aimed at
identifying at-risk individuals just before the develop-
ment of subclinical joint involvement. Indeed, this nov-
elty is the main strength of the current study. Moreover,
data are presented from one of the largest prospective
cohorts with the longest follow-up of CCPþ at-risk indi-
viduals. However,
all
individuals
were
anti-CCP2þ. Conclusions In CCP2þ at-risk individuals with MSK symptoms but
without clinical synovitis, the majority of progressors
go through a stage of US subclinical joint inflammation
prior to the development of inflammatory arthritis, thus
representing a distinct and important stage of the ‘RA
continuum’. However, progression to inflammatory arthritis in at-
risk individuals with RA-related antibodies and MSK
symptoms is not always inevitable, even in those with
US subclinical joint inflammation. In a recent study,
baseline US synovitis was not associated with the devel-
opment of clinical arthritis at 12 months follow-up in
54% of ACPAþ individuals with arthralgia [31]. The rate
of progression to inflammatory arthritis in at-risk individ-
uals with subclinical synovitis is variable and depends
on several factors, such as the target population (i.e. asymptomatic first-degree relatives vs individuals with
MSK symptoms and RA-related antibodies), distribution
and number of joints or tendons involved and the type
of US pathological findings detected (e.g. grey-scale
synovitis, PD signal) [32]. In the current study, progres-
sors were found to have a median of 2 joints with US
subclinical synovitis (IQR 1.0–3.0) prior to inflammatory
arthritis development. US subclinical synovitis was main-
ly detected in the wrists, MCP joints and MTP joints
(60.0%, 40.0% and 29.3% of progressors, respectively). Anti-CCP3 antibodies have a potential role in the iden-
tification of CCP2þ individuals who are about to develop
clinical or subclinical RA-related joint inflammation (i.e. before the ‘second hit’ in RA pathogenesis occurs). This
may be the ideal population for interventions to prevent
joint disease. This is also a unique population for investi-
gating the drivers of joint involvement in the develop-
ment of RA. Discussion Therefore the results of our study can be interpreted
only in the context of anti-CCP2þ at-risk individuals. Our group has previously demonstrated the predict-
ive role of anti-CCP3 for the development of inflam-
matory arthritis [29]. This is likely to be related to dual
anti-CCP2/CCP3
positivity
reflecting
an
expanded
ACPA repertoire (i.e. different antigenic targets/ACPA
fine specificity being detected) and suggests that in
anti-CCP2þ at-risk individuals, anti-CCP3 antibodies
may be identifying a more advanced stage of auto-
immunity driving the onset of subclinical and later
clinical inflammation [29, 30]. Acknowledgements This
study
was
conducted
while
A.D.M. was
an
ARTICULUM Fellow. P.E. is National Institute for Health
Research (NIHR) Biomedical Research Centre (BRC) dir-
ector and BRC funds supported this work. L.G.-M. and
L.D. are NIHR BRC fellows. A.D.M. was one of the clini-
cians of the study, collected and analysed data and
wrote the manuscript. K.M. was one of the clinicians of https://academic.oup.com/rheumatology 3198 US subclinical synovitis in anti-CCPþ at-risk individuals Study Group for Risk Factors for Rheumatoid Arthritis. Ann Rheum Dis 2012;71:638–41. the study, designed the study and contributed to the
analysis of data and writing the manuscript. L.D. was
one of the clinicians of the study, collected data and
performed statistical analysis. J.L.N. was one of the
clinicians of the study, contributed to the design of the
study and collected data. L.G.-M. was one of the clini-
cians of the study and contributed to the collection and
analysis of data. E.C. helped with the statistical analysis
and contributed to the analysis of data. R.J.W. and
M.M. contributed to the analysis of data and writing the
manuscript. P.E. established the cohort, designed the
study, analysed data and contributed to writing the
manuscript. All co-authors contributed to revising the
manuscript critically and approved the final version to
be published. 5 5
Zabotti A, Finzel S, Baraliakos X et al. Imaging in the
preclinical phases of rheumatoid arthritis. Clin Exp
Rheumatol 2020;38:536–42. 6
Di Matteo A, Mankia K, Azukizawa M et al. The role of
musculoskeletal ultrasound in the rheumatoid arthritis
continuum. Curr Rheumatol Rep 2020;22:41. 7
Hunt L, Euge´ nio G, Grainger AJ. Magnetic resonance
imaging in individuals at risk of rheumatoid arthritis. Best
Pract Res Clin Rheumatol 2017;31:80–9. Downloaded from https://academic.oup.com/rheumatology/article/61/8/3192/6438028 by guest on 20 December 2022 8
Nam JL, Hensor EMA, Hunt L et al. Ultrasound findings
predict progression to inflammatory arthritis in anti-CCP
antibody-positive patients without clinical synovitis. Ann
Rheum Dis 2016;75:2060–7. 9
Zufferey P, Rebell C, Benaim C et al. Ultrasound can be
useful to predict an evolution towards rheumatoid
arthritis in patients with inflammatory polyarthralgia
without anticitrullinated antibodies. Joint Bone Spine
2017;84:299–303. Funding: The study was supported by the NIHR Leeds
BRC (grant IS-BRC-1215-20015). Funding: The study was supported by the NIHR Leeds
BRC (grant IS-BRC-1215-20015). Disclosure statement: R.J.W. has received honoraria
from AbbVie, Novartis and GE for ultrasound-related
educational activities (all <$10 000). M.M. is an em-
ployee of Inova Diagnostics, commercializing CCP3. K.M. Data availability statement 13 van de Stadt LA, Bos WH, Meursinge Reynders M et al. The value of ultrasonography in predicting arthritis in
auto-antibody positive arthralgia patients: a prospective
cohort study. Arthritis Res Ther 2010;12:R98. Data are available upon reasonable request. 14 van Beers-Tas MH, Blanken AB, Nielen MMJ et al. The
value of joint ultrasonography in predicting arthritis in
seropositive patients with arthralgia: a prospective
cohort study. Arthritis Res Ther 2018;20:279. Acknowledgements reports personal fees from AbbVie, UCB and Eli
Lilly (all <$10 000), outside the submitted work and
research grants from BristolMyersSquibb and Eli Lilly. P.E. reports consultant fees from BristolMyersSquibb,
AbbVie,
Gilead,
Galapagos,
Eli
Lilly,
MSD,
Pfizer,
Novartis, Roche and Samsung, outside the submitted
work (all <$10 000). He also reports research grants
from AbbVie, Eli Lilly, Novartis, BristolMyersSquibb,
Pfizer and Roche, outside the submitted work. 10 van der Ven M, van der Veer-Meerkerk M, Ten Cate DF
et al. Absence of ultrasound inflammation in patients
presenting with arthralgia rules out the development of
arthritis. Arthritis Res Ther 2017;19:202. 11 Di Matteo A, Mankia K, Duquenne L et al. Ultrasound
erosions in the feet best predict progression to
inflammatory arthritis in anti-CCP positive at-risk individ-
uals without clinical synovitis. Ann Rheum Dis 2020;79:
901–7. 12 Duquenne L, Mankia K, Nam J et al. THU0072
Ultrasound predicts imminent progression to arthritis in
anti-CCP positive at-risk individuals. Ann Rheum Dis
2019;78:304–5. Supplementary data Supplementary
data
are
available
at
Rheumatology
online. 15 Rakieh C, Nam JL, Hunt L et al. Predicting the
development of clinical arthritis in anti-CCP positive indi-
viduals with non-specific musculoskeletal symptoms: a
prospective observational cohort study. Ann Rheum Dis
2015;74:1659–66. References 1
van der Helm-van Mil A, Landewe´ RBM. The earlier, the
better or the worse? Towards accurate management of
patients with arthralgia at risk for RA. Ann Rheum Dis
2020;79:312–5. 16 Nam JL, Hunt L, Hensor EMA et al. Enriching case
selection for imminent RA: the use of anti-CCP antibod-
ies in individuals with new non-specific musculoskeletal
symptoms – a cohort study. Ann Rheum Dis 2016;75:
1452–6. 2
van Steenbergen HW, Huizinga TW, van der Helm-van
Mil AH. The preclinical phase of rheumatoid arthritis:
what is acknowledged and what needs to be assessed? Arthritis Rheum 2013;65:2219–32. 17 Bos WH, Wolbink GJ, Boers M et al. Arthritis
development in patients with arthralgia is strongly
associated with anti-citrullinated protein antibody status:
a prospective cohort study. Ann Rheum Dis 2010;69:
490–4. 3
Mankia K, Di Matteo A, Emery P. Prevention and cure:
the major unmet needs in the management of
rheumatoid arthritis. J Autoimmun 2020;110:
102399. 18 van Steenbergen HW, van Nies JAB, Huizinga TWJ et al. Characterising arthralgia in the preclinical phase of
rheumatoid arthritis using MRI. Ann Rheum Dis 2015;74:
1225–32. 4
Gerlag DM, Raza K, van Baarsen LG et al. EULAR
recommendations for terminology and research in
individuals at risk of rheumatoid arthritis: report from the 3199 https://academic.oup.com/rheumatology Andrea Di Matteo et al. 27 Pentony P, Mankia K, Hensor EM et al. SAT0107
Sequential ultrasound shows a late increase in
inflammatory burden in anti-CCP positive patients with
non-specific musculoskeletal symptoms just before pro-
gression to inflammatory arthritis. Ann Rheum Dis 2018;
77:916. 19 Aletaha D, Neogi T, Silman AJ et al. 2010 Rheumatoid
arthritis classification criteria: an American College of
Rheumatology/European League Against Rheumatism
collaborative initiative. Arthritis Rheum 2010;62:
2569–81. 20 Padovano I, Costantino F, Breban M et al. Prevalence of
ultrasound synovial inflammatory findings in healthy
subjects. Ann Rheum Dis 2016;75:1819–23. 28 Gerlag DM, Safy M, Maijer KI et al. Effects of B-cell
directed therapy on the preclinical stage of rheumatoid
arthritis: the PRAIRI study. Ann Rheum Dis 2019;78:
179–85. 21 Filippucci E, Cipolletta E, Mashadi Mirza R et al. Ultrasound imaging in rheumatoid arthritis. Radiol Med
2019;124:1087–100. 29 Di Matteo A, Mankia K, Duquenne L et al. Third-
generation anti-cyclic citrullinated peptide antibodies im-
prove prediction of clinical arthritis in individuals at risk
of rheumatoid arthritis. Arthritis Rheumatol 2020;72:
1820–28. 22 D’Agostino M-A, Terslev L, Aegerter P et al. References Scoring
ultrasound synovitis in rheumatoid arthritis: a EULAR-
OMERACT ultrasound taskforce – part 1: definition and
development of a standardised, consensus-based scor-
ing system. RMD Open 2017;3:e000428. 30 Demoruelle MK. Improving the prediction of
rheumatoid arthritis using multiple anti-cyclic citrulli-
nated peptide assays. Arthritis Rheumatol 2020;72:
1789–90. 23 Wakefield RJ, Balint PV, Szkudlarek M et al. Musculoskeletal ultrasound including definitions for
ultrasonographic pathology. J Rheumatol 2005;32:2485–7. 31 Rogier C, Wouters F, van Boheemen L et al. Subclinical
synovitis in arthralgia: how often does it result in clinical
arthritis? Reflecting on starting points for disease-
modifying anti-rheumatic drug treatment. Rheumatology
(Oxford) 2021;60:3872–78. 24 Firestein GS, McInnes IB. Immunopathogenesis of
rheumatoid arthritis. Immunity 2017;46:183–96. 25 Duquenne L, Mankia K, Di Matteo A et al. THU0094 In
ACPA positive at-risk individuals without clinical arthritis,
is ultrasound sufficiently accurate to predict progression
to inflammatory arthritis? Ann Rheum Dis 2020;79:260. 32 Di Matteo A, Corradini D, Mankia K. What is the value of
ultrasound in individuals ‘at-risk’ of rheumatoid arthritis
who do not have clinical synovitis? Healthcare (Basel)
2021;9:752. 26 Duquenne L, Mankia K, Garcia-Montoya L et al. OP0112 In individuals at risk of inflammatory arthritis,
patient reported outcomes deteriorate in the 12 weeks
before progression to clinical disease. Ann Rheum Dis
2020;79:74. 33 Iagnocco A. Ultrasound in osteoarthritis. Clin Exp
Rheumatol 2014;32(1 Suppl 80):S48–52. 33 Iagnocco A. Ultrasound in osteoarthritis. Clin Exp
Rheumatol 2014;32(1 Suppl 80):S48–52. 3200 https://academic.oup.com/rheumatology https://academic.oup.com/rheumatology
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Transcriptional Regulation of Chemokine Expression in Ovarian Cancer
|
Biomolecules
| 2,015
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cc-by
| 8,975
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Bipradeb Singha, Himavanth R. Gatla and Ivana Vancurova * Department of Biological Sciences, St. John’s University, 8000 Utopia Parkway,
New York, NY 11439, USA; E-Mails: bipradeb.singha10@my.stjohns.edu (B.S.);
himavanthreddy.gatla12@my.stjohns.edu (H.R.G.) * Author to whom correspondence should be addressed; E-Mail: vancuroi@stjohns.edu;
Tel.: +1-718-990-6409. Academic Editor: Jürg Bähler Academic Editor: Jürg Bähler Received: 8 December 2014 / Accepted: 9 March 2015 / Published: 17 March 2015 Received: 8 December 2014 / Accepted: 9 March 2015 / Published: 17 March 2015 Abstract: The increased expression of pro-inflammatory and pro-angiogenic chemokines
contributes to ovarian cancer progression through the induction of tumor cell proliferation,
survival, angiogenesis, and metastasis. The substantial potential of these chemokines to
facilitate the progression and metastasis of ovarian cancer underscores the need for their
stringent transcriptional regulation. In this Review, we highlight the key mechanisms that
regulate the transcription of pro-inflammatory chemokines in ovarian cancer cells, and that
have important roles in controlling ovarian cancer progression. We further discuss the potential
mechanisms underlying the increased chemokine expression in drug resistance, along with
our perspective for future studies. Keywords: chemokines; interleukin-8; NFB; ovarian cancer; transcriptional regulation Biomolecules 2015, 5, 223-243; doi:10.3390/biom5010223 Biomolecules 2015, 5, 223-243; doi:10.3390/biom5010223 1. Introduction Chemokines are a family of cytokines that induce chemotaxis of target cells. Though they were
originally discovered for their ability to induce leukocyte migration into the infected or injured sites,
more recently, it became clear that they could also promote cancer progression [1–9]. In addition to
inducing tumor cell proliferation, angiogenesis and metastasis, chemokines and their receptors regulate
tumor cell differentiation and survival. Currently, the human chemokine network includes more than Biomolecules 2015, 5 Biomolecules 2015, 5 224 45 known chemokines and 20 chemokine receptors. Based on the number and spacing of conserved
N-terminal cysteine residues that form disulfide bonds, chemokines are divided into four groups: (X)C,
CC, CXC, and CX3C [10–12]. Epithelial ovarian cancer (EOC) is among the leading causes of cancer death in women. Since most
ovarian cancers relapse and become drug-resistant, the survival rates remain low. Progression of ovarian
cancer (OC) has been associated with the increased expression and release of pro-inflammatory chemokines,
which contribute to ovarian cancer development through their induction of tumor cell proliferation,
survival, migration, and angiogenesis [13–15]. The chemokine expression by ovarian cancer cells is
controlled at several levels that include transcriptional regulation, post-transcriptional regulation and
regulation of mRNA stability, translation, and mechanisms regulating the cytokine intracellular storage,
transport, and release. Table 1 summarizes chemokines produced by ovarian cancer cells. Several
excellent reviews have addressed the physiological and cellular functions of these chemokines in ovarian
cancer [9,16,17]. Thus, in this review, we focus instead on the main mechanisms that regulate
transcription of these chemokines in ovarian cancer cells. Table 1. Chemokines released by ovarian cancer cells. 2.1. Chemokine Regulation by NFB and Epigenetic Acetylation 2.1. Chemokine Regulation by NFB and Epigenetic Acetylation 2.1. Chemokine Regulation by NFB and Epigenetic Acetylation Chemokines are regulated at the transcriptional level by binding of transcription factors and
repressors to gene promoter and enhancer regions. The transcription factors that control the expression
of most inflammatory chemokines include the nuclear factor-B (NFB), activator protein-1 (AP-1) and
the signal transducers and activators of transcription (STAT) family. The NFB activity is constitutively
increased in aggressive ovarian cancers, and inhibition of NFB signaling suppresses angiogenesis and
tumorigenicity of ovarian cancer cells and increases their sensitivity to chemotherapy and apoptosis [37–40]. The underlying mechanisms likely involve the NFB-regulated chemokine expression, since several
studies have demonstrated that the expression of CCL2, CXCL1, CXCL2, and IL-8/CXCL8 is mediated
by NFB in ovarian cancer cells [28–30,41]. The increased activity of NFB in ovarian cancer cells is mediated by enzymes of the IB kinase
(IKK) complex, which phosphorylate the NFB inhibitory protein, IB, resulting in IB proteasomal
degradation and nuclear translocation of NFB subunits [42–45]. In addition to phosphorylating IB,
IKKs can also phosphorylate the NFB subunits, particularly p65 [46]. While the cytoplasmic degradation
of IB, resulting in the nuclear translocation of NFB subunits, represents a general step in NFB
activation, the specificity of NFB-regulated responses is mediated by the subunit composition of NFB
complexes and their post-translational modifications [47,48]. In addition to transcription factor binding to promoter sequences, chemokine expression is regulated
by epigenetic modifications that include histone modifications as well as post-translational modifications
of transcription factors, particularly the p65 subunit of NFB. It is believed that while histone acetylation
and acetylation of transcription factors induced by histone acetyl transferases (HATs) generally
promotes transcriptional activation, hypoacetylation induced by histone deacetylase (HDAC) activity is
associated with transcriptional repression. Since hypoacetylation of tumor suppressor genes by HDACs
has been linked to tumor development, HDACs inhibitors are now being evaluated for their therapeutic
effects in cancer, including ovarian cancer [49–51]. Clinical studies using HDAC inhibitors in the
treatment of ovarian cancer are summarized in the recent elegant review by Khabele [52]. Numerous
studies have shown that HDACs regulate chemokine expression in different cell types [53–58]; however,
their role in the regulation of chemokine expression in ovarian cancer has yet to be documented. 1. Introduction Systematic Name
Alternate Human Names
Tissue/Cells
Reference
CCL2
Monocyte chemotactic
protein 1 (MCP-1)
Tumor biopsies,
serum and ascites
Negus et al., 1995 [18]
Milliken et al., 2002 [19]
CCL5
RANTES
Tumor ascites, plasma
and peritoneal fluid
Milliken et al., 2002 [19]
Negus et al., 1997 [20]
CCL11
Eotaxin
Primary ovarian cancer
cells obtained from ascites
Levina et al., 2009 [21]
Nolen et al., 2010 [22]
CCL25
Thymus expressed
chemokine (TECK)
Tumor tissue
Singh et al., 2011 [23]
CCL28
Mucosae-associated
epithelial chemokine (MEC)
Tumor tissue
Facciabene et al.,
2011 [24]
CXCL1
Growth-regulated
protein (GRO-)
Plasma and
tumor ascites
Lee et al., 2006 [25]
Yang et al., 2006 [26]
CXCL2
Growth-regulated
protein (GRO-)
Ovarian cancer
cell lines
Son et al., 2007 [27]
Kavandi et al., 2012 [28]
CXCL8
Interleukin 8 (IL-8)
Tumor tissue, ascites,
serum and cyst fluid
Lee et al., 1996 [29]
Xu et al., 1999 [30]
CXCL12
Stromal cell-derived
factor (SDF-1)
Tumor biopsies,
tissues and ascites
Zou et al., 2001 [31]
Scotton et al., 2002 [32]
CXCL16
Transmembrane
chemokine CXCL16
Epithelial ovarian
carcinoma tissue
Guo et al., 2011 [33]
Gooden et al., 2014 [34]
CX3CL1
Fractalkine
Epithelial ovarian
carcinoma tissue
Gaudin et al., 2011 [35]
XCL1/2
Lymphotactin
Tumor ascites and
ovarian cancer cell lines
Kim et al., 2012 [36] Table 1. Chemokines released by ovarian cancer cells. Biomolecules 2015, 5 225 2. Mechanisms Regulating Chemokine Transcription in Ovarian Cancer Cells 2. Mechanisms Regulating Chemokine Transcription in Ovarian Cancer Cells
2.1. Chemokine Regulation by NFB and Epigenetic Acetylation 2. Mechanisms Regulating Chemokine Transcription in Ovarian Cancer Cells
2.1. Chemokine Regulation by NFB and Epigenetic Acetylation 2.2. Chemokine Modulation by Hypoxia and Metabolism Ovarian cancer tissues and ascites are characterized by decreased oxygen content, which stabilizes
the -subunit of the transcription factor hypoxia-inducible factor-1 (Hif-1) [59]. Hif-1 responds to
hypoxia by increasing the transcription of genes that promote survival in low-oxygen conditions, thus
promoting angiogenesis and oncogenesis. Indeed, the increased expression of Hif-1 has been detected
in epithelial ovarian cancer, and correlates with poor prognosis [60–62]. Hypoxia induces IL-8 [30],
CXCL12 [63], and CCL28 [24] expression in ovarian cancer cells. The seminal study by Xu et al. [30]
demonstrated that hypoxic conditions increase the IL-8 expression in ovarian cancer cells by
increasing NFB and AP-1 binding to IL-8 promoter. The mechanisms of how hypoxia increases the
NFB-dependent IL-8 transcription involve activation of the transforming growth factor beta-activated Biomolecules 2015, 5 Biomolecules 2015, 5 226 kinase 1 (TAK1), resulting in increased IKK activation, and p65 NFB recruitment to the IL-8
promoter [64,65]. In addition, hypoxia induces a direct binding of Hif-1 to the hypoxia-response
element (HRE) located next to the NFB binding site in human IL-8 promoter, resulting in the increased
IL-8 expression [66]. One of the consequences of Hif-1 activation is the increased expression of glycolytic genes,
resulting in increased aerobic glycolysis, glucose consumption, and lactic acid production (Warburg
effect) [67–69]. The high rate of glucose consumption and lactic acid production contributes to the
acidification of the tumor environment and cancer progression. Xu et al. showed that acidic pH increases
the IL-8 transcription by enhancing the binding of AP-1 and NFB to IL-8 promoter in ovarian cancer
cells [70]. In addition, in endothelial cells, lactate was shown to activate the NFB-dependent IL-8
transcription by inducing degradation of IB [71]. The role of lactate and other metabolites of the
glycolytic pathway in the regulation of pro-angiogenic chemokine expression in ovarian cancer cells is
yet to be investigated, especially since recent studies have indicated high levels of aerobic glycolysis
and lactate production in ovarian tumors [72,73]. While hyperglycemia and obesity are thought to be contributing factors to cancer development and
progression, caloric restriction has been associated with reduced cancer incidence [74–77]. During
reduced calorie intake or exercise, the body switches to obtaining energy from fatty acid oxidation, which
results in ketone bodies production. Intriguingly, the recent study by Shimazu et al. 2.2. Chemokine Modulation by Hypoxia and Metabolism [78] has demonstrated
that the ketone body -hydroxybutyrate (OHB) is an endogenous and specific inhibitor of HDACs, and
that administration of exogenous OHB increases histone acetylation, correlating with changes in
transcription. Since HDACs regulate chemokine transcription by both deacetylating histones and p65
NFB [53–58], it will be important to analyze whether OHB and other HDAC inhibitors regulate
chemokine expression in ovarian cancer cells, and whether this is modulated by the metabolic state. 2.3. Chemokine Modulation by Chemotherapeutic Interventions There is growing evidence that the increased chemokine expression by tumor cells modulates not
only cancer development but also cancer responsiveness and resistance to chemotherapy [79]. A major
contributor to the acquired chemoresistance of ovarian cancer cells is the increased expression of
NFB-dependent chemokines that is induced by the platinum-based drugs carboplatin and cisplatin, and
by the mitotic inhibitors docetaxel and paclitaxel [29,80–83]. The mechanisms responsible for the
increased IL-8 expression induced by paclitaxel in ovarian cancer cells involve increased expression of
toll-like receptors (TLRs) and increased p65 NFB binding to IL-8 promoter [80,83]. Bortezomib (BZ) is the first FDA approved proteasome inhibitor, which has shown a limited
effectiveness in ovarian cancer treatment as a single agent [84–87]. However, BZ has been considered
in combination with cisplatin, since BZ prevents the cisplatin-induced degradation of cisplatin influx
transporter, resulting in enhanced cisplatin uptake and tumor cell killing [88,89]. We have recently
shown that BZ increases expression of IL-8 and CCL2 in ovarian cancer cells, while it does not affect
expression of other NFB-dependent genes. The responsible mechanisms involve a gene specific and
IKK-dependent recruitment of S536 phosphorylated p65 NFB to IL-8 and CCL2 promoters,
suggesting that anti-inflammatory therapy targeting IKK might increase the BZ effectiveness in ovarian
cancer treatment [41]. Since approximately 50% of women diagnosed with ovarian cancer die from Biomolecules 2015, 5 227 chemoresistant metastatic disease, understanding the molecular mechanisms by which chemotherapeutic
interventions increase the chemokine expression in ovarian cancer cells should lead to the development
of more effective combination strategies. STAT1-3; Signal transducer and activator of transcription 1-3, NFB; Nuclear factor kappa B. * Experimentally confirmed binding sites, Hif-1; Hypoxia inducible factor-1, AP-1; Activator protei 3. Chemokine Transcriptional Regulation in Ovarian Cancer Cells Chemokines listed in Table 1 have all been identified in ovarian cancer cells and tissues. Various online
databases can be used to assess putative transcription factor binding sites. For this review, we have obtained
chemokine promoter sequences from the NCBI database and used the Alggen promoter-mapping program
to search for the transcription factor binding sites [90,91]. All found putative binding sites are listed
in Tables 2–5; the binding sites that have been experimentally confirmed are highlighted in bold and
labeled with an asterisk. Below, we limit discussion of the transcriptional mechanisms only to the
chemokines that have been experimentally confirmed in ovarian cancer cells. While the first insights
into the chemokine transcriptional regulation were obtained by using in vitro electrophoretic mobility
shift assays (EMSA) or overexpression experiments, chromatin immunoprecipitations (ChIP) generally
provides a more realistic picture about the transcription factor binding to endogenous promoter sequences
in living cells. Table 2. List of putative transcription factor binding sites in human CCL2 promoter. Factor
Site
Sequence
Factor
Site
Sequence
SP-1
-54/-44
ACTCCGCCCT
c-Fos
-1465/-1457
CTGACTCC
Nkx-1
-65/-58
CCTCCTG
p53
-1541/-1534
GGGCAGG
Elk-1
-76/-71
GGAAG
HOX-11
-1571/-1564
CCTAACG
GATA
-88/-82
CTTATC
PEA3
-1644/-1636
AAACATCC
C/EBP
-112/-106
TTGCTC
GR
-1790/-1782
TTGTTCTC
ELF
-143/-130
CTACTTCCTGGAA
AR
-1789/-1781
TGTTCTCT
Hif-1 *
-127/-122
CACAG
FOXP3
-1959/-1950
AAACATTTT
AP-1 *
-139/-131
TTCCTGGAA
C/EBP
-1980/-1973
TTGCACA
STAT1-3 *
-139/-131
TTCCTGGAA
Pbx-1
-2132/-2120
AGCATGACTGGA
C-Ets1
-140/-133
CTTCCTG
FOXO-3
-2184/-2176
CTTATTTA
NF-AT
-181/-172
GGAAAAAGT
CUTL-1
-2309/-2303
ATTGGT
E47
-239/-232
GTCTGGG
PR
-2358/-2351
GAACACT
RP58
-256/-245
GTTCACATCTG
Smad3
-2521/-2511
GAGGCAGACA
HNF-1
-654/-646
TAATATTT
ER
-2570/-2562
CTGACCTC
TMF
-708/-701
TATAACA
c-Jun
-2580/-2574
CATGGG
HNF-3
-742/-735
CTATTTA
NFB *
-2600/-2591
GGAATTTCC
AP-2
-747/-741
GCAGGC
ZDX/BCL6
-2632/-2621
GGGAACTTCC
c-Jun
-942/-935
TGACTTA
E47
-2678/-2671
ATCTGGA
HMG1
-1042/-1035
GGAAATT
ETF
-2717/-2708
CACAGCCCC
IRF-3
-1089/-1082
GCTTTCC
GATA
-2902/-2893
CTTTATCT
BTEB3
-1287/-1278
AGGAGGAGG
PU-1
-3041/-3031
TTACTTCCTC
NF-Y
-1315/-1307
ATTGGGCA
YY1
-3264/-3257
AAAATGG
USF-2b
-1447/-1439
GTCATTTG
RAR
-3429/-3421
ATCTCACC
* Experimentally confirmed binding sites, Hif-1; Hypoxia inducible factor-1, AP-1; Activator protein-1,
STAT1-3; Signal transducer and activator of transcription 1-3, NFB; Nuclear factor kappa B. Table 2. List of putative transcription factor binding sites in human CCL2 promoter. 228 Biomolecules 2015, 5 Table 3. List of putative transcription factor binding sites in human CXCL1 promoter. * Experimentally confirmed binding sites, c-Jun; Jun proto-oncogene. 3. Chemokine Transcriptional Regulation in Ovarian Cancer Cells Factor
Site
Sequence
Factor
Site
Sequence
IRF-3
-50/-43
GCTTTCC
Elk-1
-771/-766
GGAAG
HMG I
-75/-68
AATTTCC
FOXP3
-791/-782
CAACATTTT
MBP-1
-78/-68
GGGAATTTCC
MZF-1
-810/-803
CAGGGGA
NFB *
-79/-68
CGGGAATTTCC
TGIF
-870/-862
TGACAACC
CDP *
-97/-87
GGGATCGATC
C/EBP
-980/-974
TTGCAC
E47
-90/-83
ATCTGGA
YY-1
-1061/-1054
TAAATGG
E2F-1
-126/-119
GGCGGGG
c-Ets
-1076/-1069
CAGGAAG
SP3
-128/-119
GGGGCGGGG
AR
-1394/-1386
TGTTCTCT
SP-1 *
-130/-121
GGGGGCGGG
c-Jun
-1491/-1483
TGACTCAT
R2
-137/-131
TCCACC
Pax
-1909/-1902
CCTTGAC
LF-A1
-247/-240
TGGGGCA
ER
-2057/-2050
TGGGTCAA
AP-2 *
-279/-273
GCAGGC
NF-Y
-2060/-2052
ATTGGGTC
AREB6
-296/-288
CAGGTGGT
LEF-1
-2807/-2799
CTTTGTTG
Smad3
-563/-553
TTCACAGACA
HNF-1
-2966/-2958
TAATATTT
PR
-602/-595
GAACATT
RAR
-3102/-3094
ATGCCTTAG
GR
-605/-596
GCAGAACAT
NHP-1
-3103/-3096
TGACCTT
TMF
-739/-732
TGTTATA
PEA3
-3110/-3102
GGATGTAT
GATA
-767/-761
GATAAG
ATF
-3452/-3443
TGACGTAAA
* Experimentally confirmed binding sites, CDP; CAATT displacement protein, SP-1; Specificity protein 1,
AP-2; Activator protein 2. * Experimentally confirmed binding sites, CDP; CAATT displacement protein, SP-1; Specificity protein 1,
AP-2; Activator protein 2. Table 4. List of putative transcription factor binding sites in human CXCL2 promoter. Factor
Site
Sequence
Factor
Site
Sequence
NFB *
-76/-67
GGGAATTTCC
BTEB3
-862/-853
AAGCGGAGT
CREB
-83/-74
CGGACGTCA
NF-Y
-970/-962
GAACCAAT
ATF-2
-83/-74
CGGACGTCA
HMG I
-999/-992
AATTTCC
HLF
-104/-95
GTTACGCAA
IRF
-999/-992
AATTTCC
E2F-1
-111/-104
GGCGGGA
NF-AT
-1001/-992
AAAATTTCC
NF-1
-113/-108
TTGGC
CUTL1
-1085/-1079
ATTGAT
LF-A1
-139/-132
CGGGGCA
FOXP3
-1115/-1106
CTTAATTTT
GATA
-192/-184
GGTTATCT
PR A
-1257/-1250
GAACACT
AP2
-198/-192
GCAGGC
C/EBP
-1367/-1360
TGAGCAA
STAT3 *
-218/-210
TTGGGGAA
MZF1
-1380/-1373
CAGGGGA
ER
-241/-233
CTGACCCA
HNF-1
-1440/-1432
ATATTAAC
PEA3
-276/-268
GGATGTAG
TMF
-1880/-1873
TATAACA
Elk-1
-296/-292
GAAG
E47
-1830/-1823
TTCTGGA
STAT3 *
-318/-310
GGGATCGATC
Nkx2
-1827/-1820
CTGGAGG
p53
-339/-332
CTTGCCC
HNF
-2153/-2146
TAAATGG
AhR
-418/-410
GCGTGCGT
YY1
-2153/-2146
TAAATGG
c-Jun *
-437/-430
TGACACA
HSF1
-2409/-2401
ATTCTAGG
c-Fos
-451/-443
TGCGTCAT
ETF
-2505/-2496
GGGGCTGTC
c-Ets
-473/-467
CAGGAAG
AP3
-2636/-2629
GAGTTAG
USF-1
-508/-499
ACACGTGAT
Smad3
-3112/-3102
CAGTCAGACA
AREB6
-574/-566
AACACCTG
LEF-1
-3101/-3093
CAACAAAG
FOXJ2
-621/-611
AAAATAAACA
TCF-1
-3102/-3093
ACAACAAAG
AR
-673/-665
TGTTCCAA
GR
-3256/-3247
ACAGAACAT
* Experimentally confirmed binding sites, c-Jun; Jun proto-oncogene. Table 4. List of putative transcription factor binding sites in human CXCL2 promoter. 229 Biomolecules 2015, 5 Table 5. List of putative transcription factor binding sites in human CXCL8 promoter. 3. Chemokine Transcriptional Regulation in Ovarian Cancer Cells Factor
Site
Sequence
Factor
Site
Sequence
NFB *
-80/-70
GGAATTTCC
E47
-859/-852
ATCTGGA
PU-1
-83/-73
GGAATTTCCTC
PR
-868/-861
ACTCTTC
NRF *
-88/-77
ATTCCTCTGA
HSF1
-867/868
CCTTGAAT
C/EBP *
-94/-87
TTGCAAA
IRF
-973/-964
TTTCCATTA
MZF-1
-112/-105
GAGGGA
RAR
-1068/-1061
AGAGGTC
EBF
-118/-107
TGCCCTGAGGG
ER
-1067/-1060
GAGGTCA
C/EBP *
-119/-112
TTGCACA
p53
-1258/-1251
CTTGCCC
AP-1 *
-129/-121
TGACTCAG
FOXP3
-1304/-1295
AAAATGAAG
c-Ets
-141/-132
TAGGAAGTC
RelA
-1367/-1357
GGCATTCCCC
Elk-1
-139/-134
GGAAG
YY1
-1372/-1365
AAAATGG
LEF-1
-187/-179
GATCAAAG
Smad3
-1403/-1393
GAAACAGACA
Hif-1 *
-234/-229
GTGCG
Nkx1
-1457/-1450
CCTCAAG
GR
-335/-327
TTGTTCTA
AP2
-1473/-1467
CCAGGC
AREB6
-328/-320
AACACCTG
TCF1
-1663/-1654
ACAACAAAG
AR
-334/-326
TGTTCTAA
NF-AT
-1687/-1677
CTAATTTTCC
NF
-424/-416
ATTGGCTC
HMGI
-1685/-1677
AATTTTCC
AP3
-535/-528
TAAATC
HLF
-1695/-1686
TTGTGTAAC
HNF-3
-606/-599
TAAATGT
CUTL1
-1858/1852
TTGGT
FOXO3
-651/-641
CTTATCTA
PEA3
-2174/-2166
GCACATCC
GATA
-651/-644
CTTTATCT
HOX11
-2200/-2193
CGTTAGG
c-Myb
-792/-784
CAACTGCC
RAR
-2225/-2217
GGCTCACC
C/EBP
-798/-792
TTGCTC
AIRE
-2555/-2545
ATGGTTATCT
GR
-847/-838
CTGTTCTCT
Oct1
-2744/-2733
TCACTTTGCAT
* Experimentally confirmed binding sites, C/EBP; CCAAT enhancer binding protein, NRF; NFB repressing factor. 3.1. CCL2 CCL2 (MCP-1) is an important determinant of macrophage infiltration in ovarian tumors [92,93]. Although CCL2 has been originally thought to have an inhibitory effect on ovarian cancer
progression [94–96], recent studies have indicated that CCL2 increases invasion of ovarian cancer cells
and resistance to chemotherapy [97,98]. The putative transcription factor binding sites identified in
human CCL2 promoter are listed in Table 2. Experimental studies demonstrated binding of NFB,
STAT1, STAT3, AP-1, and Hif-1 to the CCL2 promoter in OC cells (Figure 1). Even though the NFB binding site is located in the distal regulatory region of human CCL2 promoter
(Figure 1), several studies have demonstrated p65 NFB involvement in the regulation of CCL2
expression in OC cells [27,41,99]. In addition, CCL2 expression is regulated by IKK-dependent
recruitment of the transcription factor EGR-1, and inhibition of IKK activity decreases p65 and
EGR-1 promoter recruitment and CCL2 expression [41]. Interestingly, the NFB binding site in human
CCL2 promoter has the same nucleotide sequence as the NFB site in human IL-8/CXCL8 promoter. Curiously, both CCL2 and IL-8 are increased by paclitaxel [83] and bortezomib [41], indicating that
the paclitaxel and BZ-induced CCL2 (and IL-8) increase is promoter specific. Biomolecules 2015, 5 230 Biomolecules 2015, 5
230
Figure 1. Schematic illustration of human CCL2 promoter. Figure 1. Schematic illustration of human CCL2 promoter. Figure 1. Schematic illustration of human CCL2 promoter. Activity of the transcription factors STAT-1 and STAT-3 is also constitutively increased in OC cells,
where it promotes cell motility and invasiveness [100]. Phosphorylation of STAT3 at tyrosine residues
705 and 727 increases its transcriptional activity [101]. In OC cells, IL-6 [102] and M-CSF [103] induce
phosphorylation and activation of STAT3, and increase the CCL2 expression. In addition to NFB and
STAT transcription factors, studies in other cell types indicated that the CCL2 expression is positively
regulated by AP-1 and Hif-1 [104–107]. Though no transcription factors have been reported to be involved in the negative regulation of CCL2
in OC cells, studies involving other cell types have reported negative regulators of CCL2. Specifically,
NFB p50/p50 homodimers, HDAC1, and the transcription factors Nrf2 and SMRT have been suggested
to suppress the CCL2 expression in hepatic cells and adipocytes [108–110]. 3.2. CXCL1 CXCL1 (GRO-) contributes to ovarian cancer progression by inducing endothelial and epithelial
cell proliferation and migration [25,26]. The putative transcription factor binding sites identified in
human CXCL1 promoter are listed in Table 3. Experimental studies have demonstrated binding of
the transcription factors p65 NFB, AP-2, CCAAT displacement protein (CDP), and the stimulating
protein-1 (SP-1) to the CXCL1 promoter in human cells (Figure 2). In ovarian cancer cells, though, the
CXCL1 gene expression was found to be regulated mainly by NFB pathway, specifically by the p65
DNA binding [25,27,28,111,112]. In addition to the positive regulation by p65 NFB, AP-2 and SP-1, studies using human melanocytes
have indicated that the CXCL1 expression is negatively controlled by the transcriptional repressors CDP
and the poly(ADPribose) polymerase-1 (PARP-1) [113,114]. The exact mechanisms of how CDP and
PARP-1 inhibit the CXCL1 expression are not fully understood; however, they likely involve displacement
of trans-activating factors that bind to CXCL1 promoter, resulting in transcriptional repression. 231 Biomolecules 2015, 5 omolecules 2015, 5
23
Figure 2. Schematic illustration of human CXCL1 promoter. Figure 2. Schematic illustration of human CXCL1 promoter. 3.3. CXCL2 The putative transcription factor binding sites identified in human CXCL2 (GRO-) promoter are
listed in Table 4. However, experimental studies have demonstrated only binding of NFB, AP-1, and
STAT3 to human CXCL2 promoter (Figure 3). In ovarian cancer cells, the CXCL2 expression is
dependent on IB [28] and IKK [44]. In addition, the CXCL2 expression in OC cells is induced
by TNF, and is inhibited by overexpression of the tumor suppressor p53 [115]. Figure 3. Schematic illustration of human CXCL2 promoter. Figure 3. Schematic illustration of human CXCL2 promoter. 3.4. CXCL8 4. Conclusions and Perspectives As we continue to improve our understanding of the mechanisms regulating chemokine expression
in ovarian cancer cells, our knowledge will contribute to the development of new therapeutic strategies
targeting the increased chemokine expression in chemoresistant metastatic ovarian cancer. Several
important questions remain to be answered: What are the specific molecular targets and mechanisms
responsible for the chemokine expression induced by chemotherapeutic drugs and hypoxia? What is the
role of HDACs and other transcriptional repressors in regulating the chemokine expression in ovarian
cancer cells? What is the role of the metabolic state of ovarian cancer cells in regulating the chemokine
expression? Answers to these questions may open new avenues for therapeutic approaches for treating
ovarian cancer. Author Contributions All authors have contributed to the drafting, writing and critical revision of the manuscript, and have
approved the final version of the manuscript. Acknowledgments We apologize to any scientists whose work could not be cited in this review due to space limitations;
Work in the Vancurova lab is supported by grant CA173452 from the National Institutes of Health. Biomolecules 2015, 5 233 Biomolecules 2015, 5 Transcription of IL-8 is also regulated by the transcription factor AP-1 that consists of Fos, FosB,
Jun, and Jun-B subunits. Activation of AP-1 mediates the increased IL-8 expression in hypoxia,
paclitaxel, and lysophosphatidic acid (LPA) treated OC cells [30,80,135]. Interestingly, a recent study
has shown that the stress hormones norepinephrine and epinephrine enhance the IL-8 expression by
a FosB-dependent mechanism [136]. Table 5 lists all putative transcription factor binding sites identified
in the human CXCL8/IL-8 promoter. Although studies from other cell types have shown that the IL-8 expression is negatively regulated
by the NFB repressing factor NRF, nuclear receptor corepressor (NCoR), the silencing mediator for
retinoic acid and thyroid hormone receptor SMRT, and HDACs [54,137–139], the potential involvement
of these corepressors in OC cells has yet to be demonstrated. Considering the important role these
corepressors play in the IL-8 regulation, it will be important to elucidate their function in ovarian
cancer setting. Conflicts of Interest The authors declare no conflicts of interest. 3.4. CXCL8 CXCL8 (IL-8), an inflammatory chemokine originally discovered as the neutrophil chemoattractant
and inducer of leukocyte-mediated inflammation [1–3], contributes to cancer progression through its
induction of tumor cell proliferation, migration and angiogenesis [4–9]. The expression levels of IL-8 Biomolecules 2015, 5 232 directly correlate with ovarian cancer progression, and suppression of IL-8 expression inhibits angiogenesis
and tumorigenicity of ovarian cancer cells [13,116–118]. A number of studies have identified a minimal
region in human IL-8 promoter that spans nucleotides -1 to -140, is necessary for IL-8 transcription,
and contains binding sites for NFB, AP-1, CCAAT enhancer-binding protein beta (C/EBP or NF-IL6),
Hif-1, and NFB-repressing factor (NRF) [119–127]. In addition, the IL-8 transcription in ovarian cancer
cells is positively regulated by the transcription factor early growth response-1 (EGR-1) binding to
IL-8 promoter, and by enzymes of IKK complex that phosphorylate both IB, leading to its cytoplasmic
degradation, and p65 NFB, resulting in its increased transcriptional activity (Figure 4) [41–45]. Figure 4. Human CXCL8 promoter with the identified transcription factor binding sites. Figure 4. Human CXCL8 promoter with the identified transcription factor binding sites. NFB is crucial for the IL-8 expression, and regulates IL-8 in all cell types [128]. The NFB binding
sequence (GGAATTTCC) is located between -80 and -70 of the IL-8 gene [120]. In most cell types, the
IL-8 transcription is regulated predominantly by p65 homodimers [37,121,129–131]. Phosphorylation
of p65 NFB on serines 276 and 536 increases its transcriptional activity and interaction with other
transcription factor and regulators, and decreases its affinity for nuclear IB [129–133]. We have
recently shown that in ovarian cancer cells, the IL-8 transcription is regulated by S536-p65 NFB,
IKK, and EGR-1, and that proteasome inhibition developed as a strategy to inhibit NFB-dependent
transcription, paradoxically increases the IL-8 expression in ovarian cancer cells by increasing the
S536-p65, IKK and EGR-1 recruitment to IL-8 promoter [41]. Adjacent to the NFB site in the IL-8 promoter are C/EBP and Hif-1 binding sites (Figure 4). Even though the direct involvement of C/EBP and Hif-1 in the IL-8 regulation in ovarian cancer cells
has yet to be demonstrated, the up-regulation of IL-8 expression by hypoxia in ovarian cancer cells has
been well documented [30,134]. 1.
Baggiolini, M.; Walz, A.; Kunkel, S.L. Neutrophil-activating peptide-1/interleukin 8, a novel
cytokine that activates neutrophils. J. Clin. Investig. 1989, 84, 1045–1049. References 1. Baggiolini, M.; Walz, A.; Kunkel, S.L. Neutrophil-activating peptide-1/interleukin 8, a novel
cytokine that activates neutrophils. J. Clin. Investig. 1989, 84, 1045–1049. 1. Baggiolini, M.; Walz, A.; Kunkel, S.L. Neutrophil-activating peptide-1/interleukin 8, a novel
cytokine that activates neutrophils. J. Clin. Investig. 1989, 84, 1045–1049. Biomolecules 2015, 5 234 2. Kunkel, S.L.; Strieter, R.M.; Chensue, S.W.; Basha, M.; Standiford, T.; Ham, J.; Remick, D.G. Tumor necrosis factor-alpha, interleukin-8 and chemotactic cytokines. Prog. Clin. Biol. Res. 1990,
349, 433–444. 3. Baggiolini, M.; Dewald, B.; Moser, B. Human chemokines: An update. Annu. Rev. Immunol. 1997,
15, 675–705. 4. Murphy, P.M. Chemokines and the molecular basis of cancer metastasis. N. Engl. J. Med. 2001,
345, 833–835. 5. Balkwill, F.; Mantovani, A. Inflammation and cancer: Back to Virchow? Lancet 2001, 357, 539–545. 6. Zlotnik, A. Chemokines and cancer. Int. J. Cancer 2006, 119, 2026–2029. 5. Balkwill, F.; Mantovani, A. Inflammation and cancer: Back to Virchow? Lancet 2001, 357, 539–545. l
ik
h
ki
d 7. Mantovani, A.; Allavena, P.; Sica, A.; Balkwill, F. Cancer-related inflammation. Nature 2008,
454, 436–444. 8. Lazennec, G.; Richmond, A. Chemokines and chemokine receptors: New insights into
cancer-related inflammation. Trends Mol. Med. 2010, 16, 133–144. 9. Rainczuk, A.; Rao, J.; Gathercole, J.; Stephens, A.N. The emerging role of CXC chemokines in
epithelial ovarian cancer. Reproduction 2012, 144, 303–317. 10. Zlotnik, A.; Yoshie, O. Chemokines: A new classification system and their role in immunity. Immunity 2000, 12, 121–127. 11. Fernandez, E.J.; Lolis, E. Structure, function, and inhibition of chemokines. Annu. Rev. Pharmacol. Toxicol. 2002, 42, 469–499. 12. Zlotnik, A.; Yoshie, O. The chemokine superfamily revisited. Immunity 2012, 36, 705–716. 13. Xu, L.; Fidler, I.J. Interleukin 8: An autocrine growth factor for human ovarian cancer. Oncol. Res. 2000, 12, 97–106. 14. Szlosarek, P.; Balkwill, F. The inflammatory cytokine network of epithelial cancer: Therapeutic
implications. Novartis Found. Symp. 2004, 256, 227–237. 15. Waugh, D.J.; Wilson, C. The interleukin-8 pathway in cancer. Clin. Cancer Res. 2008, 14,
6735–6741. 16. Sarvaiya, P.J.; Guo, D.; Ulasov, I.; Gabikian, P.; Lesniak, M.S. Chemokines in tumor progression
and metastasis. Oncotarget 2013, 4, 2171–2185. 17. Muralidhar, G.G.; Barbolina, M.V. Chemokine receptors in epithelial ovarian cancer. Int. J. Mol. Sci. 2013, 15, 361–376. 18. Negus, R.P.; Stamp, G.W.; Relf, M.G.; Burke, F.; Malik, S.T.; Bernasconi, S.; Allavena, P.;
Sozzani, S.; Mantovani, A.; Balkwill, F.R. The detection and localization of monocyte
chemoattractant protein-1 (MCP-1) in human ovarian cancer. J. Clin. Investig. References 1995, 95, 2391–2396. 19. Milliken, D.; Scotton, C.; Raju, S.; Balkwill, F.; Wilson, J. Analysis of chemokines and chemokine
receptor expression in ovarian cancer ascites. Clin. Cancer Res. 2002, 8, 1108–1114. 20. Negus, R.P.; Stamp, G.W.; Hadley, J.; Balkwill, F.R. Quantitative assessment of the leukocyte
infiltrate in ovarian cancer and its relationship to the expression of C-C chemokines. Am. J. Pathol. 1997, 150, 1723–1734. 21. Levina, V.; Nolen, B.M.; Marrangoni, A.M.; Cheng, P.; Marks, J.R.; Szczepanski, M.J.;
Szajnik, M.E.; Gorelik, E.; Lokshin, A.E. Role of eotaxin-1 signaling in ovarian cancer. Clin. Cancer Res. 2009, 15, 2647–2656. Biomolecules 2015, 5 235 22. Nolen, B.M.; Lokshin, A.E. Targeting CCL11 in the treatment of ovarian cancer. Expert Opin. Ther. Target. 2010, 14, 157–167. 23. Singh, R.; Stockard, C.R.; Grizzle, W.E.; Lillard, J.W., Jr.; Singh, S. Expression and
histopathological correlation of CCR9 and CCL25 in ovarian cancer. Int. J. Oncol. 2011, 39,
373–381. 24. Facciabene, A.; Peng, X.; Hagemann, I.S.; Balint, K.; Barchetti, A.; Wang, L.; Gimotty, P.A.;
Gilks, C.B.; Lal, P.; Zhang, L. Tumour hypoxia promotes tolerance and angiogenesis via CCL28
and Treg cells. Nature 2011, 475, 226–230. 25. Lee, Z.; Swaby, R.F.; Liang, Y.; Yu, S.; Liu, S.; Lu, K.H.; Bast, R.C., Jr.; Mills, G.B.; Fang, X. Lysophosphatidic acid is a major regulator of growth-regulated oncogene alpha in ovarian cancer. Cancer Res. 2006, 66, 2740–2748. 26. Yang, G.; Rosen, D.G.; Zhang, Z.; Bast, R.C., Jr.; Mills, G.B.; Colacino, J.A.; Mercado-Uribe, I.;
Liu, J. The chemokine growth-regulated oncogene 1 (Gro-1) links RAS signaling to the senescence
of stromal fibroblasts and ovarian tumorigenesis. Proc. Natl. Acad. Sci. USA 2006, 103, 16472–16477. 27. Son, D.; Parl, A.K.; Rice, V.M.; Khabele, D. Keratinocyte chemoattractant (KC)/human
growth-regulated oncogene (GRO) chemokines and pro-inflammatory chemokine networks in
mouse and human ovarian epithelial cancer cells. Cancer Biol. Ther. 2007, 6, 1302–1312. 28. Kavandi, L.; Collier, M.A.; Nguyen, H.; Syed, V. Progesterone and calcitriol attenuate inflammatory
cytokines CXCL1 and CXCL2 in ovarian and endometrial cancer cells. J. Cell Biochem. 2012,
113, 3143–3152. 29. Lee, L.F.; Schuerer-Maly, C.C.; Lofquist, A.K.; van Haaften-Day, C.; Ting, J.P.; White, C.M.;
Martin, B.K.; Haskill, J.S. Taxol-dependent transcriptional activation of IL-8 expression in a subset
of human ovarian cancer. Cancer Res. 1996, 56, 1303–1308. 30. Xu, L.; Xie, K.; Mukaida, N.; Matsushima, K.; Fidler, I.J. Hypoxia-induced elevation in
interleukin-8 expression by human ovarian carcinoma cells. Cancer Res. 1999, 59, 5822–5829. 31. References Zou, W.; Machelon, V.; Coulomb-L’Hermin, A.; Borvak, J.; Nome, F.; Isaeva, T.; Wei, S.;
Krzysiek, R.; Durand-Gasselin, I.; Gordon, A.; et al. Stromal-derived factor-1 in human tumors
recruits and alters the function of plasmacytoid precursor dendritic cells. Nat. Med. 2001, 7,
1339–1346. 32. Scotton, C.J.; Wilson, J.L.; Scott, K.; Stamp, G.; Wilbanks, G.D.; Fricker, S.; Bridger, G.;
Balkwill, F.R. Multiple actions of the chemokine CXCL12 on epithelial tumor cells in human
ovarian cancer. Cancer Res. 2002, 62, 5930–5938. 33. Guo, L.; Cui, Z.M.; Zhang, J.; Huang, Y. Chemokine axes CXCL12/CXCR4 and CXCL16/CXCR6
correlate with lymph node metastasis in epithelial ovarian carcinoma. Chin. J. Cancer 2011, 30,
336–343. 34. Gooden, M.J.; Wiersma, V.R.; Boerma, A.; Leffers, N.; Boezen, H.M.; ten Hoor, K.A.;
Hollema, H.; Walenkamp, A.M.; Daemen, T.; Nijman, H.W.; et al. Elevated serum CXCL16 is an
independent predictor of poor survival in ovarian cancer and may reflect pro-metastatic ADAM
protease activity. Br. J. Cancer 2014, 110, 1535–1544. 35. Gaudin, F.; Nasreddine, S.; Donnadieu, A.C.; Emilie, D.; Combadière, C.; Prévot, S.;
Machelon, V.; Balabanian, K. Identification of the chemokine CX3CL1 as a new regulator of
malignant cell proliferation in epithelial ovarian cancer. PLOS ONE 2011, 6, e21546. Biomolecules 2015, 5 236 36. Kim, M.; Rooper, L.; Xie, J.; Rayahin, J.; Burdette, J.E.; Kajdacsy-Balla, A.A.; Barbolina, M.V. The lymphotactin receptor is expressed in epithelial ovarian carcinoma and contributes to cell
migration and proliferation. Mol. Cancer Res. 2012, 10, 1419–1429. 36. Kim, M.; Rooper, L.; Xie, J.; Rayahin, J.; Burdette, J.E.; Kajdacsy-Balla, A.A.; Barbolina, M.V. The lymphotactin receptor is expressed in epithelial ovarian carcinoma and contributes to cell
migration and proliferation. Mol. Cancer Res. 2012, 10, 1419–1429. 37. Huang, S.; Robinson, J.B.; Deguzman, A.; Bucana, C.D.; Fidler, I.J. Blockade of NFB signaling
inhibits angiogenesis and tumorigenicity of human ovarian cancer cells by suppressing expression
of VEGF and IL-8. Cancer Res. 2000, 60, 5334–5339. 38. Mabuchi, S.; Ohmichi, M.; Nishio, Y.; Hayasaka, T.; Kimura, A.; Ohta, T.; Kawagoe, J.;
Takahashi, K.; Yada-Hashimoto, N.; Seino-Noda, H.; et al. Inhibition of NFB increases
the efficacy of cisplatin in in vitro and in vivo ovarian cancer models. J. Biol. Chem. 2004, 279,
23477–23485. 39. Annunziata, C.M.; Stavnes, H.T.; Kleinberg, L.; Berner, A.; Hernandez, L.F.; Birrer, M.J.;
Steinberg, S.M.; Davidson, B.; Kohn, E.C. NFB transcription factors are coexpressed and convey
a poor outcome in ovarian cancer. Cancer 2010, 116, 3276–3284. 40. References Leizer, A.L.; Alvero, A.B.; Fu, H.H.; Holmberg, J.C.; Cheng, Y.; Silasi, D.; Rutherford, T.;
Mor, G. Regulation of inflammation by the NFB pathway in ovarian cancer stem cells. Am. J. Reprod. Immunol. 2011, 65, 438–447. 41. Singha, B.; Gatla, H.R.; Manna, S.; Chang, T.P.; Sanacora, S.; Poltoratsky, V.; Vancura, A.;
Vancurova, I. Proteasome inhibition increases recruitment of IB kinase (IKK), S536P-p65,
and transcription factor EGR1 to interleukin-8 (IL-8) promoter, resulting in increased IL-8
production in ovarian cancer cells. J. Biol. Chem. 2014, 289, 2687–2700. 42. Mabuchi, S.; Ohmichi, M.; Nishio, Y.; Hayasaka, T.; Kimura, A.; Ohta, T.; Kawagoe, J.;
Takahashi, K.; Yada-Hashimoto, N.; Seino-Noda, H.; et al. Inhibition of inhibitor of NFB
phosphorylation increases the efficacy of paclitaxel in in vitro and in vivo ovarian cancer models. Clin. Cancer Res. 2004, 10, 7645–7654. 43. Chen, R.; Alvero, A.; Silasi, D.; Kelly, M.; Fest, S.; Visintin, I.; Leiser, A.; Schwartz, P.;
Rutherford, T.; Mor, G. Regulation of IKK by miR-199a affects NFB activity in ovarian cancer
cells. Oncogene 2008, 27, 4712–4723. 44. Hernandez, L.; Hsu, S.C.; Davidson, B.; Birrer, M.J.; Kohn, E.C.; Annunziata, C.M. Activation of
NFB signaling by inhibitor of NFB kinase beta increases aggressiveness of ovarian cancer. Cancer Res. 2010, 70, 4005–4014. 45. Hsu, S.; Kim, M.; Hernandez, L.; Grajales, V.; Noonan, A.; Anver, M.; Davidson, B.;
Annunziata, C.M. IKK- coordinates invasion and metastasis of ovarian cancer. Cancer Res. 2012,
72, 5494–5504. Hayden, M.S.; Ghosh, S. Shared principles in NFB signaling. Cell 2008, 132, 344–362. 47. Smale, S.T. Dimer-specific regulatory mechanisms within the NFB family of transcription factors. Immunol. Rev. 2012, 246, 193–204. 48. Natoli, G. NFB and chromatin: Ten years on the path from basic mechanisms to candidate drugs. Immunol. Rev. 2012, 246, 183–92. 49. Strait, K.A.; Warnick, C.T.; Ford, C.D.; Dabbas, B.; Hammond, E.H.; Ilstrup, S.J. Histone
deacetylase inhibitors induce G2-checkpoint arrest and apoptosis in cisplatinum-resistant ovarian
cancer cells associated with overexpression of the Bcl-2-related protein Bad. Mol. Cancer Ther. 2005, 4, 603–611. Biomolecules 2015, 5 237 50. Wilson, A.J.; Holson, E.; Wagner, F.; Zhang, Y.; Fass, D.M.; Haggarty, S.J.; Bhaskara, S.;
Hiebert, S.W.; Schreiber, S.L.; Khabele, D. The DNA damage mark pH2AX differentiates the
cytotoxic effects of small molecule HDAC inhibitors in ovarian cancer cells. Cancer Biol. Ther. 2011, 12, 484–493. 51. Singh, B.N.; Zhou, H.; Li, J.; Tipton, T.; Wang, B.; Shao, G.; Gilbert, E.N.; Li, Q.; Jiang, S. References Preclinical studies on histone deacetylase inhibitors as therapeutic reagents for endometrial and
ovarian cancers. Future Oncol. 2011, 7, 1415–1428. 52. Khabele, D. The therapeutic potential of class I selective histone deacetylase inhibitors in ovarian
cancer. Front. Oncol. 2014, doi:10.3389/fonc.2014.00111. 53. Ashburner, B.P.; Westerheide, S.D.; Baldwin, A.S., Jr. The p65 (RelA) subunit of NFB interacts
with the histone deacetylase (HDAC) corepressors HDAC1 and HDAC2 to negatively regulate
gene expression. Mol. Cell Biol. 2001, 21, 7065–7077. 54. Rahman, I.; Gilmour, P.S.; Jimenez, L.A.; MacNee, W. Oxidative stress and TNF induce histone
acetylation and NFB/AP-1 activation in alveolar epithelial cells: Potential mechanism in gene
transcription in lung inflammation. Mol. Cell Biochem. 2002, 234–235, 239–248. 55. Tomita, K.; Barnes, P.; Adcock, I. The effect of oxidative stress on histone acetylation and IL-8
release. Biochem. Biophys. Res. Commun. 2003, 301, 572–577. 56. Mayo, M.W.; Denlinger, C.E.; Broad, R.M.; Yeung, F.; Reilly, E.T.; Shi, Y.; Jones, D.R. Ineffectiveness of histone deacetylase inhibitors to induce apoptosis involves the transcriptional
activation of NFB through the Akt pathway. J. Biol. Chem. 2003, 278, 18980–18989. 57. Yang, S.R.; Chida, A.S.; Bauter, M.R.; Shafiq, N.; Seweryniak, K.; Maggirwar, S.B.; Kilty, I.;
Rahman, I. Cigarette smoke induces proinflammatory cytokine release by activation of NFB and
posttranslational modifications of histone deacetylase in macrophages. Am. J. Physiol. Lung Cell
Mol. Physiol. 2006, 291, L46–L57. 58. Ziesche, E.; Kettner-Buhrow, D.; Weber, A.; Wittwer, T.; Jurida, L.; Soelch, J.; Muller, H.;
Newel, D.; Kronich, P.; Schneider, H.; et al. The coactivator role of histone deacetylase 3 in
IL-1-signaling involves deacetylation of p65 NFB. Nucl. Acids Res. 2013, 41, 90–109. 59. Kim, K.S.; Sengupta, S.; Berk, M.; Kwak, Y.G.; Escobar, P.F.; Belinson, J.; Mok, S.C.; Xu, Y. Hypoxia enhances lysophosphatidic acid responsiveness in ovarian cancer cells and lysophosphatidic
acid induces ovarian tumor metastasis in vivo. Cancer Res. 2006, 66, 7983–7990. 60. Zhong, H.; de Marzo, A.M.; Laughner, E.; Lim, M.; Hilton, D.A.; Zagzag, D.; Buechler, P.;
Isaacs, W.B.; Semenza, G.L.; Simons, J.W. Overexpression of hypoxia-inducible factor 1 in
common human cancers and their metastases. Cancer Res. 1999, 59, 5830–5835. 61. Birner, P.; Schindl, M.; Obermair, A.; Breitenecker, G.; Oberhuber, G. Expression of
hypoxia-inducible factor 1 in epithelial ovarian tumors: Its impact on prognosis and on response
to chemotherapy. Clin. Cancer Res. 2001, 7, 1661–1668. 62. Braicu, E.I.; Luketina, H.; Richter, R.; Castillo-Tong, D.C.; Lambrechts, S.; Mahner, S.;
Concin, N.; Mentze, M.; Zeillinger, R.; Vergote, I. References HIF1 is an independent prognostic factor for
overall survival in advanced primary epithelial ovarian cancer—A study of the OVCAD
Consortium. Oncol. Targets Ther. 2014, 7, 1563–1569. Biomolecules 2015, 5 238 63. Kryczek, I.; Lange, A.; Mottram, P.; Alvarez, X.; Cheng, P.; Hogan, M.; Moons, L.; Wei, S.;
Zou, L.; Machelon, V.; et al. CXCL12 and vascular endothelial growth factor synergistically
induce neoangiogenesis in human ovarian cancers. Cancer Res. 2005, 65, 465–472. 64. Koong, A.C.; Chen, E.Y.; Giaccia, A.J. Hypoxia causes the activation of NFB through the
phosphorylation of IB on tyrosine residues. Cancer Res. 1994, 54, 1425–1430. 65. Culver, C.; Sundqvist, A.; Mudie, S.; Melvin, A.; Xirodimas, D.; Rocha, S. Mechanism of
hypoxia-induced NFB. Mol. Cell Biol. 2010, 30, 4901–4921. 66. Kim, K.S.; Rajagopal, V.; Gonsalves, C.; Johnson, C.; Kalra, V.K. A novel role of
hypoxia-inducible factor in cobalt chloride- and hypoxia-mediated expression of IL-8 chemokine
in human endothelial cells. J. Immunol. 2006, 177, 7211–7224. 67. Kroemer, G.; Pouyssegur, J. Tumor cell metabolism: Cancer’s Achilles’ heel. Cancer Cell 2008,
13, 472–482. 68. Hsu, P.P.; Sabatini, D.M. Cancer cell metabolism: Warburg and beyond. Cell 2008, 134, 703–707. 68. Hsu, P.P.; Sabatini, D.M. Cancer cell metabolism: Warburg and beyond. Cell 2008, 134, 703–707. 69. Semenza, G.L. HIF-1 mediates metabolic responses to intratumoral hypoxia and oncogenic mutations. 69. Semenza, G.L. HIF-1 mediates metabolic responses to intratumoral hypoxia and oncogenic mutations. J. Clin. Investig. 2013, 123, 3664–3671. 70. Xu, L.; Fidler, I.J. Acidic pH-induced elevation in interleukin 8 expression by human ovarian
carcinoma cells. Cancer Res. 2000, 60, 4610–4616. 71. Vegran, F.; Boidot, R.; Michiels, C.; Sonveaux, P.; Feron, O. Lactate influx through the endothelial
cell monocarboxylate transporter MCT1 supports an NFB/IL-8 pathway that drives tumor
angiogenesis. Cancer Res. 2011, 71, 2550–2560. 72. Anderson, A.S.; Roberts, P.C.; Frisard, M.I.; McMillan, R.P.; Brown, T.J.; Lawless, M.H.;
Hulver, M.W.; Schmelz, E.M. Metabolic changes during ovarian cancer progression as targets for
sphingosine treatment. Exp. Cell Res. 2013, 319, 1431–1442. 73. Caneba, C.; Yang, L.; Baddour, J.; Curtis, R.; Win, J.; Hartig, S.; Marini, J.; Nagrath, D. Nitric
oxide is a positive regulator of the Warburg effect in ovarian cancer cells. Cell Death Dis. 2014,
5, e1302. 74. Kellenberger, L.D.; Bruin, J.E.; Greenaway, J.; Campbell, N.E.; Moorehead, R.A.; Holloway, A.C.;
Petrik, J. The role of dysregulated glucose metabolism in epithelial ovarian cancer. J. Oncol. 2010,
doi:10.1155/2010/514310. 75. Gallagher, E.J.; LeRoith, D. References Diabetes, cancer, and metformin: Connections of metabolism and cell
proliferation. Ann. NY Acad. Sci. 2011, 1243, 54–68. 76. Hursting, S.D.; Dunlap, S.M.; Ford, N.A.; Hursting, M.J.; Lashinger, L.M. Calorie restriction and
cancer prevention: A mechanistic perspective. Cancer Metable 2013, doi:10.1186/2049-3002-1-10. 76. Hursting, S.D.; Dunlap, S.M.; Ford, N.A.; Hursting, M.J.; Lashinger, L.M. Calorie restriction and
cancer prevention: A mechanistic perspective. Cancer Metable 2013, doi:10.1186/2049-3002-1-10. 77. Al-Wahab, Z.; Tebbe, C.; Chhina, J.; Dar, S.A.; Morris, R.T.; Ali-Fehmi, R.; Giri, S.; 77. Al-Wahab, Z.; Tebbe, C.; Chhina, J.; Dar, S.A.; Morris, R.T.; Ali-Fehmi, R.; Giri, S.;
Munkarah, A.R.; Rattan, R. Dietary energy balance modulates ovarian cancer progression and
metastasis. Oncotarget 2014, 5, 6063–6075. 78. Shimazu, T.; Hirschey, M.D.; Newman, J.; He, W.; Shirakawa, K.; le Moan, N.; Grueter, C.A.;
Lim, H.; Saunders, L.R.; Stevens, R.D.; et al. Suppression of oxidative stress by -hydroxybutyrate,
an endogenous histone deacetylase inhibitor. Science 2013, 339, 211–214. 79. De Visser, K.E.; Jonkers, J. Towards understanding the role of cancer-associated inflammation in
chemoresistance. Curr. Pharm. Des. 2009, 15, 1844–1853. Biomolecules 2015, 5 239 80. Lee, L.F.; Haskill, J.S.; Mukaida, N.; Matsushima, K.; Ting, J.P. Identification of tumor-specific
paclitaxel (Taxol)-responsive regulatory elements in theinterleukin-8 promoter. Mol. Cell Biol. 1997, 17, 5097–5105. 80. Lee, L.F.; Haskill, J.S.; Mukaida, N.; Matsushima, K.; Ting, J.P. Identification of tumor-specific
paclitaxel (Taxol)-responsive regulatory elements in theinterleukin-8 promoter. Mol. Cell Biol. 1997, 17, 5097–5105. 81. Aghajanian, C. Clinical update: Novel targets in gynecologic malignancies. Semin. Oncol. 2004,
31, 22–26. 82. Kelly, M.G.; Alvero, A.B.; Chen, R.; Silasi, D.A.; Abrahams, V.M.; Chan, S.; Visintin, I.;
Rutherford, T.; Mor, G. TLR-4 signaling promotes tumor growth and paclitaxel chemoresistance
in ovarian cancer. Cancer Res. 2006, 66, 3859–3868. 83. Szajnik, M.; Szczepanski, M.J.; Czystowska, M.; Elishaev, E.; Mandapathil, M.; Nowak-Markwitz, E.;
Spaczynski, M.; Whiteside, T.L. TLR4 signaling induced by lipopolysaccharide or paclitaxel
regulates tumor survival and chemoresistance in ovarian cancer. Oncogene 2009, 28, 4353–4363. 84. Frankel, A.; Man, S.; Elliott, P.; Adams, J.; Kerbel, R.S. Lack of multicellular drug resistance
observed in human ovarian and prostate carcinoma treated with the proteasome inhibitor PS-341. Clin. Cancer Res. 2000, 6, 3719–3728. 85. Aghajanian, C.; Dizon, D.S.; Sabbatini, P.; Raizer, J.J.; Dupont, J.; Spriggs, D.R. Phase I trial of
bortezomib and carboplatin in recurrent ovarian or primary peritoneal cancer. J. Clin. Oncol. 2005,
23, 5943–5949. 86. Ramirez, P.T.; Landen C.N., Jr.; Coleman, R.L.; Milam, M.R.; Levenback, C.; Johnston, T.A.;
Gershenson, D.M. References Phase I trial of the proteasome inhibitor bortezomib in combination with
carboplatin in patients with platinum- and taxane-resistant ovarian cancer. Gynecol. Oncol. 2008,
108, 68–71. 87. Aghajanian, C.; Blessing, J.A.; Darcy, K.M.; Reid, G.; deGeest, K.; Rubin, S.C.; Mannel, R.S.;
Rotmensch, J.; Schilder, R.J.; Riordan, W. A phase II evaluation of bortezomib in the treatment of
recurrent platinum-sensitive ovarian or primary peritoneal cancer: A Gynecologic Oncology Group
study. Gynecol. Oncol. 2009, 115, 215–220. 88. Jandial, D.D.; Farshchi-Heydari, S.; Larson, C.A.; Elliott, G.I.; Wrasidlo, W.J.; Howell, S.B. Enhanced delivery of cisplatin to intraperitoneal ovarian carcinomas mediated by the effects of
bortezomib on the human copper transporter 1. Clin. Cancer Res. 2009, 15, 553–560. 89. Howell, S.B.; Safaei, R.; Larson, C.A.; Sailor, M.J. Copper transporters and the cellular
pharmacology of the platinum-containing cancer drugs. Mol. Pharmacol. 2010, 77, 887–894. 90. Messeguer, X.; Escudero, R.; Farre, D.; Nunez, O.; Martinez, J.; Alba, M.M. PROMO: Detection
of known transcription regulatory elements using species-tailored searches. Bioinformatics 2002,
18, 333–334. 91. Farre, D.; Roset, R.; Huerta, M.; Adsuara, J.E.; Rosello, L.; Alba, M.M.; Messeguer, X. Identification of patterns in biological sequences at the ALGGEN server: PROMO and MALGEN. Nucleic Acids Res. 2003, 31, 3651–3653. 92. Negus, R.P.; Turner, L.; Burke, F.; Balkwill, F.R. Hypoxia down-regulates MCP-1 expression:
Implications for macrophage distribution in tumors. J. Leukoc. Biol. 1998, 63, 758–765. 93. Sica, A.; Saccani, A.; Bottazzi, B.; Bernasconi, S.; Allavena, P.; Gaetano, B.; Fei, F.; LaRosa, G.;
Scotton, C.; Balkwill, F.; et al. Defective expression of the monocyte chemotactic protein-1
receptor CCR2 in macrophages associated with human ovarian carcinoma. J. Immunol. 2000, 164,
733–738. Biomolecules 2015, 5 240 94. Wojnarowicz, P.; Gambaro, K.; de Ladurantaye, M.; Quinn, M.C.; Provencher, D.; Mes-Masson, A.M.;
Tonin, P.N. Overexpressing the CCL2 chemokine in an epithelial ovarian cancer cell line results
in latency of in vivo tumourigenicity. Oncogenesis 2012, 1, e27. 95. Fader, A.N.; Rasool, N.; Vaziri, S.A.; Kozuki, T.; Faber, P.W.; Elson, P.; Biscotti, C.V.;
Michener, C.M.; Rose, P.G.; Rojas-Espaillat, L.; et al. CCL2 expression in primary ovarian
carcinoma is correlated with chemotherapy response and survival outcomes. Anticancer Res. 2010,
12, 4791–4798. 96. Arnold, J.M.; Huggard, P.R.; Cummings, M.; Ramm, G.A.; Chenevix-Trench, G. Reduced
expression of chemokine (C-C motif) ligand-2 (CCL2) in ovarian adenocarcinoma. Br. J. Cancer
2005, 92, 2024–2031. 97. Moisan, F.; Francisco, E.B.; Brozovic, A.; Duran, G.E.; Wang, Y.C.; Chaturvedi, S.; Seetharam, S.;
Snyder, L.A.; Doshi, P.; Sikic, B.I. References Enhancement of paclitaxel and carboplatin therapies by CCL2
blockade in ovarian cancers. Mol. Oncol. 2014, 8, 1231–1239. 98. Furukawa, S.; Soeda, S.; Kiko, Y.; Suzuki, O.; Hashimoto, Y.; Watanabe, T.; Nishiyama, H.;
Tasaki, K.; Hojo, H.; Abe, M.; et al. MCP-1 promotes invasion and adhesion of human ovarian
cancer cells. Anticancer Res. 2013, 33, 4785–4790. 99. Szlosarek, P.W.; Grimshaw, M.J.; Kulbe, H.; Wilson, J.L.; Wilbanks, G.D.; Burke, F.;
Balkwill, F.R. Expression and regulation of tumor necrosis factor alpha in normal and malignant
ovarian epithelium. Mol. Cancer Ther. 2006, 5, 382–390. 100. Silver, D.L.; Naora, H.; Liu, J.; Cheng, W.; Montell, D.J. Activated signal transducer and activator
of transcription (STAT) 3: Localization in focal adhesions and function in ovarian cancer cell
motility. Cancer Res. 2004, 64, 3550–3558. 101. Zhang, X.; Guo, A.; Yu, J.; Possemato, A.; Chen, Y.; Zheng, W.; Polakiewicz, R.D.;
Kinzler, K.W.; Vogelstein, B.; Velculescu, V.E.; et al. Identification of STAT3 as a substrate of
receptor protein tyrosine phosphatase T. Proc. Natl. Acad. Sci. USA 2007, 104, 4060–4064. 102. Coward, J.; Kulbe, H.; Chakravarty, P.; Leader, D.; Vassileva, V.; Leinster, D.A.; Thompson, R.;
Schioppa, T.; Nemeth, J.; Vermeulen, J.; et al. Interleukin-6 as a therapeutic target in human
ovarian cancer. Clin. Cancer Res. 2011, 17, 6083–6096. 103. Takaishi, K.; Komohara, Y.; Tashiro, H.; Ohtake, H.; Nakagawa, T.; Katabuchi, H.; Takeya, M. Involvement of M2-polarized macrophages in the ascites from advanced epithelial ovarian
carcinoma in tumor progression via Stat3 activation. Cancer Sci. 2010, 101, 2128–2136. 104. Sutcliffe, A.M.; Clarke, D.L.; Bradbury, D.A.; Corbett, L.M.; Patel, J.A.; Knox, A.J. Transcriptional
regulation of monocyte chemotactic protein-1 release by endothelin-1 in human airway smooth
muscle cells involves NFB and AP-1. Br. J. Pharmacol. 2009, 157, 436–450. 105. Chen, I.Y.; Chang, S.C.; Wu, H.Y.; Yu, T.C.; Wei, W.C.; Lin, S.; Chien, C.L.; Chang, M.F. Upregulation of the chemokine (C-C motif) ligand 2 via a severe acute respiratory syndrome
coronavirus spike-ACE2 signaling pathway. J. Virol. 2010, 84, 7703–7712. 106. Dragomir, E.; Manduteanu, I.; Calin, M.; Gan, A.M.; Stan, D.; Koenen, R.R.; Weber, C.;
Simionescu, M. High glucose conditions induce upregulation of fractalkine and monocyte
chemotactic protein-1 in human smooth muscle cells. Thromb. Haemost. 2008, 100, 1155–1165. Biomolecules 2015, 5 241 107. Mojsilovic-Petrovic, J.; Callaghan, D.; Cui, H.; Dean, C.; Stanimirovic, D.B.; Zhang, W. Hypoxia-inducible factor-1 (HIF-1) is involved in the regulation of hypoxia-stimulated expression
of monocyte chemoattractant protein-1 (MCP-1/CCL2) and MCP-5 (Ccl12) in astrocytes. J. References Neuroinflam. 2007, doi:10.1186/1742-2094-4-12. 108. Elsharkawy, A.M.; Oakley, F.; Lin, F.; Packham, G.; Mann, D.A.; Mann, J. The NFB
p50:p50:HDAC-1 repressor complex orchestrates transcriptional inhibition of multiple
pro-inflammatory genes. J. Hepatol. 2010, 53, 519–527. 109. Ichihara, S.; Yamada, Y.; Liu, F.; Murohara, T.; Itoh, K.; Yamamoto, M.; Ichihara, G. Ablation of
the transcription factor Nrf2 promotes ischemia-induced neovascularization by enhancing the
inflammatory response. Arterioscler. Thromb. Vasc. Biol. 2010, 30, 1553–1561. 110. Toubal, A.; Clement, K.; Fan, R.; Ancel, P.; Pelloux, V.; Rouault, C.; Veyrie, N.; Hartemann, A.;
Treuter, E.; Venteclef, N. SMRT-GPS2 corepressor pathway dysregulation coincides with
obesity-linked adipocyte inflammation. J. Clin. Investig. 2013, 123, 362–379. 111. Dong, Y.; Kabir, S.M.; Lee, E.; Son, D. CXCR2-driven ovarian cancer progression
involves upregulation of proinflammatory chemokines by potentiating NFB Activation via
EGFR-transactivated Akt signaling. PLOS ONE 2013, 8, e83789. 112. Son, D.S.; Kabir, S.M.; Dong, Y.; Lee, E.; Adunyah, S.E. Characteristics of chemokine signatures
elicited by EGF and TNF in ovarian cancer cells. J. Inflamm. 2013, doi:10.1186/1476-9255-10-25. 113. Nirodi, C.; Hart, J.; Dhawan, P.; Moon, N.S.; Nepveu, A.; Richmond, A. The role of CDP in the
negative regulation of CXCL1 gene expression. J. Biol. Chem. 2001, 276, 26122–26131. 114. Amiri, K.; Ha, H.; Smulson, M.; Richmond, A. Differential regulation of CXC ligand 1
transcription in melanoma cell lines by poly(ADP-ribose) polymerase-1. Oncogene 2006, 25,
7714–7722. 115. Son, D.; Kabir, S.M.; Dong, Y.; Lee, E.; Adunyah, S.E. Inhibitory effect of tumor suppressor p53
on proinflammatory chemokine expression in ovarian cancer cells by reducing proteasomal
degradation of IB. PLOS ONE 2012, 7, e51116. 116. Yoneda, J.; Kuniyasu, H.; Crispens, M.A.; Price, J.E.; Bucana, C.D.; Fidler, I.J. Expression of
angiogenesis-related genes and progression of human ovarian carcinomas in nude mice. J. Natl. Cancer Inst. 1998, 90, 447–454. 117. Merritt, W.M.; Lin, Y.G.; Spannuth, W.A.; Fletcher, M.S.; Kamat, A.A.; Han, L.Y.; Landen, C.N.;
Jennings, N.; de Geest, K.; Langley, R.R.; et al. Effect of interleukin-8 gene silencing with
liposome-encapsulated small interfering RNA on ovarian cancer cell growth. J. Natl. Cancer Inst. 2008, 100, 359–372. 118. Pecot, C.V.; Rupaimoole, R.; Yang, D.; Akbani, R.; Ivan, C.; Lu, C.; Wu, S.; Han, H.; Shah, M.Y.;
Rodriguez-Aguayo, C.; et al. Tumour angiogenesis regulation by the miR-200 family. Nat. Commun. 2013, doi:10.1038/ncomms3427. 119. Mukaida, N.; Shiroo, M.; Matsushima, K. Genomic structure of the human monocyte-derived
neutrophil chemotactic factor IL-8. J. Immunol. 1989, 143, 1366–1371. 120. Mukaida, N.; Mahe, Y.; Matsushima, K. References Cooperative interaction of nuclear factor-kappa B- and
cis-regulatory enhancer binding protein-like factor binding elements in activating the
interleukin-8 gene by pro-inflammatory cytokines. J. Biol. Chem. 1990, 265, 21128–21133. Biomolecules 2015, 5 242 121. Kunsch, C.; Rosen, C.A. NFB subunit-specific regulation of the interleukin-8 promoter. Mol. Cell Biol. 1993, 13, 6137–6146. 122. Stein, B.; Baldwin, A.S., Jr. Distinct mechanisms for regulation of the interleukin-8 gene involve
synergism and cooperativity between C/EBP and NFB. Mol. Cell Biol. 1993, 13, 7191–7198. 123. Matsusaka, T.; Fujikawa, K.; Nishio, Y.; Mukaida, N.; Matsushima, K.; Kishimoto, T.; Akira, S. Transcription factors NF-IL6 and NFB synergistically activate transcription of the inflammatory
cytokines, interleukin 6 and interleukin 8. Proc. Natl. Acad. Sci. USA 1993, 90, 10193–10197. 124. Kunsch, C.; Lang, R.K.; Rosen, C.A.; Shannon, M.F. Synergistic transcriptional activation of the
IL-8 gene by NFB p65 (RelA) and NF-IL-6. J. Immunol. 1994, 153, 153–164. 125. Oliveira, I.C.; Mukaida, N.; Matsushima, K.; Vilcek, J. Transcriptional inhibition of the
interleukin-8 gene by interferon is mediated by the NFB site. Mol. Cell Biol. 1994, 14,
5300–5308. 126. Yasumoto, K.; Okamoto, S.; Mukaida, N.; Murakami, S.; Mai, M.; Matsushima, K. Tumor necrosis
factor alpha and interferon gamma synergistically induce interleukin 8 production in a human
gastric cancer cell line through acting concurrently on AP-1 and NFB-like binding sites of the
interleukin 8 gene. J. Biol. Chem. 1992, 267, 22506–22511. 127. Nourbakhsh, M.; Kalble, S.; Dorrie, A.; Hauser, H.; Resch, K.; Kracht, M. The NFB repressing
factor is involved in basal repression and interleukin (IL)-1-induced activation of IL-8 transcription
by binding to a conserved NFB-flanking sequence element. J. Biol. Chem. 2001, 276, 4501–4508. factor is involved in basal repression and interleukin (IL)-1-induced activation of IL-8 transcription
by binding to a conserved NFB-flanking sequence element. J. Biol. Chem. 2001, 276, 4501–4508. 128. Hoffmann, E.; Dittrich-Breiholz, O.; Holtmann, H.; Kracht, M. Multiple control of interleukin-8
gene expression. J. Leukoc. Biol. 2002, 72, 847–855. 128. Hoffmann, E.; Dittrich-Breiholz, O.; Holtmann, H.; Kracht, M. Multiple control of interleukin-8
gene expression. J. Leukoc. Biol. 2002, 72, 847–855. 129. Sasaki, C.Y.; Barberi, T.J.; Ghosh, P.; Longo, D.L. Phosphorylation of RelA/p65 on serine 536
defines an IB -independent NFB pathway. J. Biol. Chem. 2005, 280, 34538–34547. 130. Ghosh, C.C.; Ramaswami, S.; Juvekar, A.; Vu, H.Y.; Galdieri, L.; Davidson, D.; Vancurova, I. Gene-specific repression of proinflammatory cytokines in stimulated human macrophages by
nuclear IB. J. Immunol. 2010, 185, 3685–3693. 131. References Manna, S.; Singha, B.; Phyo, S.A.; Gatla, H.R.; Chang, T.P.; Sanacora, S.; Ramaswami, S.;
Vancurova, I. Proteasome inhibition by bortezomib increases IL-8 expression in androgen-independent
prostate cancer cells: The role of IKK. J. Immunol. 2013, 191, 2837–2846. 132. Buss, H.; Dörrie, A.; Schmitz, M.L.; Hoffmann, E.; Resch, K.; Kracht, M. Constitutive and
IL-1-inducible phosphorylation of p65 NFB at serine 536 is mediated by multiple protein kinases
including IB kinase (IKK)-, IKK, IKK, TRAF family member-associated (TANK)-binding
kinase 1 (TBK1), and an unknown kinase and couples p65 to TATA-binding protein associated
factor II31-mediated IL-8 transcription. J. Biol. Chem. 2004, 279, 55633–55643. 133. Moreno, R.; Sobotzik, J.M.; Schultz, C.; Schmitz, M.L. Specification of the NFB transcriptional
response by p65 phosphorylation and TNF-induced nuclear translocation of IKK epsilon. Nucleic Acids Res. 2010, 38, 6029–6044. 134. Xu, L.; Pathak, P.S.; Fukumura, D. Hypoxia-induced activation of p38 mitogen-activated
protein kinase and phosphatidylinositol 3'-kinase signaling pathways contributes to expression of
interleukin 8 in human ovarian carcinoma cells. Clin. Cancer Res. 2004, 10, 701–707. Biomolecules 2015, 5 243 135. Fang, X.; Yu, S.; Bast, R.C.; Liu, S.; Xu, H.J.; Hu, S.X.; LaPushin, R.; Claret, F.X.;
Aggarwal, B.B.; Lu, Y.; et al. Mechanisms for lysophosphatidic acid-induced cytokine production
in ovarian cancer cells. J. Biol. Chem. 2004, 279, 9653–9661. 136. Shahzad, M.M.; Arevalo, J.M.; Armaiz-Pena, G.N.; Lu, C.; Stone, R.L.; Moreno-Smith, M.;
Nishimura, M.; Lee, J.W.; Jennings, N.B.; Bottsford-Miller, J.; et al. Stress effects on FosB- and
IL8-driven ovarian cancer growth and metastasis. J. Biol. Chem. 2010, 285, 35462–35470. 137. Bartels, M.; Schweda, A.T.; Dreikhausen, U.; Frank, R.; Resch, K.; Beil, W.; Nourbakhsh, M. Peptide-mediated disruption of NFB/NRF interaction inhibits IL-8 gene activation by IL-1 or
Helicobacter pylori. J. Immunol. 2007, 179, 7605–7613. 138. Hoberg, J.E.; Yeung, F.; Mayo, M.W. SMRT derepression by the IB kinase alpha: A prerequisite
to NFB transcription and survival. Mol. Cell 2004, 16, 245–255. 139. Nozell, S.; Laver, T.; Patel, K.; Benveniste, E.N. Mechanism of IFN-beta-mediated inhibition of
IL-8 gene expression in astroglioma cells. J. Immunol. 2006, 177, 822–830. © 2015 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article
distributed under the terms and conditions of the Creative Commons Attribution license
(http://creativecommons.org/licenses/by/4.0/). © 2015 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article
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(http://creativecommons.org/licenses/by/4.0/). References © 2015 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article
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© 2015 Khan et al. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License
(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, pro-
vided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and
indicate if changes were made. R ES EA RCH Open Access Viscosity approximation method for
generalized asymptotically
quasi-nonexpansive mappings in a convex
metric space Abdul Rahim Khan1, Nusrat Yasmin2*, Hafiz Fukhar-ud-din1,3 and Sami Atif Shukri1 *Correspondence:
nusyasmin@yahoo.com
2Centre for Advanced Studies in
Pure and Applied Mathematics,
Bahauddin Zakariya University,
Multan, 60800, Pakistan
Full list of author information is
available at the end of the article Abstract A general viscosity iterative method for a finite family of generalized asymptotically
quasi-nonexpansive mappings in a convex metric space is introduced. Special cases
of the new iterative method are the viscosity iterative method of Chang et al. (Appl. Math. Comput. 212:51-59, 2009), an analogue of the viscosity iterative method of
Fukhar-ud-din et al. (J. Nonlinear Convex Anal. 16:47-58, 2015) and an extension of the
multistep iterative method of Yildirim and Özdemir (Arab. J. Sci. Eng. 36:393-403,
2011). Our results generalize and extend the corresponding known results in
uniformly convex Banach spaces and CAT(0) spaces simultaneously. MSC: 47H09; 47H10; 47J25 Keywords: convex metric space; viscosity iterative method; generalized
asymptotically quasi-nonexpansive mapping; uniformly Hölder continuous function;
common fixed point; strong convergence; △-convergence Khan et al. Fixed Point Theory and Applications ( 2015) 2015:196
DOI 10.1186/s13663-015-0447-6 Khan et al. Fixed Point Theory and Applications ( 2015) 2015:196
DOI 10.1186/s13663-015-0447-6 1 Introduction and preliminaries Let C be a nonempty subset of a metric space X and T : C →C be a mapping. We as-
sume that F(T), the set of fixed points of T, is nonempty and I = {,,,...,r}. The map-
ping T is (i) quasi-nonexpansive if d(Tx,Ty) ≤d(x,y) for x ∈C, y ∈F(T); (ii) asymptot-
ically quasi-nonexpansive if there exists a sequence of real numbers {un} in [,∞) with
limn→∞un = such that d(Tnx,p) ≤(+ un)d(x,p) for all x ∈C, p ∈F(T) and n ≥;
(iii) generalized asymptotically quasi-nonexpansive [] if there exist two sequences of real
numbers {un} and {cn} in [,∞) with limn→∞un = = limn→∞cn such that d(Tnx,p) ≤
d(x,p) + und(x,p) + cn for all x ∈C, p ∈F(T) and n ≥; (iv) uniformly L-Lipschitzian if
there exists a constant L > such that d(Tnx,Tny) ≤Ld(x,y) for all x,y ∈C and n ≥;
(v) uniformly Hölder continuous if there are constants L > , γ > such that d(Tnx,Tny) ≤
Ld(x,y)γ for all x,y ∈C and n ≥; and (vi) semi-compact if for a sequence {xn} in C with
limn→∞d(xn,Txn) = , there exists a subsequence {xni} of {xn} such that xni converges to a
point in C. Clearly, the class of generalized asymptotically quasi-nonexpansive mappings includes
the class of asymptotically quasi-nonexpansive mappings. Page 2 of 13 Khan et al. Fixed Point Theory and Applications ( 2015) 2015:196 The following example improves and extends Example .in [] to a finite family of
generalized asymptotically quasi-nonexpansive mappings. Example .Let E = R and C = [–
π ,
π ] and define Tix =
x
i+sin(
x) if x ̸= and Tix = if
x = for all x ∈C and i ∈I. Then Tn
i x →uniformly (see []). For each fixed n, define
fin(x) = ∥Tn
i x∥– ∥x∥for all x in C and i ∈I. Set cin = supx∈C{fin(x),}. Then limn→∞cin =
and Tn
i x
≤∥x∥+ cin. This shows that {Ti : i ∈I} is a finite family of generalized asymptotically quasi-nonex-
pansive mappings with
i∈I F(Ti) ̸= ∅. Convergence theorems for various mappings through different iterative methods have
been obtained by a number of authors (e.g., [, , ] and the references therein). For more
on the study of fixed point iteration process, the interested reader is referred to Berinde
[] and Ciric [, ]. 1 Introduction and preliminaries A nonempty subset C of a convex metric space X is
convex if W(x,y,α) ∈C for all x,y ∈C and α ∈J. All normed linear spaces are convex met-
ric spaces, but there are convex metric spaces which are not linear; for example, a CAT()
space [, ]. for all x,y,u ∈X and α ∈J = [,]. The metric space X together with a convex structure
W is known as a convex metric space. A nonempty subset C of a convex metric space X is
convex if W(x,y,α) ∈C for all x,y ∈C and α ∈J. All normed linear spaces are convex met-
ric spaces, but there are convex metric spaces which are not linear; for example, a CAT()
space [, ]. A convex metric space X is uniformly convex if for any ε > , there exists δ = δ(ε) >
such that for all r > and x,y,z ∈X with d(z,x) ≤r, d(z,y) ≤r and d(x,y) ≥rε imply that
d(z,W(x,y,
)) ≤(– δ)r. A mapping η : (,∞) × (,] →(,] which provides such δ = η(r,ϵ) for given r > and
ε ∈(,] is called modulus of uniform convexity. We call η monotone if it decreases with
r (for a fixed ϵ). Obviously, uniformly convex Banach spaces are uniformly convex metric spaces. In general, a convex structure W is not continuous []. Throughout this paper, we as-
sume that W is continuous. We now devise a general iterative method which extends the methods in (.) and (.)
simultaneously in a convex metric space. We now devise a general iterative method which extends the methods in (.) and (.)
simultaneously in a convex metric space. We define an Sn-mapping generated by a family {Ti : i ∈I} of generalized asymptotically
quasi-nonexpansive mappings on C as Snx = Urnx,
(.) (.) Snx = Urnx, where Un = I (the identity mapping), Unx = W(Tn
r Unx,Unx,arn),Unx = W(Tn
r–Unx,
Unx,a(r–)n),...,Urnx = W(Tn
U(r–)nx,U(r–)nx,an). where Un = I (the identity mapping), Unx = W(Tn
r Unx,Unx,arn),Unx = W(Tn
r–Unx,
Unx,a(r–)n),...,Urnx = W(Tn
U(r–)nx,U(r–)nx,an). where Un = I (the identity mapping), Unx = W(Tn
r Unx,Unx,arn),Unx = W(Tn
r–Unx,
Unx,a(r–)n),...,Urnx = W(Tn
U(r–)nx,U(r–)nx,an). where Un = I (the identity mapping), Unx = W(Tn
r Unx,Unx,arn),Unx = W(Tn
r–Unx,
Unx,a(r–)n),...,Urnx = W(Tn
U(r–)nx,U(r–)nx,an). 1 Introduction and preliminaries Let C be a convex subset of a normed space. Yildirim and Özdemir [] introduced the
following multistep iterative method: x∈C,
xn+= (– an)yn+r–+ anTn
yn+r–,
yn+r–= (– an)yn+r–+ anTn
yn+r–,
(
) x∈C, xn+= (– an)yn+r–+ anTn
yn+r–,
yn+r–= (– an)yn+r–+ anTn
yn+r–,
(.) xn+= (– an)yn+r–+ anTn
yn+r–,
yn+r–= (– an)yn+r–+ anTn
yn+r–, xn+= (– an)yn+r–+ anTn
yn+r–, (.) yn+= (– a(r–)n)yn + a(r–)nTn
(r–)yn,
yn = (– arn)xn + arnTn
r xn,
r ≥,n ≥, yn = (– arn)xn + arnTn
r xn,
r ≥,n ≥, where {Ti : i ∈I} is a family of self-mappings of C, ain ∈[ϵ,– ϵ], for some ϵ ∈(,
), for
all n ≥. where {Ti : i ∈I} is a family of self-mappings of C, ain ∈[ϵ,– ϵ], for some ϵ ∈(,
), for
all n ≥. If T= T= ··· = Tr and αjn = for j = ,...,r and r ≥, then the iterative method (.)
reduces to the Mann iterative method []. Let us note that the scheme (.) and multistep
scheme (.) in [] are independent of each other. Moudafi[] proposed a viscosity iterative method by selecting a particular fixed point of
a given nonexpansive mapping. The so-called viscosity iterative method has been studied
by many authors (see, for example, [, ]). These methods are very important because of
their applicability to convex optimization, linear programming, monotone inclusions and
elliptic differential equations []. Recently, Chang et al. [] introduced and studied the following viscosity iterative
method: xn+= (– αn)f (xn) + αnTnyn,
yn = (– βn)xn + βnTnxn,
n ≥,
(.) (.) where T is an asymptotically nonexpansive mapping [] and f is a fixed contraction. where T is an asymptotically nonexpansive mapping [] and f is a fixed contraction. Page 3 of 13 Khan et al. Fixed Point Theory and Applications ( 2015) 2015:196 Page 3 of 13 Page 3 of 13 The iterative methods in (.) and (.) involve convex combinations, and so a convex
structure is needed to define them on a nonlinear domain. A mapping W : X× J →X is a convex structure [] on a metric space X if d
u,W(x,y,α)
≤αd(u,x) + (– α)d(u,y) for all x,y,u ∈X and α ∈J = [,]. The metric space X together with a convex structure
W is known as a convex metric space. 1 Introduction and preliminaries For {αn} ⊂J, a fixed contractive mapping f on C and Sn given in (.), we define {xn} as
follows: x∈C,
xn+= W
f (xn),Snxn,αn
(.) x∈C,
xn+= W
f (xn),Snxn,αn
(.) and call it a general viscosity iterative method in a convex metric space. and call it a general viscosity iterative method in a convex metric space. and call it a general viscosity iterative method in a convex metric space. The purpose of this paper is to: The purpose of this paper is to: The purpose of this paper is to: (i) establish a necessary and sufficient condition for convergence of iterative method (i) establish a necessary and sufficient condition for convergence of iterative method
(.) to a common fixed point of a finite family of generalized asymptotically
quasi-nonexpansive mappings on a convex metric space; (ii) prove strong convergence and △-convergence results for the iterative me
to a common fixed point of a finite family of generalized asymptotically
quasi-nonexpansive mappings on a uniformly convex metric space. We now assume that F =
i∈I F(Ti) ̸= ∅. We need the following known results for our convergence analysis. Khan et al. Fixed Point Theory and Applications ( 2015) 2015:196 Page 4 of 13 Lemma .(cf. []) Let the sequences {an} and {un} of real numbers satisfy an+≤(+ un)an,
an ≥,un ≥,
∞
n=
un < +∞. Then (i) limn→∞an exists; (ii) if liminfn→∞an = , then limn→∞an = . Then (i) limn→∞an exists; (ii) if liminfn→∞an = , then limn→∞an = . Lemma .([]) Let X be a uniformly convex metric space. Let x ∈X and {an} be
a sequence in [b,c] for some b,c ∈(,). If {un} and {vn} are sequences in X such that
limsupn→∞d(un,x) ≤r, limsupn→∞d(vn,x) ≤r and limn→∞d(W(un,vn,an),x) = r for
some r ≥, then limn→∞d(un,vn) = . 2 Convergence in convex metric spaces In this section, we prove some results for the viscosity iterative method (.) to converge to
a common fixed point of a finite family of generalized asymptotically quasi-nonexpansive
mappings in a convex metric space. Lemma .Let C be a nonempty, closed and convex subset of a convex metric space X and
{Ti : i ∈I} be a family of generalized asymptotically quasi-nonexpansive self-mappings of
C, i.e., d(Tn
i x,pi) ≤(+ uin)d(x,pi) + cin for all x ∈C and pi ∈F(Ti), i ∈I, where {uin}
and {cin} are sequences in [,∞) with ∞
n=uin < ∞, ∞
n=cin < ∞for each i. Then, for
the sequence {xn} in (.) with ∞
n=αn < ∞, there are sequences {νn} and {ξn} in [,∞)
satisfying ∞
n=νn < ∞, ∞
n=ξn < ∞such that (a) d(xn+,p) ≤(+ νn)rd(xn,p) + ξn for all p ∈F and all n ≥; (b) d(xn+m,p) ≤M(d(xn,p) + ∞
n=ξn) for all p ∈F and n ≥, m ≥, M> . Proof (a) Let p ∈F and νn = maxi∈I uin for all n ≥. Since ∞
n=uin < ∞for each i, therefore
∞
n=νn < ∞. Now we have d(Unxn,p) = d
W
Tn
r Unxn,Unxn,arn
,p
≤(– arn)d(xn,p) + arnd
Tn
r xn,p
≤(– arn)d(xn,p) + arn
(+ urn)d(xn,p) + crn
≤(+ urn)d(xn,p) + crn
≤(+ νn)d(xn,p) + crn. Assume that d(Uknxn,p) ≤(+ νn)kd(xn,p) + (+ νn)k–k
i=c(r–i+)n holds for some < k. Consider Assume that d(Uknxn,p) ≤(+ νn)kd(xn,p) + (+ νn)k–k
i=c(r–i+)n holds for some < k. Consider Assume that d(Uknxn,p) ≤(+ νn)kd(xn,p) + (+ νn)k–k
i=c(r–i+)n holds for some < k. Consider Consider d(U(k+)nxn,p) = d
W
Tn
r–kUknxn,Uknxn,a(r–k)n
,p
≤(– a(r–k)n)d(Uknxn,p) + a(r–k)nd
Tn
r–kUknxn,p
≤(– a(r–k)n)d(Uknxn,p) + a(r–k)n
(+ u(r–k)n)d(Uknxn,p) + c(r–k)n
≤(+ νn)d(Uknxn,p) + c(r–k)n d(U(k+)nxn,p) = d
W
Tn
r–kUknxn,Uknxn,a(r–k)n
,p
≤(– a(r–k)n)d(Uknxn,p) + a(r–k)nd
Tn
r–kUknxn,p
≤(– a(r–k)n)d(Uknxn,p) + a(r–k)n
(+ u(r–k)n)d(Uknxn,p) + c(r–k)n
≤(+ νn)d(Uknxn,p) + c(r–k)n heory and Applications ( 2015) 2015:196
Page 5 of 13 Khan et al. Fixed Point Theory and Applications ( 2015) 2015:196
Page 5 of 13 Khan et al. Fixed Point Theory and Applications ( 2015) 2015:196
Page 5 of 13 Khan et al. 2 Convergence in convex metric spaces Fixed Point Theory and Applications ( 2015) 2015:196 Page 5 of 13 ≤(+ νn)
(+ νn)kd(xn,p) + (+ νn)k–
k
i=
c(r–i+)n
+ c(r–k)n
≤(+ νn)k+d(xn,p) + (+ νn)k
k+
i=
c(r–i+)n. ≤(+ νn)
(+ νn)kd(xn,p) + (+ νn)k–
k
i=
c(r–i+)n
+ c(r–k)n ≤(+ νn)k+d(xn,p) + (+ νn)k
k+
i=
c(r–i+)n. By mathematical induction, we have By mathematical induction, we have By mathematical induction, we have By mathematical induction, we have d(Ujnxn,p) ≤(+ νn)jd(xn,p) + (+ νn)j–
j
i=
c(r–i+)n,
≤j ≤r. (.) (.) Hence d(Snxn,p) = d(Urnxn,p) ≤(+ νn)rd(xn,p) + (+ νn)r–
r
i=
c(r–i+)n. (.) (.) Now, by (.) and (.), we obtain Now, by (.) and (.), we obtain d(xn+,p) = d
W
f (xn),Snxn,αn
,p
≤αnd
f (xn),p
+ (– αn)d(Snxn,p)
≤αnd(xn,p) + αnd
f (p),p
+ (– αn)
(+ νn)rd(xn,p) + (+ νn)r–
r
i=
c(r–i+)n
≤(+ νn)rd(xn,p) + (– αn)(+ νn)r–
r
i=
c(r–i+)n + αnd
f (p),p
≤(+ νn)rd(xn,p) + αnd
f (p),p
+ (+ νn)r–
r
i=
c(r–i+)n.
i=
(
)
≤(+ νn)rd(xn,p) + (– αn)(+ νn)r–
r
i=
c(r–i+)n + αnd
f (p),p
≤(+ νn)rd(xn,p) + αnd
f (p),p
+ (+ νn)r–
r
i=
c(r–i+)n. Setting max{d(f (p),p),sup(+ νn)r–} = M, we get that Setting max{d(f (p),p),sup(+ νn)r–} = M, we get that
d(xn+,p) ≤(+ νn)rd(xn,p) + M
αn +
r
i=
c(r–i+)n
. d(xn+,p) ≤(+ νn)rd(xn,p) + M
αn +
r
i=
c(r–i+)n
. d(xn+,p) ≤(+ νn)rd(xn,p) + M
αn +
r
i=
c(r–i+)n
. That is, That is, d(xn+,p) ≤(+ νn)rd(xn,p) + ξn, d(xn+,p) ≤(+ νn)rd(xn,p) + ξn, where ξn = M(αn + r
i=c(r–i+)n) and ∞
n=ξn < ∞. (b) We know that + t ≤et for t ≥. Thus, by part (a), we have where ξn = M(αn + r
i=c(r–i+)n) and ∞
n=ξn < ∞. where ξn = M(αn + r
i=c(r–i+)n) and ∞
n=ξn < ∞. (b) We know that + t ≤et for t ≥. Thus, by part (a), we have d(xn+m,p) ≤(+ νn+m–)rd(xn+m–,p) + ξn+m– d(xn+m,p) ≤(+ νn+m–)rd(xn+m–,p) + ξn+m– ≤erνn+m–d(xn+m–,p) + ξn+m– ≤erνn+m–d(xn+m–,p) + ξn+m– ≤erνn+m–d(xn+m–,p) + ξn+m– ≤er(νn+m–+νn+m–)d(xn+m–,p) + ξn+m–+ ξn+m– ≤er(νn+m–+νn+m–)d(xn+m–,p) + ξn+m–+ ξn+m– heory and Applications ( 2015) 2015:196
Page 6 of 13 Khan et al. 2 Convergence in convex metric spaces Fixed Point Theory and Applications ( 2015) 2015:196 Page 6 of 13 Page 6 of 13 ≤er n+m–
i=n
vid(xn,p) +
n+m–
i=n+
vi
n+m–
i=n
ξi
≤er ∞
i=vi
d(xn,p) +
∞
i=
ξi
= M
d(xn,p) +
∞
i=
ξi
,
where M= er ∞
i=vi. □ ≤er n+m–
i=n
vid(xn,p) +
n+m–
i=n+
vi
n+m–
i=n
ξi
≤er ∞
i=vi
d(xn,p) +
∞
i=
ξi
= M
d(xn,p) +
∞
i=
ξi
,
where M= er ∞
i=vi. □ □ The next result deals with a necessary and sufficient condition for the convergence of
{xn} in (.) to a point of F. Theorem .Let C, {Ti : i ∈I}, F, {uin} and {cin} be as in Lemma .. Let X be complete. The sequence {xn} in (.) with ∞
n=αn < ∞converges strongly to a point in F if and only
if liminfn→∞d(xn,F) = , where d(x,F) = infp∈F(x,p). Proof The necessity is obvious; we only prove the sufficiency. By Lemma .(a), we have d(xn+,p) ≤(+ νn)rd(xn,p) + ξn
for all p ∈F and n ≥. d(xn+,p) ≤(+ νn)rd(xn,p) + ξn
for all p ∈F and n ≥. d(xn+,p) ≤(+ νn)rd(xn,p) + ξn
for all p ∈F and n ≥. herefore, Therefore, d(xn+,F) ≤(+ νn)rd(xn,F) + ξn
=
+
r
k=
r(r – )···(r – k + )
k! νk
n
d(xn,F) + ξn. d(xn+,F) ≤(+ νn)rd(xn,F) + ξn
=
+
r
k=
r(r – )···(r – k + )
k! νk
n
d(xn,F) + ξn. As ∞
n=νn < +∞, so ∞
n=
r
k=
r(r–)···(r–k+)
k! νk
n < ∞. Now ∞
n=ξn < ∞in Lemma .(a),
so by Lemma .and liminfn→∞d(xn,F) = , we get that limn→∞d(xn,F) = . Next, we
prove that {xn} is a Cauchy sequence in X. Let ε > . From the proof of Lemma .(b), we
have d(xn+m,xn) ≤d(xn+m,F) + d(xn,F) ≤(+ M)d(xn,F) + M
∞
i=n
ξi. (.) (.) As limn→∞d(xn,F) = and ∞
i=ξi < ∞, so there exists a natural number nsuch that As limn→∞d(xn,F) = and ∞
i=ξi < ∞, so there exists a natural number nsuch that d(xn,F) ≤
ε
(+ M)
and
∞
i=n
ξi <
ε
M
for all n ≥n. 2 Convergence in convex metric spaces So, for all integers n ≥n, m ≥, we obtain from (.) that So, for all integers n ≥n, m ≥, we obtain from (.) that So, for all integers n ≥n, m ≥, we obtain from (.) that d(xn+m,xn) < (M+ )
ε
(+ M) + M
ε
M
= ε. Thus, {xn} is a Cauchy sequence in X and so it converges to q ∈X. Finally, we show that
q ∈F. For any ε > , there exists a natural number nsuch that Thus, {xn} is a Cauchy sequence in X and so it converges to q ∈X. Finally, we show that
q ∈F. For any ε > , there exists a natural number nsuch that d(xn,F) = inf
p∈F d(xn,p) < ε
and
d(xn,q) < ε
for all n ≥n. Khan et al. Fixed Point Theory and Applications ( 2015) 2015:196 Page 7 of 13 d
p∗,q
≤d
xn,p∗
+ d(xn,q) < ε. d
p∗,q
≤d
xn,p∗
+ d(xn,q) < ε. □ Remark .A generalized asymptotically nonexpansive mapping is a generalized asymp-
totically quasi-nonexpansive mapping. So Theorem .holds good for the class of gener-
alized asymptotically nonexpansive mappings. 3 Results in a uniformly convex metric space The aim of this section is to establish some convergence results for the iterative method
(.) of generalized asymptotically quasi-nonexpansive mappings on a uniformly convex
metric space. Lemma .Let C be a nonempty, closed and convex subset of a uniformly convex metric
space X and {Ti : i ∈I} be a family of uniformly Hölder continuous and generalized asymp-
totically quasi-nonexpansive self-mappings of C, i.e., d(Tn
i x,pi) ≤(+ uin)d(x,pi) + cin for
all x ∈C and pi ∈F(Ti), where {uin} and {cin} are sequences in [,∞) with ∞
n=uin < ∞
and ∞
n=cin < ∞, respectively, for each i ∈I. Then, for the sequence {xn} in (.) with
ain ∈[δ,– δ] for some δ ∈(,
) and ∞
n=αn < ∞, we have limn→∞d(xn,Tjxn) = for
each j ∈I. Proof Let p ∈F and νn = maxi∈I uin for all n ≥. By Lemma .(i) and Lemma .(a), it
follows that limn→∞d(xn,p) exists for all p ∈F. Assume that lim
n→∞d(xn,p) = c. (.) (.) lim
n→∞d(xn,p) = c. lim
n→∞d(xn,p) = c. Inequality (.) together with (.) gives that Inequality (.) together with (.) gives that Inequality (.) together with (.) gives that limsup
n→∞
d(Ujnxn,p) ≤c,
≤j ≤r. (.) (.) limsup
n→∞
d(Ujnxn,p) ≤c,
≤j ≤r. By (.), we have By (.), we have d(xn+,p) = d
W
f (xn),Snxn,αn
,p
≤αnd
f (xn),p
+ (– αn)d(Snxn,p)
≤αnd
f (xn),p
+ αnd
f (p),p
+ (– αn)d(Urnxn,p), and hence
c ≤liminf
n→∞d(Urnxn,p). (.)
Combining (.) and (.), we get
lim
n→∞d(Urnxn,p) = c. and hence and hence (.) lim
n→∞d(Urnxn,p) = c. Page 8 of 13 Khan et al. Fixed Point Theory and Applications ( 2015) 2015:196 Note that
d(Urnxn,p) = d
W
Tn
U(r–)nxn,U(r–)nxn,an
,p
≤and
Tn
U(r–)nxn,p
+ (– an)d(U(r–)nxn,p)
≤an
(+ un)d(U(r–)nxn,p) + cn
+ (– an)d(U(r–)nxn,p)
≤an(+ νn)d(U(r–)nxn,p) + ancn
≤an(+ νn)
an(+ νn)d(U(r–)nxn,p) + ancn
+ an(+ νn)cn
≤anan(+ νn)d(U(r–)nxn,p) + anan(+ νn)cn + ancn
... ≤anan ···a(j–)n(+ νn)j–d(U(r–(j–))nxn,p)
+ anan ···a(j–)n(+ νn)(j–)–c(j–)n
+ anan ···a((j–)–)n(+ νn)(j–)–c((j–)–)n + ···
+ anan(+ νn)cn + ancn. Hence
c ≤liminf
n→∞d(U(r–(j–))nxn,p),
≤j ≤r. (.)
Using (.) and (.), we have
lim
n→∞d(U(r–(j–))nxn,p) = c. That is,
lim
n→∞d
W
Tn
j U(r–j)nxn,U(r–j)nxn,ajn
,p
= c
for ≤j ≤r. 3 Results in a uniformly convex metric space This together with (.), (.) and Lemma .gives that
lim
n→∞d
Tn
j U(r–j)nxn,U(r–j)nxn,
=
for ≤j ≤r. (.)
If j = r,we have by (.)
lim d
Tnx
x
= Note that
d(Urnxn,p) = d
W
Tn
U(r–)nxn,U(r–)nxn,an
,p
≤and
Tn
U(r–)nxn,p
+ (– an)d(U(r–)nxn,p)
≤an
(+ un)d(U(r–)nxn,p) + cn
+ (– an)d(U(r–)nxn,p)
≤an(+ νn)d(U(r–)nxn,p) + ancn
≤an(+ νn)
an(+ νn)d(U(r–)nxn,p) + ancn
+ an(+ νn)cn
≤anan(+ νn)d(U(r–)nxn,p) + anan(+ νn)cn + ancn
... ≤anan ···a(j–)n(+ νn)j–d(U(r–(j–))nxn,p)
+ anan ···a(j–)n(+ νn)(j–)–c(j–)n
+ anan ···a((j–)–)n(+ νn)(j–)–c((j–)–)n + ···
+ anan(+ νn)cn + ancn. Note that Note that Note that ≤an(+ νn)
an(+ νn)d(U(r–)nxn,p) + ancn
+ an(+ νn)cn
≤anan(+ νn)d(U(r–)nxn,p) + anan(+ νn)cn + ancn ≤anan ···a(j–)n(+ νn)j–d(U(r–(j–))nxn,p)
+ anan ···a(j–)n(+ νn)(j–)–c(j–)n
+ anan ···a((j–)–)n(+ νn)(j–)–c((j–)–)n + ···
+ anan(+ νn)cn + ancn. ≤anan ···a(j–)n(+ νn)j–d(U(r–(j–))nxn,p)
+ anan ···a(j–)n(+ νn)(j–)–c(j–)n
+ anan ···a((j–)–)n(+ νn)(j–)–c((j–)–)n + ···
+ anan(+ νn)cn + ancn. Hence (.) c ≤liminf
n→∞d(U(r–(j–))nxn,p),
≤j ≤r. Using (.) and (.), we have lim
n→∞d(U(r–(j–))nxn,p) = c. That is, lim
n→∞d
W
Tn
j U(r–j)nxn,U(r–j)nxn,ajn
,p
= c
for ≤j ≤r. This together with (.), (.) and Lemma .gives that lim
n→∞d
Tn
j U(r–j)nxn,U(r–j)nxn,
=
for ≤j ≤r. (.) (.) lim
n→∞d
Tn
j U(r–j)nxn,U(r–j)nxn,
=
for ≤j ≤r. (.) If j = r,we have by (.) lim
n→∞d
Tn
r xn,xn
= . In case j ∈{,,,...,r – }, we observe that In case j ∈{,,,...,r – }, we observe that In case j ∈{,,,...,r – }, we observe that d(xn,U(r–j)nxn) = d
xn,W
Tn
j+U(r–(j+))nxn,U(r–(j+))nxn,a(j+)n
≤a(j+)nd
Tn
j+U(r–(j+))nxn,xn
+ (– a(j+)n)d(U(r–(j+))nxn,xn)
≤(+ νn)d(U(r–(j+))nxn,xn) + c(j+)n Page 9 of 13 Khan et al. Fixed Point Theory and Applications ( 2015) 2015:196 ≤(+ νn)r–jd(Unxn,xn) + (+ νn)r–j–crn
+ (+ νn)r–j–c(r–)n + ··· + (+ νn)c(j+)n + c(j+)n. Hence, lim
n→∞d(xn,U(r–j)nxn) = . (.) (.) lim
n→∞d(xn,U(r–j)nxn) = . Since Tj is uniformly Hölder continuous, therefore the inequality d
Tn
j xn,xn
≤d
Tn
j xn,Tn
j U(r–j)nxn
+ d
Tn
j U(r–j)nxn,U(r–j)nxn
+ d(U(r–j)nxn,xn)
≤Ld(xn,U(r–j)nxn)γ + d(xn,U(r–j)nxn) + d
Tn
j U(r–j)nxn,U(r–j)nxn
d
Tn
j xn,xn
≤d
Tn
j xn,Tn
j U(r–j)nxn
+ d
Tn
j U(r–j)nxn,U(r–j)nxn
+ d(U(r–j)nxn,xn) ≤Ld(xn,U(r–j)nxn)γ + d(xn,U(r–j)nxn) + d
Tn
j U(r–j)nxn,U(r–j)nxn
≤Ld(xn,U(r–j)nxn)γ + d(xn,U(r–j)nxn) + d
Tn
j U(r–j)nxn,U(r–j)nxn
together with (.) and (.) gives that together with (.) and (.) gives that together with (.) and (.) gives that lim
n→∞d
Tn
j xn,xn
= . Hence, Hence, d
Tn
j xn,xn
→
as n →∞for ≤j ≤r. (.) (.) As before, we can show that d(xn,xn+) = d
xn,W
f (xn),Snxn,αn
≤αn(+ α)d(xn,p) + αnd
p,f (p)
+ (– αn)
and
U(r–)nxn,Tn
U(r–)nxn
+ d(xn,U(r–)nxn)
. Therefore, by (.) and (.), we get Therefore, by (.) and (.), we get Therefore, by (.) and (.), we get lim
n→∞d(xn,xn+) = . (.)
Let us observe that lim
n→∞d(xn,xn+) = . (.) (.) lim
n→∞d(xn,xn+) = . (.) Let us observe that d(xn,Tjxn) ≤d(xn,xn+) + d
xn+,Tn+
j
xn+
+ d
Tn+
j
xn+,Tn+
j
xn
+ d
Tn+
j
xn,Tjxn
≤d(xn,xn+) + d
xn+,Tn+
j
xn+
+ Ld(xn+,xn)γ + Ld
Tn
j xn,xn
γ . By the uniform Hölder continuity of Tj, (.) and (.), we get By the uniform Hölder continuity of Tj, (.) and (.), we get lim
n→∞d(xn,Tjxn) = ,
≤j ≤r. (.)
□ (.)
□ (.) lim
n→∞d(xn,Tjxn) = ,
≤j ≤r. (.)
□ □ Khan et al. In case j ∈{,,,...,r – }, we observe that Fixed Point Theory and Applications ( 2015) 2015:196 Page 10 of 13 Theorem .Under the hypotheses of Lemma ., assume, for some ≤j ≤r, that Tm
j
is semi-compact for some positive integer m. If X is complete, then {xn} in (.) converges
strongly to a point in F. Proof Fix j ∈I and suppose Tm
j to be semi-compact for some m ≥. By (.), we obtain d
Tm
j xn,xn
≤d
Tm
j xn,Tm–
j
xn
+ d
Tm–
j
xn,Tm–
j
xn
+ ··· + d
T
j xn,Tjxn
+ d(Tjxn,xn)
≤d(Tjxn,xn) + (m – )Ld(Tjxn,xn)γ →. ≤d(Tjxn,xn) + (m – )Ld(Tjxn,xn)γ →. Since {xn} is bounded and Tm
j
is semi-compact, {xn} has a convergent subsequence {xni}
such that xni →q ∈C. Hence, by (.), we have Since {xn} is bounded and Tm
j
is semi-compact, {xn} has a convergent subsequence {xni}
such that xni →q ∈C. Hence, by (.), we have d(q,Tiq) = lim
n→∞d(xnj,Tixnj) = ,
i ∈I. d(q,Tiq) = lim
n→∞d(xnj,Tixnj) = ,
i ∈I. Thus q ∈F, and so by Theorem ., {xn} converges strongly to a common fixed point q of
the family {Ti : i ∈I}. □ Thus q ∈F, and so by Theorem ., {xn} converges strongly to a common fixed point q of
the family {Ti : i ∈I}. □ An immediate consequence of Lemma .and Theorem .is the following strong con-
vergence result in uniformly convex metric spaces. Theorem .Let C, {Ti : i ∈I}, F, {uin} and {cin} be as in Lemma .. If there exists a
constant M such that d(xn,Tjxn) ≥Md(xn,F) for all n ≥and X is complete, then the
sequence {xn} in (.) converges strongly to a point in F. The concept of △-convergence in a metric space was introduced by Lim [] and its
analogue in CAT() spaces was investigated by Dhompongsa and Panyanak []. Here we
study △-convergence in uniformly convex metric spaces. For this, we collect some basic concepts. Let {xn} be a bounded sequence in a uniformly convex metric space X. For x ∈X, define
a continuous functional r(·,{xn}) : X →[,∞) by r
x,{xn}
= limsup
n→∞
d(x,xn). r
x,{xn}
= limsup
n→∞
d(x,xn). Now, we establish △-convergence of the iterative method (.). Theorem .Let C be a nonempty, closed and convex subset of a complete uniformly con-
vex metric space X with monotone modulus of uniform convexity η, and let {Ti : i ∈I}
be a family of uniformly L-Lipschitzian and generalized asymptotically nonexpansive self-
mappings of C such that F ̸= φ, i.e., d(Tn
i x,Tn
i y) ≤(+ uin)d(x,y) + cin for all x,y ∈C, where
{uin} and {cin} are sequences in [,∞) with ∞
n=uin < ∞and ∞
n=cin < ∞, respectively,
for each i ∈I. Then the sequence {xn} in (.) with ain ∈[δ,– δ] for some δ ∈(,
) and
∞
n=αn < ∞, △-converges to a common fixed point of {Tj : j ∈I}. Proof By Lemma ., {xn} is bounded, and so by Lemma ., {xn} has a unique asymptotic
center, that is, A({xn}) = {x}. Let {zn} be any subsequence of {xn} such that A({zn}) = {z}. Also by Lemma ., we have limn→∞d(zn,Tjzn) = for each j ∈I. Proof By Lemma ., {xn} is bounded, and so by Lemma ., {xn} has a unique asymptotic
center, that is, A({xn}) = {x}. Let {zn} be any subsequence of {xn} such that A({zn}) = {z}. Also by Lemma ., we have limn→∞d(zn,Tjzn) = for each j ∈I. We claim that z is a common fixed point of {Tj : j ∈I}. To show this, we define a sequence
{wk} in C by wk = Tk
j z, d(wk,zn) = d
Tk
j z,zn
≤d
Tk
j z,Tk
j zn
+
k
i=
d
Ti
j zn,Ti–
j
zn
≤(+ ujn)d(z,zn) + cjn + kLd(Tjzn,zn). d(wk,zn) = d
Tk
j z,zn
≤d
Tk
j z,Tk
j zn
+
k
i=
d
Ti
j zn,Ti–
j
zn
≤(+ ujn)d(z,zn) + cjn + kLd(Tjzn,zn). Taking limsup, Taking limsup, limsup
n→∞
d(wk,zn) ≤limsup
n→∞
d(z,zn), i.e., r(Tk
j z,zn) ≤r(z,zn). It follows from Lemma .that limk→∞Tk
j z = z. As Tj is uniformly
continuous, we have Tjz = Tj(limk→∞Tk
j z) = limk→∞Tk+
j
z = z. Therefore, z is a common
fixed point of {Tj : j ∈I}. j
Recall that limn→∞d(xn,z) exists by Lemma .. Recall that limn→∞d(xn,z) exists by Lemma .. Suppose x ̸= z. In case j ∈{,,,...,r – }, we observe that The asymptotic radius ρ = r({xn}) of {xn} is given by The asymptotic radius ρ = r({xn}) of {xn} is given by The asymptotic radius ρ = r({xn}) of {xn} is given by ρ = inf
r
x,{xn}
: x ∈X
. The asymptotic center of a bounded sequence {xn} with respect to a subset C of X is
defined as follows: AC
{xn}
=
x ∈X : r
x,{xn}
≤r
y,{xn}
for any y ∈C
. If the asymptotic center is taken with respect to X, then it is simply denoted by A({xn}). A sequence {xn} in X is said to △-converge to x ∈X if x is the unique asymptotic center of
{un} for every subsequence {un} of {xn}. In this case, we write △-limn xn = x and call x as
△-limit of {xn}. Page 11 of 13 Khan et al. Fixed Point Theory and Applications ( 2015) 2015:196 Lemma .([]) Let (X,d) be a complete uniformly convex metric space with monotone
modulus of uniform convexity. Then every bounded sequence {xn} in X has a unique asymp-
totic center with respect to any nonempty closed convex subset C of X. Lemma .([]) Let C be a nonempty closed convex subset of a uniformly convex metric
space and {xn} be a bounded sequence in C such that A({xn}) = {y} and r({xn}) = ρ. If {ym}
is another sequence in C such that limm→∞r(ym,{xn}) = ρ, then limm→∞ym = y. Now, we establish △-convergence of the iterative method (.). Authors’ contributions Authors’ contributions
The authors have contributed to this work on an equal basis. All authors read and approved the final manuscript. Author details 1Department of Mathematics and Statistics, King Fahd University of Petroleum and Minerals, Dhahran, 31261, Saudi
Arabia. 2Centre for Advanced Studies in Pure and Applied Mathematics, Bahauddin Zakariya University, Multan, 60800,
Pakistan. 3Department of Mathematics, Islamia University, Bahawlpur, 63100, Pakistan. Open problem Assume that the initial point is the same in scheme (.) and multistep
scheme (.) in []. Under what conditions are these schemes equivalent? Open problem Assume that the initial point is the same in scheme (.) and multistep
scheme (.) in []. Under what conditions are these schemes equivalent? Now, we establish △-convergence of the iterative method (.). By the uniqueness of asymptotic centers, we obtain ≤limsup
n→∞
d(xn,x) < limsup
n→∞
d(xn,z) = limsup
n→∞
d(zn,z), Khan et al. Fixed Point Theory and Applications ( 2015) 2015:196 Page 12 of 13 a contradiction. Hence x = z. Since {zn} is an arbitrary subsequence of {xn}, therefore
A({zn}) = {z} for all subsequences {zn} of {xn}. This proves that {xn} △-converges to a com-
mon fixed point of {Tj : j ∈I}. □ a contradiction. Hence x = z. Since {zn} is an arbitrary subsequence of {xn}, therefore
A({zn}) = {z} for all subsequences {zn} of {xn}. This proves that {xn} △-converges to a com-
mon fixed point of {Tj : j ∈I}. □ Competing interests Competing interests
The authors declare that they have no competing interests. References 1. Shahzad, N, Zegeye, H: Strong convergence of an implicit iteration process for a finite family of generalized 1. Shahzad, N, Zegeye, H: Strong convergence of an implicit iteration process for a finite family
asymptotically quasi-nonexpansive maps. Appl. Math. Comput. 189, 1058-1065 (2007) asymptotically quasi-nonexpansive maps. Appl. Math. Comput. 189, 1058-1065 (2007) 2. Kim, TH, Choi, JW: Asymptotic behavior of almost-orbits of non-Lipschitzian mappings in Banach spaces. Math. Jpn. 38, 191-197 (1993) 3. Plubtieng, S, Thammathiwat, T: A viscosity approximation method for finding a common solution of fixed points and
equilibrium problems in Hilbert spaces. J. Glob. Optim. 50, 313-327 (2011) 4. Zhao, J, He, S, Liu, G: Strong convergence theorems for generalized asymptotically quasi-nonexpansive mappings. J. Appl. Math. Comput. 30, 53-64 (2009) 4. Zhao, J, He, S, Liu, G: Strong convergence
J. Appl. Math. Comput. 30, 53-64 (2009) 4. Zhao, J, He, S, Liu, G: Strong convergence theorems for generalized asymptotically quasi-nonexpansive mappings. J. Appl. Math. Comput. 30, 53-64 (2009) 5. Berinde, V: Iterative Approximation of Fixed Points. Springer, Berlin (2007) 6. Ciric, LB: Generalized contractions and fixed-point theorems. Publ. Inst. Math. (Belgr.) 12, 19-26 (1971) 6. Ciric, LB: Generalized contractions and fixed-point theorems. Publ. Inst. Math. (Belgr.) 12, 19-26 7. Ciric, LB: A generalization of Banach’s contraction principle. Proc. Am. Math. Soc. 45, 267-273 (1974) 7. Ciric, LB: A generalization of Banach’s contraction principle. Proc. Am. Math. Soc. 45, 267-273 (1974) 8. Yildirim, I, Özdemir, M: Approximating common fixed points of asymptotically quasi-nonexpansive mappings by a
i
i
A b J S i E
36 393 403 (2011) 8. Yildirim, I, Özdemir, M: Approximating common fixed points of asymptotically quasi-nonexpansive mappings b
new iterative process Arab J Sci Eng 36 393-403 (2011) 8. Yildirim, I, Özdemir, M: Approximating common fixed points of asymptotically quasi-nonexpansive mappings by a
new iterative process. Arab. J. Sci. Eng. 36, 393-403 (2011) p
g
9. Mann, WR: Mean value methods in iteration. Proc. Am. Math. Soc. 4, 506-510 (1953) 9. Mann, WR: Mean value methods in iteration. Proc. Am. Math. Soc. 4, 506-510 (1953) 9. Mann, WR: Mean value methods in iteration. Proc. Am. Mat 10. Khan, AR, Domlo, AA, Fukhar-ud-din, H: Common fixed points Noor iteration for a finite family of asymptotically
quasi-nonexpansive mappings in Banach space. J. Math. Anal. Appl. 341, 1-11 (2008) 10. Remark . (i) Lemma ., Theorems .and .set an analogue of Theorems .-.in [] and
Lemma ., Theorems .and .in [], in uniformly convex metric spaces. (ii) Lemma .and Theorem .provide an analogue of Lemma .and Theorem .
in [] and Lemma .and Theorem .in [] in uniformly convex metric spaces. (iii) Theorems .and .extend Theorems ., ., and .in [], to convex metric
spaces (ii) Lemma .and Theorem .provide an analogue of Lemma .and Theorem .
in [] and Lemma .and Theorem .in [] in uniformly convex metric spaces. ( )
p
g
in [] and Lemma .and Theorem .in [] in uniformly convex metric spaces. (iii) Theorems .and .extend Theorems ., ., and .in [], to convex metric
spaces. (iii) Theorems .and .extend Theorems ., ., and .in [], to convex metric
spaces. (iii) Theorems .and .extend Theorems ., ., and .in [], to convex metric
spaces. (iv) Our results give an analogue of the results in []. (iv) Our results give an analogue of the results in []. (iv) Our results give an analogue of the results in []. Acknowledgements g
The author AR Khan is grateful to KACST for supporting research project ARP-32-34. The third and the fourth authors are
grateful to KFUPM for supporting research project IN121055. g
The author AR Khan is grateful to KACST for supporting research project ARP-32-34. The third and the fourth authors are
grateful to KFUPM for supporting research project IN121055. Khan et al. Fixed Point Theory and Applications ( 2015) 2015:196 References Khan, AR, Domlo, AA, Fukhar-ud-din, H: Common fixed points Noor iteration for a finite family of asymptotically
quasi-nonexpansive mappings in Banach space. J. Math. Anal. Appl. 341, 1-11 (2008) 10. Khan, AR, Domlo, AA, Fukhar-ud-din, H: Common fixed points Noor iteration for a finite family of asymptoti
quasi-nonexpansive mappings in Banach space. J. Math. Anal. Appl. 341, 1-11 (2008) 11. Moudafi, A: Viscosity approximation methods for fixed-points problems. J. Math. Anal. Appl. 241, 46-55 (2000) 11. Moudafi, A: Viscosity approximation methods for fixed-points problems. J. Math. Anal. A 12. Xu, HK: Viscosity approximation methods for nonexpansive mappings. J. Math. Anal. Appl. 298, 279-291 (2004) 12. Xu, HK: Viscosity approximation methods for nonexpansive mappings. J. Math. Anal. Appl. 298 y
g
13. Chang, SS, Lee, HWJ, Chan, CK, Kim, JK: Approximating solutions of variational inequalities for asymptotically
i
i
A
l M h C
212 51 59 (2009) y
g
13. Chang, SS, Lee, HWJ, Chan, CK, Kim, JK: Approximating solutions of variational inequalities for asymptotically 13. Chang, SS, Lee, HWJ, Chan, CK, Kim, JK: Approximating solutions of
nonexpansive mappings. Appl. Math. Comput. 212, 51-59 (2009) nonexpansive mappings. Appl. Math. Comput. 212, 51-59 (200 14. Goebel, K, Kirk, W: A fixed point theorem for asymptotically nonexpansive mappings. Proc. Am. Math. Soc. 35,
171-174 (1972) 14. Goebel, K, Kirk, W: A fixed point theorem for asymptotically nonexpansive mappings. Proc. Am. Math. Soc. 35,
171-174 (1972) 15. Takahashi, W: A convexity in metric spaces and nonexpansive mappings. Kodai Math. Semin. Rep. 22, 142-149 (1970) 15. Takahashi, W: A convexity in metric spaces and nonexpansive mappings. Kodai Math. Semin. Rep. 22, 142-149 ahashi, W: A convexity in metric spaces and nonexpansive mapping 16. Bridson, M, Haefliger, A: Metric Spaces of Non-positive Curvature. Springer, Berlin (1999) 16. Bridson, M, Haefliger, A: Metric Spaces of Non-positive Curvature. Springer, Berlin (1999) 17. Khan, AR, Khamsi, MA, Fukhar-ud-din, H: Strong convergence of a general iteration scheme in CAT(0)-spaces. Nonlinear Anal. 74, 783-791 (2011) 17. Khan, AR, Khamsi, MA, Fukhar-ud-din, H: Strong convergence of a general iteration scheme in CAT(0)-spaces. Nonlinear Anal. 74, 783-791 (2011) ,
(
)
18. Talman, LA: Fixed points for condensing multifunctions in metric spaces with convex structure. Kodai Math. Semin. Rep. 29, 62-70 (1977) 18. Talman, LA: Fixed points for condensing multifunctions in metric spaces with convex structure. Kodai Math. Semin. Rep. 29, 62-70 (1977) Khan et al. References Fixed Point Theory and Applications ( 2015) 2015:196 Page 13 of 13 Page 13 of 13 19. Sun, Z-H: Strong convergence of an implicit iteration process for a finite family of asymptotically quasi-nonexpansive
mappings. J. Math. Anal. Appl. 286, 351-358 (2003) 19. Sun, Z-H: Strong convergence of an implicit iteration process for a finite family of asymptotically quasi-nonexpansive
mappings. J. Math. Anal. Appl. 286, 351-358 (2003) 19. Sun, Z-H: Strong convergence of an implicit iteration process for a finite family of asymptotically quasi-nonexpansive
mappings. J. Math. Anal. Appl. 286, 351-358 (2003) pp g
pp
20. Khan, AR, Fukhar-ud-din, H, Khan, MAA: An implicit algorithm for two finite families of nonexpansive maps in pp g
pp
20. Khan, AR, Fukhar-ud-din, H, Khan, MAA: An implicit algorithm for two finite families of nonexpansive maps in
hyperbolic spaces Fixed Point Theory Appl 2012 54 (2012) pp g
pp
20. Khan, AR, Fukhar-ud-din, H, Khan, MAA: An implicit algorithm for two finite families of nonexpans
hyperbolic spaces. Fixed Point Theory Appl. 2012, 54 (2012) hyperbolic spaces. Fixed Point Theory Appl. 2012, 54 (2012) yp
p
y
pp
21. Lim, TC: Remarks on some fixed point theorems. Proc. Am. Math. Soc. 60, 179-182 (1976) yp
p
y
pp
21. Lim, TC: Remarks on some fixed point theorems. Proc. Am. Math. Soc. 60, 179-182 (1976 21. Lim, TC: Remarks on some fixed point theorems. Proc. Am. Ma 22. Dhompongsa, S, Panyanak, B: On △-convergence theorems in CAT(0)-spaces. Comput. Math. Appl. 56, 2572-2579
(2008) 22. Dhompongsa, S, Panyanak, B: On △-convergence theorems in CAT(0)-spaces. Comput. Math. Appl. 56, 2572-257
(2008) 23. Leustean, L: Nonexpansive iterations in uniformly convex W-hyperbolic spaces. In: Leizarowitz, A, Mordukhovich, BS,
Shafrir, I, Zaslavski, A (eds.) Nonlinear Analysis and Optimization I. Nonlinear Analysis. Contemp. Math., vol. 513,
pp. 193-209. Am. Math. Soc., Providence (2010) 24. Cholamjiak, W, Suantai, S: Weak and strong convergence theorems for a finite fam
quasi-nonexpansive mappings. Comput. Math. Appl. 60, 1917-1923 (2010) quasi-nonexpansive mappings. Comput. Math. Appl. 60, 1917- quasi-nonexpansive nonself-mappings. Int. J. Nonlinear Anal. Ap 26. Fukhar-Ud-Din, H, Khamsi, MA, Khan, AR: Viscosity iterative method for a finite family of generalized
quasi-nonexpansive mappings in convex metric spaces. J. Nonlinear Convex Anal. 16, 47-58 (2015)
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Empir Econ
DOI 10.1007/s00181-016-1172-7 Cannabis use and support for cannabis legalization Ali Palali1,2 · Jan C. van Ours3,4 Received: 27 July 2015 / Accepted: 4 August 2016 Received: 27 July 2015 / Accepted: 4 August 2016
© The Author(s) 2016. This article is published with open access at Springerlink.com y
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© The Author(s) 2016. This article is published with open access at Springerlink.com Abstract We investigate the determinants of the support for cannabis legalization
finding a causal effect of personal experience with cannabis use. Current and past
cannabis users are more in favor of legalization. We relate this finding to self-interest
and inside information about potential dangers of cannabis. While the self-interest
effect is not very surprising, the effect of inside information suggests that cannabis
use is not as harmful as cannabis users originally thought it was before they started
consuming. Our analysis suggests that as the share of cannabis users in the population
increases, support for cannabis legalization will also increase. Keywords Cannabis use · Opinions on cannabis policy · Mixed proportional hazard
model · Factor approach JEL Classification I18 · K14 · C31 JEL Classification I18 · K14 · C31 B Jan C. van Ours
vanours@ese.eur.nl 1 Introduction In many countries the production, use and distribution of cannabis are prohibited. How-
ever, the legal framework on cannabis is changing as some countries are becomingmore 1
CPB Netherlands Bureau for Economic Policy Analysis, The Hague, The Netherlands
2
Department of Economics, CentER, Tilburg University, Tilburg, The Netherlands
3
Department of Applied Economics, Erasmus University Rotterdam, Rotterdam, The Netherlands
4
Department of Economics, University of Melbourne, Parkville, Australia 123 3 A. Palali, J. C. van Ours tolerant. The Netherlands quasi-legalized cannabis use through the introduction of
“coffeeshops” which are licensed cannabis sales outlets. Recently, four states in the
USA—Alaska, Colorado, Oregon and Washington—legalized cannabis for personal
use. A licensed retail and production system for cannabis was introduced in Uruguay
in 2014. There are several alternatives to prohibition varying from decriminaliza-
tion to regulation and legalization (European Monitoring Center for Drugs and Drug
Addiction 2013). Whereas decriminalization refers to the removal of the criminal
status for personal possession or use, regulation refers to limits on access and restric-
tions on advertizing. Legalization refers to cannabis use and cannabis supply, making
lawful what previously was prohibited. Although in the policy debate a distinction
is made between legalization and regulation of cannabis, we consider regulation as
legalization under restrictions and focus on the dichotomy between prohibition and
legalization.1 In the policy debate on cannabis legalization, there are frequent references to studies
which find that cannabis use has adverse effects on physical and mental health as well
as other negative effects on important life outcomes such as educational attainment
and labor market position (Ellickson et al. 1999; Brook et al. 1999; French et al. 2001; Arseneault et al. 2004; Van Ours 2006, 2007; Van Ours et al. 2013). There are
also frequent references to harm to society through crime and anti-social behavior
of users, the impacts on drug tourism and the gateway hypothesis.2 Nevertheless, in
their overview study on the effects of cannabis use, Van Ours and Williams (2015)
conclude that there do not appear to be serious harmful health effects of moderate
cannabis use but there is evidence of reduced mental well-being for heavy users who
are susceptible to mental health problems. Furthermore, they conclude that while
there is robust evidence that early cannabis use reduces educational attainment, there
remains substantial uncertainty as to whether using cannabis has adverse labor market
effects. 1 Introduction Negative effects of cannabis use seem to be related to a small group of users
while for the majority of cannabis users these effects are absent. It is well-known that cannabis users are more in favor of legalization than non-
users. A 1989 study from Norway shows that 65% of cannabis users were in favor
of prohibition of cannabis while among non-users this was 95% (Skretting 1993). This study also finds that those who use cannabis do not consider drug possession as
a serious crime possibly because of self-interest.3 Trevino and Richard (2002) finds
that drug users in Houston have different attitudes toward drug policies than non-drug
users; 68% of drug users were in favor of legalizing cannabis, while only 33% of the
non-drug users were in favor. In the Netherlands, in 2008, among cannabis users only 1 What the optimal cannabis policy is from an economic point of view is not clear. Economic arguments are
based on the tradeoff between legalizing cannabis which would allow taxes to be introduced on cannabis
use or prohibiting cannabis use because it is easier to limit cannabis supply than to implement taxation. See
for studies that analyze the pros and cons of legalization (Becker et al. 2006; Caulkins et al. 2012; Glaeser
and Shleifer 2001; Miron and Zwiebel 1995). 3 The influence of self-interest is present also in the use of other (legal) drugs. Using Californian data,
Green and Gerken (1989) find that self-interest plays a decisive role in forming attitudes toward restrictions
on smoking and cigarette taxes. 123 1 What the optimal cannabis policy is from an economic point of view is not clear. Economic arguments are
based on the tradeoff between legalizing cannabis which would allow taxes to be introduced on cannabis
use or prohibiting cannabis use because it is easier to limit cannabis supply than to implement taxation. See
for studies that analyze the pros and cons of legalization (Becker et al. 2006; Caulkins et al. 2012; Glaeser
and Shleifer 2001; Miron and Zwiebel 1995). 3 The influence of self-interest is present also in the use of other (legal) drugs. Using Californian data,
Green and Gerken (1989) find that self-interest plays a decisive role in forming attitudes toward restrictions
on smoking and cigarette taxes. 2 The gateway hypothesis suggests cannabis use can be a gateway to hard drug use such as cocaine
heroin. 123 Cannabis use and support for cannabis legalization 7% was in favor of prohibition of cannabis, while this was 50% among non-users
(Van der Sar et al. 2011). In Australia, in 1998, 57% of cannabis users were in favor
of legalizing cannabis while among the non-users this was only 18% (Williams et al. 2016). 7% was in favor of prohibition of cannabis, while this was 50% among non-users
(Van der Sar et al. 2011). In Australia, in 1998, 57% of cannabis users were in favor
of legalizing cannabis while among the non-users this was only 18% (Williams et al. 2016). All in all, several studies suggest that support for cannabis legalization is higher
among cannabis users. Interesting as this may be in itself, the fact that cannabis users
are more in favor of legalizing cannabis does not necessarily imply that opinions are
influenced by cannabis use in a causal way. It could be that individuals who are more
likely to consume cannabis are also more in favor of legalization without personal
experience affecting opinions. Knowing whether or not there is a causal effect from
cannabis use to opinions is interesting because if there is a causal effect, this reveals
how potential dangers of cannabis use are assessed. Cannabis users may change their
mind about cannabis legalization through personal experience. As Orphanides and
Zervos (1995) point out there is uncertainty about whether or not individuals might
get addicted if they start using drugs. Individuals may start using cannabis by way
of experimenting balancing the instant pleasure it provides and probabilistic future
harm. Consumption of cannabis is not equally harmful to all. Some may not be sus-
ceptible to addiction while others are of the addictive type. Individuals do not know
their addictive tendency and the only way to find out is by experimentation. How-
ever, if individuals of the addictive type experiment and recognize their tendency too
late they are drawn into addiction. If individuals believe that their risk of addiction
is high they may optimally choose not to experiment with cannabis. Once individ-
uals experiment with cannabis they may conclude that they are not of the addictive
type and for them there is no harm. In other words, by using cannabis individuals
learn about potential harmful effects and therefore they may change their mind about
legalization. 123 We argue that if cannabis use has a favorable effect on opinions about cannabis
legalization, then this may reveal that cannabis use is not as harmful as what it is
originallybelieved.However,suchacausaleffectmayalsohavetodowithself-interest,
i.e. cannabis legalization leading to easier access to cannabis and perhaps lower prices. We argue that it is possible to make a distinction between inside information and self-
interest by comparing how past cannabis use and current cannabis use affect opinions. Whereas the effect of current cannabis use may be a mixture of self-interest and
inside information, the effect of past cannabis use is related to inside information
only. Although previous studies clearly show that there is a significant difference
between cannabis users and non-users in the opinions about cannabis policies, they
do not establish whether this has to do with a causal relationship. The only study that
establishes a causal relationship between user status and opinions on cannabis policy
is Williams et al. (2016). They analyze Australian data from cross-sectional surveys
over the period 1993–2007 using a quasi-panel approach to account for potential
endogeneity of cannabis use. The main conclusion is that preference of past users
for legalization is consistent with information on net benefits of cannabis use while
self-interest as contributing to current users’ support for legalization cannot be ruled
out. Although focusing on a similar research question, our study differs from theirs in
terms of econometric specification and identification strategy. 12 3 A. Palali, J. C. van Ours In the empirical part of our analysis, we use a statistical model that allows us to
establish the causal effects of cannabis use on opinions about cannabis policies. We
focus on two policy statements in a survey conducted in the Netherlands in 2008. Individuals were asked to indicate their support for statements on prohibition and
legalization of cannabis. We estimate simultaneous models that integrate cannabis use
dynamics and opinions on cannabis use.4 We find that cannabis user status is correlated
with opinions on cannabis legalization. This correlation partly reflects a causal effect. Current cannabis users and past cannabis users seem to have learned from their experi-
ences and are therefore more in favor of legalizing cannabis. Current cannabis users are
more in favor of legalizing cannabis than past cannabis users. 4 In the context of a MPH model describing the dynamics in cannabis, correlated models have been used
for example by Van Ours and Williams (2012) and Van Ours and Williams (2011) to study the relationship
between cannabis use and health and by Van Ours (2007) to study wage effects of cannabis use. Cannabis
use is not the only context in which such methods are used. In labor economics literature, Abbring et al.
(2005), Arni et al. (2013) and Van Ours (2004) for example, use similar methods. Other examples are Fevang
et al. (2014) who analyze Norwegian absenteeism jointly modeling the flow from presence to absence and
back and Richardson and van den Berg (2013) who study the effect of labor market training on the job
finding rates of Swedish unemployed workers.
5 Note that the expectation about the effect of past use on opinions is not very clear. It can be also the case
that past users face the negative effects of cannabis use and regret the fact that they have used cannabis. Our
empirical findings suggests that there is no regret. 123 This suggests that self-
interest plays a role in opinions about cannabis policies but more interestingly, it also
suggests that cannabis use may not be as harmful as non-users are inclined to think.5 Ourcontributiontotheliteratureontheeconomicsofcannabisuseisthreefold.First,
we present an analysis of opinions on cannabis policies in a quasi-legal environment. TheDutchrespondentshavelittleincentivetomisreportasthereisnothingillegalabout
using cannabis. Because of the quasi-legal environment, they are also familiar with
potential consequences of making cannabis easily available. Second, we establish a
causal link from cannabis use to opinions on cannabis policy. Third, we present a novel
strategy to investigate the assessment of potential harmful effects by distinguishing
between self-interest and inside information. Since several aspects of cannabis use
feed into opinions on cannabis policies, these harmful effects are not only related to
the individuals themselves but also to the society in general. The setup of our paper is as follows. In Sect. 2 we give a brief overview of cannabis
policy in the Netherlands. In Sect. 3 we discuss our data and give some stylized facts. Section 4 presents our empirical model and in Sect. 5 we discuss our baseline parameter
estimates together with estimates from several sensitivity and falsification/placebo
analysis. Section 6 concludes. 2 Cannabis policy in The Netherlands As indicated in the introduction, in the Netherlands, cannabis use is quasi-legalized. Small quantities of cannabis can be bought in cannabis shops. These are retail outlets
and referred to as “coffeeshops”. Cannabis policy is focused on health issues (De Graaf
et al. 2010) and can be summarized as tolerant (Van Solinge 1999). The basic aim of the
cannabis policy is to lessen the potential harm to users and their environment. Although 12 123 Cannabis use and support for cannabis legalization cannabis is tolerated by Dutch authorities, use of hard drugs and production and trade
of soft drugs and hard drugs are classified as serious offenses (Palali and van Ours
2015). The distinction between soft and hard drugs in terms of legal measures is at the
heart of drug policy. The intention is to provide an organized environment for cannabis
sale, thus keeping potential customers away from dealers of more harmful illicit drugs
and having a control over the quality of cannabis. Coffeeshops are regulated by law. Some of the fundamental rules are: no sale of hard drugs, no advertising, no sale to
youngsters below 18years of age, no nuisance and no more than 500g of cannabis on
the premises. Failures to operate within the regulations might result in shutting down
of the shop. The duration of shut down depends on the seriousness of the violations
committed by the owners of coffeeshops. The 1980s stand as a crucial period in the history of Dutch cannabis policies. In 1980, the policy of tolerance of coffeeshops was publicly announced by Dutch
authorities and this announcement was followed by a sharp increase in the number
of coffeeshops (Jansen 1991). In the mid 1990s there were around 1500 coffeeshops. However, in the 1990s the tolerant cannabis policy was increasingly criticized from
inside the country as well as from other countries. In 1995, the Dutch government made
changes in the rules under which coffeeshops could operate. From 1996 onwards the
limit for personal possession of cannabis was decreased from 30 to 5g. Moreover, the
monitoring and punishment of production and trade of cannabis were increased and
more importantly, local governments were given the opportunity to decide whether or
not they wanted to have a cannabis-shop in their municipality. These policies caused
a substantial decrease in the number of coffeeshops (Bieleman et al. 2007). 2 Cannabis policy in The Netherlands In 1999,
there were 846 coffeeshops across the Netherlands, a number that went down to 651
in 2011 and further down to 582 in 2015. 3.1 Data Our data are from the 2008 Alcohol and Drugs study, one of the assembled studies of
the Dutch Longitudinal Internet Studies for the Social Sciences (LISS) panel. The LISS
survey is administered by CentERdata, a research institute of Tilburg University. The
data used in our study are from one of the special cross-sectional surveys conducted
in November 2008. The online survey is addressed to a representative Dutch sample. Respondents answered various questions about their opinions on different types of
government policies on cannabis. Furthermore, respondents were asked whether they
had ever used cannabis and if they answered affirmatively they were faced with the
question: At what age, approximately, did you first use cannabis? Individuals were
also asked to report if they were currently using cannabis, i.e. whether they had used
cannabis in the previous 30 days. Because older individuals were never confronted
with cannabis supply, we perform our analysis on individuals who were born in 1960
or later. It appears that about 20% of the respondents ever used cannabis whereas less
than 5% used cannabis in the previous 30days. The latter are considered to be current
users whereas the others are considered to be past users. 12 3 A. Palali, J. C. van Ours 0
1
2
3
4
5
6
7
8
12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44
Starting rate
Age
0
5
10
15
20
25
30
35
12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44
Cumulative starting probability
Age
a
b
Fig. 1 Starting rates and cumulative starting probabilities cannabis use. a Starting rates (% per year). 3.1 Data b Cumulative starting probabilities (%) 0
1
2
3
4
5
6
7
8
12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44
Starting rate
Age
a Age Age
0
5
10
15
20
25
30
35
12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44
Cumulative starting probability
Age
b
Fig 1 Starting rates and cumulative starting probabilities cannabis use a Starting rates (% per year) Fig. 1 Starting rates and cumulative starting probabilities cannabis use. a Starting rates (% per year). b Cumulative starting probabilities (%) We use information on past cannabis use and current cannabis use, together with
the retrospective question on the age of first cannabis use to analyze cannabis use
dynamics. Figure 1 shows the dynamics in cannabis use. Panel a shows that the starting
rate for cannabis use has a peak at age 17. The probability to use cannabis for the first
time is at its highest point at age of 17. There are other smaller peaks at age 19 and
21. After age 25 the probability of using cannabis conditional on not using before
virtually becomes zero. Panel b confirms this finding by showing that the slope of the
line representing the cumulative probability of using cannabis becomes very small
after age 25. 3.2 Stylized facts In the main part of our empirical analysis, we focus on two statements. The respondents
were asked to indicate their opinion on a scale from 1 to 5 ranging from definitely dis-
agree to definitely agree with the following statement: cannabis should be prohibited. We rescaled the responses given to this statement assuming that those who indicated
to agree with it would disagree with the statement that cannabis should be legalized
and vice versa. The respondents were also asked to report their opinion on the state-
ment coffeeshops should be allowed to sell cannabis. We assume that this statement
on coffeeshops is equivalent to a statement on the current status of cannabis policy in
the Netherlands. Panels a and b of Table 1 present the distribution of opinions for the
full sample and subsamples distinguished by user status. On average, the responses
are evenly distributed; 45% of the sample agree that cannabis should be legalized
whereas another 34% state that they disagree. The remaining 21% is indifferent. Sim-
ilarly, 46% of the individuals state that they agree with the idea of selling cannabis
through coffeeshops whereas 35% disagree.6 Dividing the sample into three categories based on user status exhibits interest-
ing results. Among current cannabis users only 1definitely disagree and 2legalized
whereas 89 percent agrees. Similarly 85% of the current users of cannabis agree with
the statement that coffeeshops should be allowed to sell cannabis. These percent-
ages are different for past users of cannabis of whom 77% disagree with prohibition
whereas 9% agree with this idea. Similarly 74% of the past cannabis users agree
with the statement that coffeeshops should be allowed sell cannabis. The numbers are
reversed for those who have never used cannabis in their lives. Almost half of the
never users state that they disagree with the idea of legalization whereas only 31% of
the never users agree. Among the never users only 32% agree with coffeeshops while
45% of these respondents disagree. The last column in Table 1 presents the p values of a Chi-square test where we test
if the differences between reported percentages among current, past and never users
are statistically significant as compared to never users, never users and ever users
respectively. 6 If no birth year restriction is imposed on the sample, these figures are 39 and 43%, respectively. In 1998
this distribution was very much the same: Back then, 43% of the Dutch population of 19years and older
thought that coffeeshops were admissible while 46% thought they were not admissible (Sociaal en Cultureel
Planbureau 1998). 123 Cannabis use and support for cannabis legalization 3.2 Stylized facts For most of the policy statements, which will be discussed in more detail
below, the raw data indicate that there are significant differences in opinions about
cannabis policies depending on the user status. Table 2 provides a description and summary statistics of the variables used in our
analysis. Most of the descriptions are self-explanatory. For the question on political
preferences we grouped the various parties in the Netherlands as follows: Con-
servatives (VVD, Trots op Nederland, PVV), Left wing (PvdA, SP, Groen-Links,
D66, Partij van de Dieren), Center (CDA, Christenunie, SGP), Others (other party,
would rather not say, would not vote, is not entitled to vote, blank vote, does not
know). 12 3 3 A. Palali, J. C. van Ours Table 1 Opinions on various types of cannabis policy (percentages)
Definitely
Definitely
Disagree
Disagree
Indifferent
Agree
Agree
Total
N
P valuea
a. Cannabis legalized
1
All
16
18
21
28
17
100
2016
2
Current users
0
2
8
33
56
100
96
0.00
3
Past users
4
5
14
43
34
100
529
0.00
4
Never users
21
24
24
22
9
100
1391
0.00
b. Coffeeshops permitted
1
All
19
16
19
36
10
100
2015
2
Current users
3
5
7
45
40
100
95
0.00
3
Past users
6
7
13
57
17
100
529
0.00
4
Never users
25
20
22
27
5
100
1391
0.00
c. No sale to youngsters
1
All
1
3
12
50
34
100
2015
2
Current users
3
7
15
50
26
100
95
0.01
3
Past users
1
4
11
53
31
100
529
0.04
4
Never users
1
2
12
50
36
100
1391
0.00
d. No coffeeshops near schools
1
All
2
4
11
39
44
100
2014
2
Current users
5
11
27
33
24
100
95
0.00
3
Past users
2
5
15
47
31
100
528
0.00
4
Never users
2
3
8
36
50
100
1391
0.00
e. Education campaigns
1
All
0
1
6
52
40
100
2012
2
Current users
0
1
10
52
36
100
95
0.00
3
Past users
0
1
6
57
35
100
528
0.00
4
Never users
0
1
6
50
42
100
1389
0.00
f. 3.2 Stylized facts Drugs education at schools
1
All
1
1
8
53
36
100
2005
2
Current users
2
5
14
50
29
100
95
0.49
3
Past users
0
2
9
58
30
100
528
0.03
4
Never users
1
1
7
2
39
100
1382
0.02
a The p value of a Chi-square test of independence with null hypothesis that the reported difference in
opinion categories between current and never users, past and never users, and ever (current or past) and
never users is not significant. For most of the cases we reject this null hypothesis Table 1 Opinions on various types of cannabis policy (percentages) a The p value of a Chi-square test of independence with null hypothesis that the reported difference in
opinion categories between current and never users, past and never users, and ever (current or past) and
never users is not significant. For most of the cases we reject this null hypothesis 4.1 Cannabis use dynamics In the analysis of cannabis use starting rates, we assume that individuals become
vulnerable to the risk of cannabis use from age 13 onwards. This is because only a 123 Cannabis use and support for cannabis legalization Table 2 Description and summary statistics of the variables
Variable
Definition
Mean
Min. Max. Female
1 if the respondent is female
0.57
0
1
Religion
Amount of the times that the parents of the respondent
visited a church per week when the respondent was 15
1.72
0
6
Migrant
1 if the respondent is migrant
0.14
0
1
Urban 1
1 if the resident is in an extremely urban area
0.13
0
1
Urban 2
1 if the resident is in a very or moderately urban area
0.49
0
1
Urban 3
1 if the resident is in an slightly urban area
0.22
0
1
Urban 4
(Reference) 1 if the resident is in a not urban area
0.16
0
1
Primary
(Reference) 1 if the respondent has primary ed. 0.05
0
1
Secondary 1
1 if the respondent has intermediate secondary ed. 0.19
0
1
Secondary 2
1 if the respondent has high secondary ed. 0.15
0
1
Vocational 1
1 if the respondent has intermediate vocational ed. 0.30
0
1
Vocational 2
1 if the respondent has high vocational ed. 0.24
0
1
University
1 if the respondent has university ed. 4.1 Cannabis use dynamics 0.08
0
1
Ever use
1 if the respondent ever used cannabis
0.31
0
1
Past use
1 if the respondent ever used cannabis but not in the last
30 days
0.26
0
1
Current use
1 if the respondent used cannabis in the last 30 days
0.05
0
1
Intensity of use:
1 if the respondent used cannabis in following intensity:
6–7days a week
0.01
0
1
2–5days a week
0.02
0
1
1day a week
0.01
0
1
<1day a week
0.01
0
1
Starting age
Starting age of cannabis (conditional on ever use)
18.1
13
60
Single w/o child
(Reference) 1 if the respondent is single with no children
0.13
0
1
Couple w/o child
1 if the respondent is in a couple without children
0.20
0
1
Couple w child
1 if the respondent is in a couple with children
0.60
0
1
Single w child
1 if the respondent is single with children
0.06
0
1
Other
1 if otherwise
0.01
0
1
Age 15–24
(Reference) 1 if the respondent is 15–24years old
0.16
0
1
Age 25–34
1 if the respondent is 25–34years old
0.27
0
1
Age 35–44
1 if the respondent is 35–44years old
0.40
0
1
Age 45+
1 if the respondent is more than 45years old
0.17
0
1
Conservative
(Reference) 1 if the respondent is categorized as a
conservative voter
0.18
0
1
Left wing
1 if the respondent is categorized as left wing voter
0.27
0
1
Center
1 if the respondent is categorized as center voter
0.14
0
1
Others
1 if the respondent is categorized as other
0.10
0
1
I don’t know
1 if the respondent did not want to disclose his/her
preference
0.28
0
1
Policy opinion 1
Cannabis should be legalized
2.91
1
5 12 3 A. Palali, J. C. van Ours Table 2 continued
Variable
Definition
Mean
Min. Max. 4.1 Cannabis use dynamics Policy opinion 2
It should be permitted to sell cannabis at coffeeshops
2.81
1
5
Policy opinion 2
Government should ensure that coffeeshops don’t sell
cannabis to people below 18years old
4.29
1
5
Policy opinion 4
Coffeeshops should not be in the vicinity of schools
4.28
1
5
Policy opinion 5
Government should conduct drug education campaigns
4.30
1
5
Policy opinion 6
Government should ensure that schools provide drug
education campaign
4.34
1
5
Policy opinion variables (1–6): Respondents are asked to give their opinion about the corresponding state-
ment. 1 means definitely disagree while 5 means definitely agree. The number of observations is 2016 licy opinion variables (1–6): Respondents are asked to give their opinion about the corresponding state-
ent. 1 means definitely disagree while 5 means definitely agree. The number of observations is 2016 few individuals start using cannabis before the age of 13. We specify the starting rate
for cannabis use at time t (t = 0 at age 12) conditional on observed characteristics x
and unobserved characteristics u as few individuals start using cannabis before the age of 13. We specify the starting rate
for cannabis use at time t (t = 0 at age 12) conditional on observed characteristics x
and unobserved characteristics u as θc(t | x, u) = λc(t) exp(x′βc + u)
(1) (1) where βc represent the effects of independent variables and λc(t) represents individual
duration (age) dependence. Unobserved heterogeneity, in this case, is denoted with u
which controls for differences in individuals’ unobserved susceptibility to cannabis
use. We model duration (age) dependence in a flexible way by using a step function
λc(t) = exp(Σkλk Ik(t)), where k(= 1, . . . , 9) is a subscript for age categories and
Ik(t) are time-varying dummy variables that are one in subsequent categories, 8 of
which are for individual ages (age 13, . . . , 20) and the last interval is for ages above
20years. Because we also estimate a constant term, we normalize λc,1 = 0. 4.1 Cannabis use dynamics The conditional density function of the completed durations until the uptake of
cannabis use can be written as fc(t | x, u) = θc(t | x, u) exp
−
t
0
θc(s | x, u)ds
(2) (2) We integrate out the unobserved heterogeneity such that density function for the dura-
tion of time until cannabis uptake t conditional on x is fc(t | x) =
u
fc(t | x, u)dG(u)
(3) (3) (3) where G(u) is assumed to be a discrete mixing distribution with 2 points of support
ua and ub reflecting the presence of two types of individuals in the hazard rate for
cannabis uptake. The associated probabilities are denoted as follows: Pr(u = ua) = r
and Pr(u = ub + ua) = 1 −r with 0 ≤r ≤1, and r is modeled using a logit
specification, r =
exp(α)
1+exp(α). 123 123 123 Cannabis use and support for cannabis legalization To account for the discrete nature of the observations of age of onset of cannabis
use, the log-likelihood is specified as n
i=1
dc,i log [Fc(ti −1) −Fc(ti)] +
1 −dc,i
log
1 −Fc(ts,i)
(4) (4) where i is an index for individual, n is the number of individuals in the sample and dc,i
is a dummy variable that is equal to 1 if an individual started using cannabis and equal
to 0 if an individual did not start using cannabis before being interviewed at age ts. In addition to starting rates of cannabis use, we also estimate quitting rates in
order to have a complete analysis of cannabis use dynamics. The LISS panel includes
questions on the last month use of cannabis. We assume that if the individual reports
no use of cannabis in the last 30days, that individual stopped using cannabis in time
period starting from the first use of cannabis until 30days prior to the survey. The
conditional density function for the completed durations until the last use of cannabis
can be written as fq(τ | x1, v) = θq(x1, v) exp(−θq(x1, v) · τ)
(5) (5) Eventhoughwedonotobservetheexacttimeofquittingintermsofageofrespondents,
we can still analyze the duration of quitting thanks to the interval censored nature of
the data. However, note that due to the uncertainty about the exact time of quitting,
duration dependence is not estimated here. 4.1 Cannabis use dynamics On the other hand it is certain that the
duration of cannabis use, τ, will lie in the interval [0, τq] where τq is the difference
between age at the time of survey and the age of the first use. This means that we
can integrate out the conditional density function over this period to account for the
uncertainty of quitting time and obtain the distribution function, Fq. Individuals who
report using cannabis in the last 30days are assumed to be right censored in their
quitting, i.e. as yet they did not quit. Since the quitting analysis is performed only on
those who ever used cannabis there are no left censored individuals. As in the analysis
of the uptake of cannabis, we assume that there are 2 unobserved heterogeneity groups
where the probabilities are assumed to follow a logistic distribution. The log-likelihood
is specified as m
i=1
dq,i log
Fq(τq,i)
+
1 −dq,i
log
1 −Fq(τq,i)
(6) (6) where m is the number of individuals that ever used cannabis and dq,i is a dummy
variable which has a value of 1 if the individual stopped using cannabis and a value
of 0 if the individual did not stop using cannabis. Finally, we allow for the possibility that conditional on the observed characteristics,
the age of uptake and the duration of use cannabis uptake and cannabis quits are cor-
related through unobserved characteristics. The joint density of completed durations
until the uptake of cannabis use and completed durations of cannabis use is specified as: 12 3 A. Palali, J. C. van Ours g1(t, τ | x1, x2) =
v
u
fc(t | x1, v) fq(τ | x2, u)dG(u, v) (7) where G(u, v) is the joint distribution of unobserved heterogeneity which assume to
be discrete with an unknown number of support points. where G(u, v) is the joint distribution of unobserved heterogeneity which assume to
be discrete with an unknown number of support points. 7 For simplicity we write x′
3βp = x′
2βp + ρccc + ρpcp. 4.2 Opinions on cannabis policy G(ϵ) is assumed to be a dis-
crete mixing distribution with 2 points of support ϵa and ϵb indicating that conditional
on observed characteristics there are 2 types of individuals in the ordered responses
given to the policy statements. The associated probabilities are denoted as follows:
Pr(ϵ = ϵa) = p and Pr(ϵ = ϵb + ϵa) = 1 −p with 0 ≤p ≤1, where p is modeled
using a logit specification, p =
exp(α)
1+exp(α). +
p( )
There are a number of assumptions and normalizations which need to be made
for model identification. First, we assume that mean and variance of the error term e
in the latent equation are 0 and 1, respectively. Since we have heterogeneity specific
constants in the model, we also set the first threshold parameter μ1 to zero. The
other threshold parameters are modeled in the following way in order to ensure that
probabilities are positive and thresholds are ordered: μ2 = γ 2
1 , μ3 = μ2 + γ 2
2 and
μ4 = μ3 + γ 2
3 . Finally, we write the likelihood function of the ordered choice model
as
N Prob(y = j|x3). N
Until now, when estimating the ordered probit model for opinions, we assume
that the decision to use cannabis is exogenous, i.e. independent from any factor that
would affect the opinions about cannabis policies. However, it is possible that there
are unobserved personal characteristics that affect both the decision to use cannabis
and opinions about cannabis policies. If, for example, certain individuals have an
inclination toward cannabis use due to some intrinsic factors that would also lead
them to have positive attitudes toward liberal cannabis policies, then we might end
up with significant parameter estimates for ρc and ρp even though there is no causal
relationship. In order to control for correlation between unobserved characteristics and
establish a causal effect, we jointly estimate the ordered probit model and the mixed
proportional hazard models following a discrete factor approach. 4.2 Opinions on cannabis policy We first model the determinants of opinions on cannabis policy assuming that the
dynamics in cannabis use are exogenous. Then we take possible correlation between
the two processes into account. Individuals report their opinions on the relevant
cannabis policy statements on a scale of 1–5, with 1 representing definitely disagree
and 5 representing definitely agree. In order to exploit this ordinal character of the
dependent variable, we use an ordered probit model with Heckman and Singer type
discrete unobserved heterogeneity (Heckman and Singer 1984). The unobserved latent
variable in the ordered response model is defined as y∗= x′
2βp + ρccc + ρpcp + ϵ + e
(8) (8) where cc represent current cannabis use, cp represents past cannabis use and ϵ con-
trols for discrete type of unobserved heterogeneity which is different from the error
term e that represents the random error term. The parameters of interest in our study
are ρc and ρp which measure the effect of current and past use of cannabis on the
opinions about cannabis policy statements. Furthermore, βp measures the effect of
our control variables whose descriptions and summary statistics are provided in detail
in Table 2. The observed responses on the cannabis policy statements in the data are,
then, assumed to be y =
⎧
⎪⎪⎪⎪⎨
⎪⎪⎪⎪⎩
1 (Definitely disagree) if y∗≤μ1
2 (Disagree)
if μ1 < y∗≤μ2
3 (Indifferent)
if μ2 < y∗≤μ3
4 (Agree)
if μ3 < y∗≤μ4
5 (Definitely agree)
if μ4 < y∗
(9) (9) where μ’s are to be estimated threshold parameters in the ordered choice models. Assuming that the error term e has a standard normal distribution, we can write the
following probabilities for the ordered probit model conditional on observable and
unobservable individual heterogeneity7: Pr(y = 1|x3, ϵ) = Φ(μ1 −x′
3βp −ϵ)
Pr(y = 2|x3, ϵ) = Φ(μ2 −x′
3βp −ϵ) −Φ(μ1 −x′
3βp −ϵ)
. Pr(y = 5|x3, ϵ) = 1 −Φ(μ4 −x′
3βp −ϵ)
. (10) (10) 7 For simplicity we write x′
3βp = x′
2βp + ρccc + ρpcp. 123 Cannabis use and support for cannabis legalization where Φ(.) is standard normal cdf. Unconditional probabilities, then, can be written as Pr(y = j|x3) =
ϵ
Prob(y = j|x3, ϵ)dG(ϵ)
(11) (11) where j ∈{1, 2, 3, 4, 5}, denoting ordered responses. 4.2 Opinions on cannabis policy The joint density
function of the completed duration of uptake of cannabis, the duration of cannabis use
and opinions on cannabis use is specified as: g2(t, τ, y = j | x1, x2, x3) =
ϵ
v
u
fc(t | x1, v) fq(τ | x2, u)Prob(y = j | x3, ϵ)
dG(v, w, ϵ)
(12) (12) where G(v, w, ϵ) is a discrete mixing distribution underlying unobserved heterogene-
ity affecting age of onset of cannabis use, duration of use and opinions about cannabis
policies. This approach is introduced by Heckman and Singer (1984) in order to con-
trol for unobserved heterogeneity in hazard rates and used for example by Mroz (1999)
to estimate the effects of dummy endogenous variables. The approach is equivalent
to a correlated random effects model in which the main idea is that unobserved het-
erogeneity affecting opinions about cannabis policies and unobserved heterogeneity
affecting cannabis use dynamics can be correlated, i.e. they come from a joint mixing
distribution. The assumption on support points of this joint distribution defines the 12 3 A. Palali, J. C. van Ours types of individuals regarding opinions and cannabis use. If, for example, conditional
on observed characteristics there are two types of individuals in terms of uptake of
cannabis and two types in terms of quitting cannabis, then there could be four types
of individuals in terms of cannabis dynamics. If in addition to this conditional on
unobserved characteristics there are two types of individuals in terms of opinions on
cannabis policy, then there could be eight types of individuals in terms of cannabis
dynamics and opinions on cannabis policy. However, it could also be that there are
only two types of individuals in terms of cannabis dynamics: Individuals who are
inclined to used cannabis and individuals who will never start using cannabis. If this is
the case, then there could be four types of individuals: those who are more in favor of
cannabis policies and more likely to use drugs, those who are less in favor of cannabis
policies and more likely to use drugs, those who are more in favor of liberal drug
policies and more likely to abstain from drugs, and those who are against liberal drug
policies and more likely to abstain from drugs. 8 We assume that educational attainment represents ability since many individuals start using cannabis
before finishing school. 4.2 Opinions on cannabis policy Finally, if there is a perfect correla-
tion between unobserved heterogeneity behind cannabis use dynamics and opinions,
only the first and the last types are identified. An important advantage of using the
functional form assumptions behind this approach is that identification is achieved
without relying on exclusion restrictions which can be very challenging to find
because cannabis use is likely to have the same determinants as opinions on cannabis
policy. 5.1 Cannabis use dynamics The parameter estimates of the various models are obtained through the method of
maximum likelihood. The parameter estimates of the mixed proportional hazard mod-
els describing starting rates and quitting rates of cannabis use are presented in Table 3. The first column presents the results for the starting rates. The parameter estimate
for female is found to be negative and significant. Thus, as in previous studies we
find that on average females start using cannabis at a later age. Religiosity of the
parents during the childhood of respondents is found to be significantly negative. So, as the parents are more religious, the age of initiation to cannabis use increases. Migrant status of the individual is found to be insignificant. Moreover, the degree of
urbanization of the municipality has a significant effect on the uptake of cannabis
indicating that individuals residing in highly urban areas start using cannabis at ear-
lier ages. The most likely reasons are that cannabis happens to be more available
and living styles of individuals might make them more vulnerable to the risk of
cannabis use in highly urban regions. Educational attainment does not seem to affect
the uptake of cannabis.8 Finally, there is a clear cohort effect since age at the time of
the survey is an important determinant of cannabis uptake. Older cohorts were less
likely to start using cannabis. In line with Fig.1, age dependency parameters indicate 12 3 Cannabis use and support for cannabis legalization Cannabis use and support for cannabis legalization Table 3 Dynamics in cannabis
use: parameter estimates of
mixed proportional hazard
models on starting age and
quitting age of cannabis use
Based on 2016 observations,
likelihood ratio test 1 indicates
that unobserved heterogeneity is
not significant in the quitting
rates. 5.1 Cannabis use dynamics Note that d.o.f of the test is
2 since when ub = 0, α is not
identified in the quitting rates
estimation
Likelihood ratio test 2 compares
the independent models against
the correlated model and shows
that we cannot reject that the two
processes are independent;
absolute t-statistics in
parentheses
* and ** are for statistical
significance at 10 and 5%,
respectively
Bivariate
Starting rates
Quitting rates
(1)
(2)
Female
−0.68
(5.0)**
0.33
(2.6)**
Religion
−0.22
(5.2)**
0.00
(0.1)
Migrant
−0.27
(1.3)
0.06
(0.3)
Urban 1
0.92
(3.8)**
−0.76
(3.2)**
Urban 2
0.21
(1.0)
−0.38
(1.8)*
Urban 3
0.28
(1.2)
−0.41
(1.8)*
Secondary 1
−0.03
(0.1)
0.46
(1.7)*
Secondary 2
0.08
(0.2)
1.14
(3.6)**
Vocational 1
−0.37
(1.1)
0.62
(2.4)**
Vocational 2
0.15
(0.5)
1.00
(3.6)**
University
0.31
(0.8)
1.06
(3.4)**
Age 25–34
−0.11
(0.6)
−0.36
(1.7)*
Age 35–44
−1.27
(6.1)**
−0.89
(4.5)**
Age 45+
−2.05
(7.3)**
−0.85
(2.4)**
Age of onset
0.76
(5.6)**
Age dependence
Age dep. 21+
1.39
(3.7)**
Age dep. 20
2.98
(8.2)**
Age dep. 19
2.50
(6.6)**
Age dep. 18
3.26
(9.7)**
Age dep. 17
2.72
(8.3)**
Age dep. 16
2.89
(9.9)**
Age dep. 15
1.86
(6.4)**
Age dep. 14
0.94
(3.0)**
Unobserved heterogeneity
ua
−2.49
(5.3)**
−3.11
(7.9)**
ub
−5.95
(14.1)**
–
α
−1.25
(8.5)**
–
-Loglikelihood
2921.6
LR test 1
4.6
LR test 2
0.4 that there is a peak in the uptake of cannabis at age 17 and another peak at age 19. The mass point estimates of column 1 show that unobserved heterogeneity is indeed
significant in the data at hand. The estimate of −1.25 for α implies that 22% of the
respondents have a high starting rate of cannabis use whereas 78% of them have a
substantially lower starting rate. that there is a peak in the uptake of cannabis at age 17 and another peak at age 19. The mass point estimates of column 1 show that unobserved heterogeneity is indeed
significant in the data at hand. The estimate of −1.25 for α implies that 22% of the
respondents have a high starting rate of cannabis use whereas 78% of them have a
substantially lower starting rate. Column 2 of Table 3 presents the parameter estimates for quitting rates. We find
that females are not only more likely to start using cannabis at later ages but they
are also more likely to quit early. 10 In countries where cannabis use is illegal, past users can still be affected by self-interest because the
reason they do not use cannabis today can be illegality itself. In other words, they might have quit using
cannabis because of the opportunity cost of being arrested. In such as case, they can still have a self-
interest in supporting liberal policies, as they think liberal policies would remove the possible future costs 5.1 Cannabis use dynamics The parameter estimate for the first urbanization 12 3 3 A. Palali, J. C. van Ours category is negative and significant, indicating that those who live in highly urban
areas quit using cannabis later. Lower educated individuals have a smaller quit rate
and individuals from the older birth cohorts have a smaller quit rate as well. Finally,
we find that those who start using cannabis at a later age quit earlier, i.e. early starters
quit late. Conditional on the observed characteristics we do not find evidence of the
presence of unobserved heterogeneity in the quit rate. If we estimate a joint model
of cannabis starting and cannabis quitting, we find that there is correlation between
the two processes through unobserved heterogeneity. However, the second LR test
reported at the bottom of the table compares the independent models of cannabis
uptake and cannabis quits against the correlated model. As shown, we cannot reject
the hypothesis that the two processes are independent. 9 The first likelihood ratio test statistic has a value of 6.6 which is significant with 1 degree of freedo
(ϵb). 9 The first likelihood ratio test statistic has a value of 6.6 which is significant with 1 degree of freedom
(ϵb).
10 In countries where cannabis use is illegal, past users can still be affected by self-interest because the 5.2 Opinions on cannabis use: baseline parameter estimates Table 4 presents our baseline parameter estimates for the first policy statement that
cannabis should be legalized. The results for the univariate ordered probit model are
shown in the first column. We find no evidence of unobserved heterogeneity having a
significant effect. The parameter estimates of both past use and current use of cannabis
are positive and significant indicating that both self-interest and information may have
an effect on opinions. However, the estimates in the first column are based on the
assumption that the decision to use cannabis is exogenous to the opinions regarding
cannabis policies. The correlated models whose parameter estimates are presented in the second col-
umn of Table 4 are obtained after controlling for possible endogeneity. Now, we are
able to identify two mass-points in the ordered probit for opinions indicating that
once we take correlation with cannabis use dynamics in account there is unobserved
heterogeneity affecting opinions.9 Clearly, the parameter estimates of cannabis use
status become smaller in absolute terms indicating that part of the effects found in the
univariate model are due to the correlated unobserved heterogeneity. The remaining
effect may be interpreted as causal. The second LR test shows that past and current
cannabis use have significant effects on opinion on cannabis legalization while the
third LR test shows that the effect of past cannabis use is significantly smaller than the
effect of current cannabis use. The opinions of current cannabis users are expected to
be affected by both self-interest and information. The opinions of past cannabis users
are not affected by self-interest. Parameter estimates reflect only the effect of infor-
mation about cannabis use. The results obtained for past users indicate that cannabis
may not be as harmful as individuals originally thought or as non-users are inclined
to think. This may be specific to countries like the Netherlands where cannabis use is
legalized or quasi-legalized.10 12 3 Cannabis use and support for cannabis legalization pp
g
Table 4 Parameter estimates of
the effect of past and current use
of cannabis on the cannabis
policy statement: Cannabis
should be legalized
Based on 2016 observations; LR
test 1 tests the univariate model
against the correlated model. Likelihood Ratio test 2 is for the
joint significance of cannabis
use variables. LR test 3 is for
equality of the parameters of
past cannabis use and current
cannabis use. 5.2 Opinions on cannabis use: baseline parameter estimates Absolute
t-statistics in parentheses
* and ** are for statistical
significance at 10 and 5%,
respectively
Univariate
Correlated
(1)
(2)
Past cannabis use
0.97
(16.0)**
0.71
(5.7)**
Current cannabis use
1.60
(10.5)**
1.35
(7.8)**
Female
0.01
(0.2)
−0.03
(0.6)
Religion
−0.05
(3.1)**
−0.05
(3.6)**
Migrant
−0.07
(1.0)
−0.11
(1.6)
Urban 1
−0.12
(1.2)
−0.07
(0.7)
Urban 2
−0.09
(1.2)
−0.08
(1.0)
Urban 3
−0.12
(1.4)
−0.10
(1.1)
Secondary 1
0.04
(0.1)
−0.03
(0.2)
Secondary 2
0.30
(2.2)**
0.26
(2.1)**
Vocational 1
0.21
(1.6)
0.13
(1.2)
Vocational 2
0.41
(3.1)**
0.37
(3.2)**
University
0.56
(3.7)**
0.53
(3.8)**
Couple without child
−0.03
(0.5)
−0.05
(0.5)
Couple with child
−0.27
(3.7)**
−0.28
(3.7)**
Single with child
−0.06
(0.6)
−0.09
(0.7)
Other
−0.33
(1.3)
−0.39
(1.5)
Age 25–34
−0.06
(0.7)
−0.09
(1.4)
Age 35–44
−0.24
(2.9)**
−0.29
(3.6)**
Age 45+
−0.20
(2.1)**
−0.25
(2.7)**
Left wing
0.28
(3.8)**
0.26
(3.8)**
Center
−0.31
(3.4)**
−0.29
(3.5)**
Others
−0.20
(2.0)**
−0.18
(2.0)**
I don’t know
0.01
(0.2)
0.00
(0.0)
ϵa
1.50
(7.3)**
0.73
(3.0)**
ϵb
0.43
(2.3)**
α
−1.26
(8.7)**
γ1
1.01
(52.7)**
1.02
(50.8)**
μ2
[1.1]
[1.0]
γ2
0.82
(44.4)**
0.81
(44.1)**
μ3
[1.8]
[1.7]
γ3
0.81
(41.2)**
0.82
(41.6)**
μ4
[2.5]
[2.4]
-Loglikelihood
5783.2
5779.9
LR test 1
6.6 **
LR test 2
50.1 **
LR test 3
24.8 ** 12 123 A. Palali, J. C. van Ours Since the parameter estimate for current users is larger in absolute terms than the
parameter estimate for past users there is also evidence of self-interest influencing
opinions. Indeed likelihood ratio test 3 in Table 4 shows that we strongly reject the
hypothesis that current and past use of cannabis have the same effect on opinions. Current cannabis use has a substantial bigger effect on opinions than past cannabis
use. In an unreported estimation (see for details Palali and van Ours 2014), we also find
that the frequency of current cannabis use matters. More frequent the cannabis use,
i.e. more self-interest leads to a more favorable opinion about cannabis legalization. Casual users do not differ from past users. For individuals who rarely use cannabis,
inside information is driving the results rather than self-interest, which is consistent
with our interpretations of the results. This is particularly important because several
studies, for example Caulkins and Pacula (2006) and Kilmer et al. Footnote 10 Continued
of using cannabis. However, this is not the case for the population in the Netherlands where cannabis
market is regulated for both supply and demand. Also note that society as a whole is constantly learning
about negative effects or absence of negative effects of cannabis use through the accumulation of scientific
evidence and its public presentation. All individuals have potential access to public and private signals
about the self-harm effects of cannabis use. Own use (current or past) is not the only way to learn about this
margin, but the most effective indeed since it is first-hand information. Although all the other information
is available to all individuals, first-hand information is only available to cannabis users. 5.2 Opinions on cannabis use: baseline parameter estimates (2014), find that
even though they constitute a small group heavy users account for most of the cannabis
transactions. 11 Note that for the second policy, we can identify a significant unobserved heterogeneity in the univariate
model although the estimated probability parameter is not well-identified. For this opinion, we can compare
univariate models with unobserved heterogeneity and the correlated models through likelihood ratio tests.
The results indicate that we fail to reject the correlated model against the univariate one. Therefore, there
is further evidence supporting the findings of the previous LR tests that correlation between unobserved
heterogeneity affecting opinions and cannabis use dynamics is significant. 5.3.1 Sensitivity to policy statements Table 5 presents the results of a sensitivity analysis focusing on other statements on
cannabis policy or drug policy in general. For reasons of comparison panel a replicates
the main findings of Table 4. Panel b present the parameter estimates for the second
policy statement on coffeeshops: It should be permitted to sell cannabis at coffeeshops. We obtain very similar results. Both current use of cannabis and past use of cannabis
have positive and significant effects on opinions. In panel b of column 2, similar to
column 2 of Table 4, the parameter estimate of current use is found to be twice as large
as the coefficient estimate of past use.11 This suggests that the magnitude of the effect
of self-interest is almost the same as that of inside information. For opinions on the
first and the second type of cannabis policy, there is a causal effect from past cannabis
use to opinions. Individuals that used cannabis in the past changed their opinion after
they had personal experience with cannabis toward a more liberal policy. They became 12 Footnote 10 Continued
of using cannabis. However, this is not the case for the population in the Netherlands where cannabis
market is regulated for both supply and demand. Also note that society as a whole is constantly learning
about negative effects or absence of negative effects of cannabis use through the accumulation of scientific
evidence and its public presentation. All individuals have potential access to public and private signals
about the self-harm effects of cannabis use. Own use (current or past) is not the only way to learn about this
margin, but the most effective indeed since it is first-hand information. Although all the other information
is available to all individuals, first-hand information is only available to cannabis users.
11 Note that for the second policy, we can identify a significant unobserved heterogeneity in the univariate
model although the estimated probability parameter is not well-identified. For this opinion, we can compare
univariate models with unobserved heterogeneity and the correlated models through likelihood ratio tests.
The results indicate that we fail to reject the correlated model against the univariate one. Therefore, there
is further evidence supporting the findings of the previous LR tests that correlation between unobserved
heterogeneity affecting opinions and cannabis use dynamics is significant. 123 123 Cannabis use and support for cannabis legalization pp
g
Table 5 Parameter estimates of
the effect of past and current
cannabis use on support for
various types of cannabis
policies
The numbers of observations are
2016, 2015, 2015, 2014, 2012
and 2005, respectively
The LR test 1 tests the univariate
model against the correlated
model. The likelihood ratio test
2 is for the joint significance of
cannabis use variables. The LR
test 3 is for equality of the
parameters of past cannabis use
and current cannabis use. Absolute t-statistics in
parentheses
For opinions b & c, LR tests
indicate that unobserved
heterogeneity is significant in
opinions in the univariate
models although the distribution
is not well-identified. For these
two opinions we also compared
univariate models with
unobserved heterogeneity and
the correlated models through
likelihood ratio tests. The results
indicate that in both cases we
fail to reject the correlated
model against the univariate one,
which supports the findings of
the previous LR tests that
correlation between unobserved
heterogeneity affecting opinions
and cannabis use dynamics is
significant
* and ** are for statistical
significance at 10 and 5%,
respectively
Univariate (1)
Correlated (2)
a. Cannabis legalized
Past cannabis use
0.97
(16.0)**
0.71
(5.7)**
Current cannabis use
1.60
(10.5)**
1.35
(7.8)**
LR Test 1
6.6**
LR Test 2
50.1**
LR Test 3
24.8**
b. Coffeeshops permitted
Past cannabis use
0.80
(13.1)**
0.47
(4.0)**
Current cannabis use
1.33
(10.7)**
1.05
(7.0)**
LR Test 1
11.8**
LR Test 2
44.0**
LR Test 3
21.1**
c. No sale to youngsters
Past cannabis use
−0.54
(5.0)**
−0.04
(0.3)
Current cannabis use
−0.56
(2.3)**
−0.06
(0.3)
LR Test 1
9.4**
LR Test 2
0.6
LR Test 3
0.4
d. No coffeeshops near schools
Past cannabis use
−0.31
(4.9)**
0.01
(0.3)
Current cannabis use
−0.67
(5.5)**
−0.41
(2.5)**
LR Test 1
6.8**
LR Test 2
2.4
LR Test 3
12.0**
e. Education campaigns
Past cannabis use
−0.13
(2.1)*
−0.17
(1.6)
Current cannabis use
−0.32
(2.6)**
−0.35
(2.1)**
LR Test 1
0.2
LR Test 2
4.2
LR Test 3
2.1
f. Drugs education at schools
Past cannabis use
−0.06
(1.0)
−0.05
(0.3)
Current cannabis use
−0.03
(0.2)**
−0.01
(0.3)
LR Test 1
0.2
LR Test 2
0.2
LR Test 3
0.6 more likely to support no-prohibition and more likely to support cannabis legalization. This suggests that cannabis use is not as harmful as they originally thought. 123 ore likely to support no-prohibition and more likely to support cannabis legalization. more likely to support no-prohibition and more likely to support cannabis legalization. This suggests that cannabis use is not as harmful as they originally thought. y
pp
p
y
pp
g
This suggests that cannabis use is not as harmful as they originally thought. Panels c–f of Table 1 give descriptive information about opinions on other drug
policy statements which are not directly related to availability of cannabis. For all 12 3 A. Palali, J. C. van Ours these policies, the distribution of the responses is very skewed. Almost 90% of the
individuals agree with the statements that coffeeshops should not sell cannabis to peo-
ple below 18years old, the government should organize education campaigns against
drugs, there should not be coffeeshops in the vicinity of schools and the government
should ensure that schools organize education campaigns against drugs. The percent-
ages of those who agree with a specific cannabis policy remain high irrespective of
the user status. Nevertheless, to investigate whether there was a causal effect from
cannabis use to opinions, we performed a similar type of analysis as for the two main
policy statements that referred to cannabis prohibition and cannabis legalization. Since
the following policy statements are not directly about availability of cannabis, they
serve as falsification analysis on the self-interest aspect of cannabis use. Panels c and d of Table5 present the parameter estimates of the effects of current and
past cannabis use on restrictions on sale of cannabis. Concerning no sale of cannabis
to youngsters, there is correlation with user status, but this disappears once correlated
unobserved heterogeneity is taken into account. Apparently, individuals who started
using cannabis did not change their opinion on no sale of cannabis to youngsters. They
had a different opinion all along. They were less likely to support the idea of no sale
of cannabis to youngsters anyway. The findings for the statement that there should be
no coffeeshops near schools is somewhat different. 12 Making the same distinction in two main legalization policies whose results are given in Table4 did not
make any changes. This distinction seems to make a difference only for this specific policy statement on
the location of coffeeshops. 13 The exception to these findings is the negative of current cannabis use on support for the ban of cof-
feeshops near schools. It is hard to imagine that this has a causal interpretation. 123 In order to explore the possible
reason behind the significant negative parameter estimate, we performed the same
correlated analysis by dividing the current cannabis use variable into 3 parts: those
who frequently (more than once) used cannabis in the last 30days, those who used
cannabis only once in the last 30 days but started using cannabis at an earlier age and
those who for the first time used cannabis only once in the last 30days. Although not
reported here, the results after this distinction show that the negative effect is located
among those who used cannabis for the first time in the last 30days, which has a very
small number of observations. Once they are ignored, there is no effect. Moreover,
since these people cannot accumulate inside information from one time use and they
are mostly below 25years old, we argue that self-interest plays a small role.12 Panels e and f of Table 5 show the main parameter estimates for statements on
education programs. For education campaigns, there is no big difference between
the univariate model and the correlated model. This suggests that initially opinions
were not different but once some individuals started using cannabis they changed their
minds. Moreover, the fact that there is no difference between the effects of past use and
current use suggests that it is inside information that is driving the results. Apparently,
after personal experience with cannabis, some individuals were less inclined to support
education campaigns because they thought there was less need for such campaigns. For drugs education at school, there is no difference in opinions according to user
status. All in all, the findings for the specific types of drug policy show that cannabis use
did not have a big effect on opinions and if it did such as is the case for education 12 3 Cannabis use and support for cannabis legalization campaigns, inside information is driving the results.13 As expected self-interest does
not play a significant role in shaping opinions about these policy statements. campaigns, inside information is driving the results.13 As expected self-interest does
not play a significant role in shaping opinions about these policy statements. 5.3.2 Placebo tests In order to investigate the robustness of our findings we performed a range of sensitivity
checks of which we briefly report the results (see for details Palali and van Ours 2014). First, by way of placebo analysis we investigate the effect of past and current cannabis
use on opinions about policies unrelated to cannabis use. The first placebo analysis
is on the opinions about alcohol legislation. We use information about opinions on
various types of alcohol policy all aiming at restricting access to alcohol. The proposed
policies are: no sale of alcohol in supermarkets, banning alcohol advertisements, no
sale of alcohol to youngsters under age 16, no happy hours in bars and discos, no
sale of alcohol in places which are frequently visited by youngsters. Using the same
correlated model approach, we find that opinions about these alcohol policies are not
different for cannabis users and non-cannabis users. The second placebo analysis is
on the opinions about government policies which are completely unrelated to risky
health behaviors. We use information about opinions on whether study grants should
be replaced by study loans and opinions on citizens’ influence on government policies. Again there is no effect on these opinions of current or past cannabis use. 5.3.3 Sensitivity to model specifications 5.3.3 Sensitivity to model specifications In a further set of robustness checks, we investigate the sensitivity of our baseline
results to various model specifications (see for details Palali and van Ours 2014). We remove education dummies from starting rate analysis cannabis use may affect
educational attainment. We add political preference dummies in the starting rates. Again, our conclusions remain the same. One issue with retrospective responses about
substance use is that there might be measurement errors due to recall bias. In order
to investigate if our results are sensitive to such a recall bias, we restrict our sample
to a much younger cohort as they are expected to recall more accurately. If we use
information on individuals who were born after 1969 we lose almost half of our
main sample but still obtain similar results. We also include several control variables
regarding different aspects of cannabis use. Adding variables for opinions about the
criminal aspect of cannabis use, peer use of cannabis and duration of cannabis use
does not affect our main conclusions. Moreover, using ordered logit models instead of
probit models yields the same results. As a final robustness analysis we estimate the
univariate and correlated models by reducing opinions variables to a three-point scale. The parameter estimates are very similar as before. This indicates that our findings are
mainly driven by differences between individuals who agree or disagree to given policy
statements and not by differences between those who agree (disagree) or definitely
agree (definitely disagree). 12 3 3 A. Palali, J. C. van Ours Table 6 Simulations of the effects of past and current use of cannabis on opinions about cannabis legal-
ization and policy of cannabis shops (percentages) Table 6 Simulations of the effects of past and current use of cannabis on opinions about cannabis legal-
ization and policy of cannabis shops (percentages)
Definitely disagree
Disagree
Indifferent
Agree
Definitely agree
Total
a. Cannabis should be legalized
1. Current use
1
5
13
37
44
100
2. Past use
6
12
22
38
22
100
3. Never use
20
23
25
26
6
100
b. It should be permitted to sell cannabis at coffeeshops
1. Current use
4
7
15
53
21
100
2. Past use
12
14
21
44
9
100
3. 5.3.3 Sensitivity to model specifications Never use
23
19
22
32
4
100
The simulations are based on the parameter estimates of the correlated models presented in Table 4; the
reference person has sample mean values for all of the observable characteristics except for cannabis use The simulations are based on the parameter estimates of the correlated models presented in Table 4; the
reference person has sample mean values for all of the observable characteristics except for cannabis use 5.4 Magnitude of the effects Toindicatethemagnitudeoftheeffectofpastandcurrentuseofcannabis,wesimulated
the probabilities for each alternative in the ordered response variable. The simulation
results are given in Table6. The first panel presents the results for the first policy
statement (cannabis should be legalized). As shown there is a large effect of cannabis
use. The estimated probability of agreeing with legalizing cannabis is 33% for our
reference person who has never used cannabis (row (3)). If that reference person used
cannabis in the past, support for no-prohibition increases to 60% and if this person
is still using cannabis the support for no-prohibition jumps to 81%. Similarly, the
second panel presents the simulation results for the second policy statement. The
estimated probability of agreeing with the idea of selling cannabis at coffeeshops
is 36% for a never user reference person. This probability increases to 53% if this
reference person is a past-user and to 74% if the individual is a current user. Similarly
the probability of disagreeing decreases from 43 to 26 and 11%, respectively. A
comparison of these figures with the unconditional distribution given in Table 1 shows
that even though differences between cannabis users and non-users decrease after
controlling for observable and unobservable factors, they remain considerable. 6 Conclusions Previous studies show that cannabis users are more in favor of cannabis legalization
than individuals who never used cannabis. Interesting as this may be in itself, it does
not necessarily imply that opinions are influenced by cannabis use in a causal way. Individuals who are more likely to consume cannabis may also be more in favor of
legalization without the personal experience affecting opinions. Knowing whether or
not there is a causal effect from cannabis use is interesting because if so, it reveals how
potential dangers of cannabis use are assessed. If cannabis use increases the support
for legalizing cannabis, then this reveals that cannabis use may not be so harmful as Cannabis use and support for cannabis legalization individuals were inclined to think before they started using cannabis. However, such a
causal effect may also have to do with self-interest, i.e. the expectation that cannabis
legalization will induce easier access and perhaps lower prices. individuals were inclined to think before they started using cannabis. However, such a
causal effect may also have to do with self-interest, i.e. the expectation that cannabis
legalization will induce easier access and perhaps lower prices. We use data from a 2008 survey which includes detailed questions about cannabis
use and opinions about cannabis policies in the Netherlands. From our analysis, we
conclude that there is a causal effect of personal experience with cannabis use on the
support given to more liberal cannabis policies. Those who currently use cannabis
and those who used it in the past are more in favor of legalization. The opinion of
current cannabis users may be driven by self-interest and inside information but the
opinion of past users will be driven mainly by inside information about the dangers
of cannabis use. From the significance of the effect of past cannabis use, we conclude
that cannabis use may not be as harmful as cannabis users originally thought it was
and non-users are inclined to think. Our analysis suggests that as the share of cannabis
users in the population goes up support for cannabis legalization will increase. Acknowledgments The authors are grateful to CentERdata for making their LISS data available for this
paper. 6 Conclusions The authors also thank seminar participants in Canberra (ANU, Research School of Economics),
Helsinki (University), Leuven (University), Sydney (University of Technology) and Tilburg (CentER) as
well as two anonymous referees for helpful comments on a previous version of the paper. Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 Interna-
tional License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution,
and reproduction in any medium, provided you give appropriate credit to the original author(s) and the
source, provide a link to the Creative Commons license, and indicate if changes were made. References Abbring JH, van den Berg GJ, van Ours JC (2005) The effect of unemployment insurance sanctions on th
transition rate from unemployment to employment. Econ J 115:602–630 Arni P, Lalive R, van Ours JC (2013) How effective are unemployment benefit sanctions? Looking beyon
unemployment exit. J Appl Econom 28:1153–1178 Arseneault L, Cannon M, Witton J, Murray R (2004) Causal association between cannabis and psychosis:
examination of the evidence. Br J Psychiatry 184:110–117 Arseneault L, Cannon M, Witton J, Murray R (2004) Causal associati
examination of the evidence. Br J Psychiatry 184:110–117 Becker G, Murphy K, Grossman M (2006) The market for illegal goods: the case of drugs. J Polit Econ
114:38–60 Bieleman B, Beelen A, Nijkamp R, de Bie E (2007) Coffeeshops in Nederland. Aantallen en gemeen-
telijk beleid in 2007 (“Coffeeshops in the Netherlands. Numbers and local policy in 2007”). Intraval,
Groningen Brook J, Balka E, Whiteman M (1999) The risks for late adolescence of early adolescent marijuana use. Am J Public Health 89:1549–1554 Caulkins J, Pacula R (2006) Marijuana markets: inference from reports by the household population. J Drug
Issues 36:173–200 Caulkins J, Coulson C, Farber C, Vesely J (2012) Marijuana legalization: certainty, impossibility, both, or
neither? J Drug Policy Anal 5:1–27 De Graaf R, Radovanovic M, Van Laar M, Fairman B, Degenhardt L (2010) Early cannabis use and
estimated risk of later onset of depression spells: epidemiologic evidence from the population-based
World Health Organization World Mental Health Survey Initiative. Am J Epidemiol 172:149–159 De Graaf R, Radovanovic M, Van Laar M, Fairman B, Degenhardt L (2010) Early cannabis use and
estimated risk of later onset of depression spells: epidemiologic evidence from the population-based World Health Organization World Mental Health Survey Initiative. Am J Epidemiol 172:149–159 Ellickson P, Collins R, Bell R (1999) Adolescent use of illicit drugs other than marijuana: how important
i
i l b
di
d f
hi h th i
? S b t U
Mi
34 317 346 Ellickson P, Collins R, Bell R (1999) Adolescent use of illicit drugs other than marijuana: how important
is social bonding and for which ethnic groups? Subst Use Misuse 34:317–346 lickson P, Collins R, Bell R (1999) Adolescent use of illicit drugs other than mariju
is social bonding and for which ethnic groups? Subst Use Misuse 34:317–346 European Monitoring Center for Drugs and Drug Addiction (2013) Models for the legal supply of cannabis:
recent developments. References Lisbon Fevang E, Markussen S, Roed K (2014) The sick pay trap. J Lab Econ 2:305–336 12 3 A. Palali, J. C. van Ours French MT, Roebuck MC, Alexandre PK (2001) Illicit drug use, employment & labour force participatio
South Econ J 68(2):349–368 Glaeser E, Shleifer A (2001) A reason for quantity regulation. Am Econ Rev Pap Proc 91:431–435 Green DP, Gerken AE (1989) Self-interest and public opinion toward smoking restrictions and cigarette
taxes. Public Opin Q 53:1–16 Heckman JJ, Singer B (1984) A method for minimizing the impact of distributional assumptions in econo-
metric models for duration data. Econometrica 52:271–320 Jansen A (1991) Cannabis in Amsterdam. A geography of hashish and marihuana. Countinho, Muiderbe Jansen A (1991) Cannabis in Amsterdam. A geography of hashish a Kilmer B, Everingham S, Caulkins J, Midgette G, Reuters P, Burns R, Han B, Lundberg R (2014) Wha
America’s users spend on illegal drugs: 2000–2010. Office of National Drug Control Policy Miron J, Zwiebel J (1995) The economic case against drug prohibition. J Econ Perspect 9:175–192 Mroz TA (1999) Discrete factor approximations in simultaneous equation model: estimating the impact of
a dummy endogenous variable on a continious outcome. J Econom 92:233–274 Orphanides A, Zervos D (1995) Rational addiction with learning and regret. J Political Econ 103:739–758 Orphanides A, Zervos D (1995) Rational addiction with learning and regret. J Political Econ 103:739–758
Palali A, van Ours JC (2014) Cannabis use and support for cannabis legalization. CEPR Discussion Paper Orphanides A, Zervos D (1995) Rational addiction with learning and regret. J Political Econ 103:739–758
Palali A, van Ours JC (2014) Cannabis use and support for cannabis legalization. CEPR Discussion Paper
9944 p
,
(
)
g
g
Palali A, van Ours JC (2014) Cannabis use and support for cannabis legalization. CEPR Discussion Pap
9944 Palali A, van Ours JC (2015) Distance to cannabis shops and age of onset of cannabis use. Health Econ
24(11):1483–1501 Richardson K, van den Berg GJ (2013) Duration dependence versus unobserved heterogeneity in treatment
effects: Swedish labor market training and the transition rate to employment. J Appl Econom 28:
325–351 Skretting A (1993) Attitude of the Norwegian population to drug policy and drug-offences. Addictio
88:125–131 Sociaal en Cultureel Planbureau (1998) Sociale en Culturele Verkenningen 1998. VUGA Uitgeverij, Den
Haag Trevino RA, Richard AJ (2002) Attitudes towards drug legalization among drug users. References Am J Drug Alcohol
Abuse 28(1):91–108 Van der Sar R, Brouwers E, van de Goor L, Garretsen H (2011) The opinion on Dutch cannabis policy
measures: a cross-sectional survey. Drugs: education, prevention and policy 18(3):161–171 n Ours JC (2004) A pint a day raises a man’s pay; but smoking blows that gain away. J Health Econ
23(5):863–886 Van Ours JC (2006) Cannabis, cocaine and jobs. J Appl Econom 21:897–917 Van Ours JC (2007) The effect of cannabis use on wages of prime age males. Oxf Bull Econ Stat 69:619–634 (2007) The effect of cannabis use on wages of prime a n Ours JC (2007) The effect of cannabis use on wages of prime age males. Oxf Bull Econ Stat 69:619–634
n Ours JC, Williams J (2011) Cannabis use and mental health problems. J Appl Econom 26:1137–1156 Van Ours JC (2007) The effect of cannabis use on wages of prime age males. Oxf Bull Econ Stat 69:619–63
Van Ours JC, Williams J (2011) Cannabis use and mental health problems. J Appl Econom 26:1137–115 Van Ours JC, Williams J (2011) Cannabis use and mental health problems. J Appl Econom 26:1137–1156
Van Ours JC, Williams J (2012) The effects of cannabis use on physical and mental health. J Health Econ
31:564–577 Van Ours JC, Williams J (2012) The effects of cannabis use on physical and mental health. J Health Eco
31:564–577 Van Ours JC, Williams J (2015) Cannabis use and its effects on health, education and labor market success. J Econ Surv 29(5):993–1010 Van Ours JC, Williams J, Fergusson D, Horwood L (2013) Cannabis use and suicidal ideation. J Health
Econ 32:524–537 Van Solinge T (1999) Dutch drug policy in a European context. J Drug Issues 29(3):511–528 Williams J, van Ours JC, Grossman M (2016) Attitudes to legalizing cannabis use. Health Econ 25:
1201–1216 12 123
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https://europepmc.org/articles/pmc1717013?pdf=render
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English
| null |
Microbial translocation is a cause of systemic immune activation in chronic HIV infection
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Nature medicine
| 2,006
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cc-by
| 275
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BioMed Central BioMed Central Retrovirology Open Access Page 1 of 1
(page number not for citation purposes) Open Acc
Oral presentation
Microbial translocation is a cause of systemic immune activation in
chronic HIV infection
Jason M Brenchley* Address: Research Fellow, Vaccine Research Center, National Institutes of Health, Bethesda, Maryland, USA
* Corresponding author from 2006 International Meeting of The Institute of Human Virology
Baltimore, USA. 17–21 November, 2006 from 2006 International Meeting of The Institute of Human Virology
Baltimore, USA. 17–21 November, 2006
Published: 21 December 2006
Retrovirology 2006, 3(Suppl 1):S98
doi:10.1186/1742-4690-3-S1-S98 Published: 21 December 2006
Retrovirology 2006, 3(Suppl 1):S98
doi:10.1186/1742-4690-3-S1-S98 Published: 21 December 2006
Retrovirology 2006, 3(Suppl 1):S98
doi:10.1186/1742-4690-3-S1-S98 © 2006 Brenchley; licensee BioMed Central Ltd. © 2006 Brenchley; licensee BioMed Central Ltd. Chronic activation of the immune system is a hallmark of
progressive HIV infection and better predicts disease out-
come than plasma viral load, yet its etiology remains
obscure. Here, we show that circulating microbial prod-
ucts, likely derived from the gastrointestinal tract, are a
primary cause of HIV-related systemic immune activation. Circulating lipopolysaccharide, an indicator of microbial
translocation, is significantly increased in chronically
HIV-infected
individuals
and
SIV-infected
rhesus
macaques. We show that monocytes are chronically stim-
ulated in vivo by increased lipopolysaccharide, which also
correlates with measures of innate and adaptive immune
activation. Effective antiretroviral therapy appears to
reduce microbial translocation. Furthermore, in non-
pathogenic SIV infection of sooty mangabeys, microbial
translocation does not seem to occur. These data establish
a mechanism for chronic immune activation in the con-
text of a compromised gastrointestinal mucosal surface
and provide novel directions for therapeutic interventions
that modify the consequences of acute HIV infection.
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English
| null |
Can extended upper pole ureterectomy prevent ureteral stump syndrome after proximal approach for duplex kidneys?
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International Braz J Urol
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Vol. 47 (4): 821-826, July - August, 2021
doi: 10.1590/S1677-5538.IBJU.2020.0686 Vol. 47 (4): 821-826, July - August, 2021
doi: 10.1590/S1677-5538.IBJU.2020.0686 ORIGINAL ARTICLE Keywords: Materials and Methods: Forty-four consecutive patients with symptomatic duplex system
were retrospectively classifi ed into two groups: those with limited ureteral excision
after heminephrectomy (HN) (group-1) and those with extended ureterectomy after HN
(group-2). Patients were followed-up for at least 36 months regarding outcomes of distal
ureteral stump. _____________________
Submitted for publication:
August 04, 2020
_____________________
Accepted after revision:
January 17, 2021
_____________________
Published as Ahead of Print:
February 28, 2021 Results: Overall complication was 20%. A total of 8 patients required unplanned further
surgery in Group-1 (30%) whereas only 1 patient required unplanned surgery in group 2
(6%) (p=0.07). Subgroup analysis showed that Group-1 presented more DUSS requiring
surgery during follow-up than group-2 (p=0.04). Factors possibly affecting complications
incidence (such as ureterocele or ectopic ureter) did not differ between groups (p=0.72
and p=0.78). _____________________
Published as Ahead of Print:
February 28, 2021 Conclusion: Upper pole nephrectomy should be performed with extended distal ureteral
dissection to prevent ureteral stump complications. ARTICLE INFO ARTICLE INFO
Bruno Nicolino Cezarino
https://orcid.org/0000-0001-9161-7337
Keywords:
Cakut [Supplementary Concept];
Ureter; Urinary Tract Infections
Int Braz J Urol. 2021; 47: 821-6
_____________________
Submitted for publication:
August 04, 2020
_____________________
Accepted after revision:
January 17, 2021
_____________________
Published as Ahead of Print:
February 28, 2021 ABSTRACT ARTICLE INFO
Bruno Nicolino Cezarino
https://orcid.org/0000-0001-9161-7337
Keywords:
Cakut [Supplementary Concept];
Ureter; Urinary Tract Infections
Int Braz J Urol. 2021; 47: 821-6
_____________________
Submitted for publication:
August 04, 2020
_____________________
Accepted after revision:
January 17, 2021
_____________________
Published as Ahead of Print:
February 28, 2021 Introduction: Symptomatic duplex kidneys usually present with recurrent urinary tract
infection due to ureteral obstruction (megaureter, ureterocele or ectopic ureter) and/or
vesicoureteral refl ux. Upper-pole nephrectomy is a widely accepted procedure to correct
symptomatic duplex systems with poor functioning moieties, also known as upper or
proximal approach. The distal ureteral stump syndrome (DUSS) can be a late complication
of this approach. There is no consensus upon the length of ureteral dissection and the
better approach to symptomatic disease in duplex systems, so we aim to identify if
extended ureteral dissection can prevent DUSS in top-down approach. Can extended upper pole ureterectomy prevent ureteral
stump syndrome after proximal approach for duplex
kidneys? Bruno Nicolino Cezarino 1, Roberto Iglesias Lopes 1, Ricardo Haidar Berjeaut 1, Francisco Tibor Dénes 1 Bruno Nicolino Cezarino 1, Roberto Iglesias Lopes 1, Ricardo Haidar Berjeaut 1, Francisco Tibor Dénes 1 1 Unidade de Urologia Pediátrica, Divisão de Urologia, Hospital das Clínicas, Faculdade de Medicina da
Universidade de São Paulo - FMUSP, SP, Brasil 1 Unidade de Urologia Pediátrica, Divisão de Urologia, Hospital das Clínicas, Faculdade de Medicina da
Universidade de São Paulo - FMUSP, SP, Brasil _____________________
Published as Ahead of Print:
February 28, 2021 IBJU | EXTENDED UPPER POLE URETERECTOMY cluded urinary tract infection associated to vesical
ureteral junction obstruction, urethral obstruction
due to ureterocele and/or urinary incontinence. En-
doscopic incision was not performed in patients with
asymptomatic ureteroceles and was only used to de-
compress acutely infected ureteroceles. systems with poor functioning upper moieties. Al-
ternatively, this condition can be managed with
uretero-pyelic or uretero-ureteral anastomosis of
the upper to the lower moiety, even in cases of
low-function. Nowadays both procedures, also
known as upper or proximal approaches, are usu-
ally performed by laparoscopic technique, with sim-
ple and straightforward techniques. Patients were classified into two groups:
Group-1 underwent upper pole heminephrourete-
rectomy (HN) with limited or no distal ureterec-
tomy and Group-2 heminephroureterectomy (HN)
with aggressive extended ureterectomy, well be-
low iliac vessels. The ureteral stump was ligated
or left open according to initial pathology of the
affected moiety. The surgical access (laparoscopic
vs. open) was chosen according to surgeon’s pre-
ference and expertise, but favored extended ure-
terectomy after 2008, after reviewing our initial
results that showed a DUSS rate of 15.7% (9). Another option is the lower or distal ap-
proach, which address directly the uretero-vesical
junction (UVJ), whose main advantage is the more
comprehensive correction of the anatomical abnor-
malities of both ureters, albeit with a significantly
more invasive reconstructive surgery, which is also
prone to more complications (4). The distal ureteral stump syndrome (DUSS)
can be a late manifestation of proximal approach
and it is defined as any complication related to
the upper pole ureteral stump: stump empyema or
reflux, symptomatic febrile urinary tract infection
(UTI), persistent bacteriuria or urethral discharge,
hematuria or low quadrant pain, which frequently
requires intervention (5, 6). Mean age at operation, baseline patho-
logy, long-term complications related to ureteral
stump and requirement for further surgical inter-
vention were recorded for all cases. All patients
were followed with US at 6 weeks and 6 months
post-operatively, then on a yearly basis, with a
minimum follow-up of 36 months. Only sympto-
matic patients underwent a postoperative repeat
VCUG. Statistical analysis consisted of chi-square
test and Mann-Whitney, with p value <0.05 being
statistically significant. There is no consensus regarding the best
choice between the proximal and distal approaches
in the treatment of symptomatic disease in duplex
systems, as well as the adequate length of ureteral
dissection in the later technique (7, 8). Operative technique detailsl Briefly, upper-pole nephrectomy involves
proximal ureteral dissection of affected moiety, li-
gation of polar vessels, division of two moieties and
resection of the ischemic upper pole with electric or
harmonic scalpel. Care is taken to remove all non-
-viable renal and collector tissue to prevent post-
-operative retention cysts. The extended distal urete-
rectomy, performed in Group-2, can be challenging
due to the common sheath of the duplicated ureters
(10). Laparoscopic approach precludes the need of
another open incision to perform distal dissection
(Figure-1). The careful dissection is extended close
to the UVJ, avoiding lesion to the functional lower
pole ureter (Figure-1). As mentioned above, ligation
of the distal stump in both groups is based on base-
line pathology, being obligatory in cases of VUR and
optional for obstructive cases (Figure-1). IBJU | EXTENDED UPPER POLE URETERECTOMY This study aims to identify if extended ure-
teral dissection can prevent DUSS in the upper or
proximal approach. INTRODUCTION infection due to ureteral obstruction of the upper
pole, megaureter, ureterocele or ectopic ureter, and/
or vesicoureteral refl ux to the lower pole, eventually
compromising affected moiety function (2, 3). Duplex kidneys are the most common con-
genital anomalies of the upper urinary tract, with an
estimated incidence of 0.8% (1). Symptomatic duplex
kidneys usually present with recurrent urinary tract Upper-pole nephrectomy is a widely per-
formed procedure to correct symptomatic duplex 821 MATERIALS AND METHODS An ethics committee approved (research pro-
tocol 1.895748) the study and a prospective database
was maintained for consecutive patients undergoing
surgery for duplex kidneys in our tertiary pediatric
urology center between 2005 and 2017 and a re-
trospective analysis was performed. Upper-pole ne-
phrectomy has been the standard of care in our insti-
tution for symptomatic non-functioning upper pole
moieties in duplex kidneys. All patients underwent
ultrasonography (US) and DMSA nuclear scan or
computer tomography scan that confirmed the sig-
nificantly impaired anatomy and function of the
upper moiety, as well as a voiding urethrocystogram
(VCUG) prior to surgery. Indications for surgery in- 822 IBJU | EXTENDED UPPER POLE URETERECTOMY opic dissection of distal ureter in a 4 years-old girl with duplex kidney with non-functioning refl ux Figure 1 - Laparoscopic dissection of distal ureter in a 4 years-old girl with duplex kidney with non-functioning refl ux
upper pole. A- Initial dissection of common sheath; B- Dissection of ureters below iliac vessels; C- Final aspect of the distal upper pole ureter dissection; D -Final dissection of
Ureterovesical junction; E- Ligation of upper pole ureter; F- Final aspect of ureteral stump. A- Initial dissection of common sheath; B- Dissection of ureters below iliac vessels; C- Final aspect of the distal upper pole ureter dissection; D -Final dissection of
Ureterovesical junction; E- Ligation of upper pole ureter; F- Final aspect of ureteral stump. A- Initial dissection of common sheath; B- Dissection of ureters below iliac vessels; C- Final aspect of the distal upper pole ureter dissection; D -Final dissection of
Ureterovesical junction; E- Ligation of upper pole ureter; F- Final aspect of ureteral stump. RESULTS This symptomatic patient in group-2 was further
investigated and a dysfunctional voiding pattern
was diagnosed, being addressed with diet impro-
vement and frequent voiding instructions after the
surgical repair. No lesions of lower moiety ureter
neither lower pole loss of function was identifi ed
during or after surgery for both groups. A total of 44 upper pole nephrectomies
were performed: 28 in Group-1 and 16 in group-2. Sex, diagnosis, indication for initial surgery and
age at surgery were similar between groups. Two
patients in group-1 and one patient in group-2
underwent ureterocele puncture before surgery
and presented with secondary vesical ureteral re-
fl ux to upper pole. Median follow-up was signifi -
cantly shorter among patient submitted to exten-
ded ureterectomy (42 months, with range of 36
- 108) compared to limited dissection (84 months,
with a range of 72-184) (Table-1). Although the global rate of re-do surgeries
did not reach a statistically signifi cant difference
(p=0.07), subgroup analysis showed that Group-1
presented more DUSS (with at least one of pre-
viously described symptoms) requiring surgery
during follow-up than group-2 (p=0.04), requiring
laparoscopic ureteral stump resection in 5 patients
and open UVRS in one. Another patient from
group-1 persisted with urethral obstruction (due
to non-collapsed ureterocele) and was submitted
to successfully UVRS. Detailed data and need for
further surgery are presented in Table-1. Factors
possibly affecting complications incidence, such
as ureterocele or ectopic ureter, did not differ be-
tween groups (p=0.72 and p=0.78). Overall complication was 20%. A total of
8 patients required unplanned further surgery in
Group-1 (30%) whereas only 1 patient required
unplanned surgery in group-2 (6%). One patient
in each group presented with de novo refl ux to the
lower remnant pole and were treated with endos-
copic injection of bulking agent and uretero-ve-
sical reconstructive surgery (UVRS), respectively. 823 IBJU | EXTENDED UPPER POLE URETERECTOMY Table 1 - Demographics, follow-up, unplanned surgery diagnosis and need of further surgery. RESULTS Group
1- Limited ureteral extension
2- Extended Ureteral
Dissection
p value
Sex
F / M
26(92%) / 2(8%)
11(68%) / 4(32%)
p=0.08
Diagnosis
Upper pole ureterocele
14 (50%)
9 (60%)
0.72
Secondary vur after puncture
2(7%)
1(6%)
0.64
Primary UVJ obstruction
6(21%)
2(12%)
0.42
Ectopic ureter
6(21%)
4(24%)
0.78
Indication for initial surgery
Urinary tract infection
17(60%)
9(60%)
0.63
Urinary incontinence
4 (14%)
1(6%)
0.45
Progressive hydronephrosis
6(21%)
4(24%)
0.69
Urethral obstruction
1(3,5%)
2(12%)
0.23
Mean age at surgery (months) / SD*
15.5 / 47.7
17/39
0.43
Median follow-up (months)
84
42.5
0.003
Unplanned surgery diagnosis
8 (30.7%)
1 (6%)
0.07
DE NOVO reflux to lower pole moiety
1 (12,5%)
1(100%)
0.64
Ureteral stump sindrome
6 (75%)
0
0.04
Persistent urethral obstruction
(ureterocele)
1 (12.5%)
0
0.45
Need of further surgery
Endoscopic injection to remnant moitey
1(12.5%)
0
Uretero-vesical reconstructive surgery
2(25%)
1(100%)
Laparoscopic ureteral stump ressection
5(62.5%)
0
*Standard deviation. Table 1 - Demographics, follow-up, unplanned surgery diagnosis and need of further surgery. Classic upper pole nephrectomy is a widely
accepted procedure to correct symptomatic duplex
systems with poor functioning moieties, but seve-
ral complications of this approach were described
in literature: loss of function in the remaining lower
pole as high as 8% (11), ureteral stump complications
around 16% (9) and de novo reflux to lower pole in
up to 25% (5, 12). Main advantages of this approa-
ch when performed laparoscopically are those of the IBJU | EXTENDED UPPER POLE URETERECTOMY minimally invasive approach, with reduced pain and
faster recovery (10). complication rate after UVRS surgery. Their proximal
data were published in a previous paper, however the
length of ureteral dissection was not cited (5). The
complication rate after UVRS was 5% whereas in the
top-down approach was 21%. In our cohort, exten-
ded distal ureteral dissection had a limited complica-
tion rate of 6%, while the limited ureteral resection
group reached 30%. These results are consonant to
another paper that proposed bottom-up approach as
well: Gran et al. showed 8% complication rate after
UVRS (4). UVRS, on the other hand, may have a lower
incidence of complication related to the ureteral ecto-
pia, ureteral stump and ureterocele, which are known
to be possible complications of top-down approach
(5). This approach, however, is related to a longer
urethral catheterization time, longer hospital stay,
bladder spasms, hematuria and potentially increased
risk of bladder dysfunction and ureteral obstruction
(4, 13, 14), although recent papers reported lower in-
cidence of these complication (15, 16). Leaving dys-
plastic or hydronephrotic tissue with impaired func-
tion in situ could be harmful as well. Husmann et
al. (17) reported 5% incidence of persisting urinary
tract infections despite de-obstruction, and anecdotal
cases of hypertension, proteinuria and renal tumors
were reported. Our study has several limitations. Although
database was maintained prospectively, a retrospec-
tive analysis was performed. The patient allocation
to each group was not randomized and therefore
the Group-2 had a shorter follow-up compared to
Group-1. This shorter follow-up is based primarily on
the surgeon’s observation that a longer ureteral dis-
section could potentially prevent complications du-
ring upper pole nephrectomy, so there was a surgical
shift towards extending the distal ureteral dissection. Another limitation of this study is that Group-2 was
operated later on, with an advanced knowledge and
manage on bladder bowel dysfunctions, which could
eventually lead to reduced chance of UTI and stum-
pectomies. Further prospective randomized studies
can corroborate our study hypothesis and maintain
top-down approach as first-line option to treat du-
plex system kidneys without increasing DUSS inci-
dence, adding minimally invasive benefits to treat-
ment. As both ureters in duplex system kidneys run
inside the same sheath deep in the pelvis, especially
below iliac vessels, classic open top-down approach
may limit a successful dissection to the level above
iliac vessels. IBJU | EXTENDED UPPER POLE URETERECTOMY Development of laparoscopic knowled-
ge and ability allows safe extended separation of the
ureters, with low risk of lesion to the lower pole ure-
ter, even when performed close to the UVJ. Numerous authors reported the need of com-
plementary surgery in the proximal approach betwe-
en 15 and 25%, either for DUSS or new onset reflux
to lower pole, especially in patients with concurrent
ureterocele (5, 17), but none of these authors perfor-
med an extended distal ureteral dissection, nor ci-
ted the length of ureteral dissection to prevent such
complications. In fact, most of the papers cited only
partial nephrectomy as the surgical technique, which
probably resulted in a long ureteral stump left behind. CONCLUSIONS Upper pole nephrectomy performed with ex-
tended distal ureteral dissection can prevent ureteral
stump complications. Escolino et al. (10) studied the ureteral stump
length after laparoscopic and retroperitoneosco-
pic heminephroureterectomy for duplex kidneys in
symptomatic patients. Laparoscopic ureteral stump
measure varied between 3 to 7mm while retroperi-
toneoscopic ureteral stump measured 20 to 50mm. Five years follow-up revealed no complications in
the laparoscopic approach compared to two DUSS
after retroperitoneoscopic surgery that required com-
plementary surgery. DISCUSSION The management of symptomatic duplex
kidney with severely impaired upper pole has been a
recurrent issue in literature. Proximal approach with
upper pole nephrectomy or distal (UVRS) approach,
addressing the UVJ and preserving the upper moiety,
are options to treat these patients (8). 824 IBJU | EXTENDED UPPER POLE URETERECTOMY CONFLICT OF INTEREST None declared. None declared. IBJU | EXTENDED UPPER POLE URETERECTOMY 2. Bastos JM Netto, Rondon AV, Machado MG, Zerati
M Filho, Nascimento RLP, Lima SVC, et al. Brazilian
consensus on vesicoureteral reflux-recommendations
for clinical practice. Int Braz J Urol. 2020; 46:523-37. 10. Escolino M, Farina A, Turrà F, Cerulo M, Esposito R, Savanelli
A, et al. Evaluation and outcome of the distal ureteral stump
after nephro-ureterectomy in children. A comparison
between laparoscopy and retroperitoneoscopy. J Pediatr
Urol. 2016; 12:119.e1-8. 3. Andrioli V, Regacini R, Aguiar W. Primary Vesicoureteral
reflux and chronic kidney disease in pediatric population. What we have learnt? Int Braz J Urol. 2020; 46:262-8. 11. Gundeti MS, Ransley PG, Duffy PG, Cuckow PM, Wilcox
DT. Renal outcome following heminephrectomy for duplex
kidney. J Urol. 2005; 173:1743-4. 4. Gran CD, Kropp BP, Cheng EY, Kropp KA. Primary lower
urinary tract reconstruction for nonfunctioning renal
moieties associated with obstructing ureteroceles. J
Urol. 2005; 173:198-201. 12. De Caluwe D, Chertin B, Puri P. Fate of the retained ureteral
stump after upper pole heminephrectomy in duplex kidneys. J Urol. 2002; 168:679-80. 5. Pearce R, Subramaniam R. Partial nephroureterectomy
in a duplex system in children: the need for additional
bladder procedures. Pediatr Surg Int. 2011; 27:1323-6. 13. Fung LC, McLorie GA, Jain U, Khoury AE, Churchill BM. Voiding efficiency after ureteral reimplantation: a comparison of
extravesical and intravesical techniques. J Urol. 1995; 153:1972-5. 6. Malek RS, Moghaddam A, Furlow WL, Greene LF. Symptomatic ureteral stumps. J Urol. 1971; 106:521-8. 14. Sillén U. Bladder dysfunction in children with vesico-ureteric
reflux. Acta Paediatr Suppl. 1999; 88:40-7. 15. de Kort LM, Klijn AJ, Uiterwaal CS, de Jong TP. Ureteral
reimplantation in infants and children: effect on bladder
function. J Urol. 2002; 167:285-7. 7. Hisamatsu E, Takagi S, Nakagawa Y, Sugita Y. Nephrectomy
and upper pole heminephrectomy for poorly functioning
kidney: Is total ureterectomy necessary? Indian J Urol. 2012; 28:271-4. 16. de Jong TP, Dik P, Klijn AJ, Uiterwaal CS, van Gool JD. Ectopic ureterocele: results of open surgical therapy in 40
patients. J Urol. 2000; 164:2040-3. 8. Keene DJB, Subramaniam R. Duplex systems: Top-down
or bottom-up approach? J Pediatr Urol. 2020; 16:387. e1-387.e8. 17. Husmann D, Strand B, Ewalt D, Clement M, Kramer S,
Allen T. Management of ectopic ureterocele associated with
renal duplication: a comparison of partial nephrectomy and
endoscopic decompression. J Urol. 1999; 162:1406-9. 9. Dénes FT, Danilovic A, Srougi M. Outcome of laparoscopic
upper-pole nephrectomy in children with duplex systems. J Endourol. REFERENCES 1. Androulakakis
PA,
Stephanidis
A,
Antoniou
A,
Christophoridis C. Outcome of the distal ureteric stump after
(hemi)nephrectomy and subtotal ureterectomy for reflux or
obstruction. BJU Int. 2001; 88:586-9. Keene et al. (8) compared proximal to dis-
tal approach and found statistically significant lower 825 825 IBJU | EXTENDED UPPER POLE URETERECTOMY _______________________
Correspondence address:
Bruno Nicolino Cezarino, MD
Unidade de Urologia Pediátrica, Divisão de Urologia,
Hospital das Clínicas, Faculdade de Medicina da
Universidade de São Paulo, SP, Brasil
Av. Dr. Enéas Carvalho de Aguiar, 255,
Cerqueira César, São Paulo, SP, 05403-000, Brasil
E-mail: brunocezarino@yahoo.com.br
Fax: + 55 11 3159-1921 IBJU | EXTENDED UPPER POLE URETERECTOMY 2007; 21:162-8. _______________________
Correspondence address:
Bruno Nicolino Cezarino, MD
Unidade de Urologia Pediátrica, Divisão de Urologia,
Hospital das Clínicas, Faculdade de Medicina da
Universidade de São Paulo, SP, Brasil
Av. Dr. Enéas Carvalho de Aguiar, 255,
Cerqueira César, São Paulo, SP, 05403-000, Brasil
E-mail: brunocezarino@yahoo.com.br
Fax: + 55 11 3159-1921 826
|
https://openalex.org/W2607789980
|
https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0176167&type=printable
|
English
| null |
Correlation of histopathologic characteristics to protein expression and function in malignant melanoma
|
PloS one
| 2,017
|
cc-by
| 8,278
|
RESEARCH ARTICLE OPEN ACCESS Citation: Welinder C, Pawłowski K, Szasz AM,
Yakovleva M, Sugihara Y, Malm J, et al. (2017)
Correlation of histopathologic characteristics to
protein expression and function in malignant
melanoma. PLoS ONE 12(4): e0176167. https://
doi.org/10.1371/journal.pone.0176167 Editor: Michal Zmijewski, Medical University of
Gdańsk, POLAND Metastatic melanoma is still one of the most prevalent skin cancers, which upon progression
has neither a prognostic marker nor a specific and lasting treatment. Proteomic analysis is a
versatile approach with high throughput data and results that can be used for characterizing
tissue samples. However, such analysis is hampered by the complexity of the disease, het-
erogeneity of patients, tumors, and samples themselves. With the long term aim of quest for
better diagnostics biomarkers, as well as predictive and prognostic markers, we focused on
relating high resolution proteomics data to careful histopathological evaluation of the tumor
samples and patient survival information. Gdańsk, POLAND
Received: October 31, 2016
Accepted: April 6, 2017
Published: April 26, 2017
Copyright: © 2017 Welinder et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Copyright: © 2017 Welinder et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. * Gyorgy.Marko-Varga@bme.lth.se Background Editor: Michal Zmijewski, Medical University of
Gdańsk, POLAND Correlation of histopathologic characteristics
to protein expression and function in
malignant melanoma Charlotte Welinder1,2, Krzysztof Pawłowski3,4, A. Marcell Szasz1,2,5, Maria Yakovleva2,
Yutaka Sugihara1, Johan Malm2,4, Go¨ran Jo¨nsson1, Christian Ingvar6, Lotta Lundgren1,7,
Bo Baldetorp1, Håkan Olsson1,7,8, Melinda Rezeli9, Thomas Laurell2,9,
Elisabet Wieslander1, Gyo¨rgy Marko-Varga2,9,10* 1 Division of Oncology and Pathology, Dept. of Clinical Sciences Lund, Lund University, Lund, Sweden,
2 Centre of Excellence in Biological and Medical Mass Spectrometry “CEBMMS”, Biomedical Centre D13,
Lund University, Lund, Sweden, 3 Faculty of Agriculture and Biology, Dept. of Experimental Design and
Bioinformatics, Warsaw University of Life Sciences, Warszawa, Poland, 4 Dept. of Translational Medicine,
Lund University, Malmo¨, Sweden, 5 2nd Dept. of Pathology, Semmelweis University, Budapest, Hungary,
6 Dept. of Surgery, Dept. of Clinical Sciences Lund, Lund University, Skåne University Hospital, Lund,
Sweden, 7 Dept. of Oncology, Skåne University Hospital, Lund, Sweden, 8 Cancer Epidemiology, Dept. of
Clinical Sciences, Lund University, Lund, Sweden, 9 Clinical Protein Science & Imaging, Biomedical Centre,
Dept. of Biomedical Engineering, Lund University, BMC D13, Lund, Sweden, 10 First Dept. of Surgery, Tokyo
Medical University, Tokyo, Japan a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 Conclusion In this feasibility study, promising results show the feasibility of relating proteomics to histo-
pathology and clinical outcome, and insight thus can be gained into the molecular processes
driving the disease. The combined analysis of histological features including the sample cel-
lular composition with protein expression of each metastasis enabled the identification of
novel, differentially expressed proteins. Further studies are necessary to determine whether
these putative biomarkers can be utilized in diagnostics and prognostic prediction of meta-
static melanoma. Deep sequencing and clinicopathological analysis of lymph node metastatic melanoma Competing interests: The authors have declared
that no competing interests exist. Results Competing interests: The authors have declared
that no competing interests exist. In this feasibility study, several proteins were identified that positively correlated to tumor tissue
content including IF6, ARF4, MUC18, UBC12, CSPG4, PCNA, PMEL and MAGD2. The study
also identified MYC, HNF4A and TGFB1 as top upstream regulators correlating to tumor tissue
content. Other proteins were inversely correlated to tumor tissue content, the most significant
being; TENX, EHD2, ZA2G, AOC3, FETUA and THRB. A number of proteins were significantly
related to clinical outcome, among these, HEXB, PKM and GPNMB stood out, as hallmarks of
processes involved in progression from stage III to stage IV disease and poor survival. Patients and methods Data Availability Statement: Proteomics data
were used, as deposited in the PRIDE database,
under the dataset identifier PXD001725. Regional lymph node metastases obtained from ten patients with metastatic melanoma
(stage III) were analyzed by histopathology and proteomics using mass spectrometry. Out
of the ten patients, six had clinical follow-up data. The protein deep mining mass spectrome-
try data was related to the histopathology tumor tissue sections adjacent to the area used
for deep-mining. Clinical follow-up data provided information on disease progression which
could be linked to protein expression aiming to identify tissue-based specific protein markers
for metastatic melanoma and prognostic factors for prediction of progression of stage III
disease. Funding: This study was supported by grants from
Mrs. Berta Kamprad Foundation, Vinnova, Inga-
Britt and Arne Lundbergs Foundation, The Crafoord
Foundation, and European Research Council
Advanced Grant. The funders had no role in study
design, data collection and analysis, decision to
publish, or preparation of the manuscript. 1 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 Deep sequencing and clinicopathological analysis of lymph node metastatic melanoma studies in the past years [14–20]. Most melanomas harbor alterations in the BRAF, NF1, RAS,
MDM2 (KIT) genes, which result in activation of the MAPK and RAS pathways conferring
survival advantage by reprogramming crucial cell cycle and apoptotic cellular functions [21]. Clinical and pathological properties partly reflect the identified (BRAF, RAS, NF1, triple wild
type) genomic subtypes of melanoma, but from both clinical and genetic perspective the
groups still are heterogeneous [21]. Newly developed drugs allowing targeted therapy such as kinase inhibitors or drugs modu-
lating the immune response currently provide more promise to the patients [22–27]. However,
some of these newer treatments have also been subjected to the development of resistance [28]. Recently, the Food and Drug Administration (FDA) approved nivolumab (Opdivo), a PD-1
immune checkpoint inhibitor, for the treatment of advanced (unresectable or metastatic) mel-
anoma in adults, regardless of BRAF status. The drug was approved by FDA for the treatment
of patients both with BRAF V600 wild-type unresectable and BRAF V600 mutation-positive
metastatic melanoma in addition to combination treatment with ipilimumab (anti-CTLA-4
antibody). With several options requiring individualized treatment, there is a great demand
for validated biomarkers that can support both the primary diagnosis and preferably predict
the progression of disease and response to treatment of metastatic disease. Predictive biomark-
ers of response to immune checkpoint inhibitors are currently under evaluation including but
not limited to the lymphocytic infiltration of the tumor (= the immunoscore) [29], PD-L1
expression and or CTLA-4 expression [30]. Building upon our previous proteomics work [31] and related genomics studies [32–34],
proteomics data for samples from 10 patients with lymph node metastatic melanoma (PRIDE
dataset identifier: PXD001725) were referred to histopathological and clinical work-up and
evaluation. Thus, in this feasibility study, in addition to the deep mining proteomic analysis utilizing
high-resolution reversed phase nano-separation in combination with mass spectrometry, we
also performed in depth pathological characterization (including tissue composition, tumor
characteristics and lymphocytic infiltration). The pathological analyses were performed on
tumor tissues sections adjacent to the areas used for deep mining. Clinical follow-up informa-
tion of the patients was reviewed and the cases were grouped into prognostic sets. Hence, the
protein expression could be related to the specific cellular composition of the sample. Based on
identified protein signatures, molecular classification and clinicopathological characterization,
emerging biological relevance could be assigned to several marker proteins. PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 Introduction Cutaneous metastatic melanoma (MM) is the sixth most common cancer worldwide with an
increasing incidence especially in the Northern European countries and Australia [1, 2]. In
Sweden it is the fifth most prevalent malignant neoplasm both in men (following prostate,
colon, non-melanocytic skin and urinary tract tumors) and women (following breast, colon,
non-melanocytic skin and uterine neoplasms) with an annual incidence of 5% [3, 4]. Malignant melanoma possessing a wide variety of cytomorphologic features can be consid-
ered as a challenge from a diagnostic perspective, and is well-known for its metastatic spread,
most common to the lungs, liver, brain, bone and skin but sometimes to any, and often
unusual location in the body. Melanoma tumors commonly possess a broad toolkit to escape
from the body surveillance system [5] thus facilitating further metastatic spread. Examples of
such mechanisms are replicative immortality, genome instability and mutation, resistance to
cell death, deregulated cellular energetics, sustaining proliferative signaling, evasion of growth
suppressors, activation of invasion and metastasis, tumor promoting inflammation and means
to avoid immune destruction [6]. Screening and early detection improve survival from MM and a better outcome can be
expected once surgical removal of early primary lesion was performed, still about 15–25% of
the sentinel lymph nodes contain metastatic melanoma cells [7]. Progression from the lymph
nodes may occur with time, and metastatic melanoma has been inherently difficult to treat
with a low survival rate (< 15% at 5 years) [8]. A phase 3 clinical trial (Multicenter Selective
Lymphadenectomy Trial II, or MSLT-II) is designed and conducted to answer the question
whether sentinel lymph node biopsy should routinely be followed by removal of the remaining
regional lymph nodes (complete lymph node dissection) if the sentinel lymph node is positive
for melanoma, or it should be followed-up by ultrasound [9] Factors determining prognosis routinely rely on clinicopathological characteristics of the
patient and primary tumor [10–13], which have been supplemented with DNA sequencing PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 2 / 16 Materials and methods
Clinical samples The location of primary tumors and progression of melanomas is displayed in Fig 1. This
study was approved by the Regional Ethical Committee at Lund University, Southern Sweden,
approval number: DNR 191/2007 and 101/2013. All patients within the study provided a
written informed consent. The tumor tissues used were lymph node metastases from 10 mela-
noma patients undergoing surgery at Lund University Hospital, Sweden. The clinical informa-
tion on respective patients is summarized in Table 1. The fresh specimens were divided into
two parts. One portion of the metastasis was fixed in formalin, embedded in paraffin (FFPE)
and subsequently sectioned for histopathologic confirmation and the other part was snap fro-
zen within minutes after removal and stored at -80˚C in the Biobank. All FFPE samples were
routinely confirmed for diagnosis at the department of surgical pathology. The frozen speci-
mens were used as described below for both protein expression analysis and further histologi-
cal evaluations. 3 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 Deep sequencing and clinicopathological analysis of lymph node metastatic melanoma Deep sequencing and clinicopathological analysis of lymph node metastatic melanoma Table 1. Clinical information of patient characteristics. Breslow thickness and Clarks refer to primary melanoma feature. Tumor
Gender
Age at met
Age at primary
Breslow class
Clark
Stage
Status
OS
DSS
MM35
Male
55
54
3
4
3
Alive
7960
-
MM98
Male
75
73
4
4
3
Dead
519
519
MM504
Male
54
NA
NA
NA
NA
Dead
451
451
MM687
Male
74
72
1
2
3
Dead
591
591
MM787
Male
81
78
2
4
3
Dead
734
734
MM812
Male
51
NA
NA
NA
NA
Alive
5028
-
MM813
Female
54
54
2
3
3
Alive
4913
-
MM825
Female
66
64
2
4
3
Alive
4508
-
MM829
Male
55
49
1
2
3
Alive
4431
-
MM835
Female
36
32
3
3
3
Alive
4353
-
NA–not available
OS–Calculated from date of sample collection to 20160622. DSS–Calculated from date of sample collection to date of dead in melanoma disease. Table 1. Clinical information of patient characteristics. Breslow thickness and Clarks refer to primary melan Table 1. Clinical information of patient characteristics. Breslow thickne https://doi.org/10.1371/journal.pone.0176167.t001 power with dense melanin content); predominant cytoplasmic properties were assigned as
unremarkable, eosinophilic or mixed. The lymphocytic infiltration in two dimensions (distri-
bution: 0: no infiltration, 1: less than 25% of tumor infiltrated, 2: 25–50% of tumor infiltrated,
3: more than 50% of tumor infiltrated by lymphocytes; density was assessed on a 0–3 semi-
quantitative scale) was assessed resulting in a combined (lymphocyte distribution + lympho-
cyte density) = immunoscore (sum of components: 0, 2–6). Histological evaluation of tumors Frozen tissue samples were sectioned on a cryostat into 6 μm thick sections, placed upon glass
slides, dried at 37˚C for 30 min and fixed with 100% methanol for 5 min. The sections were
stained with hematoxylin and eosin (HE) [35]. Histological examination was performed on
sections immediately neighboring on both sides those sections that were solubilized and sub-
jected to LC-MS/MS investigation. The tumor samples were analyzed for their contents
regarding ratio of neoplastic area, adjacent lymph node area, necrosis and connective tissue
including fat, fibrous tissue or other material. The tumor parameters were grouped and scored
as referenced [21]: tumor cell size was initially measured and assigned as < 20 um, 20–25 um,
> 25 um; tumor cell shape was classified as epithelioid, spindle or mixed; pigmentation was
scored as 0–3 (0 = no melanin pigment, 1 = slight melanin pigmentation visible at high power,
2 = moderate pigmentation visible at low power, 3 = high pigmentation readily visible at low Fig 1. Location of primary tumors on the body of melanoma patients and their route of progression. Red font represents poor prognosis (“non-
survivors”), green font represents good prognosis (“survivors”). https://doi.org/10.1371/journal.pone.0176167.g001 Fig 1. Location of primary tumors on the body of melanoma patients and their route of progression. Red font represents poor prognosis (“non-
survivors”), green font represents good prognosis (“survivors”). https://doi.org/10.1371/journal.pone.0176167.g001 Fig 1. Location of primary tumors on the body of melanoma patients and their route of progression. Red font represents poor prognosis (“non-
survivors”), green font represents good prognosis (“survivors”). https://doi.org/10.1371/journal.pone.0176167.g001 https://doi.org/10.1371/journal.pone.0176167.g001 4 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 Proteomics data Proteomics data were used, as deposited in the PRIDE database, under the dataset identifier
PXD001725 [31]. At least two unique peptides were necessary for protein identification, and at
the parameter Peptide Confidence in Proteome Discoverer was required to be “high”. Prognostic grouping of patients based on clinical follow-up data For prediction of occurrence of distant organ metastases and eventually, survival we have
reviewed the clinical history and the follow-up information on all 10 patients. Overall survival
(OS) and disease-specific survival (DSS) of the patients were available. Kaplan-Meier survival
curve supported by log-rank test was constructed (Fig 2A). In order to relate protein expres-
sion data to clinical outcome, we have identified a group of “survivors” (group 1 in Fig 2A, 2B
and 2C), who did not develop any further recurrence of the neoplastic disease on a long-term
follow-up period (range = 4353–7960 days) as compared to”non-survivors” (group 2 in Fig
2A, 2B and 2C) who have progressed to stage IV cancer and eventually succumbed to wide-
spread malignant melanoma (range = 451–591 days). We excluded those cases, which had
tumor tissue of less than 10% on the slides (Fig 2C), and one case which deceased without evi-
dence of malignancy (Fig 2C). The characteristics of the tumors of the clinically and patholog-
ically stratified patients are displayed in Table 2. Bioinformatics Initial functional analysis of protein lists used the DAVID and ConsensusPathDb tool sets [36,
37]. Enrichment of the lists in particular functional annotations was assessed by Fisher’s exact
test with Benjamini correction for multiple tests. Gene Ontology annotations, SwissProt 5 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 Deep sequencing and clinicopathological analysis of lymph node metastatic melanoma keywords, and KEGG pathways were used as annotation terms for the enrichment analysis. For lists of proteins with significantly changed expression, the background protein sets con-
sisted of all proteins detected. Other visualizations, list manipulations and charts were con-
ducted in Spotfire (Tibco Software, Inc., Palo Alto, CA, USA). Investigation of correlations between protein expression data and histopathology was per-
formed for histological parameters: 1) tumor percentage, 2) connective tissue percentage, 3)
adjacent lymph node area and 4) immunoscore. Herein, for protein expression, detection
count was used as proxy for abundance. With triplicate proteomics analysis of every patient
sample, detection count ranged from zero to three. Spearman rank correlation was used, in
home-made scripts within the R environment. For statistical analysis of significant differences in protein occurrences between the clinical
“survivors” and “non-survivors” patient sample sets, t-test was applied as implemented in the
Perseus toolkit (http://www.coxdocs.org/doku.php?id=perseus:start). For the purpose of this
test, for each protein total PSM count was used as proxy for protein abundance, thus the t-test
compared 9 vs. 9 samples for every protein (3 patients per group times 3 replicates). For in-depth functional analysis of the set of differentially regulated proteins (“survivors”
vs. “non-survivors”) and of the set of proteins correlated significantly with sample tumor con-
tent, QIAGEN’s Ingenuity Pathway Analysis (Qiagen, Redwood City, CA, USA) was used to
generate relationship networks, and perform additional functional analyses. Histological characterization The pathological evaluation is based on general directives of pathological assessment of tumor
landmarks which is comparable to other studies previously performed [21], in addition to the Fig 2. (A) Overall survival of the prognostic groups, “survivors” (group 1) and “non-survivors” (group 2). (B) All ten cases were subjected to rigorous review
both on histological and clinical grounds. (C) Those were omitted (lighter grey text), where the tumor content of the examined tissue was low (<10%) or the
clinical follow-up data resulted in non-disease-specific outcome measures (one patient in group 2 died without evidence of malignancy). Abbreviations: l:
left; r: right; LN met: lymph node metastasis; CNS: central nervous system; tx: therapy. Numbers in brackets mean lymph nodes containing metastatic
melanomas / all lymph nodes dissected from either the groin or the axilla: nmetastatic/nall. Fig 2. (A) Overall survival of the prognostic groups, “survivors” (group 1) and “non-survivors” (group 2). (B) All ten cases were subjected to rigorous review
both on histological and clinical grounds. (C) Those were omitted (lighter grey text), where the tumor content of the examined tissue was low (<10%) or the
clinical follow-up data resulted in non-disease-specific outcome measures (one patient in group 2 died without evidence of malignancy). Abbreviations: l:
left; r: right; LN met: lymph node metastasis; CNS: central nervous system; tx: therapy. Numbers in brackets mean lymph nodes containing metastatic
melanomas / all lymph nodes dissected from either the groin or the axilla: nmetastatic/nall. 6 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 Deep sequencing and clinicopathological analysis of lymph node metastatic melanoma Table 2. Histopathological properties of the melanoma metastases evaluated in this study. The ten tumors are grouped according to clinicopathologi-
cal classification. GROUPING
Clinicopathologic
All
Equivocal*
"survivors"
"non-survivors"
Tumor cell size
<20 microns
10
4
3
3
20–25 microns
0
0
0
0
>25 microns
0
0
0
0
Tumor cell shape
epithelioid
7
2
2
2
Spindle
0
0
0
0
Mixed
3
1
1
1
Pigment score
0
2
1
1
0
1
2
0
0
1
2
2
1
1
0
3
4
1
1
2
Cytoplasm
eosinophilic
10
4
3
3
Unremarkable
0
0
0
0
Mixed
0
0
0
0
Lymphocyte distribution
0
0
0
0
0
1
4
1
1
2
2
3
2
1
1
3
1
0
1
0
Lymphocyte density
0
0
0
0
0
1
6
2
1
2
2
2
1
1
1
3
0
0
0
0
Immunoscore (= lymphocyte density+ lymphocyte distribution)
0
0
0
0
0
2
3
1
1
1
3
4
0
1
1
4
0
1
0
0
5
1
0
1
0
6
0
0
0
0
Tumor (%)
Avg
59.4
21.3
74.6
94.6
Adjacent lymph node area (%)
Avg
27.0
50.5
21.8
0.5
Necrosis (%)
Avg
0
0
0
0
Connective tissue content (%)
avg
13.7
27.8
3.5
4.8
* equivocal cases represent those cases which had tumor tissue of less than 10% on the slides and one patient who deceased without evidence of ses, which had tumor tissue of less than 10% on the slides, and one patient who deceased without evidence of detailed pathophysiological disease status that each patient´s tissue represents. The first section
of tumor tissue was stained with HE, the adjacent sections were subjected to proteomic analysis,
and finally the last section was stained with HE and was also characterized by histology. The gen-
eral tumor cell content of lymph nodes containing metastasis tissues was assessed, and percent-
ages of identified areas were recorded. The melanoma metastases were also characterized for
their cytological appearance: tumor cell size and shape, predominant cytoplasmic appearance in
line with pigmentation. A pigment score and lymphocyte distribution and density were assessed
resulting in a combined immunoscore as described in Materials and Methods (Table 2). PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 Correlation of protein expression to histological evaluation In this study, applying conservative criteria, more than 3000 proteins were detected in meta-
static melanoma samples [31]. Investigation of correlations between protein expression data
and histopathology was performed for histological parameters: 1) tumor percentage, 2) “back-
ground” connective tissue percentage, 3) adjacent lymph node area and 4) tumor immuno-
score. Herein, for protein expression, detection count was used as proxy for abundance. With
triplicate proteomics analysis of every patient sample, the detection count ranged from zero to
three. A downside to this approach was the fact that correlation could not be calculated for 159
proteins detected in each sample. The correlation of protein expression to tumor percentage and to immunoscore were them-
selves significantly correlated (r = 0.57, p-value < 10−5). Among the 288 proteins significantly
positively correlated to tumor percentage (shown in S1 Table), there were four proteins clearly
labelled as melanoma markers: melanoma cell adhesion molecule (MUC18) [38], melanoma
chondroitin sulfate proteoglycan (CSPG4) [39], melanocyte protein (PMEL, melan A), mela-
noma-associated antigen D2 (MAGD2). Among melanoma markers and proteins linked to
this disease, alpha-synuclein and PMEL were significantly correlated to tumor percentage
while S100A1 had correlation close to significance at r = 0.61 (p = 0.06. However, S100B had a
low correlation to tumor percentage at r = 0.32 (p = 0.37). As many as 71 proteins were nega-
tively correlated to tumor content, however, these may be specific to non-tumor cell types
(connective tissues and/or adjacent lymph node) rather than being specific to lack of tumor
shown in S2 Table. An analysis of functional annotations over-represented among proteins correlated to
tumor percentage was performed using the ConsensusPathDB and DAVID systems. Both
analyses brought similar conclusions. Aminoacyl-tRNA- biosynthesis tRNA-charging was one
of top pathways and biological processes significantly related to the protein set. This outcome
was due to the fact that nine aminoacyl-tRNA-synthetases were significantly correlated to
tumor percentage. These were those for Gln, Thr, Val, Cys, Asp, Ala, His, Arg and Ile, with the
r correlation coefficient ranging from 0.67 to 0.81. Aminoacyl tRNA synthetases are believed
to be involved in tumorigenesis presumably involving their additional domains which are not
directly responsible to their biosynthetic activities [40]. Recently, one aminoacyl tRNA synthe-
tase was used as a cancer drug target [41]. Deep sequencing and clinicopathological analysis of lymph node metastatic melanoma composed of generally small sized tumor cells (< 20 microns) with a predominantly eosino-
philic cytoplasm (100%, for both properties). The shape of tumor cells was mostly epithelioid
in 7 (70%) cases, while presence of admixed spindle morphology was noted in 3 (30%) cases. Melanin pigment was noted as follows; two score 0, two score 1, two score 2 and four score 3
cases were observed. Immunoscore could only be established in 8 cases, because the amount of
tumor was too low (10%) in two cases for accurate assessment. The lymphocyte distribution
was lower than 25% of the tumor in 4 cases, was more widespread (25–50%) in 3 cases and
extensive (>50%) in 1 case. The density of lymphocytes was mostly low (score 1) in 6 cases
and moderate (score 2) in 2 cases. The combined immunoscore was 2, 3 and 5 in three, four
and one case, respectively (Table 2). Our previous genomics study using the same patient samples [32], identified “high
immune” and the “pigmentation” subtypes of melanoma metastases. Here, we assessed the
tumors independently of their intrinsic genomic subtype. All melanoma metastases were PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 7 / 16 Correlation of protein expression to histological evaluation Other pathways and processes manifested by the
proteins correlated to tumor percentage, include mitochondrial proteins (more than 80
among significantly correlated) and N-cadherin signaling (including catenins alpha-1, beta-1
and delta-1). The set of proteins significantly correlated to tumor percentage was also subjected to
Ingenuity Pathway Analysis (IPA) system. Among the “Canonical Pathways” significantly
enriched in the protein set, tRNA-charging (p = 2,7E-08, 11 proteins out of 82) and Protein PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 8 / 16 Deep sequencing and clinicopathological analysis of lymph node metastatic melanoma Ubiquitination Pathway (p = 4,7E-08, the set included 18 proteins out of 259 pathway pro-
teins) were most significantly related to the protein set. Other canonical pathways included
Clathrin-mediated Endocytosis Signaling, Remodeling of Epithelial Adherens Junctions,
Acute Phase Response Signaling, Fatty Acid β-oxidation I, EIF2 Signaling. Most of these path-
ways were implicated in melanoma [42–44]. Ingenuity Pathway Analysis system also yields
deduced upstream regulators of a gene set. In the case of proteins correlated to tumor content,
the top upstream regulators were MYC, HNF4A and TGFB1, each regulating more than 50
proteins from the query set. For MYC and TGFB1, their roles in melanoma are well-estab-
lished [45, 46]. Among the general functional annotations over-represented in the query pro-
tein set, Cell Death and Survival, Cellular Growth and Proliferation, and Cellular Movement
were most significant. Ubiquitination Pathway (p = 4,7E-08, the set included 18 proteins out of 259 pathway pro-
teins) were most significantly related to the protein set. Other canonical pathways included
Clathrin-mediated Endocytosis Signaling, Remodeling of Epithelial Adherens Junctions,
Acute Phase Response Signaling, Fatty Acid β-oxidation I, EIF2 Signaling. Most of these path-
ways were implicated in melanoma [42–44]. Ingenuity Pathway Analysis system also yields
deduced upstream regulators of a gene set. In the case of proteins correlated to tumor content,
the top upstream regulators were MYC, HNF4A and TGFB1, each regulating more than 50
proteins from the query set. For MYC and TGFB1, their roles in melanoma are well-estab-
lished [45, 46]. Among the general functional annotations over-represented in the query pro-
tein set, Cell Death and Survival, Cellular Growth and Proliferation, and Cellular Movement
were most significant. Another application of IPA was “Core Analysis” that considers the overall network of rela-
tionships between all human proteins and extracts sub-networks enriched in query proteins. Correlation of protein expression to histological evaluation Here, for the set of proteins correlated to tumor content, three top sub-networks, were
enriched in molecules involved in Molecular Transport, Protein Trafficking, Cell Signaling (1st
subnetwork, S1A Fig), DNA Replication, Recombination, and Repair, Cellular Assembly and
Organization, Cell-To-Cell Signaling and Interaction (2nd subnetwork, S1B Fig) and Cancer,
Organismal Injury and Abnormalities (3rd subnetwork, S1C Fig). PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 Correlation of protein expression to disease outcome In order to relate, in a currently performed pilot analysis, protein expression in metastatic
lymph nodes to patient survival, a t-test was performed, by comparing for every protein, the
sum of PSM counts (as proxy for protein abundance) between three survivors and three non-
survivors. The results (see Fig 3A and S3 Table) showed a number of significant differences,
suggesting that even for these very low patient numbers, some trends can be observed. As
many as 36 proteins had the t-test p-value below 0.001, and 74 proteins had p-value below 0.01
(Fig 3B). Majority of significant proteins had higher expression in non-survivors. The only
well-established melanoma marker in that group was PMEL (almost 8-fold more abundant in
patients who progressed). However, many proteins from this list have previously been linked
to melanoma in the literature (Fig 3C). Strikingly, most significant in relation to patient survival is HEXB, or Beta-hexosaminidase
subunit beta. This lysosomal enzyme is involved in hydrolysis of gangliosides GM2 to GM3. A
recent study by Tringali et al showed that poor survival in melanoma is significantly related to
GM3 levels [47]. These data agree well with our preliminary finding of elevated HEXB levels in
patients with poor survival. Another study reported that increased levels of a related ganglio-
side GD3 increase malignant properties of melanoma cells [48], thus supporting the hypothesis
that imbalance in ganglioside forms may contribute to melanoma severity and poor survival. The HEXB protein was also noted by Byrum et al as differing between primary melanoma,
benign nevi and MM, but the direction of changes they reported was different [49]. Other proteins most significantly differing between survivors and non-survivors were
GPNMB (glycoprotein non-metastatic melanoma protein B, a homologue of PMEL) and PKM
(pyruvate kinase, muscle) hemopexin (HPX), complement factors (C3, C4B and CFH) and
vinculin (VCL), Annexin A5 (ANXA5), V-type proton ATPase catalytic subunits (ATP6V1A,
ATP6V1B2) and two aminoacyl tRNA ligases (VARS and IARS2). GPNMB was shown previ-
ously to be linked to metastasis, and is in clinical trials for melanoma [50]. PKM controls gly-
colysis, a process crucial for metabolism in malignant cells, and the balance of splicing-derived
PKM isoforms is known to be related to cancer invasiveness [51, 52]. PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 Correlation of protein expression to disease outcome The Complement C3a
Receptor signaling has been very recently shown to contribute to melanoma tumorigenesis PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 9 / 16 Deep sequencing and clinicopathological analysis of lymph node metastatic melanoma Fig 3. (A) Volcano plot showing differences in approximate protein abundance between survivors a
survivors. T-test p-value and mean fold difference shown (protein abundance evaluated as sum of P Fig 3. (A) Volcano plot showing differences in approximate protein abundance between survivors
survivors. T-test p-value and mean fold difference shown (protein abundance evaluated as sum of Fig 3. (A) Volcano plot showing differences in approximate protein abundance between survivors and non-
survivors. T-test p-value and mean fold difference shown (protein abundance evaluated as sum of PSMs). (B) Fig 3. (A) Volcano plot showing differences in approximate protein abundance between survivors and non-
survivors. T-test p-value and mean fold difference shown (protein abundance evaluated as sum of PSMs). (B) 10 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 Deep sequencing and clinicopathological analysis of lymph node metastatic melanoma As in (A), but only significant proteins shown (p<0.05). (C) Biological relationship network (IPA) for proteins
differentiating between survivors and non-survivors (shown in B), and having literature links to melanoma or
metastasis. Only significant proteins shown (T-test p-value below 0.01), excluding proteins having no IPA
relationships within the presented set. https://doi.org/10.1371/journal.pone.0176167.g003 [53]. On the contrary, differential expression of vinculin between weakly and highly metastatic
melanoma cell lines was noted more than 20 years ago [54]. The IPA analysis was performed for the sets of proteins that differed between survivors and
non-survivors (S2 Fig and S3A–S3D Fig). Core IPA analysis revealed that most significant
canonical pathway enriched in the set of proteins changed between survivors and non-survi-
vors was glycolysis (p-value 9.8E-13) while cell death and survival, carbohydrate metabolism,
cellular movement, and cellular growth and proliferation were the most significant biological
functions overrepresented in this protein set. This is consistent with biological processes
known to be related to metastatic properties of cancer. Despite a very small number of patients in this pilot evaluation, (three survivors and three
non-survivors), a number of proteins were found to differentiate the two groups, and substan-
tial number of these was previously linked to cancer in the literature (S2 Fig). Correlation of protein expression to disease outcome Among the pro-
teins most significantly differentiating between the two patient groups, HEXB, PKM and
GPNMB stood out, as hallmarks of processes involved in melanoma progression and responsi-
ble for poor survival. PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 Deep sequencing and clinicopathological analysis of lymph node metastatic melanoma relatively limited number of patient samples. The mass spectrometry data represent the initial
stage of a protein sequence database for metastatic melanoma. The combined knowledge of
the tumor cellular composition with protein expression of each metastasis enables identifica-
tion of novel, significantly regulated proteins, in melanoma tumor tissue sections. Upon fur-
ther validation and development these proteins might serve as future diagnostic markers for
this cancer. In Fig 4, the key upstream regulators, the major regulated canonical pathways
and subnetworks according to analysis based on DAVID and IPA evaluation are summarized. Cellular functions and molecular fingerprints that provide survival advantage for malignant
cells with promotion to further disease progression were highly represented in our overall
analysis. In addition, several markers previously related to melanoma were seen to correlate to
the tissue tumor cell content. Although the translational impact of this feasibility study is not
immediate, future studies should confirm the relevance of such proteins as important mela-
noma landmarks. Supporting information S1 Fig. (A) First, (B) second and (C) third most significant biological relationship subnet-
works resulting from Ingenuity Pathways Analysis (IPA) for the proteins correlated to tumor
content. Members of the original list of 359 proteins marked in grey. Magenta outline high-
lights proteins implicated in cancer according to IPA database. (TIF) S2 Fig. Subcellular locations and biological relationship network for proteins differentiat-
ing between survivors and non-survivors. Only significant proteins were shown (t-test,
p-value below 0.01). Known cancer biomarkers marked by magenta outline (IPA). Proteins
having no IPA relationships within the presented set are excluded. Red filling: proteins with
higher expression in non-survivors. (TIF) S3 Fig. (A) First, (B) second, (C) third and (D) fourth, respectively, most significant biological
relationship subnetworks resulting from Ingenuity Pathways Analysis for the proteins differ-
entiating between survivors and non-survivors. Only significant proteins used in the IPA anal-
ysis (T-test p-value below 0.01). Known cancer biomarkers marked by magenta outline. Red
filling: proteins with higher expression in non-survivors. (TIF) S3 Fig. (A) First, (B) second, (C) third and (D) fourth, respectively, most significant biological
relationship subnetworks resulting from Ingenuity Pathways Analysis for the proteins differ-
entiating between survivors and non-survivors. Only significant proteins used in the IPA anal-
ysis (T-test p-value below 0.01). Known cancer biomarkers marked by magenta outline. Red
filling: proteins with higher expression in non-survivors. (TIF) S3 Fig. (A) First, (B) second, (C) third and (D) fourth, respectively, most significant biological
relationship subnetworks resulting from Ingenuity Pathways Analysis for the proteins differ-
entiating between survivors and non-survivors. Only significant proteins used in the IPA anal-
ysis (T-test p-value below 0.01). Known cancer biomarkers marked by magenta outline. Red
filling: proteins with higher expression in non-survivors. (TIF) S2 Table. Proteins significantly negatively correlated to tumor content.
(XLSX) S3 Table. Correlation of protein expression to disease outcome. Student’s t-test p-value pro-
vided for comparison of survivors vs non-survivors. PSM counts compared, three patients in a
group, each in triplicate, hence 9 samples per group. (XLSX) S1 Table. Proteins significantly positively correlated to tumor content.
(XLSX) S2 Table. Proteins significantly negatively correlated to tumor content. (XLSX) Conclusion An in depth pathological analysis of metastatic melanoma samples used for generating deep
mining high-quality mass spectrometry data of protein expression is presented. This feasibility
study provides an example how clinical outcome and detailed histopathology analysis related
to proteomics discovery data can provide novel insights into the molecular processes driving
the disease. The main implication of this study is that melanoma proteomics should be insepa-
rable from histological evaluation performed in the most detailed manner. This unique
approach is the main strength of this study while it has obvious limitations arising from Fig 4. Identified melanoma markers and pathobiological processes in tissue samples of melanoma
lymph node metastases. The graphics displays key upstream regulators found according to analysis based
on DAVID and IPA evaluation. The graph displays major regulated canonical pathways and subnetworks
resulting in cellular functions and molecular fingerprints providing survival advantage for malignant cells with
promotion to further progression and metastasis. https://doi.org/10.1371/journal.pone.0176167.g004 Fig 4. Identified melanoma markers and pathobiological processes in tissue samples of melanoma
lymph node metastases. The graphics displays key upstream regulators found according to analysis based
on DAVID and IPA evaluation. The graph displays major regulated canonical pathways and subnetworks
resulting in cellular functions and molecular fingerprints providing survival advantage for malignant cells with
promotion to further progression and metastasis. https://doi.org/10.1371/journal.pone.0176167.g004 11 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 Writing – original draft: CW KP AMS EW GMV.
Writing – review & editing: CW KP AMS EW GMV MR MY YS JM GJ CI LL BB HO TL. Writing – review & editing: CW KP AMS EW GMV MR MY YS JM GJ CI LL BB HO TL. Writing – review & editing: CW KP AMS EW GMV MR MY YS JM GJ CI LL BB HO T Acknowledgments We thank Dr. Dariusz Gozdowski for helpful discussions and advice in statistical issues. This study is dedicated to the memory of Dr. Thomas Edward Fehniger, our colleague and
dear friend who left us far too early. PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 12 / 16 Deep sequencing and clinicopathological analysis of lymph node metastatic melanoma References Van Der Esch EP, Cascinelli N, Preda F, Morabito A, Bufalino R. Stage I melanoma of the skin: evalua-
tion of prognosis according to histologic characteristics. Cancer. 1981; 48(7):1668–73. Epub 1981/10/
01. PMID: 7284966 14. Jakob JA, Bassett RL Jr., Ng CS, Curry JL, Joseph RW, Alvarado GC, et al. NRAS mutation status is an
independent prognostic factor in metastatic melanoma. Cancer. 2012; 118(16):4014–23. Epub 2011/
12/20. PubMed Central PMCID: PMCPmc3310961. https://doi.org/10.1002/cncr.26724 PMID:
22180178 15. Kim DW, Haydu LE, Joon AY, Bassett RL Jr., Siroy AE, Tetzlaff MT, et al. Clinicopathological features
and clinical outcomes associated with TP53 and BRAFNon-V600 mutations in cutaneous melanoma
patients. Cancer. 2016. Epub 2016/12/03. 16. Schlaak M, Bajah A, Podewski T, Kreuzberg N, von Bartenwerffer W, Wardelmann E, et al. Assessment
of clinical parameters associated with mutational status in metastatic malignant melanoma: a single-
centre investigation of 141 patients. The British journal of dermatology. 2013; 168(4):708–16. Epub
2013/03/27. https://doi.org/10.1111/bjd.12140 PMID: 23528057 17. Meckbach D, Bauer J, Pflugfelder A, Meier F, Busch C, Eigentler TK, et al. Survival according to BRAF-
V600 tumor mutations—an analysis of 437 patients with primary melanoma. PloS one. 2014; 9(1):
e86194. Epub 2014/01/30. PubMed Central PMCID: PMCPmc3901680. https://doi.org/10.1371/
journal.pone.0086194 PMID: 24475086 18. Huang FW, Hodis E, Xu MJ, Kryukov GV, Chin L, Garraway LA. Highly recurrent TERT promoter muta-
tions in human melanoma. Science (New York, NY). 2013; 339(6122):957–9. Epub 2013/01/26. PubMed Central PMCID: PMCPmc4423787. 19. Killela PJ, Reitman ZJ, Jiao Y, Bettegowda C, Agrawal N, Diaz LA Jr., et al. TERT promoter mutations
occur frequently in gliomas and a subset of tumors derived from cells with low rates of self-renewal. Pro-
ceedings of the National Academy of Sciences of the United States of America. 2013; 110(15):6021–6. Epub 2013/03/27. PubMed Central PMCID: PMCPmc3625331. https://doi.org/10.1073/pnas. 1303607110 PMID: 23530248 20. Bucheit AD, Syklawer E, Jakob JA, Bassett RL Jr., Curry JL, Gershenwald JE, et al. Clinical characteris-
tics and outcomes with specific BRAF and NRAS mutations in patients with metastatic melanoma. Can-
cer. 2013; 119(21):3821–9. Epub 2013/08/08. https://doi.org/10.1002/cncr.28306 PMID: 23922205 21. Network TCGAR. Genomic Classification of Cutaneous Melanoma. Cell. 2015; 161:1681–96. https://
doi.org/10.1016/j.cell.2015.05.044 PMID: 26091043 22. Ascierto PA, Kirkwood JM, Grob JJ, Simeone E, Grimaldi AM, Maio M, et al. The role of BRAF V600
mutation in melanoma. Journal of translational medicine. 2012; 10:85. Epub 2012/05/05. PubMed Cen-
tral PMCID: PMCPmc3391993. https://doi.org/10.1186/1479-5876-10-85 PMID: 22554099 23. References 1. Merrill RM, Bateman S. Conditional Melanoma Cancer Survival in the United States. Cancers. 2016; 8
(2). Epub 2016/02/06. PubMed Central PMCID: PMCPmc4773743. 2. Thiam A, Zhao Z, Quinn C, Barber B. Years of life lost due to metastatic melanoma in 12 countries. Journal of medical economics. 2016; 19(3):259–64. Epub 2015/11/05. https://doi.org/10.3111/
13696998.2015.1115764 PMID: 26531249 3. Berwick M, Buller DB, Cust A, Gallagher R, Lee TK, Meyskens F, et al. Melanoma Epidemiology and
Prevention. Cancer treatment and research. 2016; 167:17–49. Epub 2015/11/26. https://doi.org/10. 1007/978-3-319-22539-5_2 PMID: 26601858 4. Eriksson H, Lyth J, Andersson TM. The proportion cured of patients diagnosed with Stage III-IV cutane-
ous malignant melanoma in Sweden 1990–2007: A population-based study. International journal of
cancer Journal international du cancer. 2016; 138(12):2829–36. Epub 2016/01/28. https://doi.org/10. 1002/ijc.30023 PMID: 26815934 5. Hanahan D, Weinberg RA. The hallmarks of cancer. Cell. 2000; 100(1):57–70. Epub 2000/01/27. PMID: 10647931 6. Hanahan D, Weinberg RA. Hallmarks of cancer: the next generation. Cell. 2011; 144(5):646–74. Epub
2011/03/08. https://doi.org/10.1016/j.cell.2011.02.013 PMID: 21376230 7. Valsecchi ME, Silbermins D, de Rosa N, Wong SL, Lyman GH. Lymphatic mapping and sentinel lymph
node biopsy in patients with melanoma: a meta-analysis. Journal of clinical oncology: official journal of
the American Society of Clinical Oncology. 2011; 29(11):1479–87. Epub 2011/03/09. 8. Tas F. Metastatic behavior in melanoma: timing, pattern, survival, and influencing factors. Journal of
oncology. 2012; 2012:647684. Epub 2012/07/14. PubMed Central PMCID: PMCPmc3391929. https://
doi.org/10.1155/2012/647684 PMID: 22792102 9. Morton DL. Overview and update of the phase III Multicenter Selective Lymphadenectomy Trials
(MSLT-I and MSLT-II) in melanoma. Clinical & experimental metastasis. 2012; 29(7):699–706. Epub
2012/06/26. PubMed Central PMCID: PMCPmc3463679. 10. Breslow A. Thickness, cross-sectional areas and depth of invasion in the prognosis of cutaneous mela-
noma. Annals of surgery. 1970; 172(5):902–8. Epub 1970/11/01. PubMed Central PMCID:
PMCPmc1397358. PMID: 5477666 11. Balch CM, Murad TM, Soong SJ, Ingalls AL, Halpern NB, Maddox WA. A multifactorial analysis of mela-
noma: prognostic histopathological features comparing Clark’s and Breslow’s staging methods. Annals
of surgery. 1978; 188(6):732–42. Epub 1978/12/01. PubMed Central PMCID: PMCPmc1397001. PMID: 736651 PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 13 / 16 Deep sequencing and clinicopathological analysis of lymph node metastatic melanoma 12. Eldh J, Boeryd B, Peterson LE. Prognostic factors in cutaneous malignant melanoma in stage I. A clini-
cal, morphological and multivariate analysis. Scandinavian journal of plastic and reconstructive surgery. 1978; 12(3):243–55. Epub 1978/01/01. PMID: 741213 13. PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 References Bollag G, Hirth P, Tsai J, Zhang J, Ibrahim PN, Cho H, et al. Clinical efficacy of a RAF inhibitor needs
broad target blockade in BRAF-mutant melanoma. Nature. 2010; 467(7315):596–9. Epub 2010/09/09. PubMed Central PMCID: PMCPmc2948082. https://doi.org/10.1038/nature09454 PMID: 20823850 24. Chapman PB, Hauschild A, Robert C, Haanen JB, Ascierto P, Larkin J, et al. Improved survival with
vemurafenib in melanoma with BRAF V600E mutation. The New England journal of medicine. 2011;
364(26):2507–16. Epub 2011/06/07. PubMed Central PMCID: PMCPmc3549296. https://doi.org/10. 1056/NEJMoa1103782 PMID: 21639808 25. Hodi FS, O’Day SJ, McDermott DF, Weber RW, Sosman JA, Haanen JB, et al. Improved survival with
ipilimumab in patients with metastatic melanoma. The New England journal of medicine. 2010; 363
(8):711–23. Epub 2010/06/08. PubMed Central PMCID: PMCPmc3549297. https://doi.org/10.1056/
NEJMoa1003466 PMID: 20525992 26. Rizos H, Menzies AM, Pupo GM, Carlino MS, Fung C, Hyman J, et al. BRAF inhibitor resistance mecha-
nisms in metastatic melanoma: spectrum and clinical impact. Clinical cancer research: an official journal
of the American Association for Cancer Research. 2014; 20(7):1965–77. Epub 2014/01/28. 27. Sugihara Y, Vegvari A, Welinder C, Jonsson G, Ingvar C, Lundgren L, et al. A new look at drugs target-
ing malignant melanoma—an application for mass spectrometry imaging. Proteomics. 2014; 14(17–
18):1963–70. Epub 2014/07/22. https://doi.org/10.1002/pmic.201300476 PMID: 25044963 28. Sun C, Wang L, Huang S, Heynen GJ, Prahallad A, Robert C, et al. Reversible and adaptive resistance
to BRAF(V600E) inhibition in melanoma. Nature. 2014; 508(7494):118–22. Epub 2014/03/29. https://
doi.org/10.1038/nature13121 PMID: 24670642 29. Galon J, Pages F, Marincola FM, Angell HK, Thurin M, Lugli A, et al. Cancer classification using the
Immunoscore: a worldwide task force. Journal of translational medicine. 2012; 10:205. Epub 2012/10/ PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 14 / 16 Deep sequencing and clinicopathological analysis of lymph node metastatic melanoma 05. PubMed Central PMCID: PMCPmc3554496. https://doi.org/10.1186/1479-5876-10-205 PMID:
23034130 05. PubMed Central PMCID: PMCPmc3554496. https://doi.org/10.1186/1479-5876-10-205 PMID:
23034130 30. Pardoll DM. The blockade of immune checkpoints in cancer immunotherapy. Nature reviews Cancer. 2012; 12(4):252–64. Epub 2012/03/23. PubMed Central PMCID: PMCPmc4856023. https://doi.org/10. 1038/nrc3239 PMID: 22437870 31. Welinder C, Pawlowski K, Sugihara Y, Yakovleva M, Jonsson G, Ingvar C, et al. A protein deep
sequencing evaluation of metastatic melanoma tissues. PloS one. 2015; 10(4):e0123661. Epub 2015/
04/16. PubMed Central PMCID: PMCPmc4395420. https://doi.org/10.1371/journal.pone.0123661
PMID: 25874936 32. Cirenajwis H, Ekedahl H, Lauss M, Harbst K, Carneiro A, Enoksson J, et al. References Molecular stratification of
metastatic melanoma using gene expression profiling: Prediction of survival outcome and benefit from
molecular targeted therapy. Oncotarget. 2015; 6(14):12297–309. Epub 2015/04/25. PubMed Central
PMCID: PMCPmc4494939. https://doi.org/10.18632/oncotarget.3655 PMID: 25909218 33. Harbst K, Staaf J, Lauss M, Karlsson A, Masback A, Johansson I, et al. Molecular profiling reveals low-
and high-grade forms of primary melanoma. Clinical cancer research: an official journal of the American
Association for Cancer Research. 2012; 18(15):4026–36. Epub 2012/06/08. PubMed Central PMCID:
PMCPmc3467105. 34. Jonsson G, Busch C, Knappskog S, Geisler J, Miletic H, Ringner M, et al. Gene expression profiling-
based identification of molecular subtypes in stage IV melanomas with different clinical outcome. Clini-
cal cancer research: an official journal of the American Association for Cancer Research. 2010; 16
(13):3356–67. Epub 2010/05/13. 35. Lillie RD. Histopathologic technic and practical histochemistry. 3rd ed. New York: McGraw-Hill Book
Co; 1965. 36. Huang da W, Sherman BT, Lempicki RA. Systematic and integrative analysis of large gene lists using
DAVID bioinformatics resources. Nature protocols. 2009; 4(1):44–57. Epub 2009/01/10. https://doi.org/
10.1038/nprot.2008.211 PMID: 19131956 37. Kamburov A, Pentchev K, Galicka H, Wierling C, Lehrach H, Herwig R. ConsensusPathDB: toward a
more complete picture of cell biology. Nucleic acids research. 2011; 39(Database issue):D712–7. Epub
2010/11/13. PubMed Central PMCID: PMCPmc3013724. https://doi.org/10.1093/nar/gkq1156 PMID:
21071422 38. Lehmann JM, Riethmuller G, Johnson JP. MUC18, a marker of tumor progression in human melanoma,
shows sequence similarity to the neural cell adhesion molecules of the immunoglobulin superfamily. Proceedings of the National Academy of Sciences of the United States of America. 1989; 86(24):9891–
5. Epub 1989/12/01. PubMed Central PMCID: PMCPmc298608. PMID: 2602381 39. Price MA, Colvin Wanshura LE, Yang J, Carlson J, Xiang B, Li G, et al. CSPG4, a potential therapeutic
target, facilitates malignant progression of melanoma. Pigment cell & melanoma research. 2011; 24
(6):1148–57. Epub 2011/10/19. PubMed Central PMCID: PMCPmc3426219. 40. Kim S, You S, Hwang D. Aminoacyl-tRNA synthetases and tumorigenesis: more than housekeeping. Nature reviews Cancer. 2011; 11(10):708–18. Epub 2011/09/24. https://doi.org/10.1038/nrc3124
PMID: 21941282 41. Gao G, Yao Y, Li K, Mashausi DS, Li D, Negi H, et al. A human leucyl-tRNA synthetase as an anticancer
target. OncoTargets and therapy. 2015; 8:2933–42. Epub 2015/10/29. PubMed Central PMCID:
PMCPmc4610879. https://doi.org/10.2147/OTT.S88873 PMID: 26508878 42. Jayagopal A, Yang JL, Haselton FR, Chang MS. Tight junction-associated signaling pathways modulate
cell proliferation in uveal melanoma. Investigative ophthalmology & visual science. 2011; 52(1):588–93. Epub 2010/09/24. PubMed Central PMCID: PMCPmc3053300. 43. References Rodrigues MF, Obre E, de Melo FH, Santos GC Jr., Galina A, Jasiulionis MG, et al. Enhanced
OXPHOS, glutaminolysis and beta-oxidation constitute the metastatic phenotype of melanoma cells. The Biochemical journal. 2016; 473(6):703–15. Epub 2015/12/25. https://doi.org/10.1042/BJ20150645
PMID: 26699902 44. Wengrod J, Wang D, Weiss S, Zhong H, Osman I, Gardner LB. Phosphorylation of eIF2alpha triggered
by mTORC1 inhibition and PP6C activation is required for autophagy and is aberrant in PP6C-mutated
melanoma. Science signaling. 2015; 8(367):ra27. Epub 2015/03/12. PubMed Central PMCID:
PMCPmc4580977. https://doi.org/10.1126/scisignal.aaa0899 PMID: 25759478 45. Fico A, Alfano D, Valentino A, Vasta V, Cavalcanti E, Travali S, et al. c-Myc modulation: a key role in
melanoma drug response. Cancer biology & therapy. 2015; 16(9):1375–86. Epub 2015/04/04. PubMed
Central PMCID: PMCPmc4622542. 46. Qu X, Shen L, Zheng Y, Cui Y, Feng Z, Liu F, et al. A signal transduction pathway from TGF-beta1 to
SKP2 via Akt1 and c-Myc and its correlation with progression in human melanoma. The Journal of 15 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 Deep sequencing and clinicopathological analysis of lymph node metastatic melanoma investigative dermatology. 2014; 134(1):159–67. Epub 2013/06/25. https://doi.org/10.1038/jid.2013. 281 PMID: 23792459 investigative dermatology. 2014; 134(1):159–67. Epub 2013/06/25. https://doi.org/10.1038/jid.2013. 281 PMID: 23792459 47. Tringali C, Silvestri I, Testa F, Baldassari P, Anastasia L, Mortarini R, et al. Molecular subtyping of meta-
static melanoma based on cell ganglioside metabolism profiles. BMC cancer. 2014; 14:560. Epub 2014/
08/03. PubMed Central PMCID: PMCPmc4132924. https://doi.org/10.1186/1471-2407-14-560 PMID:
25085576 48. Ohkawa Y, Miyazaki S, Hamamura K, Kambe M, Miyata M, Tajima O, et al. Ganglioside GD3 enhances
adhesion signals and augments malignant properties of melanoma cells by recruiting integrins to glyco-
lipid-enriched microdomains. The Journal of biological chemistry. 2010; 285(35):27213–23. Epub 2010/
06/29. PubMed Central PMCID: PMCPmc2930720. https://doi.org/10.1074/jbc.M109.087791 PMID:
20581115 49. Byrum SD, Larson SK, Avaritt NL, Moreland LE, Mackintosh SG, Cheung WL, et al. Quantitative Prote-
omics Identifies Activation of Hallmark Pathways of Cancer in Patient Melanoma. Journal of proteomics
& bioinformatics. 2013; 6(3):43–50. Epub 2013/08/27. PubMed Central PMCID: PMCPmc3748992. 50. Maric G, Rose AA, Annis MG, Siegel PM. Glycoprotein non-metastatic b (GPNMB): A metastatic medi-
ator and emerging therapeutic target in cancer. OncoTargets and therapy. 2013; 6:839–52. Epub 2013/
07/23. PubMed Central PMCID: PMCPmc3711880. https://doi.org/10.2147/OTT.S44906 PMID:
23874106 51. Israelsen WJ, Vander Heiden MG. Pyruvate kinase: Function, regulation and role in cancer. Seminars
in cell & developmental biology. 2015; 43:43–51. Epub 2015/08/19. PubMed Central PMCID:
PMCPmc4662905. 52. PLOS ONE | https://doi.org/10.1371/journal.pone.0176167
April 26, 2017 References Wang S, Yang Z, Gao Y, Li Q, Su Y, Wang Y, et al. Pyruvate kinase, muscle isoform 2 promotes prolifer-
ation and insulin secretion of pancreatic beta-cells via activating Wnt/CTNNB1 signaling. International
journal of clinical and experimental pathology. 2015; 8(11):14441–8. Epub 2016/01/30. PubMed Central
PMCID: PMCPmc4713547. PMID: 26823761 53. Nabizadeh JA, Manthey HD, Steyn FJ, Chen W, Widiapradja A, Md Akhir FN, et al. The Complement
C3a Receptor Contributes to Melanoma Tumorigenesis by Inhibiting Neutrophil and CD4+ T Cell
Responses. Journal of immunology (Baltimore, Md: 1950). 2016; 196(11):4783–92. Epub 2016/05/18. 54. Sadano H, Inoue M, Taniguchi S. Differential expression of vinculin between weakly and highly meta-
static B16-melanoma cell lines. Japanese journal of cancer research: Gann. 1992; 83(6):625–30. Epub
1992/06/01. PMID: 1644665 16 / 16
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Requirements Analysis and Definition for Eco-factories: The Case of EMC2
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To cite this version: Marco Taisch, Bojan Stahl. Requirements Analysis and Definition for Eco-factories: The Case of
EMC2. 19th Advances in Production Management Systems (APMS), Sep 2012, Rhodes, Greece. pp.111-118, 10.1007/978-3-642-40352-1_15. hal-01472229 Marco Taisch, Bojan Stahl. Requirements Analysis and Definition for Eco-factories: The Case of
EMC2.
19th Advances in Production Management Systems (APMS), Sep 2012, Rhodes, Greece.
pp.111-118, 10.1007/978-3-642-40352-1_15. hal-01472229 Distributed under a Creative Commons Attribution 4.0 International License Requirements analysis and definition for eco-
factories: the case of EMC2 Marco Taisch1, Bojan Stahl1 1Politecnico di Milano, Department of Management, Economics and Industrial En-
gineering, Milan, Italy {marco.taisch, bojan.stahl}@polimi.it 1Politecnico di Milano, Department of Management, Economics and Industrial En-
gineering, Milan, Italy {marco.taisch, bojan.stahl}@polimi.it Abstract. Climate change mitigation and the EU2020 strategy foster energy ef-
ficiency in Europe’s future manufacturing landscape. These challenges make
high demands to SMEs as well to MNCs. The paper gives insight to an ap-
proach on Eco-factories based on the EU-funded FP7 project EMC2. Eco-
factories will enable the quantum leap in integrating environmental issues in
brownfield and greenfield factory planning and factory operation. The paper fo-
cuses on the identification, structuring and definition of requirements for Eco-
factory simulation approaches. Requirements for developing a simulation envi-
ronment for integrating energy and material flows for detailed analysis but also
wide user spectrum is presented. The paper shows that demands are twofold re-
questing integrated, modular and detailed simulation solutions as well as em-
phasize on user-friendliness and low complexity. Keywords: eco-factory, energy efficiency, sustainable manufacturing, simula-
tion requirements, energy flow. HAL Id: hal-01472229
https://inria.hal.science/hal-01472229v1
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Introduction Climate change mitigation and security of supply are the major drivers for rais-
ing, keeping and enhancing the attention towards energy consumption on European
level, addressing policy-makers, industry and society in the same way [1]. Energy
consumption implies severe ecological consequences such as global warming and
resource depletion on the one hand, and being dependent of supply from non-
European countries may lead to potential economic and social risks. Industry is facing a strong economic pressure which might endanger the global
competiveness. Energy and raw material prices are steadily increasing in the last
years, and the public awareness for green products is steadily rising with more en-
lightened customers. Consequently, awareness towards energy efficiency is strongly
addressed by European policy-makers [2]. The European 2020 strategy defined sever-
al eco-targets to be reached by 2020, i.e. the reduction of emissions by 20%, and the
reduction in primary energy of 20% to be achieved by improving energy efficiency,
while securing the competiveness of European companies at the same time. Production processes are the backbone of the industry in Europe regarding economic
success but also regarding environmental and social impact. Resources and energy are
the major inputs for the transformation processes to create value. However, creating value by the input of resources and energy leads also wastes in terms of losses, heat,
and emissions. Together with households, commercial and transportation in the domain of
energy consumption, manufacturing is considered as a main contributor, with being
responsible for approximately 37% of primary energy consumption on global scale. At European level, industry is responsible for about 40% of the electricity consump-
tion [3]. Future manufacturing paradigm should therefore be built on two pillars:
avoiding material and energy waste through increased efficient production and avoid-
ing energy and material consumption with harmful impact on the environment. Diverse studies have been carried out to highlight the improvement potential within
industry. The international Energy Agency has stated in their Energy Efficiency Poli-
cy Recommendation that potential savings sum up to 18.9 EJ/year and 1.6Gt
CO2/year by 2030 [4]. A German-lead consortium of the Fraunhofer Gesellschaft
highlights the major potential of increased production process efficiency to optimize
the environmental as well as economic performance of companies [5]. A consultation
group operating on European level has identified saving potentials of 10-40% in man-
ufacturing in their “Smart Manufacturing” report [6]. 1
Introduction A similar study carried out on
country level in Germany has likewise identified a saving potential of 10-30% on
energy consumption [7]. Production system simulation incorporating environmental perspectives is seen
as one appropriate tool in the design and optimization of manufacturing systems to-
wards energy efficiency. The paper presents an approach for defining requirements on
such simulation approaches by applying a requirements engineering approach. The
aim is to gain a detailed insight into what developers, stakeholders and users see as
main features to be implemented in order to support the successful application in in-
dustry and research. 2
Methodology A requirement can be defined as a need that a specific product shows by at-
tributes, characteristics or specific qualities that the end product should possess [8]. According to [9], requirements engineering regards establishing and documenting
software requirements. Through this process it is possible defining what the system
should be able to do and the constraints in which it needs to operate. This process
consists of four major steps: elicitation, analysis, specification, verification and man-
agement. The requirements management is represented by the planning and control-
ling of the other steps of the requirements engineering phase. g
p
q
g
g p
In the elicitation phase the problem to be solved is defined through the identi-
fication of the boundaries and the stakeholders’ and goals’ definition. It is the first
step of the requirements engineering. The information gathered in this phase need to
be interpreted, analysed and validated [10]. Different techniques exist to perform the
elicitation phase, e.g. interviews, scenarios creation, prototypes, meetings and obser-
vation. The second phase, analysis, potential conflict by different requirements
sources could imply need to be solved. Consequently this step deals with the require-
ments’ conflicts detection and resolution. The conflict resolution is lead by negotia- tion. Furthermore, this is the phase in which the system bounds are discovered to-
gether with the interactions with the environment [8]. In the documentation phase the requirements identified are specified and for-
malized. It is important that the requirements can be traced in order to be easy to read,
understood and navigated [10]. The output of this process is a requirements docu-
ment. Finally, in the validation the requirements are checked in order to find out fur-
ther omissions and conflicts. In this phase it is checked if the requirements document
created is consistent and complete and requirements priorities are attributed. This is
the step into which the quality of the model developed is validated [8]. In order to be complete, the process of requirements engineering should con-
sider all the important sources of requirements from which the requirements are
gained. These sources can be in conflict among them and part of the requirements
engineering is, for this reason, represented by negotiation and prioritization activities. Each step is described in detail in the subsequent sections. 3
Elicitation In this step of the simulation requirements engineering, the requirements are
collected from different sources and different stakeholders. It is the first phase of the
requirements engineering and it helps the developers of the product in understanding
the problem. The stakeholders from which the requirements are developed may be-
long to different categories. They can be end-users, customers, regulators, developers,
neighbouring systems and domain experts. In this case the requirements have been
collected from three sources. The first one is represented by a classical literature re-
view of papers dealing with simulation of energy in manufacturing, in order to take
into account from them the general simulation requirements to be used in the model
development. The second type of source is represented by the opinions of experts,
stakeholders and users, represented by the partners and consortium of the EMC2-
Factory project. The last source is represented by the developers themselves by hav-
ing a visionary idea of building a holistic simulation model for combining energy and
material flow simulation. Different works available in the literature have been reviewed according to
their postulations of requirements for “integrating energy, material and building simu-
lation which resulted in total in 52 requirements [12]-[31]. 42 requirements have been
identified by the partners and consortium members. For this reason questionnaires
were provided to the stakeholders in order to capture their opinion. The developers
themselves provided 17 more requirements. Summarized, 111 requirements have been identified in total from the literature
review, the stakeholder consultation and the internal development team. The require-
ments present overlaps and conflicts which need to be managed in order to avoid
repetitions and contradictions for the final requirements which is done in the next
step. 3 4
Analysis In the second step of the requirements methodology applied, two main activi-
ties are performed: the requirements classification and the requirements negotiation. In the classification of the requirements, they are divided into distinguishable catego-
ries while in the negotiation the resolution of the conflicts has been conducted. The following paragraph identifies the categories in which the requirements
are classified and divided. The simulation requirements were divided in four catego-
ries: general, functional, non-functional and implementation requirements. General
requirements are high level conceptual requirements. Implementation requirements
focus on the system-side conceptualization of the simulator. Functional requirements
define what the simulator should be able to perform. Non-functional requirements
describe characteristics linked to the way in which the simulator performs its func-
tions. According to the mentioned categories, the requirements listed in the require-
ments elicitation step have been divided and categorised, each one in one of the above
mentioned categories. Hence, the requirements with the same or similar meaning and
scope have been joined together and the ones in conflicts have been resolved. Starting
from the 111 requirements identified in the elicitation phase it has been possible to
group and merge them according to the scope and the meaning they presented and to
arrive until 33 final requirements. The meaning and the scope of each requirement has
been identified by checking how each requirement fit with the simulation purpose. The set of requirements obtained at the end of the analysis process are listed and ex-
plained in the documentation phase in which all the requirements identified are ex-
plained and classified. 5
Documentation and Validation Documenting the requirements is the fundamental condition to the require-
ments handling. In this phase the structure of the requirements document is devel-
oped. The two tables below provide a short excerpt of the documentation of the re-
quirements defined in the analysis step. The last phase of the requirements engineering is represented by the validation. This steps deals with the analysis of the document produce in the documentation
phase in order to be sure that it represents the right requirements in the most complete
way. In this phase the focus is on looking for mistakes, errors or lack of clarity. Ac-
cording to [11], the requirements validation needs to be performed in order to be sure
that the requirements are: unambiguous, allowing only a single interpretation; con-
cise; finite; measurable; feasible to be implemented with the available technologies;
traceable. This phase has been performed, however results are not explicitly men-
tioned here. Table 1: Functional Requirements
Requirements
Description
Assessing dif-
The KPIs’ framework should include the evaluation of pro- Table 1: Functional Requirements
Requirements
Description
Assessing dif-
The KPIs’ framework should include the evaluation of pro- 5
ferent kind of
KPIs
duction, energy and environmental KPIs both real-time and
post-processing in order to allow timely decisions oriented to
the reduction of the energy costs and to the decrease of the
environmental impact. Considering
production assets
and technical
building services
It means modeling and simulating not only the energy con-
sumption of the production-related assets but also of the non-
productive equipments, like the central TBS and the periphery
systems, supporting their dimensioning and optimization. Supporting the
dynamic connec-
tions of elements
and interrelations
Representing in the simulation the dynamic connections ex-
isting among production assets, periphery systems and central
technical building services. Bringing inside
the states based
energy consump-
tion calculations
It underlines the importance of implementing energy calcu-
lations during the simulation running basing them on the ener-
gy consumption associated to entities’ states; representing the
basis for non-productive states energy consumption reduction. Interfacing with
production control
policies
It means supporting the connection of the simulation with
production control policies at machines’ coordination level,
oriented toward the energy consumption reduction and able to
influence the equipments’ states. Preventing en-
ergy peaks
It underlines the important of intervening real time on the
manufacturing through control policies when the energy con-
sumption shows rapidly increases. 5
Documentation and Validation Including mul-
ti-product per-
spective
Including product type control policies and supporting the
different product type’s identification during the simulation. Supporting
green oriented
perspectives
Enabling green oriented decisions in terms of scheduling,
production configurations. Allowing dif-
ferent levels of
energy consump-
tion calculations
It underlines the importance for the simulation model to cal-
culate energy consumptions starting from the machine level
and arriving till the factory one. Considering
different energy
carriers and sup-
ply systems
It stresses the high contribution to the holistic perspective
given by the consideration of different energy carriers and dif-
ferent periphery systems. Table 2: Non-functional requirements
Requirements
Description
Creating a sim-
ple and controlla-
ble solution
It underlines the need of a manageable solution, easy to be
controlled and customized. Integrated solu-
tions
It means integrating different tools together in order to de-
velop an interoperable simulation approach. 5 Activating
Plug-ins functions
It sets the need to have functions which can be activated
through plug-ins. Using graphical
interface
The functionalities of the simulation model are shown in a
graphical interface. Optimizing
ease of use
The requirement stresses the relevance of having a tool easy
to be used. Increasing
speed
It refers to the required increase of speed in the simulation
running. Increasing the
user-friendliness
High user friendliness makes the model easier to be used and
more attractive. Supporting
step-by-step guid-
ing procedures
It underlines the importance for the model to be equipped
with exhaustive descriptions. Including sto-
chastic inputs and
unpredictable
events
The model should allow the possibility to insert input data
which are not deterministic. Increasing the
level of data detail
The model should support the highest possible level of data
detail. 6
Summary and Outlook The definition of functional requirements for simulation of eco-factories is a
first step to guide the way from traditional factory design and operations to eco-
enabled competitive factories. The functional requirements build the backbone of the
definition of a holistic reference model for eco-factories which serves on the one hand
as a meta-model for future activities in the project itself and on the other hand as an
enabler for a comprehensive guide or toolkit to support industrial implementation by
hands on suggestions. The functional requirements need to be implemented into a
discrete event simulator. This paper presented the requirement engineering process as an initial step be-
fore the development of a discrete event simulation environment which combines
energy and material flow simulation. Analyzing the requirements leads to the follow-
ing conclusions. There is an increasing demand in adapting simulation applications to
a larger user group, hence giving support by pre-defined objects and decreasing the
modelling complexity. It is demanded to increase user-friendliness and keep solutions
easy and simple. On the other side the integration of different tools and increase of
level of detail of data are requirements which may result in a stress-field in accom-
plishment. The functional requirements are widely focused on the increase of detail
concerning energy considerations and widening the scope of traditional production
asset simulations taking into account periphery systems and central technical building
services. Finally it can be summarized that literature and stakeholders see an increasing
interest in making energy simulations in manufacturing more comprehensive, de-
tailed, but also simple. The requirement engineering process served as an initial step
of a simulation environment development approach. The next major phase includes the conceptual design of a simulation environment which combines material flow and
energy flow in production systems taking into account production assets as well as
technical building service and being applicable on different scales in the factory. Acknowledgements. The introduced requirements and results were developed within
the research project EMC2 (Eco Manufactured transportation means from Clean and
Competitive Factory) funded by the European Commission within FP7 (285363). References 1. Eurostat. Measuring progress towards a more sustainable Europe. European Commis-
sion. http://epp.eurostat.ec.europa.eu/cache/ITY_OFFPUB/KS-77-07-115/EN/KS-77-07-
115-EN.PDF 2. European Commission: EUROPE 2020 A strategy for smart, sustainable and inclusive
growth (2010) 3. European Environmental Agency, http://www.eea.europa.eu/ 3. European Environmental Agency, http://www.eea.europa.eu/ 4. International Energy Agency: Energy Efficiency Policy Recommendations Worldwide Im-
plementation (2008) 5. Fraunhofer Gesellschaft: Energieeffizienz in der Produktion - Untersuchung zum Hand-
lungs- und Forschungsbedarf (2008) 6. ICT and Energy Efficiency - Consultation Group on Smart Manufacturing: Report: Energy
Efficiency in Manufacturing - The Role of ICT (2008) 7. Seefeldt, F.; Wünsch, M.: Potenziale für Energieeinsparung und Energieeffizienz im Lich-
te aktueller Preisentwicklungen, Prognos AG (2007) 8. Sawyer, P., Kotonya, G.: Software Requirements, SWEBOK (2001) 8. Sawyer, P., Kotonya, G.: Software Requirements, SW 9. Thayer R., Dorfman M.: Software Requirements Engineering, 2nd ed. Los Alamitos,
CA: IEEE Computer Society Press (1997) 10. Nuseibeh, B., Easterbrook, S.: Requirements Engineering : A Roadmap. In ICSE ’00 Pro-
ceedings of the Conference on The Future of Software Engineering. pp. 35–46 (2000) 11. Westfall L.: Software Requirements Engineering: What, Why, Who, When, and How
(2006) 12. Thiede, S.: Energy Efficiency in Manufacturing Systems, Berlin, New York: Springer
(2012) 13. Heilala, J. et al.: Simulation-based sustainable manufacturing system design. In Winter
Simulation Conference. pp. 1922–1930 (2008) 14. Seow, Y., Rahimifard, S.: A framework for modelling energy consumption within manu-
facturing systems, in: CIRP Journal of Manufacturing Science and Technology, 4(3),
pp.258–264 (2011) 15. Rahimifard, S., Seow, Y., Childs, T.: Minimising Embodied Product Energy to support en-
ergy efficient manufacturing, in: CIRP Annals - Manufacturing Technology, 59(1), pp.25–
28 (2010) 16. Solding, P., Petku, D.: Applying Energy Aspects on Simulation of Energy-Intensive Pro-
duction Systems, in: Proceedings of the 2005 Winter Simulation Conference. pp. 1428–
1432 (2005) 17. Solding, P., Thollander, P.: Increased energy efficiency in a swedish iron foundry through
use of discrete event simulation, in: Proceedings of the 2006 Winter Simulation Confer-
ence. pp. 1971–1976 (2006) 7 18. Solding, P., Petku, D., Mardan, N.: Using simulation for more sustainable production sys-
tems – methodologies and case studies, in: International Journal of Sustainable Engineer-
ing, 2(2), pp.111–122 (2009) 19. Weinert, N., Chiotellis, S., Seliger, G.: Methodology for planning and operating energy-
efficient production systems, in: CIRP Annals - Manufacturing Technology, 60, pp.41–44
(2011) 20. Hesselbach, J. References et al.: Energy Efficiency through optimized coordination of production and
technical building services, in: LCE 2008 - 15th CIRP International Conference on Life
Cycle Engineering. Sydney, pp. 17–19 (2008) 21. Löfgren, B., Tillman, A.-M.: Relating manufacturing system configuration to life-cycle
environmental performance: discrete-event simulation supplemented with LCA, in: Journal
of Cleaner Production, 19(17-18), pp.2015–2024 (2011). 22. Johansson, B. et al.: Discrete event simulation to generate requirements specification for
sustainable manufacturing systems design, in: Proceedings of the 9th Workshop on Per-
formance Metrics for Intelligent Systems - PerMIS ’09. New York, New York, USA:
ACM Press, pp. 38–42 (2009). 23. Dietmair, A., Verl, A.: A generic energy consumption model for decision making and en-
ergy efficiency optimisation in manufacturing, in: International Journal of Sustainable En-
gineering, 2(2), pp.123–133 (2009) 24. Dietmair, A., Verl, A., Eberspaecher, P.: Predictive Simulation for Model Based Energy
Consumption Optimisation in Manufacturing System and Machine Control, in: Flexible
Automation and Intelligent Manufacturing (FAIM). pp. 226–233 (2009) 25. Wohlgemuth, V., Page, B., Kreutzer, W.: Combining Discrete Event Simulation and Mate-
rial Flow Analysis based on a Component-Oriented Approach to Industrial Environmental
Protection, in: Environmental Modeling and Software, 21, pp.1607–1617 (2006) 26. Cannata, A.: A Methodology to enhance Energy Efficiency at Factory Level: Improve-
ments for sustainable Manufacturing. Dissertation, Politecnico di Milano (2011) 27. Cannata, A., Karnouskos, S., Taisch, M.: Energy efficiency driven process analysis and
optimization in discrete manufacturing, in: 2009 35th Annual Conference of IEEE Indus-
trial Electronics (2009) 28. Cannata, A., Taisch, M.: Introducing Energy Performances in Production Management :
Towards Energy Efficient Manufacturing, in: B. Vallespir & T. Alix, eds. Advances in
Production Management Systems. Springer Boston, pp. 168–175 (2010) 29. Shao, Guodong, Bengtsson, N., Johansson, Bjorn: Interoperability for Simulation of Sus-
tainable Manufacturing, in: Proceedings of the 2010 Spring Simulation Multi-conference
(SpringSim ’10). pp. 1–8 (2010) 30. Shao, Guodong, Kibira, D., Lyons, K.: A virtual Machining Model for Sustainability
Analysis, in: Proceedings of the ASME 2010 International Design Engineering Technical
Conference & Computers and Information in Engineering Conference, pp. 1–9 (2010) 31. Prabhu, V.V., Cannata, A., Taisch, M.: Simulation Modeling of Energy Dynamics in Dis-
crete Manufacturing Systems, in: T. Borangiu et al.14th IFAC Symposium on Information
Control Problems in Manufacturing (INCOM), Bucharest (2012) 32. Prabhu, V.V., Jeon, H.W., Taisch, M.: Modeling Green Factory Physics – An Analytical
Approach, in: 2012 IEEE International Conference on Automation Science and Engineer-
ing (CASE). pp. 46–51 (2012)
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English
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Tree-level UV completions for NRSMEFT d = 6 and d = 7 operators
|
The Journal of high energy physics/The journal of high energy physics
| 2,023
|
cc-by
| 15,911
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Received: July 3, 2023
Accepted: August 4, 2023
Published: August 24, 2023 Received: July 3, 2023
Accepted: August 4, 2023
Published: August 24, 2023 Received: July 3, 2023
Accepted: August 4, 2023
Published: August 24, 2023 Open Access, c⃝The Authors.
Article funded by SCOAP3. Keywords: Baryon/Lepton Number Violation, SMEFT, Sterile or Heavy Neutrinos 3
Lepton number violation (LNV) 3.1
The black box theorem 3.2
A black box for NRSMEFT and Majorana neutrino masses 3.3
Neutrino masses in models derived from LNV d = 7 operators 4
Conclusions A Lagrangian
24 A Lagrangian Tree-level UV completions for NRSMEFT d = 6 and
d = 7 operators JHEP08(2023)166 Rebeca Beltrán,a Ricardo Cepedellob and Martin Hirscha
aInstituto de Física Corpuscular, CSIC-Universitat de València,
C/Catedrático José Beltrán 2, Paterna 46980, Spain
bInstitut für Theoretische Physik und Astrophysik, Universität Würzburg,
Emil-Hilb-Weg 22, D-97074 Würzburg, Germany
E-mail: rebeca.beltran@ific.uv.es,
ricardo.cepedello@physik.uni-wuerzburg.de, mahirsch@ific.uv.es Abstract: We study ultra-violet completions for operators in standard model effective
field theory extended with right-handed neutrinos (NRSMEFT). Using a diagrammatic
method, we generate systematically lists of possible tree-level completions involving scalars,
fermions or vectors for all operators at d = 6 and d = 7, which contain at least one right-
handed neutrino. We compare our lists of possible UV models to the ones found for pure
SMEFT. We also discuss how the observation of LNV processes via NRSMEFT operators
at the LHC can be related to Majorana neutrino masses of the standard model neutrinos. Keywords: Baryon/Lepton Number Violation, SMEFT, Sterile or Heavy Neutrinos Keywords: Baryon/Lepton Number Violation, SMEFT, Sterile or Heavy Neutrinos ArXiv ePrint: 2306.12578 Open Access, c⃝The Authors. Article funded by SCOAP3. Open Access, c⃝The Authors. Article funded by SCOAP3. https://doi.org/10.1007/JHEP08(2023)166 Contents Contents
1
Introduction
1
2
Decompositions
3
2.1
Diagrammatic method basics
4
2.2
Dictionary for d = 6
7
2.3
Dictionary for d = 7
8
2.4
Baryon number violating operators
12
3
Lepton number violation (LNV)
13
3.1
The black box theorem
14
3.2
A black box for NRSMEFT and Majorana neutrino masses
15
3.3
Neutrino masses in models derived from LNV d = 7 operators
19
4
Conclusions
23
A Lagrangian
24 1
Introduction 2
Decompositions 2.1
Diagrammatic method basics 2.2
Dictionary for d = 6 2.3
Dictionary for d = 7 JHEP08(2023)166 2.4
Baryon number violating operators 3
Lepton number violation (LNV) 1
Introduction Experimental searches for heavy neutral leptons (HNLs) have gained a lot of momentum
in the past few years, for recent reviews see for example [1, 2]. Minimal models of HNLs
assume only that some nearly singlet fermion exists with a small coupling to gauge bosons. This setup is motivated experimentally as it gives a simple two parameter extension (one
mixing angle and one mass) of the standard model (SM), describing the experimental
sensitivity, which can then be easily compared among different searches. At the same time, there has also been a revival of interest in HNLs from theory. Here, the main motivation is usually the connection HNLs might have with the non-zero
neutrino masses observed in oscillation experiments. In the minimal type-I seesaw [3–
7], Majorana right-handed neutrinos (NR’s) have only one coupling to SM particles: the
Yukawa coupling to leptons and the Higgs field. After electro-weak symmetry breaking,
this setup leads to Majorana neutrino masses for the active neutrinos and HNL states with
a coupling suppressed by a small mixing angle, typically |V |2 ∝mν/MM, where MM is the
mass of the right-handed neutrino. Compared to the expected experimental sensitivities this mixing is quite small, but
prospects are much better in many non-minimal models: inverse [8] and linear seesaw [9,
10], also models with a new Z′ [11, 12] or leptoquarks [13], to mention a few examples. However, given the large number of possible BSM extensions involving NR’s and the absence
(so far) of any BSM physics at the LHC, a more practical ansatz to parametrise the – 1 – phenomenolgy of NR’s is to use effective field theory, in particular NRSMEFT, i.e. standard
model effective theory extended with right-handed neutrinos. The operator basis for NRSMEFT is known now up to d = 9 [14]. Lower dimensional
operators have been studied in a number of papers earlier, for example d = 5 [15–17],
d = 6 [15, 18, 19] and d = 7 [20, 21]. The phenomenology for NRSMEFT is also a very
active area of research. Ref. [22] studied constraints on the four-fermion operators involving
NR assuming a stable NR. For promptly decaying NR’s see [23], other decay modes have
been studied in [24, 25]. NR’s as long-lived particles at the LHC in NRSMEFT have been
discussed in [26–30]. The very recent paper [31] gives a reinterpretation of many previous
HNL searches in terms of NRSMEFT operators. 1
Introduction Further collider studies of NRSMEFT
include refs. [32–37]. JHEP08(2023)166 While different UV models for NRSMEFT operators at d = 5 and d = 6 have been
mentioned in the literature, what is still lacking is a systematic decomposition of all d = 6
and d = 7 operators, i.e. an attempt to give the complete list of one and two particle
extensions of the SM, that can generate the complete set of operators in the ultra-violet. To provide such a systematic particle “dictionary” constitutes the basic motivation for our
current work. In this context we need to mention [38], which has some overlap with our
paper. In [38] a list of leptoquark states for NRSMEFT operators at d = 6 has been
derived and we agree with these results. Also important for us is [39]. Here, the authors
have presented the complete dictionary of one field extensions of the SM particle content
for pure SMEFT at d = 6. Recently, in [40] they also provide partial results of the one-
loop dictionary for SMEFT at d = 6. Nevertheless, we will compare our results to [39] and
comment on the differences between NRSMEFT and SMEFT dictionaries in section 2.2. The list of d = 7 operators and their tree-level completions is presented in section 2.3. At d = 7 level, all operators with NR’s violate lepton number by two units.1 Lepton number
violation (LNV) in two units should always generate Majorana neutrino masses for the ac-
tive neutrinos of the SM. The most famous example of this connection is the so-called “black
box theorem” [41], where it was shown that the observation of neutrinoless double beta de-
cay (0νββ decay) guarantees that Majorana neutrino masses are generated at some level in
perturbation theory. Similarly, if LNV is observed in a process involving NR’s at the LHC,
the active neutrinos must have Majorana masses. We will discuss this in detail in section 3. The rest of this paper is organised as follows. In the next section, we first discuss the
basics of the diagrammatic method. We then give the list of d = 6 operators and their
decomposition in section 2.2 and for d = 7 operators in 2.3. Baryon number violating
operators are discussed separately in 2.4. Section 3 is then devoted to a discussion of
LNV in NRSMEFT, before we close with a short summary. 1Assuming that the lepton number of NR is L(NR) = +1. There is a subtlety involved in this assumption,
which is discussed in section 3. 1
Introduction JHEP08(2023)166 Name
N
E
∆1
∆3
Σ
Σ1
Irrep
(1, 1, 0)
(1, 1, −1)
1, 2, −1
2
1, 2, −3
2
(1, 3, 0)
(1, 3, −1)
d = 6
◦
◦
◦
◦
Name
U
D
Q1
Q5
Q7
T1
T2
Irrep
3, 1, 2
3
3, 1, −1
3
3, 2, 1
6
3, 2, −5
6
3, 2, 7
6
3, 3, −1
3
3, 3, 2
3
d = 6
Table 2 New vector-like fermions contributing to d = 6 d = 7 NRSMEFT at tree-level Name
N
E
∆1
∆3
Σ
Σ1
Irrep
(1, 1, 0)
(1, 1, −1)
1, 2, −1
2
1, 2, −3
2
(1, 3, 0)
(1, 3, −1)
d = 6
◦
◦
◦
◦
Name
U
D
Q1
Q5
Q7
T1
T2
Irrep
3, 1, 2
3
3, 1, −1
3
3, 2, 1
6
3, 2, −5
6
3, 2, 7
6
3, 3, −1
3
3, 3, 2
3
d = 6
Table 2 New vector-like fermions contributing to d = 6 d = 7 NRSMEFT at tree-level Table 2. New vector-like fermions contributing to d = 6, d = 7 NRSMEFT at tree-level. Name
B
B1
W
W1
L1
L3
Irrep
(1, 1, 0)
(1, 1, 1)
(1, 3, 0)
(1, 3, 1)
1, 2, 1
2
1, 2, −3
2
d = 6
◦
◦
◦
Name
U1
U2
Q1
Q5
X
Irrep
3, 1, −1
3
3, 1, 2
3
3, 2, 1
6
3, 2, −5
6
3, 3, 2
3
d = 6
◦
◦
◦
Table 3. New vector bosons contributing to d = 6, d = 7 NRSMEFT at tree-level. Two fields, L1
and U1, are special cases, see text. Table 3. New vector bosons contributing to d = 6, d = 7 NRSMEFT at tree-level. Two fields, L1
and U1, are special cases, see text. 1
Introduction In the appendix we provide
Lagrangians for all the UV models we discussed in the main text. – 2 – Name
S
S1
φ
Ξ
Ξ1
Irrep
(1, 1, 0)
(1, 1, 1)
1, 2, 1
2
(1, 3, 0)
(1, 3, 1)
d = 6
◦
◦
◦
◦
◦
Name
ω1
ω2
Π1
Π7
ζ
Irrep
3, 1, −1
3
3, 1, 2
3
3, 2, 1
6
3, 2, 7
6
3, 3, −1
3
d = 6
◦
◦
◦
Table 1. New scalars contributing to d = 6 and d = 7 NRSMEFT operators at tree-level. Only
fields marked with a circle contribute to d = 6, the remaining ones appear in models for d = 7
operators. Field names follow the conventions of [39]. Table 1. New scalars contributing to d = 6 and d = 7 NRSMEFT operators at tree-level. Only
fields marked with a circle contribute to d = 6, the remaining ones appear in models for d = 7
operators. Field names follow the conventions of [39]. Table 1. New scalars contributing to d = 6 and d = 7 NRSMEFT operators at tree-level. On
fields marked with a circle contribute to d = 6, the remaining ones appear in models for d =
operators. Field names follow the conventions of [39]. 2.1
Diagrammatic method basics The procedure of opening up or exploding2 EFT operators can be summarised in three
main steps. First, given an effective operator with n light fields, one constructs all possible
topologies that can generate the operator at some loop order. A topology is made up of n
external legs connected through internal lines using only renormalisable interactions, i.e. 3- and 4-point interaction vertices. The number of internal lines depends on the topology
and on loop order. In our case, we consider only tree-level openings and all internal lines
are identified with BSM heavy fields. In the second step, one assigns each light field in the operator to an external leg of
the topology, and Lorentz invariance fixes the Lorentz nature of the internal lines to either
scalar (S), fermion (F) or vector (V ). All possible permutations of the external light fields
give rise to different combinations for the internal fields. At this stage, the output consists
of a set of diagrams where every line has definite Lorentz nature. JHEP08(2023)166 Finally, by imposing gauge invariance, in our case the SM symmetry SU(3)C×SU(2)L×
U(1)Y , in all the interaction vertices, one determines the heavy fields’ quantum numbers,
which are uniquely fixed for tree-level openings. The diagrams are then promoted to model
diagrams and the lists of particles that can be accommodated as internal lines constitute
our models. In summary, for each effective operator of dimension d, the output of the diagrammatic
process is a set of models consisting of heavy BSM particles, each of which gives a tree-level
opening of the operator. We collect in tables 1–3 all the BSM fields that appear in the
model diagrams found for NRSMEFT d = 6 and d = 7 operators, classified according to
their Lorentz nature. Fields contributing to d = 6 operators are marked, the remaining
fields appear only in models for d = 7 operators. Some additional comments are in order. We have implemented the described method
in a Mathematica code. The input for this code is the list of fields and the number
of derivatives contained in the considered operator. Neither the Lorentz structure nor
the field contractions have to be specified. 2This term was introduced in [48] and refers to the process of expanding an operator into a series of UV
renormalisable models generating the initial operator at tree-level. 2
Decompositions In this section, we introduce the diagrammatic method used to systematically decompose
NRSMEFT operators at tree-level. The same method has been used for studying the
Weinberg operator at different loop orders in [42–45] and for 1-loop openings of SMEFT
four-fermion operators in [46, 47]. We will therefore be brief in this description. Subse-
quently, we apply the diagrammatic method to NRSMEFT operators which include at least
one NR at both d = 6 (section 2.2) and d = 7 (section 2.3). Operators at d = 6 and d = 7
that violate baryon number are discussed separately in section 2.4. – 3 – 2.1
Diagrammatic method basics As a consequence, in cases where the basis
of operators allow more than one operator with the same field content (and number of
derivatives) the method yields a list of model diagrams, each of which will contribute to
at least one operator in this set, but does not provide the information to which specific
operator (or operators) the model will be matched. We choose to do so, because the model lists found in this way are complete, once one
scans over all possible operators at a given level of d. After this has been done, many
models are found more than once, reflecting the fact that in most cases BSM extensions
will generate not only one specific operator, but contribute to several operators, when the
correct matching for the model is calculated. Matching of tree-level models (as we consider
here) could of course easily be calculated “by hand”, but recently the code Matchete [49]
has been published, with which the matching can be done also automatically. – 4 – ψ2H3 (+h.c.)
(RR)(RR)
(LL)(RR)
OLNH3
(LNR) ˜H(H†H)
ONN
(NRγµNR)(NRγµNR)
OLN
(LγµL)(NRγµNR)
ψ2H2D (+h.c.)
OeN
(eRγµeR)(NRγµNR)
OQN
(QγµQ)(NRγµNR)
ONH2D
(NRγµNR)(H†i
←→
DµH)
OuN
(uRγµuR)(NRγµNR)
(LR)(LR) (+h.c.)
ONeH2D
(NRγµeR)( ˜H†iDµH)
OdN
(dRγµdR)(NRγµNR)
OLNLe
(LNR)ϵ(LeR)
(LR)(RL) (+h.c.)
OduNe
(dRγµuR)(NRγµeR)
OLNQd
(LNR)ϵ(QdR)
OQuNL
(QuR)(NRL)
ONNNN
(Nc
RNR)(Nc
RNR)
OLdQN
(LdR)ϵ(QNR)
Table 4. NRSMEFT operators at d = 6 which can be generated at tree-level. Baryon number
violating operators are discussed separately in section 2.4. JHEP08(2023)166 Table 4. NRSMEFT operators at d = 6 which can be generated at tree-level. Baryon number
violating operators are discussed separately in section 2.4. Our code does not fix the operator list to any particular on-shell basis. In consequence,
we do not consider diagrams with light bridges. Once the operator list, to which any given
model is matched, is reduced to the on-shell basis, operators containing diagrams with light
bridges will be automatically included. It is important to note, however, that diagrams with
light bridges do not present new models, i.e. it is guaranteed that with the diagrammatic
method, as discussed here, no models are lost. For tables 1–3, we follow the naming conventions of [39]. Most fields in our list of
possible BSM particles have already appeared in that reference in a different context. 2.1
Diagrammatic method basics Note
that (i) Ξ1 in neutrino physics is usually denoted with the symbol ∆and (ii) we use N
for the heavy fermion F(1, 1, 0) to distinguish it from the light NR. However, there are
two special cases, the vectors L1 and U1. The latter does not appear in pure SMEFT at
d = 6 [39], but this field is listed in [38]. On the other hand, L1 is more subtle. One can choose to treat vector fields as either
gauge vectors or not. For general vector fields, one can write down a general list of inter-
actions obeying simply Lorentz and gauge symmetries of the model under consideration. However, for heavy gauge vectors a certain set of these interactions is not allowed, see the
discussion in [50]. In pure SMEFT at d = 6, L1 can contribute to the matching only if
the interaction term L†
1,µDµH is included [39]. Such a term is not allowed for a gauge
vector [50]. However, in NRSMEFT a L1 will contribute to the matching, even if it is
forced to be a gauge vector. We note that while we do not give the list of possible gauge
groups for the vectors in table 3, L1 appears, for example, in 331 models [51–54]. Finally, all heavy fermions appearing in the models are considered to be vector-like
under the SM gauge group, even though just one of the chiralities might be needed to open
up an operator. This assumption is motivated by experimental data. The observation of a
SM-like Higgs boson at ATLAS [55] and CMS [56] rules out the existence of a fourth chiral
generation (in the minimal SM). – 5 – ψ2H3 :
ψ4 :
ψ2H2D :
Figure 1. Operator classes at d = 6 and their respective tree openings at the diagram level. Solid
lines correspond to fermions, dashed lines to scalars and wavy lines to vectors. Red lines are for
heavy fields. JHEP08(2023)166 Figure 1. Operator classes at d = 6 and their respective tree openings at the diagram level. Solid
lines correspond to fermions, dashed lines to scalars and wavy lines to vectors. Red lines are for
heavy fields. 2.2
Dictionary for d = 6 2.2 In table 4 we show the list of operators at d = 6 that can be generated at tree-level. The
operators are classified into three classes: ψ2H3, ψ2H2D, and ψ4.3 At d = 6 there is a
fourth operator class, ψ2HX, whose operators can only be realised at loop level and hence
are not listed here. For a complete basis of on-shell operators at d = 6, see [21]. In table 4 we show the list of operators at d = 6 that can be generated at tree-level. The
operators are classified into three classes: ψ2H3, ψ2H2D, and ψ4.3 At d = 6 there is a
fourth operator class, ψ2HX, whose operators can only be realised at loop level and hence
are not listed here. For a complete basis of on-shell operators at d = 6, see [21]. Figure 1 shows all possible diagrams that generate the three operator classes mentioned
above. The first class, ψ2H3, can be obtained through two different topologies, one of
which contains two heavy fields (depending on their Lorentz nature we find three diagrams
corresponding to the possibilities: SS, FF, SF), leading in most cases to two-particle
extensions of the SM. The other topology includes a 4-point interaction vertex and it
contains just one heavy scalar field. The four-fermion class, ψ4, can only be generated at
tree-level with a scalar or a vector heavy propagator, depending on the chirality of the
external fields. Finally, there are two openings for the operator class ψ2H2D with just one
internal field, one of which contains the derivative in the V SS interaction vertex, and in
the other, the derivative comes from the fermion propagator. Thus, all operators in table 4
can be generated at tree-level with one-particle SM extensions, except for the operator
OLNH3 belonging to ψ2H3, for which some openings require two-particle models.f JHEP08(2023)166 Here, our approach differs from the philosophy followed in [39], since we insist on
using only renormalisable vertices. The authors of [39], on the other hand, consider only
one particle extensions of the SM. However, already at d = 6 in pure SMEFT there are
some operators which require two BSM fields. 2.1
Diagrammatic method basics Models
Operators
S
ONN, ONNNN
S1
OLNLe, OeN
φ
OQuNL, OLNLe, OLNQd, OLN, OLNH3
ω1
OLNQd, OdN, OduNe
ω2
OuN
Π1
OLNQd, OQN
∆1
ONH2D, ONeH2D
B
ONH2D, ONN, OeN, OuN, OdN, OLN, OQN
B1
ONeH2D, OeN, OduNe
L1
OLN
U1
OdN
U2
OQuNL, OuN, OduNe
Q1
OQuNL, OQN Table 5. One-particle decompositions for d = 6 NRSMEFT operators. We differentiate between
scalar, fermion and vector models. The first column gives the particle, the second the operators
that are generated at tree-level. ψ2H3
Two-particle models
OLNH3
SS:
(S, φ), (Ξ1, φ), (Ξ, φ)
FF:
(∆1, N), (∆1, Σ1), (∆1, Σ)
FS:
(N, S), (∆1, S), (∆1, Ξ1), (Σ1, Ξ1), (∆1, Ξ), (Σ, Ξ) Table 6. Two-particle decompositions for the d = 6 operator OLNH3. There are three types of
models according to the Lorentz nature of the heavy fields. Table 6. Two-particle decompositions for the d = 6 operator OLNH3. There are three types of
models according to the Lorentz nature of the heavy fields. – 6 – 4Our Mathematica code can handle also non-renormalisable interactions. We have checked for some
concrete cases that we can reproduce the one-heavy-particle at a time results of [39], once we include d = 5
terms. 3The full list of four-fermion operators includes two additional operators that violate baryon number
(B), these are discussed separately in section 2.4.
4 3The full list of four-fermion operators includes two additional operators that violate baryon numb
(B) these are discussed separately in section 2 4 3The full list of four-fermion operators in 3The full list of four-fermion operators include
(B), these are discussed separately in section 2.4.
4 2.2
Dictionary for d = 6 All operators a
non-hermitian, (+h.c.) is implicitly assumed. can be automated with computer tools, such as Matchete [49]. We added a notebook with
some example models as supplementary material to this paper. can be automated with computer tools, such as Matchete [49]. We added a notebook with
some example models as supplementary material to this paper. 5Again, baryon number violating operators, in class ψ4H, are treated separately in section 2.4. 2.2
Dictionary for d = 6 The list of decompositions given in [39]
for pure SMEFT is nevertheless complete, since [39] add also non-renormalisable operator
(NRO) interactions at d = 5 to their Lagrangian.4 We present in table 5 the list of one-particle models found at d = 6 and the corre-
sponding operators they open at tree-level, while the two-particle models for OLNH3 are
shown separately in table 6, where we categorise the models based on the Lorentz nature
of the involved fields. We note that the new field U1 contributes to only one d = 6 operator
in NRSMEFT, OdN. This is due to the existence of a single interaction vertex involving
light fields and the heavy vector, given by L ∝
NRγµdR
Uµ†
1 .i
The Lagrangian terms of heavy fields including a NR are given in appendix A. Further-
more, we also collect there all gauge-invariant renormalisable terms that can be written
down for U1 and the BSM fields appearing in tables 1–3, as well as for the vector L1. Recall,
that the field L1 was also included in [39], but as a non-gauge vector. For NRSMEFT,
we find additional renormalisable interactions of this vector. We also present them in ap-
pendix A. The term containing solely light fields and L1, which contributes to the matching
of the operator OLN, is given by L ∝
Nc
RγµL
Lµ
1.
Given the complete UV Lagrangian, one could perform the tree-level matching onto the
set of NRSMEFT operators. While we do not perform explicitly this matching, the process – 7 – ψ2H3D
ψ4H
ψ4H
ONLH3D
ϵij(Nc
RγµLi)(iDµHj)(H†H)
OLNLH
ϵij(LγµL)(Nc
RγµLi)Hj
OLNeH
(LNR)(Nc
ReR)H
ϵij(Nc
RγµLi)Hj(H†i
←→
DµH)
OQNLH
ϵij(QγµQ)(Nc
RγµLi)Hj
OeLNH
H†(eRL)(Nc
RNR)
ψ2H2D2
ϵij(QγµQi)(Nc
RγµLj)H
OQNdH
(QNR)(Nc
RdR)H
ONeH2D2
ϵij(Nc
R
←→
DµeR)(HiDµHj)
OeNLH
ϵij(eRγµeR)(Nc
RγµLi)Hj
OdQNH
H†(dRQ)(Nc
RNR)
ONH2D2
(Nc
R
←→
∂µ NR)(H†←→
DµH)
OdNLH
ϵij(dRγµdR)(Nc
RγµLi)Hj
OQNuH
(QNR)(Nc
RuR) ˜H
(Nc
RNR)(DµH)†DµH
OuNLH
ϵij(uRγµuR)(Nc
RγµLi)Hj
OuQNH
˜H†(uRQ)(Nc
RNR)
ψ2H2X
OduNLH
ϵij(dRγµuR)(Nc
RγµLi) ˜Hj
OLNNH
(LNR)(Nc
RNR) ˜H
ONeH2W
(ϵτ I)ij(Nc
RσµνeR)(HiHj)W I
µν
OdQNeH
ϵij(dRQi)(Nc
ReR)Hj
ONLNH
˜H†(NRL)(Nc
RNR)
ONH2B
(Nc
RσµνNR)(H†H)Bµν
OQuNeH
(QuR)(Nc
ReR)H
ψ2H4
ONH2W
(Nc
RσµνNR)(H†τ IH)W I
µν
(QσµνuR)(Nc
RσµνeR)H
ONH4
(Nc
RNR)(H†H)2
Table 7. NRSMEFT operators at d = 7 that admit tree-level decompositions. All operators are
non-hermitian, (+h.c.) is implicitly assumed. JHEP08(2023)166 Table 7. NRSMEFT operators at d = 7 that admit tree-level decompositions. 2.3
Dictionary for d = 7 We next discuss the results for d = 7 NRSMEFT operators. There are eight different
operator classes, but only five of them can be generated at tree-level. Operators with
two fermions containing derivatives or strength field tensors can only come at tree-level if
they have at least two scalars [50]. Operators with four fermions and a derivative cannot
be generated either at tree-level, since the potential diagrams with four external legs (see
diagrams for class ψ4 in figure 1) do not contain any derivative in the interaction vertices. Hence the classes ψ2H3D, ψ2H2D2 and ψ2H2X are tree-level generated, whereas ψ2HDX,
ψ4D and ψ2X2 can only be opened via loops. The remaining classes generated at tree-
level contain only fermions and scalars: ψ4H and ψ2H4. All the operators which can be
decomposed at tree-level are shown in table 7.5 The complete list of on-shell operators at
d = 7 can be found, for example, in [21].i The diagrams generating the listed operators are represented in figure 2, covering all
possible configurations for the considered operators in NRSMEFT. As before, we adopt
the convention of using solid, dashed, and wavy lines to denote fermion, scalar, and vector
fields, respectively, and black for light fields, while red lines denote heavy fields. In most diagrams, there are now two or even three heavy propagators. However, the
operator class ψ2H2D2 can be generated with just one heavy propagator. Consequently, at
d = 7, we encounter models with up to three new particles. Regarding the Lorentz nature of
the heavy fields appearing in the different models, we find that for the operators belonging – 8 – ψ2H3D :
ψ2H2D2 :
ψ2H2X :
ψ4H :
ψ2H4 :
Figure 2. Diagrams generating different d = 7 operator classes at tree-level. External light fields
appear as black lines and heavy propagators are marked in red. JHEP08(2023)166 Figure 2. Diagrams generating different d = 7 operator classes at tree-level. External light fields
appear as black lines and heavy propagators are marked in red. to the ψ2H2X class, only heavy fermions are allowed and for the ones in ψ2H2D2 and
ψ2H4, only scalars and fermions can be drawn as internal lines. In the remaining classes,
ψ2H3D and ψ4H, the models consist of a pair of fields that are different combinations of
scalars, fermions and vectors. Table 8. NRSMEFT d = 7 operators in classes ψ2H2D2, ψ2H2X and ψ4H and the corresponding
models generating them at tree-level. 2.3
Dictionary for d = 7 As the number of internal lines increases in the opening of diagrams of higher di-
mensional operators, so does the possible number of models. In total we count 224 UV
decompositions for the d = 7 operators in table 7, but the same particle content can give
rise to more than one d = 7 operator in many cases. The total number of different particle
combinations for the listed operators is then found to be 112. We present the results for
each operator individually in tables 8–9, classifying the models by the number of BSM
particles they contain (one, two or three). Additionally, we group the models based on the
Lorentz nature of the heavy propagators depicted in the diagrams. Among these models, there are only two one-particle models: the scalar S and the
fermion ∆1. The number of two-particle models increases to 102, consisting of 42 FS
models and 45 FV models. The remaining models include three FF, nine SS, and three
SV configurations. As we indicated in figure 2, we did not find any V V model. Finally,
there are eight three-particle models, which generate the operator ONH4. It is worth noting
that subsets of particles within the three-particle models can also generate other operators. 2.3
Dictionary for d = 7 – 9 – ψ2H2D2
Models
ψ2H2X
Models
ONeH2D2
F :
∆1
ONeH2W
F :
∆1
ONH2D2
S :
S
ONH2B
F :
∆1
F :
∆1
ONH2W
F :
∆1
ψ4H
Models
OLNLH
SS :
(S1, φ) (φ, Ξ1)
FS :
(E, S1) (Σ1, Ξ1) (∆1, S1) (∆1, Ξ1) (N, φ) (Σ, φ)
FV
:
(N, B) (Σ, W) (N, L1) (Σ, L1) (∆1, B) (∆1, W) (E, L1) (Σ1, L1)
OQNLH
SS :
(ω1, Π1) (Π1, ζ)
FS :
(D, ω1) (T1, ζ) (∆1, ω1) (∆1, ζ) (N, Π1) (Σ, Π1) (U, Π1) (T2, Π1)
FV
:
(U, U2) (T2, χ) (U, L1) (T2, L1) (N, B) (Σ, W) (N, Q1) (Σ, Q1)
(∆1, U2) (∆1, χ) (D, L1) (T1, L1) (∆1, B) (∆1, W) (D, Q1) (T1, Q1)
OeNLH
SS :
(S1, φ)
FS :
(N, S1) (∆1, φ) (∆3, S1)
FV
:
(N, B) (N, B1) (∆3, L3) (∆3, L1) (∆1, B) (∆1, B1) (∆1, L3) (∆1, L1)
OdNLH
SS :
(ω1, Π1)
FS :
(Q1, Π1) (∆1, Π1) (Q5, ω1) (N, ω1)
FV
:
(N, B) (N, U1) (Q5, Q5) (Q5, L1) (∆1, B) (Q1, U1) (∆1, Q5) (Q1, L1)
OuNLH
SS :
(ω2, Π7)
FS :
(Q7, Π7) (∆1, Π7) (N, ω2) (Q1, ω2)
FV
:
(Q1, Q1) (Q1, L1) (N, B) (N, U2) (∆1, Q1) (Q7, L1) (∆1, B) (Q7, U2)
OduNLH
SS :
(ω2, Π1)
FS :
(Q1, Π1) (∆1, Π1) (Q1, ω2) (E, ω2)
FV
:
(E, B1) (E, U1) (Q1, Q1) (Q1, L1) (∆1, B1) (Q1, U1) (∆1, Q1)
OdQNeH
SS :
(S1, φ)
FS :
(∆1, φ) (Q5, S1) (U, S1)
FV
:
(U, U2) (U, U1) (Q5, Q5) (Q5, Q1) (∆1, U2) (∆1, U1) (∆1, Q5) (∆1, Q1)
OQuNeH
SS :
(S1, φ) (ω1, Π1) (ω2, Π7)
FS :
(Q7, Π7) (∆1, Π7) (D, ω1) (∆1, ω1) (D, S1) (Q7, S1) (∆1, φ) (∆1, Π1)
(Q7, Π1) (∆1, ω2) (D, ω2) JHEP08(2023)166 FV
:
(N, B) (N, U1) (Q5, Q5) (Q5, L1) (∆1, B) (Q1, U1) (∆1, Q5) (Q1, L1)
SS :
(ω2, Π7) Table 8. NRSMEFT d = 7 operators in classes ψ2H2D2, ψ2H2X and ψ4H and the corresponding
models generating them at tree-level. Table 9. Continuation of table 8. NRSMEFT d = 7 operators in ψ2H3D, ψ2H4, ψ4H and their
tree-level decompositions. 2.3
Dictionary for d = 7 – 10 – JHEP08(2023)166
ψ2H3D
Models
ONLH3D
SV
:
(S, L1) (Ξ, L1) (Ξ1, L1)
FS :
(N, S) (Σ, Ξ) (Σ1, Ξ1) (∆1, S) (∆1, Ξ) (∆1, Ξ1)
FV
:
(N, B) (Σ, W) (Σ1, W1) (∆1, B) (∆1, W) (∆1, B1) (∆1, W1)
FF :
(N, ∆1) (∆1, Σ) (∆1, Σ1)
ψ2H4
Models
ONH4
S :
S
SS :
(S, φ) (S, Ξ1) (S, Ξ)
FS :
(N, S) (Σ, Ξ) (Σ1, Ξ1) (∆1, S) (∆1, Ξ) (∆1, Ξ1) (∆1, φ)
FF :
(N, ∆1) (∆1, Σ) (∆1, Σ1)
SSS :
(S, φ, Ξ1) (S, φ, Ξ)
FFS :
(∆1, Σ1, Ξ1) (N, ∆1, S) (∆1, Σ, Ξ)
FSS :
(∆1, S, φ) (∆1, φ, Ξ) (∆1, φ, Ξ1)
ψ4H
Models
OLNeH
SS :
(S, φ) (S1, φ)
FS :
(E, S) (E, S1) (∆1, φ) (∆1, S) (∆1, S1)
OeLNH
SS :
(S, φ)
FS :
(∆1, S) (∆1, φ) (E, S1)
FV
:
(E, B1) (∆1, L1) (∆1, B1)
OQNdH
SS :
(S, φ) (ω1, Π1)
FS :
(∆1, φ) (D, ω1)(∆1, ω1) (Q1, Π1) (∆1, Π1) (Q1, S) (D, S)
OdQNH
SS :
(S, φ)
FS :
(∆1, φ) (Q1, S) (D, S)
FV
:
(∆1, U1) (∆1, Q1) (D, U1) (Q1, Q1)
OQNuH
SS :
(S, φ) (ω2, Π1)
FS :
(Q1, Π1), (∆1, Π1), (U, ω2), (∆1, ω2), (U, S), (Q1, S)
OuQNH
SS :
(S, φ)
FS :
(∆1, φ) (U, S) (Q1, S)
FV
:
(Q1, Q1) (U, U2) (∆1, Q1) (∆1, U2)
OLNNH
SS :
(S, φ)
FS :
(N, S) (∆1, S) (∆1, φ)
ONLNH
SS :
(S, φ)
FS :
(N, S) (∆1, S) (∆1, φ)
FV
:
(N, B) (∆1, B) (∆1, L1)
2
3
2
4
4 JHEP08(2023)166 – 11 – ψ4
(d = 6)
Models
OQQdN
εij
Qc
iQj
dc
RNR
S :
ω1
V
:
Q1
OuddN
uc
RdR
dc
RNR
S :
ω1, ω2
ψ4H
(d = 7)
Models
OQNddH
εij
QiNR
dRdc
R
˜Hj
SS :
(ω2, Π1)
FS :
(U, ω2) (∆1, ω2) (Q1, Π1)
FV
:
(Q1, Q1) (Q1, U1) (∆1, Q1) (U, U1)
OQNQH
εij
QiNR
QjQc
H
SS :
(ω1, Π1) (Π1, ζ)
FS :
(D, ω1) (∆1, ω1) (T1, ζ) (∆1, ζ)
(D, Π1) (T1, Π1)
OQNudH
QNR
(uRdc
R) H
SS :
(ω1, Π1)
FS :
(D, ω1) (∆1, ω1) (Q5, Π1) (Q1, Π1)
FV
:
(Q1, Q1) (Q1, U1) (Q5, Q5) (Q5, U2)
(∆1, Q1) (D, U1) (∆1, Q5) (D, U2)
Table 10. 2.3
Dictionary for d = 7 Baryon number violating operators of d = 6 and d = 7 in NRSMEFT and their tree-level
decompositions. Models are classified in terms of the Lorentz nature of the fields. JHEP08(2023)166 Table 10. Baryon number violating operators of d = 6 and d = 7 in NRSMEFT and their tree-level
decompositions. Models are classified in terms of the Lorentz nature of the fields. Table 10. Baryon number violating operators of d = 6 and d = 7 in NRSMEFT and their tree-level
decompositions. Models are classified in terms of the Lorentz nature of the fields. 6When defining the operators, SU(3) contractions have been omitted. In all cases there should be the
total antisymmetric tensor in colour indices, εαβσ, contracted with the three quark fields’ colour indices. 2.4
Baryon number violating operators However, if we impose B conservation, either yω1
Nd
or yω1
ud could be non-zero, depending on which B(ω1) is assigned. In this case, ω1 can appear
in the decomposition of other NRSMEFT operators, relevant for collider experiments. The previous discussion can also be extended to decompositions for d = 7 operators,
although additional subtleties arise as a larger number of couplings enter in the matching
relations. In summary, in two particle models for d = 7 operators there are three couplings
entering the matching conditions and usually it is sufficient to forbid one of the three in
order to ensure baryon number conservation.l Finally, we briefly comment on lepton number violation in BNV operators. The above
discussion has not assumed any value for the lepton number of NR, see also the discussion
in the next section. If we use the standard assignment of L(NR) = 1, one can easily see
that d = 6 BNV operators violate B + L, while conserving B −L. Operators at d = 7, on
the other hand, violate B −L. This follows exactly the same pattern as found in SMEFT. 2.4
Baryon number violating operators Note that again we have suppressed flavour indices; in full
generality the Wilson coefficients are matrices in flavour space. This operator triggers the
decay process p →π+N.7 Experimental limits on the proton lifetime impose stringent
constraints on the combination yω1
Nd yω1
ud/Λ2. For the current experimental bound on this
proton decay mode [57] the upper limit is roughly where we assumed mω1 = Λ. Note that again we have suppressed flavour indices; in full
generality the Wilson coefficients are matrices in flavour space. This operator triggers the
decay process p →π+N.7 Experimental limits on the proton lifetime impose stringent
constraints on the combination yω1
Nd yω1
ud/Λ2. For the current experimental bound on this
proton decay mode [57] the upper limit is roughly yω1
Nd yω1
ud ≲10−26
Λ
TeV
2
. (2.3) (2.3) Clearly, this constraint renders OuddN unobservable for any foreseeable collider experiment. This does not, however, imply that the particle ω1 can not appear in other operators. Consider the following. In this simple model, BNV arises from the simultaneous presence
of the two couplings, yω1
Nd and yω1
ud, since there is no baryon number (B) that can be assigned
to ω1 in a way that preserves B in both interaction terms. For example, if we assign
B(ω1) = 1/3, so that B is respected in the terms of the first row of eq. (2.1), the yukawa
interactions of the second row violate B. However, if we impose B conservation, either yω1
Nd
or yω1
ud could be non-zero, depending on which B(ω1) is assigned. In this case, ω1 can appear
in the decomposition of other NRSMEFT operators, relevant for collider experiments. Clearly, this constraint renders OuddN unobservable for any foreseeable collider experiment. This does not, however, imply that the particle ω1 can not appear in other operators. Consider the following. In this simple model, BNV arises from the simultaneous presence
of the two couplings, yω1
Nd and yω1
ud, since there is no baryon number (B) that can be assigned
to ω1 in a way that preserves B in both interaction terms. For example, if we assign
B(ω1) = 1/3, so that B is respected in the terms of the first row of eq. (2.1), the yukawa
interactions of the second row violate B. 7While ω1 can trigger decays such as p →π+N and p →K+N, ω2 can only cause the decay p →K+N
because the coupling yω2
dd is anti-symmetric in flavour space. 2.4
Baryon number violating operators In this subsection we comment on baryon number violation (BNV) in NRSMEFT. We
give the decompositions for the BNV operators here only for completeness, since proton
decay constraints (see below) usually render these operators uninteresting for collider phe-
nomenology. The BNV operators at d = 6 and d = 7 that can be opened at tree-level
are presented in table 10.6 Next to each operator, we provide the list of decompositions,
classified according to the Lorentz nature of the fields. At d = 6, there are two four-fermion
operators that can be opened at tree-level. At d = 7 there are five BNV operators, two of
them belong to the ψ4D class and can only be generated at loop level, hence we don’t list
them. The three remaining operators are in the ψ4H category and can be opened through
three different diagrams, as was shown in figure 2.i For the d = 6 operators we find three one-particle decompositions: the two scalars ω1,
ω2, and the vector Q1. Regarding the models for d = 7 operators, we found 22 two-particle
models (3 SS, 10 FS and 9 FV models). Out of these 22, 17 models appear also in the
opening of other d = 7 NRSMEFT operators, while 3 FS and 2 FV models are new. These
are (D, Π1), (T1, Π1), (Q5, Π1) and (Q5, U2), (D, U2), respectively. Note that the non-observation of proton decay sets stringent limits on parameters of
the models that allow for baryon number violating processes. Let us discuss this first for – 12 – a specific example. For simplicity, we consider the scalar decomposition ω1 of the d = 6
operator OuddN. The relevant part of the UV Lagrangian for our discussion reads a specific example. For simplicity, we consider the scalar decomposition ω1 of the d = 6
operator OuddN. The relevant part of the UV Lagrangian for our discussion reads L ∝yω1
ue
uc
ReR
ω†
1 + yω1
Nd
dc
RNR
ω†
1 + yω1
QL
QcL
ω†
1
+ yω1
ud
uc
RdR
ω1 + yω1
Q
QcQ
ω1 + h.c. + . . . (2.1) (2.1) The contribution to the operator OuddN is given by the matching relation cuddN = yω1
Nd yω1
ud
Λ2
,
(2.2) (2.2) JHEP08(2023)166 where we assumed mω1 = Λ. 3
Lepton number violation (LNV) In this section we will discuss lepton number violation in NRSMEFT and how it is connected
to observable LNV processes with charged leptons at the LHC and to the Majorana masses – 13 – ν
ν
e
e
0νββ
e
e
d
¯d
W
W
¯d
¯d
u
u
u
u
L
L
eR
eR
0νββ
eR
eR
dR
dR
H
H
dR
dR
Q
Q
uR uR
H
H
Figure 3. Black box theorem of 0νββ decay graphically [41]: whatever is the underlying mechanism
generating a non-zero neutrinoless double beta decay amplitude, will also generate a Majorana mass
term for at least one of the SM neutrinos. Cutting the diagrams at the thinner lines leaves an
operator contributing to 0νββ decay. To the left, diagram in the mass eigenstate basis. To the
right, example diagram for the operator O9
ude = u2
RdR
2e2
R in the gauge basis. L
L
eR
eR
0νββ
eR
eR
dR
dR
H
H
dR
dR
Q
Q
uR uR
H
H eR Figure 3. Black box theorem of 0νββ decay graphically [41]: whatever is the underlying mechanism
generating a non-zero neutrinoless double beta decay amplitude, will also generate a Majorana mass
term for at least one of the SM neutrinos. Cutting the diagrams at the thinner lines leaves an
operator contributing to 0νββ decay. To the left, diagram in the mass eigenstate basis. To the
right, example diagram for the operator O9
ude = u2
RdR
2e2
R in the gauge basis. JHEP08(2023)166 of the SM neutrinos. Before we turn to NRSMEFT operators, however, it is instructive to
discuss the “black box theorem” of neutrinoless double beta decay (0νββ decay) [41]. We
will recapitulate the basics in section 3.1. In subsection 3.2, using very similar arguments, we will discuss how the observation
of LNV @ LHC in processes involving a NR and Majorana neutrino masses are related at
the operator level. For NRSMEFT at d = 7 we have given the possible decompositions at
tree-level in section 2.3. In subsection 3.3 we examine Majorana neutrino masses in the
renormalisable UV models, found in section 2.3. 8The mass mechanism of 0νββ decay corresponds actually to a d = 11 operator: O11
¯
Q2Q2L2H2. 3.1
The black box theorem It is known for a long time that the observation of 0νββ decay will guarantee that at
least one neutrino has a Majorana mass term [41]. This is usually called the “black box
theorem”, since the mechanism (or “model”) underlying the 0νββ decay amplitude needs
not to be known for this conclusion to hold, see figure 3, left: at the quark level 0νββ decay
is a d = 9 operator of the form ( ¯d ¯duuee). As the figure shows, this operator can always be
“dressed” with W-bosons to draw a diagram that generates a radiative contribution to the
Majorana neutrino mass of a SM neutrino. 0νββ decay is a low-energy process, thus the black box diagram is usually drawn in the
mass eigenstate basis, as done in figure 3, left. It is instructive, however, to discuss the black
box theorem in terms of SMEFT operators. The neutrino Majorana mass matrix is gener-
ated from the famous Weinberg operator, OW = LLHH, while contributions to the 0νββ
decay amplitude start at the d = 9 level. ∆L = 2 operators (disregarding operators with
derivatives or field strength tensors) have been listed up to d = 11 in [58]. At d = 9 there are
six operators relevant for 0νββ decay.8 The simplest six fermion SMEFT operator for 0νββ
decay is O9
u ¯de ∝u2
RdR
2e2
R. The operator and its black box connection is shown in figure 3,
right. The SM Yukawa couplings ¯LeRH, ¯QdRH and uRQH are used to close the loops. This
example results in a 4-loop diagram, the same as the black box diagram in the mass basis. The other five d = 9 operators will result either in 2-loop or in 3-loop black box diagrams. – 14 – Note that black box diagrams are in general divergent. Thus, one expects that neutrino
masses are generated at a lower loop level than indicated by the respective black box
diagram. However, at the level of NROs it is not possible to decide at which level neutrino
masses are indeed generated, for this one needs to know the underlying UV model. We
will come back to this question in subsection 3.3. 3.1
The black box theorem A 4-loop diagram will give only a tiny contribution to the neutrino mass [59] and,
thus, the guaranteed, but minimal contribution from the 0νββ decay black box diagram to
the neutrino masses is numerically much smaller than what is required to explain neutrino
oscillation data. However, given the finite number of operators at d = 9, one can open up
the 0νββ decay operator(s) in all possible ways, say, at tree-level [60]. The list of possible
UV “models” found in this exercise can then be examined one-by-one and neutrino mass
models from the tree- to the 4-loop level emerge [61]. Whether any particular of these
models can or can not be the main contribution to the neutrino masses — as required for
an explanation of oscillation data — is then mainly a question of the loop level at which the
neutrino masses are generated in the respective model, but in all cases a non-zero Majorana
mass for the SM neutrinos is guaranteed. JHEP08(2023)166 10At the LHC l = e, µ, τ, in 0νββ decay only l = e, of course. We will not discuss flavour in detail. 9NRSMEFT operators put the chirality of NR as right-handed. In the mass eigenstate basis N has bot
left- and right-handed components, so we do not add the subscript R for mass eigenstates.
10l 3.2
A black box for NRSMEFT and Majorana neutrino masses JHEP08(2023)166 di-lepton plus jets)/#events(opposite-sign di-lepton plus jets) is equal to one. Same-sign
di-lepton events are obviously ∆(L) = 2 processes, formally the same as a Majorana neu-
trino mass. The diagram for this LHC process is shown in figure 4 on the left. From this
diagram, one can cut off the quarks and draw the 2-loop Majorana neutrino mass diagram
shown on the right of figure 4. Clearly, if the diagram on the left is present in the model, the diagram on the right
must also exist. Thus, the observation of this LNV process at the LHC guarantees that
neutrinos are Majorana states for this particular model. Several comments are in order. First of all, the connection between the LHC process and Majorana neutrino masses in
this particular example can be trivially understood. The model as discussed is, after all, a
type-I seesaw and type-I seesaw of course generates Majorana neutrino masses. However,
Majorana neutrino masses in the seesaw are generated at tree-level, thus the 2-loop diagram
in figure 4 just represents a “minimal link” between the LHC process and the existence
of a Majorana neutrino mass. Numerically it is only a very minor correction to the total
neutrino mass in this model. This is very similar to the black box theorem for 0νββ decay
discussed above. But, different from the black box theorem for 0νββ decay, the discussion as presented
so far is model dependent, since we have assumed that the Lagrangian terms of eq. (3.1)
exist. To make statements as model-independent as possible, we should not a priori assume
that N has a coupling to SM W-bosons,11 nor that the mass of the N is of Majorana type,
but instead consider EFT operators. In the mass eigenstate basis, after electro-weak symmetry breaking, the simplest purely
fermionic operator one can write down for the production of a fermion singlet is either ¯duNe
or ¯duNce. Assigning lepton number to N as L(N) = 1 (L(N) = −1), the former (latter)
operator is lepton number conserving, while the latter (former) represents a LNV object. If both types of operators are present, LNV processes will be generated-independently of
the nature of the mass term of N. However, N needs to be a massive particle, its mass
term could be either Dirac, i.e. lepton number conserving (LNC), or Majorana (LNV), as
discussed above. 3.2
A black box for NRSMEFT and Majorana neutrino masses Before turning to NRSMEFT operators, let us briefly discuss the renormalisable Lagrangian
for a simple model that adds a NR to the SM. In the minimal type-I seesaw, there is a
Majorana mass term and the Lagrangian involving NR contains also a Yukawa coupling: LType−I = −yνNRLH −1
2MMNc
RNR + h.c. (3.1) (3.1) Note that the Majorana nature of the mass term is specific for the type-I seesaw. The
mass term for NR could also be of Dirac type, the best-known example is the inverse
seesaw [8]. Adding a second Weyl fermion to the model, call it NL, one can write a mass
term MRNLNR instead of MM in eq. (3.1). It is obvious that, assigning lepton number
L(NR) = 1 (and L(NL) = 1), the Yukawa term and MR conserve lepton number, while
MM violates L by ∆(L) = 2. However, in the absence of yν one could assign L(NR) = 0
and this would eliminate LNV from MM. This may seem trivial, but we would like to
stress that LNV is always related to a mismatch in the lepton number assignment of two or
more terms in the Lagrangian in any model, NRSMEFT is no exception to this statement.i After electro-weak symmetry breaking, the simple model, defined by eq. (3.1), intro-
duces a non-zero coupling of the (mostly) singlet state N9 to the gauge bosons, gVlN,
where VlN is the mixing angle between active and sterile states. At the LHC W-bosons are
produced, which can then decay to N + l via this non-zero coupling.10 N will decay itself
via an off-shell W to another lepton plus jets. For a Majorana neutrino, the probability to
decay to either lepton or anti-lepton is the same (at tree-level), thus the final state for the
whole process will contain two leptons and two jets and the ratio R = #events(same-sign – 15 – d
e
e
d
u
u
W
N
W
e
N
e
W
ν
ν
Figure 4. Lepton number violation at the LHC in a minimally extended variant of the SM (left)
and a 2-loop neutrino mass diagram that will necessarily be generated at the same time. u Figure 4. Lepton number violation at the LHC in a minimally extended variant of the SM (left)
and a 2-loop neutrino mass diagram that will necessarily be generated at the same time. 11We will come back to this point near the end of this subsection. 3.2
A black box for NRSMEFT and Majorana neutrino masses Thus, overall, one can find ∆(L) = 2 processes either with two LNC opera-
tors and a Majorana propagator or with one LNV and one LNC operator, along with a LNC
propagator (no mass flip). For the discussion to be complete, we need to cover both options. – 16 – ν
ν
e
e
d
d
u
u
u
u
d
d
e
e
N
N
W
W
M
pp →jje+e+
Figure 5. Lepton number violation at the LHC and a 4-loop neutrino mass diagram. Different from
figure 4, this diagram does not assume that N has couplings to the W-boson. Instead, only electric
charge conservation and the existence of some operator ¯duNe is assumed. Again, the diagram is
drawn in the mass eigenstate basis and the origin of the LNV is assigned to the Majorana mass M. JHEP08(2023)166 Figure 5. Lepton number violation at the LHC and a 4-loop neutrino mass diagram. Different from
figure 4, this diagram does not assume that N has couplings to the W-boson. Instead, only electric
charge conservation and the existence of some operator ¯duNe is assumed. Again, the diagram is
drawn in the mass eigenstate basis and the origin of the LNV is assigned to the Majorana mass M. Figure 5 shows, as an example, a 4-loop Majorana neutrino mass diagram, combining
two LNC four-fermion operators with a LNV Majorana mass insertion in the N propagator. The LHC LNV process pp →l+l+jj is contained in the inside of the diagram, just cutting
the diagram at the thin lines. Thus, the two observables are always either both present in
the theory or none of them is, exactly as in the originally black box theorem for 0νββ decay. Note that, simple power counting shows that this 4-loop diagram is divergent. Clearly,
a lower order diagram contributing to the neutrino mass should exist, in order to provide a
counter term for this infinity, and — apart from some very fine-tuned special cases — that
lower order diagram will give a larger contribution to the neutrino mass than the 4-loop
diagram. However, given only the effective operator and not the full UV complete model,
it is not possible to decide at which loop level Majorana masses will appear. We will come
back to discuss this point in section 3.3.f Figure 5 shows the connection between different LNV observables in the mass eigen-
state basis. 3.2
A black box for NRSMEFT and Majorana neutrino masses The underlying physics, however, is again more clearly visible in the weak
eigenstate basis. Figure 6 shows an example based on the simplest d = 6 NRSMEFT oper-
ator, OduNe. Here, the diagram gives actually a 4-loop realisation of the Weinberg operator,
OWbg ∝LLHH (which will generate the neutrino mass matrix after symmetry breaking). Similar diagrams can be drawn for all other single-NR four-fermion operators in NRSMEFT. In the above discussion it was assumed that the source of the LNV is the Majorana
propagator of the NR. However, the same black box connection between LNV @ LHC
and Majorana neutrino mass can be established also in the case that the necessary LNV
is due to a LNV operator. Let’s discuss this in the weak eigenstate basis directly. We
choose as the LNV d = 7 operator the example of OdLNH. (For all other LNV operators
the discussion is very similar.) For the LNC d = 6 operator we choose OdQNL. Figure 7
shows the resulting 2-loop diagram for OWbg. As before, cutting open the loops defines a – 17 – L
L
eR
eR
dR
Q
uR
uR
uR
uR
Q
dR
eR
eR
NR
NR
H
H
M
H
H
Figure 6. Lepton number violation at the LHC and a 4-loop realisation of the Weinberg operator. Different from figure 5, this diagram is drawn in the electro-weak basis, assuming the d = 6 operator
OduNe is non-zero. L
L
eR
eR
dR
Q
uR
uR
uR
uR
Q
dR
eR
eR
NR
NR
H
H
M
H
H JHEP08(2023)166 H Figure 6. Lepton number violation at the LHC and a 4-loop realisation of the Weinberg operator. Different from figure 5, this diagram is drawn in the electro-weak basis, assuming the d = 6 operator
OduNe is non-zero. Figure 6. Lepton number violation at the LHC and a 4-loop realisation of the Weinberg operator. Different from figure 5, this diagram is drawn in the electro-weak basis, assuming the d = 6 operator
OduNe is non-zero. LNV process for the LHC: one could, for example, produce the NR via OdQNL, while the
final state is produced from the decay of NR via OdLNH. 12Only final states without missing energy can be used to determine lepton number experimentally, of
course. 3.2
A black box for NRSMEFT and Majorana neutrino masses This decay could either contain
two jets plus a Higgs (or Z0) boson and missing momentum, or two jets plus a W and
a charged lepton.12 The additional bosons (relative to the “standard” lljj signal) could
actually be used to distinguish the two possibilities (Majorana propagator versus d = 7
operator) experimentally — at least in principle.i One can easily check that the chiralities in the diagram in figure 7 are such, that the
momentum /q is picked from the neutrino propagator (no mass flip). Again, the resulting
integral is divergent, indicating that a lower order contribution to the neutrino mass should
exist in any UV completion generating this diagram at low energies. However, whether the
neutrino mass is tree-level or 1-loop can not be decided at the level of effective operators
only. While we have concentrated here on a specific combination of operators, the same
conclusions can easily be reached for all other possible combinations: observation of LNV
@ LHC guarantees the existence of Majorana neutrino masses for the SM neutrinos. Let us return to the comment, stated above, that for generality of our argument we
should not assume that N has a non-zero coupling to gauge bosons. This statement is
motivated by the fact that experimentally it might not be possible to show that the vertex
e-N-W exists. However, consider the following: H and L can always be coupled to a SU(2)
singlet, thus, if a NR is present in the theory one can always write down a yukawa term
yνNRLH — which is equivalent to a non-zero VlN in the broken phase. One might attempt – 18 – L
L
dR
dR
NR
q/
NR
dR
dR
Q
H
H
Figure 7. Lepton number violation at the LHC and a 2-loop realisation of the Weinberg operator. Different from figure 6, in this diagram the origin of LNV is the d = 7 operator OdLNH. L
L
dR
dR
NR
q/
NR
dR
dR
Q
H
H JHEP08(2023)166 Figure 7. Lepton number violation at the LHC and a 2-loop realisation of the Weinberg operator. Different from figure 6, in this diagram the origin of LNV is the d = 7 operator OdLNH. to forbid this coupling via some extra symmetry beyond those of the SM. An example could
be a Z2 symmetry, under which the NR is odd, such as in the famous “scotogenic” neutrino
mass model [62]. [
]
14To simplify the discussion below, we assume the d = 7 operators violate L, see previous section. 3.2
A black box for NRSMEFT and Majorana neutrino masses However, such an extra symmetry is incompatible with the existence
of any of the single-NR operators in tables 4 and 7. This is easy to see: consider, for
example OQuNL. We can take this operator and replace QuR by H (up type yukawa
coupling do exist after all), thus writing down a term proportional to NRLH. Since similar
replacements can be done for any of the single-NR operators, the observation of any of these
will guarantee that some (although maybe very small) coupling to gauge bosons should be
present in the model as well. We stress, however, that as with the black box, this argument
is purely qualitative. It does not allow to fix the numerical value of yν. In particular, both
production and decay of NR at the LHC could easily be dominated by NRO operators.l We close this subsection with a brief comment about flavour. While in double beta
decay the charged leptons are always electrons, the LHC can produce, in principle, any
lepton flavour. Just as 0νββ decay guarantees that the (m)ee entry of the neutrino mass
matrix is non-zero, the observation of different flavour combinations (α, β) in LNV processes
at the LHC would then be related to the Majorana neutrino mass matrix entry (m)αβ in
the gauge basis. 13Once a particular model is specified, neutrino fits can be easily done using, for example, the formul
in [63]. 3.3
Neutrino masses in models derived from LNV d = 7 operators In this subsection, we will briefly discuss neutrino mass generation at the renormalisable
level. The aim of this discussion is not to provide a detailed fit of neutrino masses and
mixing angles to experimental data,13 but rather to demonstrate that all models generating
LNV operators with NR also generate active neutrino masses.14 Given this connection,
one might be tempted to think that d = 7 operators are not observable in accelerator
experiments, due to the smallness of the observed neutrino masses. However, as we will – 19 – L
L
H
NR
L
N
ϕ†
L
L
L
NR
H
Ξ†
1
ϕ†
L
L
L
NR
H
S†
1
ϕ†
L
L
H
L
NR
E
S1
Figure 8. Four example decompositions for OLNLH. The two examples shown in the top row will
give tree-level contributions to the active neutrino masses via type-I (left) or type-II seesaw (right). The decomposition in the bottom generate radiative neutrino masses at 1-loop (left) and 2-loops
(right). The quantum numbers for the new fields are given in tables 1 and 2. JHEP08(2023)166 Figure 8. Four example decompositions for OLNLH. The two examples shown in the top row will
give tree-level contributions to the active neutrino masses via type-I (left) or type-II seesaw (right). The decomposition in the bottom generate radiative neutrino masses at 1-loop (left) and 2-loops
(right). The quantum numbers for the new fields are given in tables 1 and 2. discuss now, such a conclusion holds only for a very specific subset of UV decompositions
and not in general. First of all, with NR being a complete SM singlet, all models giving rise to single-
NR d = 6 operators necessarily allow to write down also a neutrino yukawa coupling, as
discussed above. If, in addition, lepton number is violated, also a Majorana mass for NR
is allowed. In fact, the Majorana mass term is mandatory in this case: one can easily
show that in all NR models with LNV, MM is generated radiatively via diagrams with
divergent integrals. Thus, for consistency, all these models require also the presence of
a tree-level MM as a counter term. A seesaw type-I contribution to the neutrino masses
is therefore unavoidable in all models with a NR and LNV. 3.3
Neutrino masses in models derived from LNV d = 7 operators For the discussion in this
subsection, however, this contribution to the neutrino masses is irrelevant, since it does
not place any restrictions on the Wilson coefficients of the d = 7 operators.f As we pointed out in section 2.3, we found 112 different models for d = 7 operators. We
will not discuss all these models in detail, but instead focus on just four decompositions
for the example operator OLNLH, see figure 8. These four examples are sufficient to
cover essentially all relevant aspects of neutrino mass generation in the 112 models: the
remaining models could be discussed in much the same way, with adequate replacements
for the corresponding model parameters.i In figure 8 we show in the top row two example decompositions for OLNLH containing
N and Ξ1. These will give a tree-level seesaw contribution of type-I and type-II to the
neutrino masses (note that one can replace N by Σ, and obtain a decomposition with a
type-III seesaw too). We note in passing that out of the 112 models (14, 8, 8) contain
(N, Σ, Ξ1), respectively. The decompositions in the bottom row, on the other hand, will
generate neutrino masses radiatively. – 20 – Let us discuss the tree-level cases first. Consider the example decomposition shown in
figure 8, top left. The Lagrangian contains the terms: L ∝yφ
NL
NRL
φ + yφ
NL
NL
φ + yNL
NL
H + 1
2MN N cN + h.c. (3.2) (3.2) where N and φ are “heavy” copies of NR and H.15 The Wilson coefficient generated from
this diagram is matched via where N and φ are “heavy” copies of NR and H.15 The Wilson coefficient generated from
this diagram is matched via cLNLH = −1
4
yφ
NLyφ
NLyNL
MN m2φ
. (3.3) (3.3) JHEP08(2023)166 On the other hand, N must be a Majorana field, otherwise the diagram can not be closed. Thus, N gives a contribution to the neutrino mass á la seesaw type-I: mν ∝y2
NL
v2
MN
. (3.4) (3.4) We can use this equation to put an upper limit on the coefficient cLNLH: cLNLH ≲10−6 yφ
NLyφ
NL
Λ3
Λ
v
1/2 mν
0.1 eV
,
(3.5) (3.5) where we have assumed MN ≃mφ ≃Λ. This estimate shows that production of a NR
via this operator in a lepton collider is completely negligible for this model. 15Notice that we have omitted the explicit contraction of indices. To simplify the notation we omit them
in the rest of the manuscript. 3.3
Neutrino masses in models derived from LNV d = 7 operators L
H
H
L
eR
L
ϕ
S1 L
H
H
L
L
NR
L
eR
S1
S1
E Figure 9. One-loop (left) and two-loop (right) neutrino mass diagrams, based on the decomposition
of OLNLH containing the BSM particles (S1, φ) or (E, S1). JHEP08(2023)166 where we have assumed mΞ1 = mφ = κΞ1φ = Λ. The SM ρ-parameter puts an upper limit
on the induced vacuum expectation value of the triplet, vΞ1, of roughly vΞ1 ≲2 GeV [57],
which motivates the stringent constraint in eq. (3.9). Neutrino oscillation data, however,
allow vΞ1 as small as vΞ1 ∼0.1 eV. Obviously, no numerically relevant constraint on |cLNLH|
can be derived in this case.i Let us turn now to decomposition #3 in figure 8, (S1, φ). The same particle content
appears also in decompositions of the operators OeNLH, OLNeH, OdQNeH and OQuNeH. In neutrino physics this combination of BSM particles is known as the Zee model [64]. Neutrino masses are generated at 1-loop level, see figure 9 to the left. The Lagrangian of
the Zee model contains the terms: L ∝yS1
L
LcL
S1 + yS1
Ne
Nc
ReR
S1 + yφ
eL (eRL) φ† + κS1φS†
1Hφ + h.c. + . . . (3.10)l L ∝yS1
L
LcL
S1 + yS1
Ne
Nc
ReR
S1 + yφ
eL (eRL) φ† + κS1φS†
1Hφ + h.c. + . . . (3.10) (3.10) Disregarding flavour indices for simplicity, the neutrino mass in the Zee model can be
estimated as:
2
mZee
ν
≃−
1
16π2 yS1
L mτyφ
eL
√
2vκS1φ
m2
h+
2 −m2
h+
1
log
m2
h+
2
m2
h+
1
. (3.11) (3.11) Here, hi are the two mass eigenstates formed by S1 and the charged component in φ. mτ is
the mass of the τ lepton and we have neglected terms proportional to mµ,e, which are not
relevant for this discussion. Thus, neutrino masses will put a stringent constraint on the
product yS1
L yφ
eL(κS1φ/Λ), where Λ ≃mS1 ≃mφ. Logically, this combination could be small
because one, two or all three parameters are suppressed. The matching of the operators
OLNLH, OeNLH, OLNeH, on the other hand, will be proportional to: cLNLH ∝yS1
L yφ
NL
κS1φ
Λ
ceNLH ∝yS1
Neyφ
eL
κS1φ
Λ
cLNeH ∝yS1
Neyφ
NL
κS1φ
Λ
. 3.3
Neutrino masses in models derived from LNV d = 7 operators We can also
estimate the partial decay width of a NR via OLNLH given this constraint. We find the
decay length is roughly (cτ) ∼
Λ
TeV
5 mNR
10 GeV
−5 0.1 eV
mν
2
108 m,
(3.6) (3.6) for yφ
NL = yφ
NL = 1. A decay length this large would render the NR essentially stable for
collider experiments, unless it is much heavier than indicated in eq. (3.6). Note that similar
arguments can be presented for all decompositions of d = 7 operators containing either N
or Σ. for yφ
NL = yφ
NL = 1. A decay length this large would render the NR essentially stable for
collider experiments, unless it is much heavier than indicated in eq. (3.6). Note that similar
arguments can be presented for all decompositions of d = 7 operators containing either N
or Σ. For decompositions containing Ξ1, the situation is slightly more complicated. If we
allow for LNV, the Lagrangian for a model with a Ξ1 field contains the terms: L ∝yΞ1
L
LcL
Ξ1 + κΞ1HHΞ†
1 + κΞ1φΞ†
1Hφ + . . . (3.7) (3.7) The simultaneous presence of both terms will lead to a seesaw type-II contribution to the
active neutrino mass matrix. We can use this to rewrite the Wilson coefficient for the
decomposition shown in figure 8, top right as: The simultaneous presence of both terms will lead to a seesaw type-II contribution to the
active neutrino mass matrix. We can use this to rewrite the Wilson coefficient for the
decomposition shown in figure 8, top right as: |cLNLH| ≲yφ
NL
mν
vΞ1
1
Λ3
(3.8)
≲10−10yφ
NL
mν
0.1 eV
GeV
vΞ1
1
Λ3 ,
(3.9) (3.8) (3.9) 15Notice that we have omitted the explicit contraction of indices. To simplify the notation we omit them
in the rest of the manuscript. 15Notice that we have omitted the explicit contraction of indices. To simplify the notation we omit them
in the rest of the manuscript. – 21 – – 21 – L
H
H
L
eR
L
ϕ
S1
L
H
H
L
L
NR
L
eR
S1
S1
E
Figure 9. One-loop (left) and two-loop (right) neutrino mass diagrams, based on the decomposition
of OLNLH containing the BSM particles (S1, φ) or (E, S1). 3.3
Neutrino masses in models derived from LNV d = 7 operators (3.12) (3.12) In case all three parameters entering the neutrino mass are small, yS1
L ∼yφ
eL ∼(κS1φ/Λ) ∼
ϵ, all of the coefficients in eq. (3.12) will be suppressed. However, in the more optimistic
case, where either yS1
L or yφ
eL are suppressed by ϵ3, while the other two parameters are order
O(1), either cLNLH or ceNLH and cLNeH can be large. However, given the constraint from
neutrino masses, it is impossible that all three operators are observable at the same time. – 22 – Consider now decomposition #4 in figure 8, (E, S1). This model allows to write the
following terms in the Lagrangian: L ∝yS1
L
LcL
S1+yS1
Ne
Nc
ReR
S1+yLE
LE
H +yS1
NEL
NRE
S1+mEEE+. . . (3.13) L ∝yS1
L
LcL
S1+yS1
Ne
Nc
ReR
S1+yLE
LE
H +yS1
NEL
NRE
S1+mEEE+. . . (3.1 (3.13) Note that the vertex proportional to yS1
Ne does not appear in figure 8, but it is contained
in a decomposition for OLNeH with the same particle content. Also, yS1
Ne is necessary for
the 2-loop diagram in figure 9. In this diagram, from the NR propagator PR( /q + MNR)PL
the momentum term survives. LNV is due to the simultaneous presence of yS1
Ne and yS1
NEL. Similar to the discussion for the Zee model, either yS1
Ne or yS1
NEL (or both) must be small, to
fulfill the neutrino mass constraint. Thus, either OLNLH or OLNeH can have unsupressed
Wilson coefficients, but not both operators at the same time. JHEP08(2023)166 We close this section summarising: (1) Models for LNV in d = 7 NRSMEFT operators
will always also lead to active neutrino masses either at tree-, 1- or 2-loop level. (2) For
decompositions leading to seesaw type-I or type-III contributions to the neutrino mass,
the Wilson coefficients will be severely suppressed, rendering the corresponding operators
phenomenologically irrelevant for accelerator experiments. (3) For decompositions leading
to radiative neutrino masses, the Wilson coefficients for some of the corresponding oper-
ators can be large, but the same UV decomposition contributes typically to more than
one operator and neutrino mass constraints exclude the possibility that all corresponding
operators are observable at the same time. 4
Conclusions Right-handed neutrinos with electro-weak scale masses have recently attracted a lot of
attention in the literature. From the theoretical point of view, NR’s represent the simplest
extension of the standard model that can explain the active neutrino masses as observed in
oscillation experiments (via some variant of the seesaw mechanism). From the experimental
side, in the past few years a number of new experiments have been proposed to search for
long-lived particles with unprecedented sensitivities. NR’s with masses around (1-100) GeV
are prime candidates for long-lived particles, due to the smallness of the active neutrino
masses.f If new physics exists, but at a mass scale outside the reach of the LHC, effective
field theory is the correct tool to study BSM. The relevant EFT involving right-handed
neutrinos is NRSMEFT and a number of recent papers have studied the phenomenology
of NRSMEFT. In this work we discussed a systematic tree-level decomposition of NRSMEFT opera-
tors at d = 6 and d = 7, using a diagrammatic method. The resulting lists of BSM particles
provide a complete dictionary of models, which can be used for studying NR phenomenol-
ogy. We have also briefly compared our lists of particles to the Granada dictionary for
tree-level UV completions for SMEFT at d = 6 [39]. Our lists of BSM particles are given
in tables 1–3. In the appendix we give the Lagrangian terms for the resulting models for
all terms involving NR. These Lagrangians were calculated with Sym2Int [65, 66]. In the – 23 – supplementary material files added to this paper, we give all remaining terms involving the
BSM fields necessary for the calculation of the matching of the UV models onto NRSMEFT. The matching can be done automatically with the help of, for example, Matchete [49] and
we added an example notebook for a number of models as supplementary material to this
paper. We also discussed lepton number violation, that unavoidably appears if d = 6 and d = 7
operators are present in the theory at the same time. LNV is always linked to Majorana
neutrino masses and LNV in NRSMEFT is no exception, as we discussed in detail. We also
discussed possible constraints on d = 7 operators from the observed neutrino masses. 4
Conclusions While
some of the possible UV models for d = 7 operators must have tiny Wilson coefficients,
due the neutrino mass constraint, there exist many models for which d = 7 NRSMEFT
operators could be observable in future LLP experiments. JHEP08(2023)166 p
17Explicit SU(2) and SU(3) index contractions have been omitted in the Lagrangians of this appendix. A
Lagrangian ,
(A.4)
LNR
F F V,(A) = gB
NNR
NRγµNR
Bµ + gB
NNL
Nc
RγµNL
Bµ
+ gB1
NER
NRγµER
Bµ
1 + gB1
NEL
Nc
RγµEL
Bµ
1
+ gL1
N∆1R
NRγµ∆1R
Lµ
1 + gL1
N∆1L
Nc
Rγµ∆1L
Lµ
1
+ gL3
N∆3R
NRγµ∆3R
Lµ†
3 + gL3
N∆3L
Nc
Rγµ∆3L
Lµ†
3
+ gW
NΣR
NRγµΣR
Wµ + gW
NΣL
Nc
RγµΣL
Wµ
+ gW1
NΣ1R
NRγµΣ1R
Wµ
1 + gW1
NΣ1L
Nc
RγµΣ1L
Wµ
1
+ gU1
NDR
NRγµDR
Uµ†
1 + gU1
NDL
Nc
RγµDL
Uµ†
1
+ gU2
NUR
NRγµUR
Uµ†
2 + gU2
NUL
Nc
RγµUL
Uµ†
2
+ gQ1
NQ1R
NRγµQ1R
Qµ†
1 + gQ1
NQ1L
Nc
RγµQ1L
Qµ†
1
+ gQ5
NQ5R
NRγµQ5R
Qµ†
5 + gQ5
NQ5L
Nc
RγµQ5L
Qµ†
5
+ gχ
NT2R
NRγµT2R
χµ† + gχ
NT2L
Nc
RγµT2L
χµ† + h.c. ,
(A.5)
LNR
F F V,(B) = gB
NN
NRγµNR
Bµ + gB1
Ne
NRγµeR
Bµ
1 + gL1
NL
Nc
RγµL
Lµ
1
+ gU1
Nd
NRγµdR
Uµ†
1 + gU2
Nu
NRγµuR
Uµ†
2 + gQ1
QN
Nc
RγµQ
Qµ†
1 + h.c. A
Lagrangian The Lagrangian describing renormalisable interactions among the SM fields, the singlet
NR, and the new BSM fields introduced in tables 1–3, can be expressed as LUV = Llight + Lmixed + Lheavy . The first term includes interactions involving only the SM fields and the NR. The second
term describes the interactions between these light fields and the heavy BSM fields, while
the last term contains the interactions of the heavy fields among themselves. The first term includes interactions involving only the SM fields and the NR. The second
term describes the interactions between these light fields and the heavy BSM fields, while
the last term contains the interactions of the heavy fields among themselves. In this appendix we write down all renormalisable terms in which the light singlet NR
is involved. Additionally, we provide the Lagrangian terms that include the new vector
field U1 and new interactions for the vector L1 not considered in ref. [39]. Finally, we
present the interaction terms belonging to Lheavy that contribute to the model diagrams
leading to NRSMEFT operators at d = 7. The Lagrangian Llight comprises the renormalisable SM Lagrangian, the mass term for
NR,16 and the allowed Yukawa interaction for the singlet. It is expressed as17 Llight = LSM −1
2MMNc
RNR −yν
NRL
H + h.c. (A.1) (A.1) The interactions involving NR in Lmixed can be classified into two categories: fermion-
fermion-scalar (FFS) and fermion-fermion-vector (FFV ) interactions. Each category in-
cludes two types of terms: A) those with one light field (NR) and two heavy fields, and B)
those with two light fields (either one or two NR) and one heavy field. We gather all these
interactions in LNR
mixed, which is given by LNR
mixed = LNR
F F S,(A) + LNR
F F S,(B) + LNR
F F V,(A) + LNR
F F V,(B) ,
(A.2) (A.2) 16Note that we have only written a Majorana mass term for NR. Further discussion regarding this aspect
provided in section 3. 17Explicit SU(2) and SU(3) index contractions have been omitted in the Lagrangians of this appendix. A
Lagrangian – 24 – – 24 – where JHEP08(2023)166
where
LNR
F F S,(A) = yS
NNR
Nc
RNR
S + yS
NNL
NRNL
S
+ yS1
NER
Nc
RER
S1 + yS1
NEL
NREL
S1
+ yφ
N∆1R
Nc
R∆1R
φ + yφ
N∆1L
NR∆1L
φ
+ yΞ
NΣR
Nc
RΣR
Ξ + yΞ
NΣL
NRΣL
Ξ
+ yΞ1
NΣ1R
Nc
RΣ1R
Ξ1 + yΞ1
NΣ1L
NRΣ1L
Ξ1
+ yω1
NDR
Nc
RDR
ω†
1 + yω1
NDL
NRDL
ω†
1
+ yω2
NUR
Nc
RUR
ω†
2 + yω2
NUL
NRUL
ω†
2
+ yΠ1
NQ1R
Nc
RQ1R
Π†
1 + yΠ1
NQ1L
NRQ1L
Π†
1
+ yΠ7
NQ7R
Nc
RQ7R
Π†
7 + yΠ7
NQ7L
NRQ7L
Π†
7
+ yζ
NT1R
Nc
RT1R
ζ† + yζ
NT1L
NRT1L
ζ† + h.c. ,
(A.3)
LNR
F F S,(B) = yS
NN
Nc
RNR
S + yS1
Ne
Nc
ReR
S1 + yφ
NL
NRL
φ
+ yω1
Nd
Nc
RdR
ω†
1 + yω2
Nu
Nc
RuR
ω†
2 + yΠ1
QN
QNR
Π1
+ yN∆1R
Nc
R∆1R
H + yN∆1L
NR∆1L
H+ h.c. A
Lagrangian (A.6) LNR
F F S,(A) = yS
NNR
Nc
RNR
S + yS
NNL
NRNL
S
+ yS1
NER
Nc
RER
S1 + yS1
NEL
NREL
S1
+ yφ
N∆1R
Nc
R∆1R
φ + yφ
N∆1L
NR∆1L
φ
+ yΞ
NΣR
Nc
RΣR
Ξ + yΞ
NΣL
NRΣL
Ξ
+ yΞ1
NΣ1R
Nc
RΣ1R
Ξ1 + yΞ1
NΣ1L
NRΣ1L
Ξ1
+ yω1
NDR
Nc
RDR
ω†
1 + yω1
NDL
NRDL
ω†
1
+ yω2
NUR
Nc
RUR
ω†
2 + yω2
NUL
NRUL
ω†
2
+ yΠ1
NQ1R
Nc
RQ1R
Π†
1 + yΠ1
NQ1L
NRQ1L
Π†
1
+ yΠ7
NQ7R
Nc
RQ7R
Π†
7 + yΠ7
NQ7L
NRQ7L
Π†
7 JHEP08(2023)166 (A.3) (A.4) (A.5) + gχ
NT2R
NRγµT2R
χµ† + gχ
NT2L
Nc
RγµT2L
χµ† + h.c. ,
(A.5)
LNR
F F V,(B) = gB
NN
NRγµNR
Bµ + gB1
Ne
NRγµeR
Bµ
1 + gL1
NL
Nc
RγµL
Lµ
1
+ gU1
Nd
NRγµdR
Uµ†
1 + gU2
Nu
NRγµuR
Uµ†
2 + gQ1
QN
Nc
RγµQ
Qµ†
1 + h.c. (A.6) In the previous Lagrangian, we assumed all new heavy fermions are Dirac spinors, although
there are two cases, N and Σ, which could be Majorana fermions. In the case of those
fields being Majorana, one can replace one of the Weyl fermions by its charged conjugated In the previous Lagrangian, we assumed all new heavy fermions are Dirac spinors, although
there are two cases, N and Σ, which could be Majorana fermions. In the case of those
fields being Majorana, one can replace one of the Weyl fermions by its charged conjugated – 25 – counterpart, since ψL ≡ψc
R (and ψR ≡ψc
L). In fact, in one particular model discussed in
section 3, the Majorana nature of N was required to draw one model diagram. Nevertheless,
in this appendix we keep the notation of two distinct chiral components for each fermion. A
Lagrangian These are Ldiag
heavy =
yS
∆1
∆1L∆1R
S + yΞ
∆1
∆1L∆1R
Ξ
+ yΞ1
∆1L
∆c
1L∆1L
Ξ1 + yΞ1
∆1R
∆c
1R∆1R
Ξ1
+ h.c. + µSΞ1
SΆ
1Ξ1
+ µSΞ (SΞΞ) + µS (SSS) . (A.9) + yΞ1
∆1L
∆c
1L∆1L
Ξ1 + yΞ1
∆1R
∆c
1R∆1R
Ξ1
+ h.c. (A.9) + µSΞ1
SΆ
1Ξ1
+ µSΞ (SΞΞ) + µS (SSS) . (A.9) The complete set of interactions in LUV can be found in the supplementary material added
to this paper. A
Lagrangian The Lagrangian terms that involve the new vector U1 and contain at least one light
field are LU1
mixed = gU1
NDL
Nc
RγµDL
Uµ†
1 + gU1
NDR
NRγµDR
Uµ†
1 + gU1
Nd
NRγµdR
Uµ†
1
+ gU1
eU
ec
RγµUL
Uµ†
1 + gU1
LQ1
LcγµQ1R
Uµ†
1 + gU1
LQ5
LγµQ5L
Uµ†
1
+ gU1
uE
uc
RγµEL
Uµ†
1 + gU1
Q∆1
Qcγµ∆1R
Uµ†
1
+ gU1
uD
uc
RγµDL
Uµ
1 + gU1
dU
dc
RγµUL
Uµ
1 + gU1
QQ1
QcγµQ1R
Uµ
1
+ gU1
dNL
dc
RγµNL
Uµ†
1 + gU1
dNR
dRγµNR
Uµ
1 + h.c. (A. JHEP08(2023)166 (A.7) For completeness, we have written in the first line the interaction terms containing NR,
which were already introduced in LNR
F F V .i The renormalisable interactions of the vector L1 with the light fields are given by LL1
mixed = gL1
N∆1R
NRγµ∆1R
Lµ
1 + gL1
N∆1L
Nc
Rγµ∆1L
Lµ
1 + gL1
NL
Nc
RγµL
Lµ
1
+ gL1
e∆1
∆1RγµeR
Lµ
1 + gL1
LNL
NLγµL
+ gL1
LNR
N c
RγµL
Lµ
1
+ gL1
e∆3 (eRγµ∆3R) Lµ
1 + gL1
LΣL
ΣLγµL
Lµ
1 + gL1
LΣR
Σc
RγµL
Lµ
1
+ gL1
LE
LγµEL
Lµ
1 + gL1
LΣ1
LγµΣ1L
Lµ
1
+ gL1
QT2
T2LγµQ
Lµ
1 + gL1
uQ7
Q7RγµuR
Lµ
1 + gL1
dQ1
Q1RγµdR
Lµ
1
+ gL1
QU
ULγµQ
Lµ
1 + gL1
QD
QγµDL
Lµ
1 + gL1
QT1
QγµT1L
Lµ
1
+ gL1
dQ5
dRγµQ5R
Lµ
1 + gL1
uQ1 (uRγµQ1R) Lµ
1 + h.c. (A.8 (A.8) Again, we have included in the first line the three interactions with NR, which we already
presented in LNR
F F V . The remaining terms involve at least one SM field.i Finally, we write down the 3-point interaction terms among heavy BSM fields that are
needed in different opening diagrams of the operator ONH4. Acknowledgments We would like to thank José Santiago for help with the tool MatchMakerEFT [67] and
Javier Fuentes-Martín for help with Matchete [49]. M.H. and R.B. acknowledge support – 26 – by grants PID2020-113775GB-I00 (AEI/10.13039/501100011033) and CIPROM/2021/054
(Generalitat Valenciana). R.B. also acknowledges financial support from the Generalitat
Valenciana (grant ACIF/2021/052). R.C. is supported by the Alexander von Humboldt
Foundation Fellowship. Open Access. This article is distributed under the terms of the Creative Commons
Attribution License (CC-BY 4.0), which permits any use, distribution and reproduction in
any medium, provided the original author(s) and source are credited. References JHEP08(2023)166 JHEP08(2023)166 [1] D. Curtin et al., Long-lived particles at the energy frontier: the MATHUSLA physics case,
Rept. Prog. Phys. 82 (2019) 116201 [arXiv:1806.07396] [INSPIRE]. [2] J. Alimena et al., Searching for long-lived particles beyond the Standard Model at the Large
Hadron Collider, J. Phys. G 47 (2020) 090501 [arXiv:1903.04497] [INSPIRE]. [3] P. Minkowski, µ →eγ at a rate of one out of 109 muon decays?, Phys. Lett. B 67 (1977) 421
[INSPIRE]. [4] T. Yanagida, Horizontal gauge symmetry and masses of neutrinos, Conf. Proc. C 7902131
(1979) 95 [INSPIRE]. [5] M. Gell-Mann, P. Ramond and R. Slansky, Complex spinors and unified theories, Conf. Proc. C 790927 (1979) 315 [arXiv:1306.4669] [INSPIRE]. [6] R.N. Mohapatra and G. Senjanovic, Neutrino mass and spontaneous parity nonconservation,
Phys. Rev. Lett. 44 (1980) 912 [INSPIRE]. [7] J. Schechter and J.W.F. Valle, Neutrino masses in SU(2) × U(1) theories, Phys. Rev. D 22
(1980) 2227 [INSPIRE]. 8] R.N. Mohapatra and J.W.F. Valle, Neutrino mass and baryon number nonconservation in
superstring models, Phys. Rev. D 34 (1986) 1642 [INSPIRE]. [9] E.K. Akhmedov, M. Lindner, E. Schnapka and J.W.F. Valle, Left-right symmetry breaking in
NJL approach, Phys. Lett. B 368 (1996) 270 [hep-ph/9507275] [INSPIRE]. [10] E.K. Akhmedov, M. Lindner, E. Schnapka and J.W.F. Valle, Dynamical left-right symmetry
breaking, Phys. Rev. D 53 (1996) 2752 [hep-ph/9509255] [INSPIRE]. [11] F.F. Deppisch, W. Liu and M. Mitra, Long-lived heavy neutrinos from Higgs decays, JHEP
08 (2018) 181 [arXiv:1804.04075] [INSPIRE]. [12] S. Amrith et al., LHC constraints on a B −L gauge model using contur, JHEP 05 (2019)
154 [arXiv:1811.11452] [INSPIRE]. [13] I. Doršner et al., Physics of leptoquarks in precision experiments and at particle colliders,
Phys. Rept. 641 (2016) 1 [arXiv:1603.04993] [INSPIRE]. [14] H.-L. Li et al., Operator bases in effective field theories with sterile neutrinos: d ≤9, JHEP
11 (2021) 003 [arXiv:2105.09329] [INSPIRE]. [15] F. del Aguila, S. Bar-Shalom, A. Soni and J. Wudka, Heavy Majorana neutrinos in the
effective Lagrangian description: application to hadron colliders, Phys. Lett. B 670 (2009)
399 [arXiv:0806.0876] [INSPIRE]. – 27 – [16] A. Aparici, K. Kim, A. Santamaria and J. Wudka, Right-handed neutrino magnetic
moments, Phys. Rev. D 80 (2009) 013010 [arXiv:0904.3244] [INSPIRE]. [17] M.L. Graesser, Broadening the Higgs boson with right-handed neutrinos and a higher
dimension operator at the electroweak scale, Phys. Rev. D 76 (2007) 075006
[arXiv:0704.0438] [INSPIRE]. [18] N.F. Bell et al., How magnetic is the Dirac neutrino?, Phys. Rev. Lett. References 95 (2005) 151802
[hep-ph/0504134] [INSPIRE]. [19] M.L. Graesser, Experimental constraints on Higgs boson decays to TeV-scale right-handed
neutrinos, arXiv:0705.2190 [INSPIRE]. JHEP08(2023)166 [20] S. Bhattacharya and J. Wudka, Dimension-seven operators in the Standard Model with right
handed neutrinos, Phys. Rev. D 94 (2016) 055022 [Erratum ibid. 95 (2017) 039904]
[arXiv:1505.05264] [INSPIRE]. JHEP08(2023)166 [21] Y. Liao and X.-D. Ma, Operators up to dimension seven in Standard Model effective field
theory extended with sterile neutrinos, Phys. Rev. D 96 (2017) 015012 [arXiv:1612.04527]
[INSPIRE]. [22] J. Alcaide, S. Banerjee, M. Chala and A. Titov, Probes of the Standard Model effective field
theory extended with a right-handed neutrino, JHEP 08 (2019) 031 [arXiv:1905.11375]
[INSPIRE]. [23] J.M. Butterworth et al., Higgs phenomenology as a probe of sterile neutrinos, Phys. Rev. D
100 (2019) 115019 [arXiv:1909.04665] [INSPIRE]. [24] L. Duarte, J. Peressutti and O.A. Sampayo, Majorana neutrino decay in an effective
approach, Phys. Rev. D 92 (2015) 093002 [arXiv:1508.01588] [INSPIRE]. [25] L. Duarte, I. Romero, J. Peressutti and O.A. Sampayo, Effective Majorana neutrino decay,
Eur. Phys. J. C 76 (2016) 453 [arXiv:1603.08052] [INSPIRE]. [26] J. De Vries et al., Long-lived sterile neutrinos at the LHC in effective field theory, JHEP 03
(2021) 148 [arXiv:2010.07305] [INSPIRE]. [27] G. Cottin et al., Heavy neutral leptons in effective field theory and the high-luminosity LHC,
JHEP 09 (2021) 039 [arXiv:2105.13851] [INSPIRE]. [28] R. Beltrán et al., Long-lived heavy neutral leptons at the LHC: four-fermion single-NR
operators, JHEP 01 (2022) 044 [arXiv:2110.15096] [INSPIRE]. [29] R. Beltrán et al., Long-lived heavy neutral leptons from mesons in effective field theory,
JHEP 01 (2023) 015 [arXiv:2210.02461] [INSPIRE]. [30] R. Beltrán et al., Reinterpretation of searches for long-lived particles from meson decays,
JHEP 05 (2023) 031 [arXiv:2302.03216] [INSPIRE]. [31] E. Fernández-Martínez et al., Effective portals to heavy neutral leptons, arXiv:2304.06772
[INSPIRE]. [32] L. Duarte, G.A. González-Sprinberg and O.A. Sampayo, Majorana neutrinos production at
LHeC in an effective approach, Phys. Rev. D 91 (2015) 053007 [arXiv:1412.1433] [INSPIRE]. [33] L. Duarte, J. Peressutti and O.A. Sampayo, Not-that-heavy Majorana neutrino signals at the
LHC, J. Phys. G 45 (2018) 025001 [arXiv:1610.03894] [INSPIRE]. [33] L. Duarte, J. Peressutti and O.A. Sampayo, Not-that-heavy Majorana neutrino signals at the
LHC, J. Phys. G 45 (2018) 025001 [arXiv:1610.03894] [INSPIRE]. [34] T. Han, J. Liao, H. Liu and D. Marfatia, Scalar and tensor neutrino interactions, JHEP 07
(2020) 207 [arXiv:2004.13869] [INSPIRE]. [34] T. Han, J. Liao, H. Liu and D. References Marfatia, Scalar and tensor neutrino interactions, JHEP 07
(2020) 207 [arXiv:2004.13869] [INSPIRE]. – 28 – [35] D. Barducci, E. Bertuzzo, A. Caputo and P. Hernandez, Minimal flavor violation in the
see-saw portal, JHEP 06 (2020) 185 [arXiv:2003.08391] [INSPIRE]. [36] D. Barducci et al., The see-saw portal at future Higgs factories, JHEP 03 (2021) 117
[arXiv:2011.04725] [INSPIRE]. [37] G. Zhou et al., Long-lived sterile neutrinos at Belle II in effective field theory, JHEP 04
(2022) 057 [arXiv:2111.04403] [INSPIRE]. [38] I. Bischer and W. Rodejohann, General neutrino interactions from an effective field theory
perspective, Nucl. Phys. B 947 (2019) 114746 [arXiv:1905.08699] [INSPIRE]. [39] J. de Blas, J.C. Criado, M. Perez-Victoria and J. Santiago, Effective description of general
extensions of the Standard Model: the complete tree-level dictionary, JHEP 03 (2018) 109
[arXiv:1711.10391] [INSPIRE]. JHEP08(2023)166 [40] G. Guedes, P. Olgoso and J. Santiago, Towards the one loop IR/UV dictionary in the
SMEFT: one loop generated operators from new scalars and fermions, arXiv:2303.16965
[INSPIRE]. [41] J. Schechter and J.W.F. Valle, Neutrinoless double beta decay in SU(2) × U(1) theories,
Phys. Rev. D 25 (1982) 2951 [INSPIRE]. [42] F. Bonnet, M. Hirsch, T. Ota and W. Winter, Systematic study of the d = 5 Weinberg
operator at one-loop order, JHEP 07 (2012) 153 [arXiv:1204.5862] [INSPIRE]. [43] D. Aristizabal Sierra, A. Degee, L. Dorame and M. Hirsch, Systematic classification of
two-loop realizations of the Weinberg operator, JHEP 03 (2015) 040 [arXiv:1411.7038]
[INSPIRE]. [44] R. Cepedello, R.M. Fonseca and M. Hirsch, Systematic classification of three-loop realizations
of the Weinberg operator, JHEP 10 (2018) 197 [Erratum ibid. 06 (2019) 034]
[arXiv:1807.00629] [INSPIRE]. [45] R. Cepedello, R. Fonseca and M. Hirsch, Neutrino masses beyond the minimal seesaw, J. Phys. Conf. Ser. 1468 (2020) 012171 [arXiv:1911.01125] [INSPIRE]. [46] R. Cepedello, F. Esser, M. Hirsch and V. Sanz, Mapping the SMEFT to discoverable models,
JHEP 09 (2022) 229 [arXiv:2207.13714] [INSPIRE]. [47] R. Cepedello, F. Esser, M. Hirsch and V. Sanz, SMEFT goes dark: dark matter models for
four-fermion operators, arXiv:2302.03485 [INSPIRE]. [48] J. Gargalionis and R.R. Volkas, Exploding operators for Majorana neutrino masses and
beyond, JHEP 01 (2021) 074 [arXiv:2009.13537] [INSPIRE]. [49] J. Fuentes-Martín et al., A proof of concept for matchete: an automated tool for matching
effective theories, Eur. Phys. J. C 83 (2023) 662 [arXiv:2212.04510] [INSPIRE]. [50] C. Arzt, M.B. Einhorn and J. Wudka, Patterns of deviation from the Standard Model, Nuc
Phys. B 433 (1995) 41 [hep-ph/9405214] [INSPIRE]. References [51] M. Singer, J.W.F. Valle and J. Schechter, Canonical neutral current predictions from the
weak electromagnetic gauge group SU(3) × U(1), Phys. Rev. D 22 (1980) 738 [INSPIRE]. [52] F. Pisano and V. Pleitez, An SU(3) × U(1) model for electroweak interactions, Phys. Rev. D
46 (1992) 410 [hep-ph/9206242] [INSPIRE]. [52] F. Pisano and V. Pleitez, An SU(3) × U(1) model for electroweak interactions, Phys. Rev. D
46 (1992) 410 [hep-ph/9206242] [INSPIRE]. [53] P.H. Frampton, Chiral dilepton model and the flavor question, Phys. Rev. Lett. 69 (1992)
2889 [INSPIRE]. [53] P.H. Frampton, Chiral dilepton model and the flavor question, Phys. Rev. Lett. 69 (1992)
2889 [INSPIRE]. – 29 – [54] R.M. Fonseca and M. Hirsch, Lepton number violation in 331 models, Phys. Rev. D 94
(2016) 115003 [arXiv:1607.06328] [INSPIRE]. [55] ATLAS collaboration, Observation of a new particle in the search for the Standard Model
Higgs boson with the ATLAS detector at the LHC, Phys. Lett. B 716 (2012) 1
[arXiv:1207.7214] [INSPIRE]. [56] CMS collaboration, Observation of a new boson at a mass of 125 GeV with the CMS
experiment at the LHC, Phys. Lett. B 716 (2012) 30 [arXiv:1207.7235] [INSPIRE]. [57] Particle Data Group collaboration, Review of particle physics, PTEP 2022 (2022)
083C01 [INSPIRE]. JHEP08(2023)166 [58] K.S. Babu and C.N. Leung, Classification of effective neutrino mass operators, Nucl. Phys. B
619 (2001) 667 [hep-ph/0106054] [INSPIRE]. JHEP08(2023)166 [59] M. Duerr, M. Lindner and A. Merle, On the quantitative impact of the Schechter-Valle
theorem, JHEP 06 (2011) 091 [arXiv:1105.0901] [INSPIRE]. [60] F. Bonnet, M. Hirsch, T. Ota and W. Winter, Systematic decomposition of the neutrinoless
double beta decay operator, JHEP 03 (2013) 055 [Erratum ibid. 04 (2014) 090]
[arXiv:1212.3045] [INSPIRE]. [61] J.C. Helo, M. Hirsch, T. Ota and F.A. Pereira dos Santos, Double beta decay and neutrino
mass models, JHEP 05 (2015) 092 [arXiv:1502.05188] [INSPIRE]. [62] E. Ma, Verifiable radiative seesaw mechanism of neutrino mass and dark matter, Phys. Rev. D 73 (2006) 077301 [hep-ph/0601225] [INSPIRE]. [63] I. Cordero-Carrión, M. Hirsch and A. Vicente, General parametrization of Majorana neutrino
mass models, Phys. Rev. D 101 (2020) 075032 [arXiv:1912.08858] [INSPIRE]. [64] A. Zee, A theory of lepton number violation, neutrino Majorana mass, and oscillation, Phys. Lett. B 93 (1980) 389 [Erratum ibid. 95 (1980) 461] [INSPIRE]. [65] R.M. Fonseca, The Sym2Int program: going from symmetries to interactions, J. Phys. Conf. Ser. 873 (2017) 012045 [arXiv:1703.05221] [INSPIRE]. [66] R.M. References Fonseca, Enumerating the operators of an effective field theory, Phys. Rev. D 101
(2020) 035040 [arXiv:1907.12584] [INSPIRE]. [67] A. Carmona, A. Lazopoulos, P. Olgoso and J. Santiago, Matchmakereft: automated tree-level
and one-loop matching, SciPost Phys. 12 (2022) 198 [arXiv:2112.10787] [INSPIRE]. – 30 –
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How Grandparents Matter
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VU Research Portal How grandparents matter. Support for the cooperative breeding hypothesis in a
contemporary Dutch population
Kaptijn, R.; Thomese, G.C.F.; van Tilburg, T.G.; Liefbroer, A.C. Link to publication in VU Research Portal citation for published version (APA)
Kaptijn, R., Thomese, G. C. F., van Tilburg, T. G., & Liefbroer, A. C. (2010). How grandparents matter. Support
for the cooperative breeding hypothesis in a contemporary Dutch population. Human Nature : An
Interdisciplinary Biosocial Perspective, 21(4), 393-405. https://doi.org/10.1007/s12110-010-9098-9 General rights
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DOI 10.1007/s12110-010-9098-9 R. Kaptijn (*)
Faculty of Social Sciences, VU University Amsterdam, De Boelelaan 1085, 1081 HV Amsterdam,
The Netherlands
e-mail: r.w.j.kaptijn@vu.nl
F. Thomese: T. G. van Tilburg
VU University Amsterdam, Amsterdam, The Netherlands
A. C. Liefbroer
Netherlands Interdisciplinary Demographic Institute, VU University Amsterdam, Amsterdam,
The Netherlands R. Kaptijn (*)
Faculty of Social Sciences, VU University Amsterdam, De Boelelaan 1085, 1081 HV Amsterdam,
The Netherlands
e-mail: r.w.j.kaptijn@vu.nl
F. Thomese: T. G. van Tilburg How Grandparents Matter
Support for the Cooperative Breeding Hypothesis
in a Contemporary Dutch Population Although these
policies seem to be moderately effective in raising fertility (Gauthier 2005; Hoem
2008; McDonald 2000), they are limited in their focus on the child’s parents. Evolutionary theory suggests that kin other than the child’s parents are also
important in human fertility decisions (Hawkes 2004; Hawkes et al. 1998; Hrdy
2009; Turke 1989). Current low fertility in modern societies affects many social arrangements. In the
long term, societies with low fertility face the risk of a shrinking working
population. As a consequence, the sustainability of collective pension, social
insurance, and care systems is under debate (Grant 2004; McDonald 2006). Low
fertility rates reflect women’s difficulties in combining work and motherhood. Fertility tends to be higher in countries where work and motherhood are more
compatible (Hoem 2008; McDonald 2000). Policies that aim to increase the
compatibility of work and motherhood, such as maternity leave, parental leave, and
formal childcare, have become increasingly popular (Gauthier 2005). Although these
policies seem to be moderately effective in raising fertility (Gauthier 2005; Hoem
2008; McDonald 2000), they are limited in their focus on the child’s parents. Evolutionary theory suggests that kin other than the child’s parents are also
important in human fertility decisions (Hawkes 2004; Hawkes et al. 1998; Hrdy
2009; Turke 1989). Because relatives share common genes by descent, natural selection can favor
genes that enable individuals to help their relatives to reproduce successfully (e.g.,
Hamilton 1964). This type of selection, known as kin selection (Maynard Smith
1964), may have played a crucial role in the evolution of the life history
characteristics of the human species. In contrast to those of the other great apes,
the life history of contemporary hunter-gatherers is characterized by short birth
intervals and a long postmenopausal life phase for women. Human infants are
weaned before they can take care of their own feeding. The evolution of such a life
history strategy could only be possible when human mothers had reliable sources of
help to take care of their children (Robson et al. 2006). The child’s father is one of
these sources of help (Gurven and Walker 2006; Marlowe 2001, 2003), but the wider
kin group also appears to be an important resource for the mother. How Grandparents Matter
Support for the Cooperative Breeding Hypothesis
in a Contemporary Dutch Population Ralf Kaptijn & Fleur Thomese &
Theo G. van Tilburg & Aart C. Liefbroer Published online: 11 November 2010
#
h A h
( ) 2010
hi
i l i Published online: 11 November 2010
# The Author(s) 2010. This article is published with open access at Springerlink.com. Published online: 11 November 2010
# The Author(s) 2010. This article is published with open access at Springerlink.com. Abstract Low birth rates in developed societies reflect women’s difficulties in
combining work and motherhood. While demographic research has focused on the
role of formal childcare in easing this dilemma, evolutionary theory points to the
importance of kin. The cooperative breeding hypothesis states that the wider kin
group has facilitated women’s reproduction during our evolutionary history. This
mechanism has been demonstrated in pre-industrial societies, but there is no direct
evidence of beneficial effects of kin’s support on parents’ reproduction in modern
societies. Using three-generation longitudinal data anchored in a sample of
grandparents aged 55 and over in 1992 in the Netherlands, we show that childcare
support from grandparents increases the probability that parents have additional
children in the next 8 to 10 years. Grandparental childcare provided to a nephew or
niece of childless children did not significantly increase the probability that those
children started a family. These results suggest that childcare support by grand-
parents can enhance their children’s reproductive success in modern societies and is
an important factor in people’s fertility decisions, along with the availability of
formal childcare. Keywords Allomothers . Cooperative breeding . Grandparents . Kin selection . Life history theory. Reproductive success F. Thomese: T. G. van Tilburg
VU University Amsterdam, Amsterdam, The Netherlands 394 Hum Nat (2010) 21:393–405 Current low fertility in modern societies affects many social arrangements. In the
long term, societies with low fertility face the risk of a shrinking working
population. As a consequence, the sustainability of collective pension, social
insurance, and care systems is under debate (Grant 2004; McDonald 2006). Low
fertility rates reflect women’s difficulties in combining work and motherhood. Fertility tends to be higher in countries where work and motherhood are more
compatible (Hoem 2008; McDonald 2000). Policies that aim to increase the
compatibility of work and motherhood, such as maternity leave, parental leave, and
formal childcare, have become increasingly popular (Gauthier 2005). How Grandparents Matter
Support for the Cooperative Breeding Hypothesis
in a Contemporary Dutch Population Several studies
have found that the presence of a grandmother has a positive effect on the survival
chances of the child (Hrdy 2005; Sear and Mace 2008), and positive effects of
grandfathers and older siblings on the child’s survival have also been reported (Sear
and Mace 2008). Although who provides support differs from society to society, and
relatives may compete with one another for scarce resources, making successful
reproduction more difficult, the pattern of relatives providing care is consistent (Sear
2008; Sear and Mace 2008). The importance of these other caregivers led Hrdy (2005,
2009) to conclude that humans can be characterized as cooperative breeders—a
species in which individuals help to care for young that are not their own. According to the cooperative breeding hypothesis, grandmothers are among the
most important caregivers besides the parents. When older women in hunter-gatherer
groups turn incapable of reproducing themselves, they frequently make valuable
contributions to the survival of their grandchildren by providing care, food, or
accumulated medical knowledge related to newborn children (Crittenden and
Marlowe 2008; Hrdy 2005, 2009). This supportive role of grandmothers for their
grandchildren during our evolutionary past may have contributed to the evolution of
the long postmenopausal life phase (Hawkes 2003, 2004; Robson et al. 2006). The
combination of the long postmenopausal life phase in hunter-gatherers (Blurton
Jones et al. 2002; Hawkes 2004; Robson et al. 2006) with the reported positive
effects of grandmothers on their grandchildren’s survival (reviewed in Sear and
Mace 2008) supports the idea that this long postmenopausal life phase has evolved Hum Nat (2010) 21:393–405 395
395 because long-lived grandmothers could enhance the successful reproduction of their
children. Moreover, a simulation model shows that a positive effect of grandmothers
on their adult children’s fertility is necessary for menopause to evolve as an adaptive
strategy (Shanley and Kirkwood 2001). because long-lived grandmothers could enhance the successful reproduction of their
children. Moreover, a simulation model shows that a positive effect of grandmothers
on their adult children’s fertility is necessary for menopause to evolve as an adaptive
strategy (Shanley and Kirkwood 2001). In this study, we focus not on the evolutionary process that shaped human life history
characteristics, but on a possible outcome of this process: the importance of the wider
kin group for human fertility decisions under modern conditions. In modern
populations, supportive grandparents may make a difference in their children’s
reproductive success. How Grandparents Matter
Support for the Cooperative Breeding Hypothesis
in a Contemporary Dutch Population Grandparents frequently assist their children by taking care of
the grandchildren. In the United States, 23% of children under 5 years of age are cared
for by their grandparents weekly; in contrast, only 3% of children are cared for by a
sibling (Johnson 2005). In Europe, 58% of grandmothers and 49% of grandfathers
took care of at least one of their grandchildren in the preceding year (Hank and Buber
2009). By taking care of their grandchildren, grandparents could ease the women’s
dilemma of combining paid employment and motherhood. Mothers who work get
more childcare support from their parents (Gray 2005; Vandell et al. 2003). Furthermore, a simulation model suggests that assistance from grandparents allows
the mother to increase her labor force participation (Cardia and Ng 2003). Childcare support from grandparents may also allow women to have more children. Grandparental childcare support could decrease the burden for women to combine paid
employment and motherhood and thus have a positive effect on their fertility. In western
Germany, a woman’s chance of experiencing a first birth is higher when her parents live
in the same town (Hank and Kreyenfeld 2003). Furthermore, women whose parents are
still alive have higher fertility in Italy (Del Boca 2002). Although these results are in
accordance with the hypothesis that supportive grandparents can enhance the
reproductive success of their children, these results could also be explained by
different mechanisms and only form indirect support for this hypothesis. To our
knowledge, no studies have focused on the effects of grandparental support on
children’s fertility in a modern society. The aim of this study is to explore the effect of
childcare support from grandparents on their children’s reproductive success. In line
with the cooperative breeding hypothesis, we expect that childcare by the grandparents
positively affects their children’s reproductive success. Because previous studies have
emphasized the differential impact of different types of kin—grandmothers and
maternal kin more frequently make a positive contribution to the survival of the
grandchildren than grandfathers and paternal kin (Sear and Mace 2008)—we also
explore whether grandparental childcare from these different types of kin has a
different effect on the fertility of the children. In addition, we explore whether the
effect of grandparental childcare differs with women’s paid employment status. Data The data for this study come from the survey on Living Arrangements and Social
Networks of Older Adults (LSN; Knipscheer et al. 1995) and the Longitudinal
Aging Study Amsterdam (LASA; Deeg et al. 2002). The LSN survey is a 396 Hum Nat (2010) 21:393–405 representative sample of the Dutch older population. Face-to-face interviews took
place in 1992 with respondents aged 54 to 84. LASA is a followup study of the LSN
survey. In this paper we use data from the fourth LASA wave, which was collected
between 2000 and 2002. representative sample of the Dutch older population. Face-to-face interviews took
place in 1992 with respondents aged 54 to 84. LASA is a followup study of the LSN
survey. In this paper we use data from the fourth LASA wave, which was collected
between 2000 and 2002. The data consist of information on the respondents, their children, and their
grandchildren. Information on the children and grandchildren was collected during
the interviews with the grandparent. The units of analysis are the children of the
respondents. In 1992, a random sample of the grandparents in the LSN survey were
asked about the childcare they gave to each individual grandchild. y g
g
We analyzed two groups of children separately. The first group consists of the
children of the respondents who already had children themselves in 1992. For this
group we know whether the child received support from the grandparent in the form
of childcare for the grandchildren. We examined whether children of this group who
received childcare support in 1992 were more likely to have had another child during
the next 8 to 10 years than children who did not receive childcare support in 1992. The second group consists of the children of the respondents who did not have
children themselves in 1992, but were aunts or uncles at that time. Because the
children in this group are childless, this group could not receive support from the
grandparent in the form of childcare. However, for this group we do know whether a
grandparent took care of the child’s nephew or niece. So for this group we examined
whether children whose niece or nephew was looked after by a grandparent (i.e., a
grandparent who gave childcare support to the siblings of these children) were more
likely to start a family than children whose siblings did not receive childcare support
from a grandparent. Data For both groups we expect that grandparental childcare support
has a positive effect on the fertility of the children. Of the 826 grandparents who were interviewed about their grandchildren in 1992,
474 could not be reinterviewed in the LASA followup. The main reason was the
death of the respondent (73%). Other reasons were refusal of the respondent (15%)
and frailty of the respondent (10%). Finally, some of the respondents could not be
contacted (2%). The 352 grandparents who were interviewed on both occasions had
1,242 children. Because kin selection theory refers to biological kin, we excluded
adoptive children and stepchildren from the analysis. Furthermore we only included
children who were younger than 40 in 1992 because after this age the likelihood of
starting or adding to a family becomes very small. For the children who had children
themselves, an additional inclusion criterion was that the youngest grandchild was
younger than 5 in 1992. We only included families with young grandchildren
because those with older grandchildren are much more likely to be completed. These
inclusion criteria left 616 children eligible for our analysis. Owing to missing values
our final sample consists of 572 children; 265 of them already had children
themselves in 1992, and 307 were childless at that time. Measures Measures Grandparental Childcare Grandparental Childcare For each individual grandchild under the age of 17 the grandparent was asked: “How
often did you take care of . . . in the past 12 months?” Possible answer categories Hum Nat (2010) 21:393–405 397
397 were: “never,” “seldom,” “sometimes,” and “often.” Although this question was
answered for each individual grandchild, there was no variance at the grandchild
level in our data. Each grandparent took care of all grandchildren from the same
child equally often. For the children who already had children themselves, we
aggregated this variable to the child level. We analyzed grandparental childcare as a
categorical variable with “never” as the reference category. The number of cases in
the category “seldom” was quite small. Because this would produce a very wide
confidence interval for the effect of this category, we decided to combine the
categories of “seldom” and “sometimes” into the category “occasionally.” For the children who were childless in 1992 we aggregated information on caring
for grandchildren to the grandparent level. There was not much variance in
grandparental childcare on the child level. Most children who were childless either
had only one sibling with children (49%) or had a grandparent who divided his or
her childcare equally over his or her children (22%). For these cases the aggregate
score is the same as the siblings’ scores. For the remaining cases (29%) we
aggregated grandparental childcare to the grandparent level by taking the maximum
frequency of grandparental childcare. Fertility We do not have data on the exact number of grandchildren born after 1992. In the
LASA wave that was collected between 2000 and 2002 only the age of the youngest
grandchild for each specific child was asked. Because the age of each individual
grandchild in 1992 was known we could, by comparing the ages at both waves,
construct a dummy variable which indicates for each specific child if one or more
grandchildren were born. For the children who already had children themselves in
1992, this variable indicates a family addition. For the children who were childless
in 1992, this variable indicates the start of a family. Control Variables A number of possible confounding factors are taken into account: at the grandparent
level, the grandparent’s sex, the number of children that the grandparent ever had,
educational attainment of the grandparent in number of years, and the time span
between the two interviews in years. At the child level: the child’s sex, paid
employment by the child, the travel time for the grandparent to the child (in minutes,
log transformed), the age of the child, the age of the youngest grandchild, and the
child’s family size. Because almost all men are in paid employment, we combined
child’s sex and paid employment status into one categorical variable which contrasts
employed women and unemployed women with men. The age of the youngest
grandchild and the child’s family size are only applicable to the children who already
had children themselves in 1992. Because the age of the child and the age of the
youngest grandchild are strongly correlated, we used the standardized residual of the
age of the youngest grandchild (after regression on the age of the child) for the
children who already had children themselves. Family size was transformed in a
dummy variable indicating whether the child already had two or more children in
1992. Descriptive statistics of the final sample are shown in Table 1. On the whole Hum Nat (2010) 21:393–405 398 Table 1 Descriptive statistics there are no major differences between the two groups, except that the childless
group also includes younger children and the childless women are more often
employed than the women with children. Control Variables Table 1 Descriptive statistics
Children who have children themselves
Childless children
Meana
SDb
Rangeb
Meana
SDb
Rangeb
Grandparent level
Grandmother
58%
60%
Number of children
3.95
1.97
1–15
4.06 1.63
2–9
Education (years)
9.40
3.34
5–18
9.20 3.11
5–18
Time span T0−T1 (years)
9.61
.56
8.05–10.35
9.63
.56 8.05–10.34
Grandparental care for nephew or niece
Never
–
26%
Occasionally
–
43%
Often
–
31%
n grandparents
182
171
Child level
Child’s sex and work status
Man
52%
55%
Unemployed woman
28%
8%
Employed woman
20%
37%
Travel time (minutes, log)
3.14
1.22
0–7.27
2.59 1.75
0–7.27
Age (years)
32.83
3.35
23–39
29.50
5.10
9–39
Age youngest grandchild (years)
1.95
1.23
0–4
–
Residual age youngest grandchild
0
1
−1.82–1.96
–
Two or more grandchildren
68%
–
Grandparental care for grandchildren
Never
31%
–
Occasionally
45%
–
Often
24%
–
Family addition
48%
–
Started family
–
50%
n children
265
307
a Percentage shown if variable is dichotomous
b Not shown if variable is dichotomous there are no major differences between the two groups, except that the childless
group also includes younger children and the childless women are more often
employed than the women with children. Statistical Analysis Statistical Analysis Our data have a hierarchical structure. The children are nested within the
grandparents. The dependent variable, fertility, is dichotomous. We conducted a
multilevel logistic regression analysis to test our hypotheses using the Markov Chain 399
399 Hum Nat (2010) 21:393–405 Monte Carlo (MCMC) method to estimate the parameters of the model. MCMC is
the preferred estimation method for multilevel logistic models since it generates
reliable interval estimates of the parameters of nonlinear multilevel models (Draper
2008; Rasbash et al. 2004). The models have two levels, with children at level one
and grandparents at level two. The models have a random intercept, and all
dependent variables were entered to the model as fixed effects. The independent
variables were centered at their means. To ease the interpretation of our models we
calculate the predicted probability to experience a family addition or to start a family
using the formula P ¼ 1= 1 þ eZ
ð
Þ, where Z is the predicted log-odds from the
regression equation (Liao 1994). We added interaction terms to the models to determine whether the effect of
grandparental childcare differs by type of kin and women’s employment status. In
some cases the models with an interaction term did not converge. In those cases we
ran a stratified analysis and tested whether the regression coefficients of the
independent variable significantly differed using the z-test for the equality of the
regression coefficients proposed by Brame et al. (1998). Results Most of the children who had children themselves received childcare support from
the grandparent. Also, for a majority of the childless children a grandparent provided
care to the child’s nephew or niece. Tables 2 and 3 show the frequency of
grandparental childcare by type of kin and daughter’s employment status for the
children who already had children themselves and for the childless children,
respectively. In both groups of children, there is a tendency for grandmothers to
provide more care than grandfathers. Maternal grandparents also tend to provide
more care than paternal grandparents, and daughters with paid employment tend to
receive more care than daughters without paid employment. The results of the multilevel logistic regression are shown in Table 4. In these
models, we test the effect of grandparental childcare on children’s fertility
controlling for the variables described in the previous section. For the children
who have children themselves, receiving frequent childcare support from the
grandparent has a positive effect on the likelihood of a family addition compared
with receiving no grandparental childcare support. The predicted probability for
adding to the family for a child who never receives grandparental childcare support
and with average scores on all control variables is 35%. For a child who often
receives grandparental childcare support and has average scores on all control
variables, the predicted probability is 66%. The effect of occasional grandparental
childcare support compared with never receiving grandparental childcare support is
not significant. None of the control variables on the grandparent level has a
significant effect on the likelihood of having another child. On the child level, the
chance of a family addition decreases with the child’s age. Children who already
have two or more children themselves also have a smaller chance of experiencing a
family addition. For the childless children, grandparental care for a nephew or niece does not
increase their chances to start a family. Results On the grandparent level, none of the control 400 Hum Nat (2010) 21:393–405 Table 2 Cross-tabulation of the frequency of grandparental childcare by the grandparent’s sex, lineage,
and the daughter’s paid employment status for children who have children themselves Table 2 Cross-tabulation of the frequency of grandparental childcare by the grandparent’s sex, lineage,
and the daughter’s paid employment status for children who have children themselves Grandparental
childcare
Grandfather
Grandmother
Paternal
grandparent
Maternal
grandparent
Unemployed
daughter
Employed
daughter
Never
32
49
51
30
20
10
28%
33%
37%
23%
27%
19%
Occasionally
63
57
62
58
37
21
55%
38%
45%
45%
49%
40%
Often
20
44
24
40
18
22
17%
29%
18%
31%
24%
42%
Total
115
150
137
128
75
53
100%
100%
100%
100%
100%
100% variables has a significant effect on the likelihood of starting a family. On the child
level, the likelihood decreases with the child’s age. The variance of the random
intercept of the model for the childless children is somewhat smaller than the
variance of the random intercept of the model for the children who already have
children themselves. This difference might be explained by the larger number of
explanatory variables on the grandparent level for the childless children. In the
model for the children who already have children themselves, grandparental
childcare is an explanatory factor on the child level. In the model for the childless
children, grandparental childcare is an explanatory factor on the grandparental level. For both groups of children, we tested whether the effects of grandparental
childcare on the children’s fertility differ for grandfathers and grandmothers, paternal
grandparents and maternal grandparents, and for daughters with paid employment
compared with daughters without paid employment. We found no significant
differences in the effect of grandparental childcare by type of kin or by the
daughters’ employment status (results not shown). variables has a significant effect on the likelihood of starting a family. On the child
level, the likelihood decreases with the child’s age. The variance of the random
intercept of the model for the childless children is somewhat smaller than the
variance of the random intercept of the model for the children who already have
children themselves. This difference might be explained by the larger number of
explanatory variables on the grandparent level for the childless children. Results able 3 Cross-tabulation of the frequency of grandparental childcare by the grandparent’s sex, lineage,
d the daughter’s paid employment status for childless children Table 3 Cross-tabulation of the frequency of grandparental childcare by the grandparent’s sex, lineage,
and the daughter’s paid employment status for childless children
Grandparental
childcare
Grandfather
Grandmother
Paternal
grandparent
Maternal
grandparent
Unemployed
daughter
Employed
daughter
Never
33
47
45
35
9
26
29%
24%
26%
26%
38%
23%
Occasionally
57
74
78
53
11
42
50%
38%
46%
39%
46%
37%
Often
24
72
47
49
4
45
21%
37%
28%
36%
17%
40%
Total
114
193
170
137
24
113
100%
100%
100%
100%
100%
100% 401
401 Hum Nat (2010) 21:393–405 Table 4 Logistic regression estimates of a multilevel model explaining the likelihood of adding to a fami
for children who have children themselves and the likelihood of starting a family for the childless children Children who have children themselves
Childless children Children who have children themselves Children who have children themselves
Childless children
Grandparent level
Grandmother
−.131
.241
Number of children
.015
.065
Education (years)
−.018
−.007
Time span T0−T1 (years)
.237
.185
Grandparental care for nephew or niece
Occasionally
–
.591
Often
–
−.174
Child level
Child’s sex and work status
Unemployed woman
−.264
−.461
Employed woman
−.549
.014
Travel time (minutes, log)
.048
.140
Age (years)
−.272***
−.073*
Residual age youngest grandchild
−.372
–
Two or more grandchildren
−2.635***
–
Grandparental care for grandchildren
Occasionally
.434
–
Often
1.286*
–
Intercept
−.118
−.002
Variance of intercepta
2.208
.091
n grandparents
182
171
n children
265
307
a Asterisks are not shown because MCMC confidence intervals of variance parameters always exclude 0
(Hox 2002)
*p<0.05, **p<0.01, ***p<0.001 a Asterisks are not shown because MCMC confidence intervals of variance parameters always exclude
(Hox 2002) *p<0.05, **p<0.01, ***p<0.001 Results In the
model for the children who already have children themselves, grandparental
childcare is an explanatory factor on the child level. In the model for the childless
children, grandparental childcare is an explanatory factor on the grandparental level. For both groups of children, we tested whether the effects of grandparental
childcare on the children’s fertility differ for grandfathers and grandmothers, paternal
grandparents and maternal grandparents, and for daughters with paid employment
compared with daughters without paid employment. We found no significant
differences in the effect of grandparental childcare by type of kin or by the
daughters’ employment status (results not shown). variables has a significant effect on the likelihood of starting a family. On the child
level, the likelihood decreases with the child’s age. The variance of the random
intercept of the model for the childless children is somewhat smaller than the
variance of the random intercept of the model for the children who already have
children themselves. This difference might be explained by the larger number of
explanatory variables on the grandparent level for the childless children. In the
model for the children who already have children themselves, grandparental
childcare is an explanatory factor on the child level. In the model for the childless
children, grandparental childcare is an explanatory factor on the grandparental level. For both groups of children, we tested whether the effects of grandparental
childcare on the children’s fertility differ for grandfathers and grandmothers, paternal
grandparents and maternal grandparents, and for daughters with paid employment
compared with daughters without paid employment. We found no significant
differences in the effect of grandparental childcare by type of kin or by the
daughters’ employment status (results not shown). Discussion Although most demographic research has focused on the role of formal childcare in
easing the dilemma between labor force participation and motherhood (Hoem 2008;
McDonald 2000), evolutionary theory points to the importance of the wider kin
group for human fertility decisions (Hawkes 2004; Hrdy 2005). In this study we
sought to explore the effect of grandparental childcare support on the children’s
reproductive success. Children who already had children themselves more frequently
experienced a family addition in the next 8 to 10 years if they had a helping
grandparent who often looked after their grandchildren compared with those who
received no grandparental childcare support. Childless children were not more likely 402 Hum Nat (2010) 21:393–405 to start a family if a grandparent looked after their nephew(s) or niece(s). These
results are in line with the cooperative breeding hypothesis. Grandparents can
enhance the reproductive success of their children by looking after the grand-
children, though only the children who actually receive childcare support, and not
their siblings, have a higher fertility. For the children who already had children themselves, only children who received
frequent grandparental childcare support were more likely to experience a family
addition. Occasional grandparental childcare did not have a significant effect, though
children who received occasional grandparental childcare support also tended to
have a larger chance of experiencing a family addition compared with children who
did not receive any grandparental childcare support. Our measure of grandparental
childcare was based on reports from the grandparent on a subjective scale. The
answers may therefore also reflect the effort grandparents themselves think they put
in their (grand)children, rather than the actual support children receive. Further
research could focus on the threshold indicating when grandparental childcare is
frequent enough to make a difference for the children’s fertility. Grandparental support for a child’s siblings did not have a positive effect on the
child’s fertility. Grandparental support provided to a child’s siblings may be
uninformative for assessing the assistance a child can expect when he or she starts
a family. However, it may also be that opposing mechanisms are operative. On the
one hand, grandparental support to a child’s siblings may indicate that the
grandparent is willing to look after future grandchildren. Discussion On the other hand,
grandparental support to a child’s siblings may also indicate that the grandparent is
too occupied with supporting the child’s siblings and will not be available to assist
the child by looking after his or her future children. Further research on the topic of
how grandparental support is influenced by the family constellation is needed. g
p
pp
y
y
Research on grandchildren’s survival has shown that the beneficial effect of having a
grandparent on the grandchild’s survival is not unconditional. Having a maternal
grandparent matters more than having a paternal grandparent, and grandfathers are
much less beneficial than grandmothers (Sear and Mace 2008). In our study, descriptive
statistics suggested that grandmothers tend to give more childcare than grandfathers,
and maternal grandparents tend to give more care than paternal grandparents. These
results are in line with several studies which have shown that maternal grandparents
invest more than paternal grandparents and grandmothers invest more than grand-
fathers (e.g., Crittenden and Marlowe 2008; Euler and Weitzel 1996; Pollet et al. 2006,
2009; Scelza 2009). We also tested whether the childcare of different types of
grandparents had differential effects on children’s fertility. We did not find any
significant differences, though our sample was quite small. Taken together, these
results suggest that the beneficial effect of having a grandparent is mediated by the
amount of care that a specific type of grandparent gives. Maternal grandmothers might
invest more than paternal grandmothers and grandfathers, but the effect of each unit of
investment seems to be equal for all types of grandparents. The distinction between grandfathers and grandmothers may be less relevant in
modern societies, however, where men and women have come to share more of care
and work activities, in comparison to early modern societies in which gender roles
were more clearly separate (Bianchi et al. 2006; Settersten 2007). This could make it
more difficult to distinguish each grandparent’s investments when considered as Hum Nat (2010) 21:393–405 403
403 couples, as both grandparents may act together when taking care of their
grandchildren. To our knowledge, there have been no such studies on the caregiving
activities of grandfathers and grandmothers. Further research could test hypotheses
on differences between maternal and paternal grandparents and between grand-
mothers and grandfathers in various living arrangements. In this study, we focused on the effect of practical support from the grandparent on
children’s fertility. Discussion But in addition to providing practical support, such as childcare,
grandparents can also encourage their children to reproduce. Grandparents can
communicate that they would welcome grandchildren, and that they would like their
children to become parents. Such normative social influence may also have a positive
effect on the fertility of the children (Newson et al. 2005, 2007; Newson and Richerson
2009). Although in many cases practical support and normative social influence may
come together, more research with proper measures of both types of support is needed
to disentangle the effects of practical support and normative social influence. A limitation of our study that needs to be addressed is the attrition in our
longitudinal data. We found a strong positive effect of frequent grandparental
childcare on children’s fertility for the children who already have children
themselves. Although the direction of this effect is not likely to be influenced by
attrition, the strength of this effect might be. In our longitudinal dataset, attrition
was in large part due to the death or frailty of the grandparent. If the children’s
fertility decisions are influenced by the anticipated childcare for the future rather
than the existing childcare at the time of the first interview, support from more
vigorous grandparents at the time of the first interview probably has a stronger
effect than support from less vigorous grandparents. Therefore, if children’s fertility
decisions are primarily influenced by anticipated support, the attrition in our sample
may have enlarged the effect of grandparental childcare that we found because
vigorous grandparents are overrepresented in our sample of survivors. The effect of grandparental childcare support may be affected by the national welfare
regime. We found a strong effect of grandparental childcare support on children’s
fertility in the Netherlands, and mothers who were in paid employment tended to receive
more grandparental childcare than mothers who were not. The Dutch care regime is
characterized by a predominantly private responsibility in the case of childcare in
combination with large public investments in the care for older adults (Bettio and
Plantenga 2004). This combination is likely to make the role of older adults as
informal caregivers especially important (Kohli 1999). This suggests the interesting
hypothesis that the effect of parental support on children’s fertility behavior will be
stronger in countries with low levels of public childcare than in countries with high
levels of public childcare. Open Access
This article is distributed under the terms of the Creative Commons Attribution
Noncommercial License which permits any noncommercial use, distribution, and reproduction in any
medium, provided the original author(s) and source are credited. Discussion Still, also under other care regimes grandparental childcare
support may play a significant role in their children’s fertility decisions in addition to
the availability of formal childcare. Grandparental childcare is also available in the
weekend and evenings (Gray and Bruegel 2002; Wheelock and Jones 2002) and can
thus be complementary to formal childcare. Hum Nat (2010) 21:393–405 404 References ettio, F., & Plantenga, J. (2004). Comparing care regimes in Europe. Feminist Economics, 10, 85–113. ,
,
g ,
(
)
p
g
g
p
,
Bianchi, S., Robinson, J. P., & Milkie, M. A. (2006). Changing rhythms of American family life. New York: Sage. n Jones, N. G., Hawkes, K., & O’Connell, J. F. (2002). Antiquity of postreproductive life: are there modern
mpacts on hunter gatherer postreproductive life spans? American Journal of Human Biology 14 184 205 Blurton Jones, N. G., Hawkes, K., & O’Connell, J. F. (2002). Antiquity of postreproductive life: are there mode
impacts on hunter-gatherer postreproductive life spans? American Journal of Human Biology, 14, 184–20 J
,
G ,
,
, & O C
, J
(
)
q
y
p
p
mpacts on hunter-gatherer postreproductive life spans? American Journal of Human Biology, 14, 184–205. Brame, R., Paternoster, R., Mazerolle, P., & Piquero, A. (1998). Testing for the equality of maximum-
likelihood regression coefficients between two independent equations. Journal of Quantitative
Criminology, 14, 245–261. gy
Cardia, E., & Ng, S. (2003). Intergenerational time transfers and childcare. Review of Economic Dynamic
6, 431–454. Crittenden, A., & Marlowe, F. W. (2008). Allomaternal care among the Hadza of Tanzania. Huma
Nature, 19, 249–262. Deeg, D. J. H., Van Tilburg, T., Smit, J. H., & De Leeuw, E. D. (2002). Attrition in the longitudinal aging study
Amsterdam:the effectofdifferentialinclusionin sidestudies.Journal of Clinical Epidemiology, 55, 319–328. Del Boca, D. (2002). The effect of child care and part time opportunities on participation and fertility
decisions in Italy. Journal of Population Economics, 15, 549–573. Draper, D. (2008). Bayesian multilevel analysis and MCMC. In J. De Leeuw & E. Meijer (Eds
Handbook of multilevel analysis (pp. 77–139). New York: Springer. Euler, H. A., & Weitzel, B. (1996). Discriminative grandparental solicitude as reproductive strategy. Human Nature, 7, 39–59. Gauthier, A. H. (2005). Trends in policies for family-friendly societies. In M. Macura, A. L. MacDonald,
& W. Haug (Eds.), The new demographic regime: Population challenges and policy responses (pp. 95–110). New York: United Nations. Grant, J. (2004). Low fertility and population ageing: Causes, consequences, and policy options. Santa
Monica: RAND. Gray, A. (2005). The changing availability of grandparents as carers and its implications for childcare
policy in the UK. Journal of Social Policy, 34, 557–577. Grant, J. (2004). Low fertility and population ageing: Causes, consequences, and policy options. Santa
Monica: RAND. Monica: RAND. Gray, A. (2005). References The changing availability of grandparents as carers and its implications for childcare
policy in the UK. Journal of Social Policy, 34, 557–577. Gray, A. (2005). The changing availability of grandparents as carers and its implications for childcare
policy in the UK. Journal of Social Policy, 34, 557–577. Gray, A., & Bruegel, I. (2002). The demand for, and supply of, childcare services in Northern Ireland. Belfast: Equalities Commission of Northern Ireland. Gurven, M., & Walker, R. (2006). Energetic demand of multiple dependents and the evolution of slow huma
growth. Proceedings of the Royal Society of London. Series B, Biological Sciences, 273, 835–841. Hamilton,W.D.(1964).Geneticalevolutionofsocialbehaviour(IandII).Journal of Theoretical Biology, 7, 1–5 Hank, K., & Buber, I. (2009). Grandparents caring for their grandchildren: findings from the 2004 survey
of health, ageing, and retirement in Europe. Journal of Family Issues, 30, 53–73. Hank, K., & Kreyenfeld, M. (2003). A multilevel analysis of child care and women’s fertility decisions in
western Germany. Journal of Marriage and the Family, 65, 584–596. Hawkes, K. (2003). Grandmothers and the evolution of human longevity. American Journal of Huma
Biology, 15, 380–400. Hawkes, K. (2004). Human longevity: the grandmother effect. Nature, 428, 128–129. Hawkes, K., O’Connell, J. F., Jones, N. G. B., Alvarez, H., & Charnov, E. L. (1998). Grandmothering,
menopause, and the evolution of human life histories. Proceedings of the National Academy of
Sciences of the United States of America, 95, 1336–1339. f
f
Hoem, J. M. (2008). The impact of public policies on European fertility. Demographic Research, 19, 249–259
(
)
l l
l
l
h
d
l
h
h
lb Hoem, J. M. (2008). The impact of public policies on European fertility. Demographic Research, 19, 249–259. Hox J J (2002) Multilevel analysis: Techniques and applications Mahwah: Erlbaum Hoem, J. M. (2008). The impact of public policies on European fertility. Demographic Research, 19,
Hox, J. J. (2002). Multilevel analysis: Techniques and applications. Mahwah: Erlbaum. (
)
p
p
p
p
y
g
p
Hox, J. J. (2002). Multilevel analysis: Techniques and applications. Mahwah: Erlbaum. Hrdy, S. B. (2005). Cooperative breeders with an ace in the hole. In E. Voland, A. Chasiotis, & W. Schiefenhövel (Eds.), Grandmotherhood: The evolutionary significance of the second half of female
life (pp. 295–317). New Brunswick: Rutgers University Press. life (pp. 295–317). New Brunswick: Rutgers University Press. Hrdy, S. B. (2009). Mothers and others: The evolutionary origins of mutual understanding. ao, T. F. (1994). Interpreting probability models: Logit, probit, and other generalized linear models.
Thousand Oaks: Sage. References Cambridge:
Belknap Press of Harvard University Press. Johnson, J. O. (2005). Who’s minding the kids? Child care arrangements: Winter 2002. Washington: U.S. Census Bureau. Knipscheer, C. P. M., De Jong Gierveld, J., Van Tilburg, T. G., & Dykstra, P. A. (Eds.). (1995). Livin
arrangements and social networks of older adults. Amsterdam: VU University Press. Kohli, M. (1999). Private and public transfers between generations: linking the family and the state. European Societies, 1, 81–104. Liao, T. F. (1994). Interpreting probability models: Logit, probit, and other generalized linear models. Thousand Oaks: Sage. 405
405 Hum Nat (2010) 21:393–405 Marlowe, F. W. (2001). Male contribution to diet and female reproductive success among foragers. Current Anthropology, 42, 755–760. Marlowe, F. W. (2003). A critical period for provisioning by Hadza men: implications for pair bonding. Evolution and Human Behavior, 24, 217–229. Maynard Smith, J. (1964). Group selection and kin selection. Nature, 201, 1145–1147. McDonald, P. (2000). Gender equity, social institutions and the future of fertility. Journal of Populatio
Research, 17, 1–16. McDonald, P. (2006). Low fertility and the state: the efficacy of policy. Population and Developme
Review, 32, 485–510. Newson, L., & Richerson, P. J. (2009). Why do people become modern? A Darwinian explanation. Population and Development Review, 35, 117–158. Newson, L., Postmes, T., Lea, S. E., & Webley, P. (2005). Why are modern families small? Toward an
evolutionary and cultural explanation for the demographic transition. Personality and Social
Psychology Review, 9, 360. Newson, L., Postmes, T., Lea, S. E. G., Webley, P., Richerson, P. J., & McElreath, R. (2007). Influences on
communication about reproduction: the cultural evolution of low fertility. Evolution and Human
Behavior, 28, 199–210. Pollet, T. V., Nettle, D., & Nelissen, M. (2006). Contact frequencies between grandparents and
grandchildren in a modern society: Estimates of the impact of paternity uncertainty. Journal of
Cultural and Evolutionary Psychology, 4, 203–213. y
y
gy
Pollet, T. V., Nelissen, M., & Nettle, D. (2009). Lineage based differences in grandparental investment:
evidence from a large British cohort study. Journal of Biosocial Science, 41, 355–379. Rasbash, J., Steele, F., Browne, W., & Prosser, B. (2004). A user’s guide to MLwiN. Centre for Multilevel
Modelling: University of Bristol. Robson, S. L., van Schaik, C., & Hawkes, K. (2006). The derived features of human life history. In K. Hawkes & R. R. Paine (Eds.), The evolution of human life history (pp. 17–44). Santa Fe: School of
American Research Press. References Scelza, B. A. (2009). The grandmaternal niche: critical caretaking among Martu Aborigines. America
Journal of Human Biology, 21, 448–454. Sear, R. (2008). Kin and child survival in rural Malawi. Human Nature, 19, 277–293. Sear, R., & Mace, R. (2008). Who keeps children alive? A review of the effects of kin on child survival. Evolution and Human Behavior, 29, 1–18. Settersten, R. A. (2007). Social relationships in the new demographic regime: Potentials and risks
reconsidered. In T. J. Owens & J. J. Suitor (Eds.), Interpersonal relationships across the life course
(Vol. 12, pp. 3–28). London: JAI. Shanley, D. P., & Kirkwood, T. B. L. (2001). Evolution of the human menopause. BioEssays, 23, 282–287. Turke, P. W. (1989). Evolution and the demand for children. Population and Development Review, 15, 61–90. Shanley, D. P., & Kirkwood, T. B. L. (2001). Evolution of the human menopause. BioEssays, 23, 282–
k
(
)
l i
d h d
d f
hild
l
d
l hanley, D. P., & Kirkwood, T. B. L. (2001). Evolution of the human menopause. BioEssays, 23, 282–287. urke, P. W. (1989). Evolution and the demand for children. Population and Development Review, 15, 61–90. y
(
)
p
y
Turke, P. W. (1989). Evolution and the demand for children. Population and Development Review, 15, 61–9 Vandell, D. L., McCartney, K., Owen, M. T., Booth, C., & Clarke-Stewart, A. (2003). Variations in child
care by grandparents during the first three years. Journal of Marriage and the Family, 65, 375–381. Wheelock, J., & Jones, K. (2002). “Grandparents are the next best thing”: informal childcare for working Vandell, D. L., McCartney, K., Owen, M. T., Booth, C., & Clarke-Stewart, A. (2003). Variations in chi
care by grandparents during the first three years. Journal of Marriage and the Family, 65, 375–38 y
(
)
care by grandparents during the first three years. Journal of Marriage and the Family, 65, 375–381. Wheelock, J., & Jones, K. (2002). “Grandparents are the next best thing”: informal childcare for working
parents in urban Britain. Journal of Social Policy, 31, 441–463. Wheelock, J., & Jones, K. (2002). “Grandparents are the next best thing”: informal childcare for working
parents in urban Britain. Journal of Social Policy, 31, 441–463. Wheelock, J., & Jones, K. (2002). “Grandparents are the next best thing
parents in urban Britain. Journal of Social Policy, 31, 441–463. References Ralf Kaptijn is a PhD student of sociology at the VU University Amsterdam. His research is focused on
the evolutionary causes and consequences of aging societies. Fleur Thomese is an assistant professor of sociology at the VU University Amsterdam. Her research
interests include life course, older adults and life history theory. Theo van Tilburg is a professor in social gerontology at the VU University Amsterdam. His research
focuses on social aspects of aging in particular on social integration of older adults in relation to their
emotional, physical and cognitive functioning. Aart Liefbroer is head of the Department of Social Demography at the Netherlands Interdisciplinary
Demographic Institute and professor of demography of young adults and intergenerational transmission at
the Department of Social Research Methodology of the VU University Amsterdam. His research interests
include fertility and family formation.
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Antiplatelet Therapy to Prevent Ischemic Events in Giant Cell Arteritis: protocol for a systematic review and meta-analysis
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Antiplatelet Therapy to Prevent Ischemic Events in
Giant Cell Arteritis: protocol for a systematic review
and meta-analysis Jean-Paul Makhzoum Research Article Posted Date: May 2nd, 2024 License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License Page 1/14 Abstract Background: Giant cell arteritis (GCA) is the most common systemic vasculitis in adults. Presenting
features include new-onset headaches, constitutional symptoms, jaw claudication, polymyalgia
rheumatica, and visual symptoms. Arterial inflammation with subsequent stenosis and occlusion may
cause tissue ischemia, leading to blindness, strokes, and myocardial infarction. Oral antiplatelet therapy
has been hypothesized to reduce GCA-related ischemic events. However, previous studies have
demonstrated conflicting results regarding the efficacy of antiplatelet agents in GCA. The objective of
this systematic review is to assess the safety and efficacy of antiplatelet therapy for the prevention of
these events in adults with giant cell arteritis. Background: Giant cell arteritis (GCA) is the most common systemic vas
features include new-onset headaches, constitutional symptoms, jaw cla
rheumatica, and visual symptoms. Arterial inflammation with subsequen
cause tissue ischemia, leading to blindness, strokes, and myocardial infa
has been hypothesized to reduce GCA-related ischemic events. However
demonstrated conflicting results regarding the efficacy of antiplatelet ag
this systematic review is to assess the safety and efficacy of antiplatelet
these events in adults with giant cell arteritis. Methods: In this systematic review, we will include randomized controlled trials (RTCs), quasi-
randomized trials, non-randomized intervention studies, cohort studies, and case-control studies on
patients with new-onset or relapsing GCA. The intervention of interest will be pre-existing use or initiation
of an oral antiplatelet medication (aspirin, clopidogrel, prasugrel or ticagrelor) at GCA onset or relapse. The comparator of interest will be the absence of antiplatelet therapy. Endpoints will be evaluated after 1
year of follow-up. The primary outcome will be GCA-related ischemic events, including permanent
blindness, stroke, myocardial infarction, and ischemic event-related deaths. Adverse events such as
major bleeding and death caused by a bleeding event will be assessed. Discussion: GCA-related ischemic events are catastrophic, sudden, often irreversible, and lead to
significant morbidity. Antiplatelet agents are affordable, accessible, and could be effective for prevention
of these events. Nevertheless, potential benefits of platelet aggregation inhibition must be weighed
against their associated risk of bleeding. Assessing the efficacy and safety of antiplatelet therapy in GCA
is therefore clinically important. Systematic review registration: Our systematic review protocol was registered with the International
Prospective Register of Systematic Reviews (PROSPERO, registration number CRD42023441574 Background Moreover,
these agents are affordable and accessible. Nevertheless, potential benefits of platelet aggregation
inhibition must be weighed against their associated risk of bleeding.(20) Commercially available and
commonly prescribed antiplatelet medications include aspirin, clopidogrel, ticagrelor and prasugrel. Assessing the efficacy of antiplatelet therapy to prevent these events is critically important. Moreover,
these agents are affordable and accessible. Nevertheless, potential benefits of platelet aggregation
inhibition must be weighed against their associated risk of bleeding.(20) Commercially available and
commonly prescribed antiplatelet medications include aspirin, clopidogrel, ticagrelor and prasugrel. Previous small and mostly retrospective studies have demonstrated conflicting results regarding the
efficacy of antiplatelet agents to reduce GCA-related permanent vision loss.(1, 11, 17, 18) Previous small and mostly retrospective studies have demonstrated conflicting results regarding the
efficacy of antiplatelet agents to reduce GCA-related permanent vision loss.(1, 11, 17, 18) A Cochrane systematic review attempted to assess the safety and effectiveness of low-dose aspirin, as
an adjunctive therapy, in the treatment of GCA.(21). However, observational studies were excluded, and
only randomized controlled trials (RCTs) directly comparing outcomes of GCA with and without
concurrent adjunctive use of low‐dose aspirin were eligible for inclusion, and therefore no studies met
the inclusion criteria. Furthermore, the review was conducted before results of major therapeutic clinical
trials in GCA were available. The objective of this systematic review and meta-analysis is to assess the safety and efficacy of
antiplatelet therapy in the treatment of adults with GCA. For efficacy assessment, we will focus on the
incidence of specific GCA-related ischemic events including permanent blindness, stroke, myocardial
infarction, and ischemic event related deaths. The safety outcomes will be clinically significant adverse
events such as major bleeding events and death caused by a bleeding event.. Background Giant cell arteritis (GCA) is the most common systemic vasculitis in adults.(1) GCA causes inflammation
of large arteries and has an incidence of 15–20 cases per 100,000 people in those over 50 years of age. (2) Common features include new-onset headaches, constitutional symptoms, jaw claudication, visual
symptoms, and polymyalgia rheumatica.(3, 4, 5, 6) GCA is treated with oral glucocorticoids which are usually tapered over a period of 12 to 18 months.(1)
Depending on the clinical phenotype, additional immunosuppressive therapy is sometimes required.(7, 8)
Symptomatic relapses are common and occur in 40–80% of patients during glucocorticoid tapering or
discontinuation.(9, 10) Page 2/14 Page 2/14 Page 2/14 Complications of GCA can be severe. Arterial inflammation with subsequent stenosis and occlusion may
cause GCA-related ischemic events. These include permanent blindness in 15–20% of patients, strokes
in 3–8% of patients and myocardial infarction in 2–4% of patients.(11, 12, 13) Moreover, GCA often
affects patients over 70 years of age, and older age is recognized as a non-modifiable risk factor for
ischemic events.(14) GCA-related ischemic events, which are often irreversible, typically occur within one
year following disease onset or relapse,(10) and may happen despite appropriate glucocorticoid or
immunosuppressive therapy.(15) Complications of GCA can be severe. Arterial inflammation with subsequent stenosis and occlusion may
cause GCA-related ischemic events. These include permanent blindness in 15–20% of patients, strokes
in 3–8% of patients and myocardial infarction in 2–4% of patients.(11, 12, 13) Moreover, GCA often
affects patients over 70 years of age, and older age is recognized as a non-modifiable risk factor for
ischemic events.(14) GCA-related ischemic events, which are often irreversible, typically occur within one
year following disease onset or relapse,(10) and may happen despite appropriate glucocorticoid or
immunosuppressive therapy.(15) Pathophysiology of ischemic events in GCA is complex and incompletely understood. Arterial
inflammation, myointimal thickening and endothelial dysfunction can trigger platelet activation and
aggregation.(16) This potentially leads to the narrowing and/or thrombotic occlusion of the inflamed
arteries, leading to organ ischemia. Potential benefits of oral adjunctive antiplatelet therapy have been
hypothesized to reduce ischemic events since they inhibit platelet aggregation and thrombus formation. (17) Furthermore, antiplatelet agents may have immune-mediated effects by supressing interferon-
gamma transcription in arterial tissue resident cells.(18) The addition of antiplatelet therapy to oral
glucocorticoids may therefore provide a synergistic effect in the treatment of GCA.(19) Assessing the efficacy of antiplatelet therapy to prevent these events is critically important. Research questions Page 3/14 Page 3/14 The aim of this systematic review is to evaluate the safety and efficacy of antiplatelet therapy, in addition
to standard of care, compared to no antiplatelet therapy, in adult patients with new-onset or relapsing
GCA. The proposed systematic review will aim at answering the following questions: 1. In adult patients with new-onset or relapsing GCA, does antiplatelet therapy reduce GCA-related
ischemic complications (permanent blindness, stroke, myocardial infarction, and ischemic event
related deaths)? 1. In adult patients with new-onset or relapsing GCA, does antiplatelet ther 1. In adult patients with new-onset or relapsing GCA, does antiplatelet th 1. In adult patients with new-onset or relapsing GCA, does antiplatelet therapy reduce GCA-related
ischemic complications (permanent blindness, stroke, myocardial infarction, and ischemic event
related deaths)? 2. In adult patients with new-onset or relapsing GCA, does antiplatelet therapy increase the risk of
major bleeding events? 2. In adult patients with new-onset or relapsing GCA, does antiplatelet therapy increase the risk of
major bleeding events? Eligibility criteria major bleeding events? Eligibility criteria Eligibility criteria for studies based on patient population, intervention or exposure, comparator and
methods are presented in Table 1. We will include studies irrespective of the reported outcomes. We will
include randomized controlled trials (RTCs), quasi-randomized trials and non-randomized intervention
studies. For observational studies, we will include cohort studies and case-control studies. We will
exclude cross-sectional, case series and case reports. Page 4/14 Table 1
– Eligibility Criteria for Studies
Population
Inclusion criteria
• Adult patients (≥ 18 years), with new-onset or relapsing GCA based on one of the
official ACR classification criteria (version 1990 or version 2022). *
Exclusion criteria
• Patients with systemic vasculitides other than GCA. Intervention/
Exposure
Inclusion criteria
• Administration of an oral antiplatelet medication in addition to GCA standard of
care. • Accepted antiplatelet medications: aspirin (≥ 80mg daily), clopidogrel (75mg
daily), ticagrelor (90mg twice a day) or prasugrel (10mg daily). • Accepted timing of antiplatelet initiation:
o Within 8 weeks of GCA onset or relapse. o Already administered at the time of GCA onset or relapse. Exclusion criteria
• Antiplatelet medication initiated in a patient with inactive GCA. • Use of oral, intravenous, or subcutaneous anticoagulants. Comparator
Inclusion criteria
• Absence of adjunctive antiplatelet therapy. Exclusion criteria
• Use of oral, intravenous, or subcutaneous anticoagulants. Method/
Design
Inclusion criteria
• RTCs, quasi-randomized trials, non-randomized intervention studies, cohort
studies and case-control studies. • Study duration of at least 6 months. Exclusion criteria
• Cross-sectional, case series and case reports. GCA: giant cell arteritis; ACR: American College of Rheumatology; RCT: randomised controlled trial. * New-onset GCA is defined as a diagnosis of active GCA in a participant with no previous history of
GCA. A relapsing GCA is defined as a diagnosis of active GCA in a patient with a history of GCA in
remission (asymptomatic). Table 1
– Eligibility Criteria for Studies Table 1 – Eligibility Criteria for Studies – Eligibility Criteria for Studies
Population
Inclusion criteria
• Adult patients (≥ 18 years), with new-onset or relapsing GCA based on one of the
official ACR classification criteria (version 1990 or version 2022). *
Exclusion criteria
• Patients with systemic vasculitides other than GCA. Intervention/
Exposure
Inclusion criteria
• Administration of an oral antiplatelet medication in addition to GCA standard of
care. • Accepted antiplatelet medications: aspirin (≥ 80mg daily), clopidogrel (75mg
daily), ticagrelor (90mg twice a day) or prasugrel (10mg daily). Outcomes The primary composite efficacy outcome is the incidence (proportion) of GCA-related ischemic events
occurring during the follow-up period, which include ischemic strokes, permanent blindness, myocardial
infarction, or ischemic event-related deaths. The definition of ischemic events is based on the official
American Heart Association (AHA) and American Stroke association (ASA) consensus. Ischemic stroke
is defined as an episode of neurological dysfunction caused by focal cerebral, spinal, or retinal infarction. Permanent blindness is a permanent loss of sight, whether it be a full or partial loss. Myocardial
infarction is defined as an episode of myocardial injury (elevated cardiac troponin values at least above
the 99th percentile upper reference limit) with clinical evidence of at least one acute myocardial
ischemia manifestation (symptoms of cardiac ischemia, new ischemic ECG changes, new pathological Q
waves, compatible cardiac imaging, or coronary thrombus on angiography). The main secondary efficacy outcome is the incidence (proportion) of ischemic strokes, permanent
blindness, myocardial infarction, and death, measured separately and occurring during the follow-up
period. The main safety outcome is the incidence (proportion) of major bleeding events. A major bleeding event
is defined based on the classification of the International Society of Thrombosis and Hemostasis as
either: fatal bleeding, and/or symptomatic bleeding in a critical area or organ, such as intracranial,
intraspinal, intraocular, retroperitoneal, intra-articular or pericardial, or intramuscular with compartment
syndrome, and/or bleeding causing a fall in hemoglobin levels of 20 g/L or more, and/or leading to a
transfusion. The main secondary safety outcome is the incidence (proportion) of death due to a bleeding event. Information sources Eligibility criteria • Accepted timing of antiplatelet initiation:
o Within 8 weeks of GCA onset or relapse. o Already administered at the time of GCA onset or relapse. Exclusion criteria
• Antiplatelet medication initiated in a patient with inactive GCA. • Use of oral, intravenous, or subcutaneous anticoagulants. Comparator
Inclusion criteria
• Absence of adjunctive antiplatelet therapy. Exclusion criteria
• Use of oral, intravenous, or subcutaneous anticoagulants. Method/
Design
Inclusion criteria
• RTCs, quasi-randomized trials, non-randomized intervention studies, cohort
studies and case-control studies. • Study duration of at least 6 months. Exclusion criteria
• Cross-sectional, case series and case reports. GCA: giant cell arteritis; ACR: American College of Rheumatology; RCT: randomised controlled trial. * New-onset GCA is defined as a diagnosis of active GCA in a participant with no previous history of
GCA. A relapsing GCA is defined as a diagnosis of active GCA in a patient with a history of GCA in
remission (asymptomatic). Page 5/14 Study duration of at least 6 months will be required for study inclusion. End points will be evaluated at 6
and 12 months. Study duration of at least 6 months will be required for study inclusion. End points will be evaluated at 6
and 12 months. We will include trials irrespective of the language of publication or format in which they were reported. If
we identify studies with unpublished data, they will be considered for inclusion. There will be no
restriction by type of setting (academic hospital, community hospital, inpatient or outpatient). Information sources Published studies and unpublished gray literature will be searched. We will search the following
electronic bibliographic databases: MEDLINE (Ovid interface, January 1946 – onwards), Cochrane
Central Register of Controlled Trials in the Cochrane Library (CENTRAL) and EMBASE (Ovid interface,
January 1947- onwards). The following study registries will be searched: metaRegister of controlled
trials (mRCT) and ClinicalTrials.gov. Online conference papers, abstracts, and presentations from the American College of rheumatology
annual meeting (ACR, from 2012 – onwards) and European League against Rheumatism annual meeting
(EULAR, from 2001 – onwards) will be searched. Page 6/14 Page 6/14 References will be screened to make a list of experts in the field. A citation index search of these experts
will be performed on the ‘Web of Science’ platform and ‘researchgate.net’. Finally, a manual bibliography
search of retrieved records will be performed to find additional references. We will search for retraction or errata statements that were published for every study we include. Search strategy Literature search strategies was developed using medical subject headings (MeSH) and text words
related to GCA and antiplatelet therapy. There will be no language restriction for the search. A publication
date filter from August 1st, 1990 - onwards will be used because official classification criteria for GCA
were released in August 1990. This will allow correct identification of the population of interest. The search strategy was elaborated by the corresponding author and was peer-reviewed by all authors. A
transcript of the MEDLINE search strategy is provided (Fig. 1). Search strategies for other information
sources are provided in the data supplement (figure S1 to S5). We will provide the actual date when each
search was performed during the review stage. Study records management, selection, and collection Covidence (covidence.org) will be used to upload literature search results, manage study records, select
studies and for data extraction. Two co-authors (OT, YB) will work independently for the initial screening
(title and abstract), selection of studies and data extraction. The two reviewers will have a practice-run
with 10 records as a calibration exercise before beginning the official review process. Duplicate records will be counted and removed using Covidence. Multiple reports of the same study will
be identified by juxtaposing author names, location, setting and date of the study. Multiple reports of the
same study will not be discarded; they will be collated under one study identification. However, one
record will be selected as the source (main report) of the study with a justification provided. Any disagreement between the two reviewers will be resolved through discussion. A third reviewer (CR)
will be consulted if the disagreement persists. If required, additional information from the study authors
will be requested to resolve remaining questions on eligibility. Data items Extracted data will include identification information (study id, record id), reason for excluding studies,
characteristics of the study (author, year, country, design, duration, funding, conflict of interest),
characteristics of participants (age, sex, ethnicity, disease subtype, baseline characteristics), details of
the intervention (timing of initiation, type of antiplatelet medication, dose, other GCA therapy and
immunosuppression), details of the comparator, outcomes (definitions, method of aggregation,
measures of association, timing), and results (number of participants, exclusion, losses at follow-up, summary results, subgroup results). Furthermore, key conclusions, comments and references will be
collected. Missing data will be recorded as such. Study authors will be contacted to retrieve missing data or resolve
any uncertainties. Communications with study authors will be performed by email. A maximum of 3
attempts to reach the authors will be made in case of no response, with each attempt every 14 days. Risk of bias of individual studies For randomized studies, we will use version 2 of the Cochrane Collaboration tool for assessing the risk of
bias (RoB 2).(22) For non-randomized intervention studies, the Risk Of Bias In Non-randomized Studies -
of Interventions (ROBINS-I) tool will be used.(23) For observational studies, the Risk Of Bias In Non-
randomized Studies - of Exposure (ROBINS-E) tool will be used.(24) The risk of bias will be assessed independently by two reviewers (OT, YB). Disagreements will be
resolved by discussion, and if required, with arbitration from a third reviewer (JPM). Using the software
RevMan web, we will summarise our findings and present them in a risk of bias table and figure. h Data synthesis If included studies are sufficiently homogeneous in terms of participants (similar proportions of new-
onset or relapsing GCA), interventions (antiplatelet type), comparator, and study design (duration of
follow-up), we will perform meta-analyses using a random-effects model. Our data will be binary:
proportions of GCA-related ischemic complications, major bleeding event and deaths. We will use a
Mantel-Haenszel method for quantitative synthesis, with odds ratio (OR) as a measure of association
with 95% confidence intervals. A sensitivity analysis will be performed to evaluate the impact of studies with significant missing data
(when there is ≥ 10% missing data for any outcome). Statistical heterogeneity will be tested using Chi2 test (significance level of 0.1) and I2 statistic. If there is
a high level of statistical heterogeneity (p < 0.1 or I2 > 50%), we will analyze clinical heterogeneity by
documenting the variability in participants, interventions, and outcomes in the included trials. We will
also carefully analyze and compare study designs and settings to assess methodological heterogeneity. Furthermore, we will perform the following subgroup analyses to better understand the source of
heterogeneity: 1) subgroup based on disease subtype (new onset vs. relapsing), 2) based on the timing
of antiplatelet medication (prior to GCA vs. at GCA onset or relapse), 3) based on GCA therapy received
(glucocorticoids alone vs. glucocorticoids with immunosuppression). We will also perform the following sensitivity analyses: 1) exclusion of non-randomized studies, 2)
exclusion of studies with a high risk of bias. If quantitative analysis is not appropriate, a systematic narrative synthesis will be provided. Page 8/14 Confidence in cumulative evidence Two reviewers (JPM, CR) will independently evaluate the quality of evidence for all outcomes using the
Grading of Recommendations, Assessment, Development and Evaluation working group methodology
(GRADE).(26) Conclusions on GRADE for each outcome will be displayed in a ‘summary of findings’
table. An overall GRADE will be given to the body of all outcomes. Meta-biases assessment Publication bias will be evaluated with a funnel plot if at least 10 studies are included in the meta-
analysis. We will use Egger’s test to assess potential publication bias via funnel plot asymmetry. For
each included study, outcome reporting bias will be investigated by comparing reported outcomes
against planned outcome measures “a priori” in the study protocol or trial registry. The risk of bias due to selective outcome reporting will be considered low if 1) the study protocol was
published before the availability of study results, and 2) every “a priori” outcome in the protocol is
reported in the study record (or if justification was provided for not reporting an outcome). If no study protocol is found, we will use the Outcome Reporting Bias in Trials (ORBIT) classification
system to evaluate the risk of selective outcome reporting.(25) A sensitivity analysis to assess the impact of selective outcome reporting will be conducted if at least
one study presents a high risk of bias due to selective outcome reporting. Discussion This systematic review will synthesize the available literature on the efficacy of antiplatelet therapy in
GCA, with emphasis on a range of clinically important ischemic complications, including permanent
visual loss, myocardial infarction, and strokes. These ischemic events are infrequently described in
individual studies, with insufficient power to draw conclusions. The findings of this review are anticipated to assist advocacy groups and task-teams to develop practice
guidelines, which will optimize the management in GCA and hopefully assist in preventing ischemic
complications. This systematic review protocol has several strengths. This review will be conducted using an
established methodology, with an advanced search strategy that includes grey literature. The included
individual studies will be assessed thoroughly based on each risk of bias domain using the correct tool
for the study type. By including non-randomized intervention studies and observational studies, we will
increase the likelihood of finding eligible studies, as opposed to previous attempts to study this
important research question. Nevertheless, we anticipate some difficulties in conducting this review. Ischemic and bleeding events in GCA studies are reported with variable consistency. The review team Page 9/14 will mitigate this by making a significant effort towards contacting study authors as necessary to obtain
the required outcome information. will mitigate this by making a significant effort towards contacting study authors as necessary to obtain
the required outcome information. The results of this systematic review will be reported in a peer-reviewed journal. Any amendments made
to this protocol during the review will be reported in PROSPERO and in the final manuscript. Abbreviations
ACR: American College of Rheumatology
AHA: American Heart Association
ASA: American Stroke Association
CENTRAL: Cochrane Central Register of Controlled Trials. ECG: Electrocardiogram
EULAR: European League Against Rheumatism
GCA: Giant cell arteritis
GRADE: Grading of Recommendations, Assessment, Development, and Evaluations
MeSH: Medical Subject Headings
mRCT: metaRegister of Controlled Trials
OR: Odds ratio
ORBIT: Outcome Reporting Bias in Trials
PROSPERO: International Prospective Register of Systematic Reviews
RCT: Randomised controlled trial
RoB: Risk of bias
ROBINS-I: Risk of Bias in Non-randomised Studies – of Interventions
ROBINS-E: Risk of Bias in Non-randomised Studies – of Exposure
Declarations
Ethics approval and consent to participate. Abbreviations Abbreviations
ACR: American College of Rheumatology
AHA: American Heart Association
ASA: American Stroke Association
CENTRAL: Cochrane Central Register of Controlled Trials. ECG: Electrocardiogram
EULAR: European League Against Rheumatism
GCA: Giant cell arteritis
GRADE: Grading of Recommendations, Assessment, Development, and Evaluations
MeSH: Medical Subject Headings
mRCT: metaRegister of Controlled Trials
OR: Odds ratio
ORBIT: Outcome Reporting Bias in Trials
PROSPERO: International Prospective Register of Systematic Reviews
RCT: Randomised controlled trial
RoB: Risk of bias
ROBINS-I: Risk of Bias in Non-randomised Studies – of Interventions
ROBINS-E: Risk of Bias in Non-randomised Studies – of Exposure
Declarations
Ethics approval and consent to participate. ACR: American College of Rheumatology Declarations Ethics approval and consent to participate. Acknowledgements Mrs. Guylaine Marcotte (research coordinator), Mrs. Audrey Martineau (research assistant) and Dr
Alexandra Mereniuk (collaborator). Mrs. Guylaine Marcotte (research coordinator), Mrs. Audrey Martineau (research assistant) and Dr
Alexandra Mereniuk (collaborator). Authors’ contributions JPM and CR drafted the protocol and manuscript. All authors contributed to the development of the
selection criteria, the risk of bias assessment strategy and data extraction criteria. JPM developed the
search strategy. CR, JPM, CP and AM provided expertise on giant cell arteritis. All authors read, provided
feedback, and approved the final manuscript. JPM is the guarantor. Competing interests The authors declare that they have no competing interests. No funding was required or obtained. No funding was required or obtained. Ethics approval and consent to participate. Page 10/14 This study does not contain any research conducted on human participants or animals that require
institutional ethics review approval. Consent for publication Not applicable. Availability of data and materials Not applicable. References 1. Maz M, Chung SA, Abril A, Langford CA, Gorelik M, Guyatt G, et al. 2021 American College of
Rheumatology/Vasculitis Foundation Guideline for the Management of Giant Cell Arteritis and
Takayasu Arteritis. Arthritis Rheumatol. 2021;73(8):1349-65. 2. Andersen JB, Myklebust G, Haugeberg G, Pripp AH, Diamantopoulos AP. Incidence Trends and
Mortality of Giant Cell Arteritis in Southern Norway. Arthritis Care Res (Hoboken). 2021;73(3):409-
14. 3. Dejaco C, Brouwer E, Mason JC, Buttgereit F, Matteson EL, Dasgupta B. Giant cell arteritis and
polymyalgia rheumatica: current challenges and opportunities. Nat Rev Rheumatol. 2017;13(10):578-92. Page 11/14
4. Zarka F, Rheaume M, Belhocine M, Goulet M, Febrer G, Mansour AM, et al. Colour Doppler ultrasound
and the giant cell arteritis probability score for the diagnosis of giant cell arteritis: a Canadian single- centre experience. Rheumatol Adv Pract. 2021;5(3):rkab083. 5. Hunder GG, Bloch DA, Michel BA, Stevens MB, Arend WP, Calabrese LH, et al. The American College
of Rheumatology 1990 criteria for the classification of giant cell arteritis. Arthritis Rheum. 1990;33(8):1122-8. 6. Tomelleri A, Padoan R, Kavadichanda CG, Jose A, Singh K, Iorio L, et al. Validation of the 2022
American College of Rheumatology/EULAR classification criteria for Takayasu arteritis. Rheumatology (Oxford). 2023. 7. Szekeres D, Al Othman B. Current developments in the diagnosis and treatment of giant cell arteritis. Front Med (Lausanne). 2022;9:1066503. 8. Videman J, Skacelova M, Horak P, Skoumalova A, Hrabos D. Treatment of giant cell arteritis - current
approach and new possibilities. Vnitr Lek. 2022;68(5):266-72. 9. Gomes de Pinho Q, Daumas A, Benyamine A, Bertolino J, Ebbo M, Schleinitz N, et al. Predictors of
Relapses or Recurrences in Patients With Giant Cell Arteritis: A Medical Records Review Study. J
Clin Rheumatol. 2023. 10. Kermani TA, Warrington KJ, Cuthbertson D, Carette S, Hoffman GS, Khalidi NA, et al. Disease
Relapses among Patients with Giant Cell Arteritis: A Prospective, Longitudinal Cohort Study. J
Rheumatol. 2015;42(7):1213-7. 11. Baalbaki H, Jalaledin D, Lachance C, Febrer G, Rheaume M, Makhzoum JP. Characterization of visual
manifestations and identification of risk factors for permanent vision loss in patients with giant cell
arteritis. Clin Rheumatol. 2021;40(8):3207-17. 12. Samson M, Jacquin A, Audia S, Daubail B, Devilliers H, Petrella T, et al. Stroke associated with giant
cell arteritis: a population-based study. J Neurol Neurosurg Psychiatry. 2015;86(2):216-21. 13. Udayakumar PD, Chandran AK, Crowson CS, Warrington KJ, Matteson EL. Cardiovascular risk and
acute coronary syndrome in giant cell arteritis: a population-based retrospective cohort study. References [GRADE: Evidence to Decision (EtD)
frameworks - a systematic and transparent approach to making well informed healthcare choices. 2:
Clinical guidelines]. Z Evid Fortbild Qual Gesundhwes. 2019;140:63-73. 26. Conrad S, Kaiser L, Kallenbach M, Meerpohl J, Morche J. [GRADE: Evidence to Decision (EtD)
frameworks - a systematic and transparent approach to making well informed healthcare choices. 2:
Clinical guidelines]. Z Evid Fortbild Qual Gesundhwes. 2019;140:63-73. References Arthritis Care Res (Hoboken). 2015;67(3):396-402. 14. Yousufuddin M, Young N. Aging and ischemic stroke. Aging (Albany NY). 2019;11(9):2542-4. 15. Coronel L, Rodriguez-Pardo J, Monjo I, de Miguel E. Prevalence and significance of ischemic
cerebrovascular events in giant cell arteritis. Med Clin (Barc). 2021;157(2):53-7. 16. Martinez-Taboada VM, Lopez-Hoyos M, Narvaez J, Munoz-Cacho P. Effect of
antiplatelet/anticoagulant therapy on severe ischemic complications in patients with giant cell
arteritis: a cumulative meta-analysis. Autoimmun Rev. 2014;13(8):788-94. 17. Narvaez J, Bernad B, Gomez-Vaquero C, Garcia-Gomez C, Roig-Vilaseca D, Juanola X, et al. Impact of
antiplatelet therapy in the development of severe ischemic complications and in the outcome of
patients with giant cell arteritis. Clin Exp Rheumatol. 2008;26(3 Suppl 49):S57-62. 18. Weyand CM, Kaiser M, Yang H, Younge B, Goronzy JJ. Therapeutic effects of acetylsalicylic acid in
giant cell arteritis. Arthritis Rheum. 2002;46(2):457-66. 18. Weyand CM, Kaiser M, Yang H, Younge B, Goronzy JJ. Therapeutic effects of acetylsalicylic acid in
giant cell arteritis. Arthritis Rheum. 2002;46(2):457-66. Page 12/14 Page 12/14 19. Lee MS, Smith SD, Galor A, Hoffman GS. Antiplatelet and anticoagulant therapy in patients with giant
cell arteritis. Arthritis Rheum. 2006;54(10):3306-9. 20. Bouget J, Balusson F, Viglino D, Roy PM, Lacut K, Pavageau L, et al. Major bleeding risk and mortality
associated with antiplatelet drugs in real-world clinical practice. A prospective cohort study. PLoS
ONE. 2020;15(8):e0237022. 21. Mollan SP, Sharrack N, Burdon MA, Denniston AK. Aspirin as adjunctive treatment for giant cell
arteritis. Cochrane Database Syst Rev. 2014(8):CD010453. 22. Sterne JAC, Savovic J, Page MJ, Elbers RG, Blencowe NS, Boutron I, et al. RoB 2: a revised tool for
assessing risk of bias in randomised trials. Bmj. 2019;366:l4898. 23. Sterne JA, Hernan MA, Reeves BC, Savovic J, Berkman ND, Viswanathan M, et al. ROBINS-I: a tool for
assessing risk of bias in non-randomised studies of interventions. Bmj. 2016;355:i4919. 24. Bero L, Chartres N, Diong J, Fabbri A, Ghersi D, Lam J, et al. The risk of bias in observational studies
of exposures (ROBINS-E) tool: concerns arising from application to observational studies of
exposures. Syst Rev. 2018;7(1):242. 25. Kirkham JJ, Dwan KM, Altman DG, Gamble C, Dodd S, Smyth R, et al. The impact of outcome
reporting bias in randomised controlled trials on a cohort of systematic reviews. Bmj. 2010;340:c365. 26. Conrad S, Kaiser L, Kallenbach M, Meerpohl J, Morche J. Figure 1 MEDLINE (OVID) search strategy Figures Page 13/14 Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. DatasuppGCAPLT.docx DatasuppGCAPLT.docx PRISMAPchecklistGCAPLT.docx PRISMAPchecklistGCAPLT.docx PRISMAPchecklistGCAPLT.docx Page 14/14
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Cardiovascular comorbidity in non-alcoholic fatty liver disease
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Corresponding author: Тимакова Арина Юрьевна, студент 4 курса лечебного факультета имакова Арина Юрьевна, студент 4 курса лечебного факультета Скирденко Юлия Петровна, ассистент кафедры факультетской терапии, профессиональных болезней, кандидат
медицинский наук Скирденко Юлия Петровна, ассистент кафедры факультетской терапии, профессиональных болезней, кандидат
медицинский наук Скирденко Юлия Петровна
Yulia P. Skirdenko
julija-loseva1@yandex.ru Ливзан Мария Анатольевна, ректор, заведующий кафедрой факультетской терапии, профессиональных болезней,
профессор, д. м. н. Ливзан Мария Анатольевна, ректор, заведующий кафедрой факультетской терапии, профессиональных болезней,
профессор, д. м. н. Кролевец Татьяна Сергеевна, ассистент кафедры факультетской терапии, профессиональных болезней, кандидат
медицинский наук Кролевец Татьяна Сергеевна, ассистент кафедры факультетской терапии, профессиональных болезней, кандидат
медицинский наук Николаев Николай Анатольевич, профессор кафедры факультетской терапии, профессиональных болезней, доцент, д. м. н. Нелидова Анастасия Владимировна, доцент кафедры пропедевтики внутренних болезней, доцент, кандидат
медицинский наук , р ф
р
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у
р
, р ф
, д ц
, д
Нелидова Анастасия Владимировна, доцент кафедры пропедевтики внутренних болезней, доцент, кандидат
медицинский наук Arina Yu. Timakova, medical faculty, student
Yulia P. Skirdenko, assistant of the department of faculty therapy, occupational disease, PhD
Maria A. Livzan, D. Sci. (Med.), Professor, Rector, Head of the Department of Faculty Therapy, Occupational Diseases;
ORCID: https://orcid.org/0000–0002–6581–7017, Scopus Author ID: 24341682600
Tatiana S. Krolevec, assistant of the department of faculty therapy, occupational disease, PhD
Nikolay A. Nikolaev, professor of the department of faculty therapy, occupational disease, associate professor, MD
Anastasia V. Nelidova, associate professor of the department of propaedeutics of internal diseases, associate professor, PhD Yulia P. Skirdenko, assistant of the department of faculty therapy, occupational disease, PhD ORCID: https://orcid.org/0000–0002–6581–7017, Scopus Author ID: 24341682600 Tatiana S. Krolevec, assistant of the department of faculty therapy, occupational disease, PhD Nikolay A. Nikolaev, professor of the department of faculty therapy, occupational disease, associate professor, MD
Anastasia V Nelidova associate professor of the department of propaedeutics of internal diseases associate professor PhD обзор
review обзор
review DOI: 10.31146/1682-8658-ecg-182-10-88-95 Cardiovascular comorbidity in non-alcoholic fatty liver disease A. Yu. Timakova, Yu. P. Skirdenko, M. A. Livzan, T. S. Krolevets, N. A. Nikolaev, A. V. Nelidova eral State Funded Educational Institution for Higher Education Omsk State Medical University Ministry of Public Health, Russian Federat
et, 12, Russia Для цитирования: Тимакова А. Ю., Скирденко Ю. П., Ливзан М. А., Кролевец Т. С., Николаев Н. А., Нелидова А. В. Кардиоваскулярная коморбидность при неал-
когольной жировой болезни печени. Экспериментальная и клиническая гастроэнтерология. 2020;182(10): 88–95. DOI: 10.31146/1682-8658-ecg-182-10-88-95 For citation: Timakova A. Yu., Skirdenko Yu. P., Livzan M. A., Krolevets T. S., Nikolaev N. A., Nelidova A. V. Cardiovascular comorbidity in non-alcoholic fatty liver
disease. Experimental and Clinical Gastroenterology. 2020;182(10): 88–95. (In Russ.) DOI: 10.31146/1682-8658-ecg-182-10-88-95 a A. Yu., Skirdenko Yu. P., Livzan M. A., Krolevets T. S., Nikolaev N. A., Nelidova A. V. Cardiovascular comorbidity in non-alcoholic fatty liv
and Clinical Gastroenterology. 2020;182(10): 88–95. (In Russ.) DOI: 10.31146/1682-8658-ecg-182-10-88-95 For citation: Timakova A. Yu., Skirdenko Yu. P., Livzan M. A., Krolevets T. S., Nikolaev N. A., Nelidova A. V. Cardiovascular comorbidity in
disease. Experimental and Clinical Gastroenterology. 2020;182(10): 88–95. (In Russ.) DOI: 10.31146/1682-8658-ecg-182-10-88-95 Corresponding author:
Скирденко Юлия Петровна
Yulia P. Skirdenko
julija-loseva1@yandex.ru Резюме Актуальной проблемой современной медицины является поиск связей между неалкогольной жировой болезнью
печени и сердечно-сосудистыми заболеваниями. Реальная клиническая практика нуждается в углублении знаний
о взаимном влиянии этих патологий и разработке алгоритмов сопровождения таких коморбидных пациентов. В обзоре актуальной литературы показаны данные об увеличении кардиоваскулярных рисков и ускорении про-
грессирования патологии печени при сочетании неалкогольной жировой болезни печени и сердечно-сосудистых
заболеваний. В статье описаны звенья патогенеза неалкогольной жировой болезни печени, оказывающие влияние
на развитие сердечно-сосудистых заболеваний (инсулинорезистентность, гипоадипонектинемия, гиперлептинемия,
нарушения липидного обмена, активация воспаления и др.). Продемонстрирована роль воспаления, гормональных
изменений и влияние кишечной микробиоты на течение обоих заболеваний. В обзоре представлены данные о влия-
нии общих факторов риска (нарушение липидного обмена, нарушение углеводного обмена, ожирение и др.) на тече-
ние обеих патологий. Приведены данные литературы о связи неалкогольной жировой болезни печени с развитием
артериальной гипертензии (прежде всего за счет увеличения жесткости сосудистой стенки), ишемической болезнью 88 Кардиоваскулярная коморбидность при неалкогольной жировой болезни печени | Cardiovascular comorbidity in non-alcoholic fatty liver dise сердца (прежде всего за счет эндотелиальной дисфункции и гиперлипидемии), нарушениями ритма сердца, сердеч
ной недостаточностью, цереброваскулярными болезнями. Показано, что связь между неалкогольной жировой болезнью печени и сердечно-сосудистыми заболеваниями
является двусторонней и кардиоваскулярные заболевания способны усугублять течение заболеваний печени. является двусторонней и кардиоваскулярные заболевания способны усугублять течение заболеваний печени. Важность дальнейшего изучения данного вопроса обусловлена взаимовлиянием неалкогольной жировой болез-
ни печени и сердечно-сосудистых заболеваний не только на прогноз, но и на тактику ведения пациента. Важность дальнейшего изучения данного вопроса обусловлена взаимовлиянием неалкогольной жировой болез-
ни печени и сердечно-сосудистых заболеваний не только на прогноз, но и на тактику ведения пациента. Ключевые слова: неалкогольная жировая болезнь печени, сердечно-сосудистые заболевания, артериальная гипер-
тензия, сердечная недостаточность, нарушения ритма, ишемическая болезнь сердца Summary The actual problem of modern medicine is the search for links between non-alcoholic fatty liver disease and cardiovascu-
lar diseases. The real clinical practice needs to deepen knowledge about the mutual infl uence of these two diseases and
develop algorithms to accompany these patients. A review of current literature shows data on increasing cardiovascular risks and accelerating progression of liver pathol-
ogy in the combination of non-alcoholic fatty liver disease and cardiovascular disease. The article describes the links of
pathogenesis of non-alcoholic fatty liver disease aff ecting the development of cardiovascular diseases (insulin resistance,
hypoadiponectinemia, hyperleptinemia, lipid metabolism disorders, activation of infl ammation, etc.). The role of infl amma-
tion, hormonal changes and the infl uence of intestinal microbiota on the course of both diseases has been demonstrated. The review presents data on the infl uence of common risk factors (lipid metabolism disorder, carbohydrate metabolism
disorder, obesity, etc.) on the course of both pathologies. The review presents the literature data on the connection of
non-alcoholic fatty liver disease with the development of arterial hypertension (primarily due to an increase in vascular wall
stiff ness), coronary heart disease (primarily due to endothelial dysfunction and hyperlipidemia), heart rhythm disorders,
heart failure, cerebrovascular diseases. It has been shown that the connection between non-alcoholic fatty liver disease
and cardiovascular diseases is bilateral and cardiovascular diseases can aggravate the course of liver diseases. The importance of further study of this issue is due to the mutual infl uence of non-alcoholic fatty liver disease and cardio-
vascular disease not only on the prognosis, but also on the tactics of patient management. Keywords: non-alcoholic fatty liver disease, cardiovascular disease, arterial hypertension, heart failure, rhythm disorders,
coronary heart disease Введение В настоящее время регистрируется высокая распро-
страненность хронических мультифакториальных
заболеваний, таких как атеросклероз, сахарный
диабет, артериальная гипертензия, неалкогольная
жировая болезнь печени и другие, а также их сочета-
ния [1, 2]. Сосуществующие клинические состояния
в 1970 году были охарактеризованы термином «ко-
морбидность», предложенным американским ученым
А. Файнштейном [3]. В современном понимании «ко-
морбидность» – это одновременное существование
двух и более заболеваний, связанных между собой
патогенетическими и генетическими механизмами
[4]. К таковым относятся кардиоваскулярные забо-
левания при неалкогольной жировой болезни пече-
ни. Актуальной задачей современной клинической
медицины является поиск патогенетических и иных
связей неалкогольной жировой болезни печени
(НАЖБП) и сердечно-сосудистых заболеваний (ССЗ). НАЖБП рассматривается как системное мульти-
факториальное хроническое заболевание печени, не
связанное с употреблением алкоголя в гепатотоксич-
ных дозах [5, 6]. НАЖБП является одним из наибо-
лее частых заболеваний печени [7]. Так, у жителей
европейских стран заболеваемость НАЖБП состав-
ляет от 20 до 30%, в странах Азии несколько ниже –
от 5 до 18% [8]. В России НАЖБП занимает одно из лидирующих мест в структуре заболеваний вну-
тренних органов и встречается по разным данным
у 29,3%-37,3% населения [5, 9, 10]. Известно, что при
естественном течении патологии среди пациентов
со стеатозом через 8–13 лет у 12–40% развивается
неалкогольный стеатогепатит (НАСГ) [11]. По дан-
ным исследования DIREG2 (2015 г.) встречаемость
НАЖБП за 7 лет увеличилась на 10% у пациентов,
обратившихся за амбулаторной медицинской помо-
щью, а число больных с циррозом печени в исходе
НАЖБП возросло до 5% [10]. Причем у 7% больных
циррозом в течение последующих 10 лет повышен
риск развития гепатоцеллюлярной карциномы [11]. В 2018 г. показано, что НАЖБП – вторая по значи-
мости причина трансплантации печени в США, а по
прогнозам, к 2030 году она выйдет на первое место
[12]. В целом НАЖБП повышает уровень смертно-
сти от любых причин [13]. лидирующих мест в структуре заболеваний вну-
тренних органов и встречается по разным данным
у 29,3%-37,3% населения [5, 9, 10]. Известно, что при
естественном течении патологии среди пациентов
со стеатозом через 8–13 лет у 12–40% развивается
неалкогольный стеатогепатит (НАСГ) [11]. По дан-
ным исследования DIREG2 (2015 г.) встречаемость
НАЖБП за 7 лет увеличилась на 10% у пациентов,
обратившихся за амбулаторной медицинской помо-
щью, а число больных с циррозом печени в исходе
НАЖБП возросло до 5% [10]. Причем у 7% больных
циррозом в течение последующих 10 лет повышен
риск развития гепатоцеллюлярной карциномы [11]. В 2018 г. Особенности патогенеза НАЖБП в контексте кардиоваскулярной
коморбидности К
й
2019 Atherosclerosis) [38] показало, что повышение цир-
кулирующего интерлейкина-6 (ИЛ-6) при НАЖБП
ассоциировано с заболеваниями сердца и сосудов,
особенно с образованием бляшек в коронарных
артериях. Также ИЛ-6 усугубляет течение самой
НАЖБП, через стимуляцию ИЛ-17 и преобразова-
ние сигнальных путей факторов роста бета (TGF-B),
что приводит к активации воспаления и усиливает
ИР, что ведет к прогрессированию НАЖБП [16]. Atherosclerosis) [38] показало, что повышение цир-
кулирующего интерлейкина-6 (ИЛ-6) при НАЖБП
ассоциировано с заболеваниями сердца и сосудов,
особенно с образованием бляшек в коронарных
артериях. Также ИЛ-6 усугубляет течение самой
НАЖБП, через стимуляцию ИЛ-17 и преобразова-
ние сигнальных путей факторов роста бета (TGF-B),
что приводит к активации воспаления и усиливает
ИР, что ведет к прогрессированию НАЖБП [16]. Китайские ученые в 2019 году показали, что кон-
центрация десатуразы жирных кислот 2 (FADS2 –
Fatty acid desaturase 2) в сыворотке крови играет
важную роль в прогрессировании НАЖБП и па-
тологии сердечно-сосудистой системы. FADS2
является ключевым ферментом в метаболизме
полиненасыщенных жирных кислот (ПНЖК),
которые выполняют противовоспалительную
функцию, регулируют уровень липидов крови,
а также уменьшают степень выраженности сте-
атоза печени. Десатураза замедляет метаболизм
ПНЖК, тем самым повышая уровень триглице-
ридов в крови. Известно, что активность FADS2
у больных НАЖБП выше, чем у здоровых людей
[39]. На данный момент активно изучается вклад
полиморфизма гена, кодирующего синтез FADS2,
однако однозначных результатов пока не получено. Китайские ученые в 2019 году показали, что кон-
центрация десатуразы жирных кислот 2 (FADS2 –
Fatty acid desaturase 2) в сыворотке крови играет
важную роль в прогрессировании НАЖБП и па-
тологии сердечно-сосудистой системы. FADS2
является ключевым ферментом в метаболизме
полиненасыщенных жирных кислот (ПНЖК),
которые выполняют противовоспалительную
функцию, регулируют уровень липидов крови,
а также уменьшают степень выраженности сте-
атоза печени. Десатураза замедляет метаболизм
ПНЖК, тем самым повышая уровень триглице-
ридов в крови. Известно, что активность FADS2
у больных НАЖБП выше, чем у здоровых людей
[39]. На данный момент активно изучается вклад
полиморфизма гена, кодирующего синтез FADS2,
однако однозначных результатов пока не получено. В 2012 году S. Coulon с коллегами определили,
что у людей со стеатозом и стеатогепатитом более
высокий уровень факторов роста сосудистого эн-
дотелия, чем у здоровых. [19]. Высокая продукция
протромботических факторов, в частности факто-
ров VIII, IX, XI и XII, коррелирует с содержанием
печеночного жира. Также, увеличение высвобо-
ждения ингибитора активатора плазминогена-1
и повышение концентрации фибриногена при-
водит к усилению тромбообразования и к повы-
шению риска сердечно-сосудистых осложнений
у пациентов с НАЖБП [8, 19]. Введение показано, что НАЖБП – вторая по значи-
мости причина трансплантации печени в США, а по
прогнозам, к 2030 году она выйдет на первое место
[12]. В целом НАЖБП повышает уровень смертно-
сти от любых причин [13]. В современной литературе имеются исследова-
ния, результаты которых демонстрируют влияние
НАЖБП на развитие сердечно-сосудистой патоло-
гии [8, 14, 15, 16]. В проведенном G. Musso с соавт. метаанализе (2011 г.) показано, что риск развития
ССЗ у пациентов с НАЖБП в 2 раза выше по срав-
нению с контрольной группой [17]. По данным ис-
следования, проведенного в США и включающего НАЖБП рассматривается как системное мульти-
факториальное хроническое заболевание печени, не
связанное с употреблением алкоголя в гепатотоксич-
ных дозах [5, 6]. НАЖБП является одним из наибо-
лее частых заболеваний печени [7]. Так, у жителей
европейских стран заболеваемость НАЖБП состав-
ляет от 20 до 30%, в странах Азии несколько ниже –
от 5 до 18% [8]. В России НАЖБП занимает одно из 89 обзор | review экспериментальная и клиническая гастроэнтерология | выпуск 182 | № 10 2020 более 11 тыс. человек, НАЖБП оказалась связана
с повышенной распространенностью ССЗ независи-
мо от других факторов риска [18]. Многочисленные
данные показывают повышение кардиоваскулярных рисков и ускорение прогрессирования патологии
печени при сочетании НАЖБП и ССЗ [19, 20, 21,
22], однако, существуют исследования, не подтвер-
дившие ухудшение исходов [23, 24, 25]. Особенности патогенеза НАЖБП в контексте кардиоваскулярной
коморбидности Atherosclerosis) [38] показало, что повышение цир-
кулирующего интерлейкина-6 (ИЛ-6) при НАЖБП
ассоциировано с заболеваниями сердца и сосудов,
особенно с образованием бляшек в коронарных
артериях. Также ИЛ-6 усугубляет течение самой
НАЖБП, через стимуляцию ИЛ-17 и преобразова-
ние сигнальных путей факторов роста бета (TGF-B),
что приводит к активации воспаления и усиливает
ИР, что ведет к прогрессированию НАЖБП [16]. Китайские ученые в 2019 году показали, что кон-
центрация десатуразы жирных кислот 2 (FADS2 –
Fatty acid desaturase 2) в сыворотке крови играет
важную роль в прогрессировании НАЖБП и па-
тологии сердечно-сосудистой системы. FADS2
является ключевым ферментом в метаболизме
полиненасыщенных жирных кислот (ПНЖК),
которые выполняют противовоспалительную
функцию, регулируют уровень липидов крови,
а также уменьшают степень выраженности сте-
атоза печени. Десатураза замедляет метаболизм
ПНЖК, тем самым повышая уровень триглице-
ридов в крови. Известно, что активность FADS2
у больных НАЖБП выше, чем у здоровых людей
[39]. На данный момент активно изучается вклад
полиморфизма гена, кодирующего синтез FADS2,
однако однозначных результатов пока не получено. По мере прогрессирования НАЖБП наблюдается
ряд клинико-морфологических изменений, вклю-
чающих в себя жировой гепатоз (стеатоз), стеато-
гепатит, фиброз и цирроз [5, 27]. В основе НАЖБП
лежит нарушение чувствительности рецепторов
к инсулину, то есть инсулинорезистентность (ИР),
что влечет за собой нарушение липидного, углево-
дного и белкового обменов. Установлено, что на-
рушение регуляции обмена липидов стимулирует
повышенное выделение свободных жирных кислот
(СЖК) адипоцитами, в результате чего триглице-
риды (ТГ) откладываются в печени в виде вакуо-
лей – развивается жировая инфильтрация печени
(стеатоз) [5, 9, 28]. Также, ТГ активируют процессы
перекисного окисления липидов, что приводит
к разрушению митохондрий, лизосом и клеточной
мембраны гепатоцитов. Дополнительное повре-
ждающее воздействие на мембраны клеток оказы-
вают продукты свободнорадикального окисления,
в результате чего развивается хроническое воспа-
ление и формируется НАСГ [5, 27, 29]. Имеются
и другие механизмы перехода стеатоза в стеатоге-
патит, например, повышение продукции фактора
некроза опухолей –α (ФНО- α), активация цитохро-
ма Р450, накопление активных форм кислорода (ок-
сидативный стресс) с образованием избыточного
количества высокотоксичных ксенобиотиков. Все
эти факторы приводят к стимуляции коллагеноо-
бразования и усугублению фиброза печени [9, 28]. Atherosclerosis) [38] показало, что повышение цир-
кулирующего интерлейкина-6 (ИЛ-6) при НАЖБП
ассоциировано с заболеваниями сердца и сосудов,
особенно с образованием бляшек в коронарных
артериях. Также ИЛ-6 усугубляет течение самой
НАЖБП, через стимуляцию ИЛ-17 и преобразова-
ние сигнальных путей факторов роста бета (TGF-B),
что приводит к активации воспаления и усиливает
ИР, что ведет к прогрессированию НАЖБП [16]. НАЖБП и атеросклероз НАЖБП связана со многими маркерами атероскле-
роза (толщина комплекса «интима-медиа» (КИМ),
кальцификация, увеличение ригидности коронар-
ных артерий, снижение лодыжечно-плечевого ин-
декса (ЛПИ), скорость распространения пульсовой
волны) [42, 45, 46]. Фрамингемское исследование
на 3529 пациентов, прошедших компьютерную
томографию, показало наличие связи НАЖБП
с отложением кальция в коронарных артериях даже
после корректировки факторов метаболического
риска, таких как ожирение и гиперлипидемия [19]. дальнейших исследований для уточнения гендер-
ных различий и выявления их механизмов [23]. Тем
не менее известно, что в сравнении с пациентами
без поражения печени, пациенты с НАЖБП имеют
более высокую летальность от острого коронарного
синдрома (3,1% против 21,4%) [20, 43]. НАЖБП связана со многими маркерами атероскле-
роза (толщина комплекса «интима-медиа» (КИМ),
кальцификация, увеличение ригидности коронар-
ных артерий, снижение лодыжечно-плечевого ин-
декса (ЛПИ), скорость распространения пульсовой
волны) [42, 45, 46]. Фрамингемское исследование
на 3529 пациентов, прошедших компьютерную
томографию, показало наличие связи НАЖБП
с отложением кальция в коронарных артериях даже
после корректировки факторов метаболического
риска, таких как ожирение и гиперлипидемия [19]. В метаанализе, проведенном в 2016 году Pais
R., Giral P., Khan J. F., с участием 25 837 больных
НАЖБП был выявлен более высокий риск разви-
тия ИБС по сравнению с группой контроля [47]. Подобное исследование проводилось и в Японии,
где после пяти лет наблюдения обнаружено, что из
1637 человек с диагностированной НАЖБП, у 1221
из них имелись проявления ИБС [48]. Имеются данные, что НАЖБП часто коррелиру-
ет с атеросклерозом сонных артерий [45, 49]. В ис-
следовании с участием 1021 пациента в возрасте
30–79 лет значения толщины КИМ у пациентов
с НАЖБП были значительно выше, чем у группы
сравнения [45], сопоставимые результаты полу-
чил и Th akur M. L. с соавторами [50]. Увеличение
толщины КИМ чаще всего выявляют у пациентов
на стадии стеатоза печени [45]. Риск развития ка-
ротидного атеросклероза у больных НАЖБП ока-
зался выше средне популяционного в 1,85 раза [45],
что заставило Abid Rasool с соавт рекомендовать
всем пациентам с НАЖБП проходить скрининг
с определением толщины КИМ [49]. В метаанализе, проведенном в 2016 году Pais
R., Giral P., Khan J. F., с участием 25 837 больных
НАЖБП был выявлен более высокий риск разви-
тия ИБС по сравнению с группой контроля [47]. Подобное исследование проводилось и в Японии,
где после пяти лет наблюдения обнаружено, что из
1637 человек с диагностированной НАЖБП, у 1221
из них имелись проявления ИБС [48]. Особенности патогенеза НАЖБП в контексте кардиоваскулярной
коморбидности у у у
У пациентов с НАЖБП регистрируется умень-
шение уровня адипонектина и повышение уровня
лептина [30, 31]. Адипонектин – это гормон, выра-
батываемый клетками жировой ткани, обладающий
противовоспалительным (за счет снижения про-
дукции ФНО-α и интерлейкина-6), кардиопротек-
тивным [30, 32, 33] и антистеатотическим (за счет
усиления окисления свободных жирных кислот)
действиями [34]. Лептин – это пептидный гормон, се-
кретируемый, в основном, адипоцитами, выделение
которого прямо пропорционально жировой массе
и обеспечивает эффект «анти-ожирение» за счет ак-
тивации гипоталамических клеток [32, 33]. Имеются
предположения, что лептин сам по себе участвует
в патогенезе НАЖБП, способствуя развитию ИР за
счет активации дефосфорилирования субстрата ин-
сулинового рецептора и уменьшения глюконеогенеза
[34, 35], а провоспалительное действие, способствует
прогрессированию НАЖБП [35, 36]. Исследования на животных показали, что
НАЖБП является мультисистемным заболевани-
ем с поражением не только печени, но и органов
сердечно-сосудистой системы. Так, при моделиро-
вании НАЖБП на крысах, были выявлены атеро-
склеротические изменения стенок сосудов [14, 40]. В другом же эксперименте НАЖБП была ассоци-
ирована с развитием эндотелиальной дисфункции
у кроликов [14]. Изменение липидного профиля является одним
из ведущих механизмов развития ССЗ при НАЖБП. Как говорилось раннее, изменение функционально-
го состояния печени при НАЖБП влияет на основ-
ные обменные процессы, в том числе усиливает ИР
и липолиз, что способствует повышению уровня
триглицеридов, липопротеинов низкой и очень низ-
кой плотности, и снижению уровня липопротеинов
высокой плотности [8, 15]. Известно, что НАЖБП НАЖБП усугубляет ИР, что приводит к выра-
ботке большего количества провоспалительных,
прокоагулянтных и профиброгенных медиаторов
и способствует развитию структурных нарушений
в миокарде и эндотелии. Однако, роль биомарке-
ров воспаления при НАЖБП и ССЗ изучена недо-
статочно [14, 15, 37]. Одно из крупнейших иссле-
дований по этому вопросу (Multi-Ethnic Study of 90 рдиоваскулярная коморбидность при неалкогольной жировой болезни печени | Cardiovascular comorbidity in non-alcoholic fatty liver disease ты на течение различных заболеваний. Так, было
выявлено, что изменения кишечной микробиоты
играют важную роль у пациентов с НАЖБП и ише-
мическими болезнями сердца (ИБС). Показано, что
количество Collinsella и Parabacteroides, оказываю-
щих протективное действие в отношении обмена
веществ, у пациентов с ИБС и поражением печени
было ниже, чем у пациентов контрольной груп-
пы. Так же обнаружено, что количество Sutterella
stercoricanis, ассоциирующееся с ожирением и пора-
жением печени, у пациентов с НАЖБП было выше,
чем у здоровых людей. Имеются данные и о низком
содержании Ruminococcus albus у пациентов с ИБС,
но значение этих данных остается неизвестным [43]. Существуют предположения о возможном патогене-
тическом механизме взаимовлияния микробиоты
и ССЗ. Особенности патогенеза НАЖБП в контексте кардиоваскулярной
коморбидности Данные влияния связывают с кишечным
микробным метаболизмом холина до накопления
триметиламина, который превращается в печени хо-
зяина до флавинмонооксигененазы 3 и триметила-
мин-N-оксида (ТМАО), что связывают с повышен-
ным риском сердечно-сосудистых заболеваний [44]. сопровождается образованием эктопического жира,
причем не только в печени, но и в эпикарде и ми-
окарде. В норме эпикардиальный жир поглощает
свободные жирные кислоты из кровеносного русла,
которые могут быть использованы кардиомиоцита-
ми в качестве дополнительного источника энергии
[31]. При избыточном их накоплении наблюдается
повышение риска развития ССЗ [41], в частности
фибрилляции предсердий [8, 14]. У пациентов с НАЖБП и ССЗ существуют из-
вестные общие факторы риска, например, эндо-
телиальная дисфункция, оксидативный стресс,
воспаление, дислипидемия, сахарный диабет, ожи-
рение, метаболический синдром и др. [30], а также
выделяют «новые» факторы риска, такие как уве-
личение толщины эпикардиального жира и утол-
щение комплекса интима-медиа, развитие эндоте-
лиальной дисфункции, увеличение С-реактивного
белка (СРБ), гиперурикемия, гипоадипонектине-
мия и гиповитаминоз D [11, 18, 31, 42]. В последнее время уделяется значительное вни-
мание влиянию особенностей кишечной микробио- НАЖБП и атеросклероз По результатам коронароангиографии ате-
росклероз коронарных артерий был обнаружен
у 84,6% пациентов с НАЖБП, тогда как у пациентов
без НАЖБП атеросклеротические бляшки выяв-
лялись в 64,1% случаев [48]. Часть исследований
показывает, что НАЖБП связана с наибольшей
распространенностью нестабильных бляшек в ко-
ронарных артериях [13, 31]. Однако по другим дан-
ным, связь ИБС и НАЖБП оказалась несуществен-
ной после корректировки большинства факторов
риска, а именно гиперлипидемии, ожирения или
избытка массы тела, диабета, курения и повышен-
ного артериального давления [24]. Так, обследова-
ние 471849 больных, выполненное в 2019 году, не
выявило связи между НАЖБП и ССЗ [23]. Данный
анализ показал, что при НАЖБП повышается риск
смертности от всех причин, в особенности от пече-
ночных осложнений, а не от сердечно-сосудистой
патологии. Также было показано повышение ри-
ска смертности у женщин с НАЖБП, что требует У пациентов с НАЖБП выявлен высокий риск
развития цереброваскулярных заболеваний (ЦВЗ)
[19, 51]. Abdeldyem, S.M. с соавт. [19, 25] провели
исследование 200 пациентов с ишемическим инсуль-
том, оказалось, что НАЖБП ассоциирована с плохой
оценкой по шкале NIHSS (National Institutes of Health
Stroke Scale) и более высоким риском инвалидиза-
ции. Сходные данные получены в ретроспективном
исследовании [25] 306 пациентов с острым наруше-
нием мозгового кровообращения, среди которых
пациенты с НАЖБП имели более тяжелые невро-
логические последствия. Но в то же время, другое
исследование пациентов, перенесших инсульт не
выявило различий в группах с НАЖБП и без [52]. Помимо поражения крупных артерий, при
НАЖБП увеличивается риск развития и микро-
сосудистых осложнений, что может привести к раз-
витию ретинопатии, нейропатии, а также к нару-
шению функции почек [13]. 91 обзор | review экспериментальная и клиническая гастроэнтерология | выпуск 182 | № 10 2020 НАЖБП и нарушения ритма сердца Наличие НАЖБП тесно связано с увеличением
интервала QT, что в свою очередь приводит к раз-
витию желудочковых аритмий и повышению риска
внезапной сердечной смерти [14, 26, 31], однако
механизмы влияния на интервал QT не известны. Также, имеются данные, что пациенты с блокадой
правой ножки пучка Гиса более подвержены раз-
витию НАЖБП, но более подробно этот вопрос не
изучен [18, 26]. НАЖБП и артериальная гипертензия (АГ) НАЖБП – независимый предиктор повышения
жесткости артериальной стенки, в том числе
и у лиц, не страдающих диабетом, АГ или ожи-
рением [27, 45, 54]. Исследование 8632 пациентов
старше 40 лет, продемонстрировало повышение
лодыжечно-плечевого индекса у больных НАЖБП
независимо от наличия факторов риска ССЗ [45]. Также, в недавних работах имеются данные о том,
что НАЖБП увеличивает риск повышения ригид- ности артерий у женщин в постменопаузальном
периоде [8]. У больных с неалкогольным поражением печени
АГ встречается в 49,5% случаев, в то время как у лю-
дей со здоровой печенью частота составляет 38,5%
[55, 56]. Известно, что у больных с НАЖБП чаще
встречается повышение систолического артери-
ального давления, нарушение суточного профиля
АД, повышение пульсового давления [27, 51, 57]. НАЖБП и хроническая сердечная недостаточность (ХСН) НАЖБП усугубляет течение ХСН [11, 55, 58]. В свою
очередь, пациенты с сердечной недостаточностью
имеют более высокую (до 77%) частоту развития
неалкогольного поражения печени, чем без ХСН
[11]. В Пекине было проведено исследование 102
пациентов с сердечной недостаточностью, в котором
у 36% была выявлена НАЖБП, причем пациенты
с НАЖБП были моложе, имели более высокий ин-
декс массы тела и индекс массы левого желудочка (ЛЖ) [22, 59]. Другие исследования продемонстри-
ровали, что НАЖБП ассоциируется с худшей толе-
рантностью к физической нагрузке и более выра-
женным ремоделированием сердца [55]. НАЖБП
также независимо коррелирует со степенью фиброза
левого желудочка и, возможно, усугубляет прогрес-
сирование ХСН [59]. Однако, по данному вопросу
необходимы дальнейшие исследования для выяв-
ления механизмов взаимовлияния НАЖБП и ХСН. (ЛЖ) [22, 59]. Другие исследования продемонстри-
ровали, что НАЖБП ассоциируется с худшей толе-
рантностью к физической нагрузке и более выра-
женным ремоделированием сердца [55]. НАЖБП
также независимо коррелирует со степенью фиброза
левого желудочка и, возможно, усугубляет прогрес-
сирование ХСН [59]. Однако, по данному вопросу
необходимы дальнейшие исследования для выяв-
ления механизмов взаимовлияния НАЖБП и ХСН. Влияние ССЗ на НАЖБП Не только НАЖБП способна влиять на развитие
ССЗ, но и наоборот, некоторые кардиоваскуляр-
ные патологии усугубляют течение НАЖБП. Так,
Jiantao Ma. и соавт. показали, что при наличии ар-
териальной гипертензии повышается риск разви-
тия НАЖБП даже после поправки на индекс массы
тела и количество жировой ткани [60]. Нарушение периферического кровообращения при АГ, атеро-
склеротическое поражение сосудов, формирование
венозного застоя при хронической правожелудоч-
ковой недостаточности приводят к еще более зна-
чимому повреждению гепатоцитов, что не может не
отразиться на состоянии гепатобилиарной системы. Таким образом, «порочный круг» замыкается [61]. НАЖБП и нарушения ритма сердца Существуют данные о связи НАЖБП и развитием
нарушений ритма сердца [14, 42, 53]. Было отмечено,
что у пациентов с НАЖБП фибрилляция предсер-
дий (ФП) встречается в 2,5 раза чаще, чем у лиц без
патологии печени. [47, 53]. Käräjämäki A. J. и соавт. приводят эпидемиологические доказательства того,
что НАЖБП является независимым фактором ри-
ска развития ФП [53]. Targher G. С соавт. выявили,
что в течение десятилетнего периода наблюдения
у пациентов с НАЖБП частота возникновения ФП
больше, чем у пациентов со здоровой печенью [14]. В другом исследовании Sinner M. F., с соавторами
проанализировали 3744 пациента и обнаружил
что повышенный уровень аспартат-трансамина-
зы (АСТ) и аланин- трансаминазы (АЛТ) связан
с повышенным риском возникновения ФП [14]. Механизм возникновения ФП при НАЖБП до конца не выяснен, но существуют предположения,
что накопление жира в гепатоцитах и окислитель-
ный стресс приводит к увеличению синтеза про-
воспалительных цитокинов, что является факто-
ром риска развития ФП [47]. По другим данным,
вегетативная дисфункция, развивающейся на фоне
НАЖБП, нарушает работу симпатической нервной
системы и провоцирует возникновение ФП [47, 53]. Наличие НАЖБП тесно связано с увеличением
интервала QT, что в свою очередь приводит к раз-
витию желудочковых аритмий и повышению риска
внезапной сердечной смерти [14, 26, 31], однако
механизмы влияния на интервал QT не известны. Также, имеются данные, что пациенты с блокадой
правой ножки пучка Гиса более подвержены раз-
витию НАЖБП, но более подробно этот вопрос не
изучен [18, 26]. конца не выяснен, но существуют предположения,
что накопление жира в гепатоцитах и окислитель-
ный стресс приводит к увеличению синтеза про-
воспалительных цитокинов, что является факто-
ром риска развития ФП [47]. По другим данным,
вегетативная дисфункция, развивающейся на фоне
НАЖБП, нарушает работу симпатической нервной
системы и провоцирует возникновение ФП [47, 53]. Наличие НАЖБП тесно связано с увеличением
интервала QT, что в свою очередь приводит к раз-
витию желудочковых аритмий и повышению риска
внезапной сердечной смерти [14, 26, 31], однако
механизмы влияния на интервал QT не известны. Также, имеются данные, что пациенты с блокадой
правой ножки пучка Гиса более подвержены раз-
витию НАЖБП, но более подробно этот вопрос не
изучен [18, 26]. конца не выяснен, но существуют предположения,
что накопление жира в гепатоцитах и окислитель-
ный стресс приводит к увеличению синтеза про-
воспалительных цитокинов, что является факто-
ром риска развития ФП [47]. По другим данным,
вегетативная дисфункция, развивающейся на фоне
НАЖБП, нарушает работу симпатической нервной
системы и провоцирует возникновение ФП [47, 53]. Литература References 1. Наумова Л.А., Осипова О. Н. Коморбидность: механиз-
мы патогенеза, клиническое значение. Современные
проблемы науки и образования. – 2016, 5, стр. 57–64
Naumova L. A., Osipova O. N. Comorbidity: mechanisms
of pathogenesis, clinical signifi cance. Modern problems of
science and education. 2016. No. 5, pp. 57–64. 7. Parise E. R. Nonalcoholic fatty liver disease (NAFLD),
more than a liver disease NASH. Arquivos de
Gastroenterologia. 2019;56(3)243–245. doi: 10.1590/
s0004–2803.201900000–45 8. Ахмедов В. А. Взаимосвязь сердечно-сосудистых ос-
ложнений и неалкогольной жировой болезни печени. РМЖ, 2018. –1(2), стр. 86–88
Akhmedov V. A. Th e relationship of cardiovascular com-
plications and non-alcoholic fatty liver disease. RMZh. 2018;1 (2):86–88. 2. Самородская И.В., Болотова Е. В. Терминологические
и демографические аспекты коморбидности. Успехи
Геронтологии. –2016, 29, 3, стр. 471
I. V. Samorodskaya, E. V. Bolotova. Terminological and
demographic aspects of comorbidity. Advances in
Gerontology. 2016;29(3):471. 2. Самородская И.В., Болотова Е. В. Терминологические
и демографические аспекты коморбидности. Успехи
Геронтологии. –2016, 29, 3, стр. 471 р
р
I. V. Samorodskaya, E. V. Bolotova. Terminological and
demographic aspects of comorbidity. Advances in
Gerontology. 2016;29(3):471. 9. Лазебник Л. Б., Радченко В. Г., Голованова Е. В. и др. Неалкогольная жировая болезнь печени: клиника,
диагностика, лечение (рекомендации для терапевтов,
2-я версия).. Терапия, 2017, 3, 13. – стр. 6–23
Lazebnik L. B., Radchenko V. G., Golovanova E. V. et al. Non-alcoholic fatty liver disease: clinical picture, diagnosis,
treatment (recommendations for therapists, 2nd version). Th erapy. 2017;3(13):6–23. 3. Драпкина О. М., Шутов А. М., Ефремова Е. В. Коморбидность, мультиморбидность, двой-
ной диагноз – синонимы или разные понятия?. Кардиоваскулярная терапия и профилактика,
2019. –18, 2, стр. 65–69 doi: 10.15829/1728–8800–2019–
2–65–69
Drapkina O. M., Shutov A. M., Efremova E. V. Comorbidity,
multimorbidity, dual diagnosis – synonyms or differ-
ent concepts? Cardiovascular therapy and prevention. 2019;18(2):65–69. doi: 10.15829 / 1728–8800–2019–2–
65–69. 10. Ивашкин В. Т. и др. Распространенность неалко-
гольной жировой болезни печени у пациентов ам-
булаторно-поликлинической практики в Российской
Федерации: результаты исследования DIREG 2. РЖГГК- 2015. – 6, стр. 31–41
Ivashkin V. T. and others. Prevalence of non-alcoholic
fatty liver disease in outpatient patients in the Russian
Federation: results of the DIREG 2 study. RZHGGK-2015,
6, pp. 31–41. 10. Ивашкин В. Т. и др. Распространенность неалко-
гольной жировой болезни печени у пациентов ам-
булаторно-поликлинической практики в Российской
Федерации: результаты исследования DIREG 2. РЖГГК- 2015. – 6, стр. 31–41 10. 4. Оганов Р.Г., Симаненков В. И., Бакулин И. Г., Ба ку ли-
на Н. В. и др. Заключение фактором риска для развития сердечно-сосуди-
стой патологии или лишь сопутствующим забо-
леванием, остается открытым. Таким образом, данные современной литературы
свидетельствуют о наличии патогенетической
связи между НАЖБП и ССЗ, однако, некото-
рые исследования, такую связь не подтвержда-
ют. Поэтому, вопрос о том, является ли НАЖБП В связи с высокой распространенностью, необ-
ходимо признать значимость ранней диагностики 92 Кардиоваскулярная коморбидность при неалкогольной жировой болезни печени | Cardiovascular comorbidity in non-alcoholic fatty liver disease рдиоваскулярная коморбидность при неалкогольной жировой болезни печени | Cardiovascular comorbidity in non-alcoholic fatty liver disease заболеваемости и смертности от болезней системы
кровообращения. И наоборот, при наблюдении
пациента с сердечно-сосудистой патологией, сле-
дует помнить о НАЖБП, которая может усугубить
течение кардиоваскулярных заболеваний. Таким
образом, подтверждение связей между НАЖБП
и ССЗ имеет важное клиническое значение и тре-
бует дальнейшего изучения. и совершенствования лечебно-профилактической
помощи пациентам с НАЖБП. Следует уточнить
механизмы влияния НАЖБП на развитие и про-
грессирование болезней системы кровообраще-
ния. При подтверждении таких связей следует
рассматривать включение углубленного кардиова-
скулярного скрининга в программу курации боль-
ных НАЖБП, как возможный путь к уменьшению Источник финансирования: Грант Президента РФ для государственной поддержки ведущих научных школ
(НШ-2558.2020.7) (соглашение № 075–15–2020–036 от 17 марта 2020 года) «Разработка технологии здоровьесбереже-
ния коморбидного больного гастроэнтерологического профиля на основе контроля приверженности». Литература References doi: 10.15403/jgld-344 Akhmedov V. A., Mamedova N. F., Gaus O. V. Non-alcoholic
fatty liver disease and comorbidity. Gastroenterology of
St. Petersburg. 2019;3(4):47–52. 27. Athyros V. G., Tziomalos K., Katsiki N., Doumas M. et al. Cardiovascular risk across the histological spectrum and
the clinical manifestations of non-alcoholic fatty liver
disease: An update.. World Journal of Gastroenterology,
2015;21(22): 6820–6834. doi: 10.3748/wjg.v21.i22.6820 14. Mangi M A, Rehman H, Minhas A M, et al. Non-Alcoholic
Fatty Liver Disease Association with Cardiac Arrhythmias. Cureus. 2017;9(4)1–8. doi: 10.7759/cureus.1165 15. Плотникова Е. Ю. Дислипидемия при неалкогольной
жировой болезни печени как маркер сердечно-сосуди-
стого риска. РМЖ. Медицинское обозрение, 2019. – 1,
2, стр. 64–69
Plotnikova E. Yu. Dyslipidemia in non-alcoholic fatty liver
disease as a marker of cardiovascular risk. RMZh. Medical
Review. 2019;1(2):64–69. 28. Лазебник Л. Б., Радченко В. Г., Голованова Е. В. и др. Неалкогольная жировая болезнь печени: клиника,
диагностика, лечение (рекомендации для терапевтов). Терапия, 2016. –2, 6, стр. 6–18
Lazebnik L. B., Radchenko V. G., Golovanova E. V. et al. Non-alcoholic fatty liver disease: clinical picture, diagno-
sis, treatment (recommendations for therapists). Th erapy. 2016;2(6):6–18. 16. Tracey G. S., Maria Esther Perez Trejo, McClelland R.,
Bradley R. et al. Circulating Interleukin-6 is a Biomarker
for Coronary Atherosclerosis in Nonalcoholic Fatty
Liver Disease: Results from the Multi-Ethnic Study of
Atherosclerosis. Int J Cardiol. 2018;129(1) 77–86. doi:
10.1161/CIRCULATIONAHA.113.003625.Dyslipidemia 29. Fotbolcu H., Zorlu E. Nonalcoholic fatty liver disease as a
multi-systemic disease. World Journal of Gastroenterology,
2016;22(16):4079–4090. doi: 10.3748/wjg.v22.i16.4079 30. Ismaiel A. et al. Cardiovascular Risk in Fatty Liver Disease:
Th e Liver-Heart Axis – Literature Review. Frontiers in
Medicine. 2019, 6, pp. 1–18. doi: 10.3389/fmed.2019.00202 17. Musso G., Gambino R., Cassader M., Pagano G. Meta-
analysis: natural history of non-alcoholic fatty liver disease
(NAFLD) and diagnostic accuracy of noninvasive tests for
liver disease severity. Annals of medicine. 2011, no.43, pp. 617–649. doi: 10.3109/07853890.2010.518623 31. Ливзан М. А., Гаус О. В., Николаев Н. А. Кролевец Т. С. НАЖБП: коморбидность и ассоциированные заболе-
вания. Экспериментальная и клиническая гастроэн-
терология, 2019, 170, 10, стр. 57–65 doi: 10.31146/1682–
8658-ecg-170–10–57–65
Livzan M. A., Gaus O. V., Nikolaev N. A., Krolevetz T. S. NAFLD: comorbidity and associated diseases. Experimental
and Clinical Gastroenterology. 2019;1(10):57–65. (In Russ.)
https://doi.org/10.31146/1682–8658-ecg-170–10–57–65 18. Широкова Е. Н. Неалкогольная жировая болезнь пе-
чени, гиперлипидемия и сердечно-сосудистые риски. Consilium Medicum. – 2017, 19, 8.2. – стр. 74–76 doi:
10.26442/2075–1753_19.8.2.74–76
Shirokova E. N. Non-alcoholic fatty liver disease, hy-
perlipidemia and cardiovascular risks. Consilium
Medicum. Литература References 2017;19(8.2):74–76 doi: 10.26442 / 2075–
1753_19.8.2.74–76 32. Abenavoli L., Milic N., Di Renzo L. et al. Metabolic aspects
of adult patients with nonalcoholic fatty liver disease. World J Gastroenterol. 2016, no.22, pp. 7006–7016. doi:
10.3748/wjg.v22.i31.7006 19. Tana C., Ballestri S., Ricci F., Di Vincenzo A., Ticinesi A. et al. Cardiovascular risk in non-alcoholic fatty liver disease:
Mechanisms and therapeutic implications. International
Journal of Environmental Research and Public Health. 2019;16(17):1–19. doi: 10.3390/ijerph16173104 33. Ливзан М. А., Лаптева И. В., Миллер Т. С. Роль лептина
и лептинорезистентности в формировании неалко-
гольной жировой болезни печени у лиц с ожирени-
ем и избыточной массой тела. Экспериментальная
и клиническая гастроэнтерология. – 2014. – 8 (108),
стр. 27–33. Livzan MA, Lapteva IV, Miller TS. [Role of leptin and leptin
resistance in non-alcoholic fatty liver disease develop-
ment in persons with obesity and overweight]. Eksp Klin
Gastroenterol. 2014;(8):27–33. Russian. PMID: 25911909. 20. Perera N. et al. Non-alcoholic fatty liver disease increases
the mortality from acute coronary syndrome: An ob-
servational study from Sri Lanka. BMC Cardiovascular
Disorders, 2016, 16, 1, стр. 4–9. doi: 10.1186/s12872–
016–0212–8; 21. Sirbu O. et al. Non-alcoholic fatty liver disease-From
the cardiologist perspective. Anatolian Journal of
Cardiology. 2016;16(7): 534–541. doi: 10.14744/
AnatolJCardiol.2016.7049 34. Heiker J. T., Kosel D., Beck-Sickinger A. G. Molecular
mechanisms of signal transduction via adiponectin and
adiponectin receptors. Biol Chem, 2010, no. 391, pp. 1005–1018. doi: 10.1515/BC.2010.104 22. Liu H., Cao Y., Sun D. et al. Impact of non-alcoholic fatty
liver disease on cardiovascular outcomes in patients with
stable coronary artery disease: A matched case–control
study. Clinical and Translational Gastroenterology. 2019,
10(2): 1–8. doi: 10.14309/ctg.0000000000000011 35. Polyzos S. A., Aronis K. N., Kountouras J., Raptis D. D.,
Vasiloglou M. F., Mantzoros C. S. Circulating leptin in
non-alcoholic fatty liver disease: a systematic review and
meta-analysis. Diabetologia, 2016, no.59, pp. 30–43. doi:
10.1007/s00125–015–3769–3 23. Liu Y., Zhong G., Tan H. et al. Nonalcoholic fatty liver
disease and mortality from all causes, cardiovascular
disease, and cancer: a meta-analysis. Scientifi c reports,
2019;9(1):1–10. doi: 10.1038/s41598–019–47687–3 36. Bekaert M., Verhelst X., Geerts A., Lapauw B., Calders P. Association of recently described adipokines with liver
histology in biopsy-proven non-alcoholic fatty liver dis-
ease: a systematic review. Obes Rev. 2016, no.17, pp. 68–80. doi: 10.1111/obr.12333 24. Baharvand-Ahmadi B., Sharifi K., Namdari M. Prevalence
of non-alcoholic fatty liver disease in patients with
coronary artery disease. ARYA Atherosclerosis, 2016;
12(4):201–205 37. Brouwers M., Simons N., Stehouwer C. Литература References Коморбидная патология в клиниче-
ской практике. Алгоритмы диагностики и лечения. Кардиоваскулярная терапия и профилактика. 2019,
18. –1. стр. 5–66. doi: 10.15829/1728–8800–2019–1–5–66
Oganov R. G., Simanenkov V. I., Bakulin I. G., Bakulina N. V. et al. Comorbid pathology in clinical practice. Diagnostic
and treatment algorithms. Cardiovascular therapy and
prevention. 2019;18(1):5–66. doi: 10.15829 / 1728–8800–
2019–1–5–66 11. Драпкина О. М., Корнеева О. Н. Континуум неалко-
гольной жировой болезни печени: от стеатоза пе-
чени до сердечно-сосудистого риска. Рациональная
Фармакотерапия в Кардиологии, 2016. –12, 4, стр. 424–429 doi: 10.20996/1819–6446–2016–12–4–424–429
Drapkina O. M., Korneeva O. N. Th e continuum of non-al-
coholic fatty liver disease: from hepatic steatosis to cardio-
vascular risk. Rational Pharmacotherapy in Cardiology. 2016;12(4):424–429 doi: 10.20996 / 1819–6446–2016–
12–4–424–429 5. Тирикова О.В., Козлова Н. М., Елисеев С. М., Гумеров Р. Р. Неалкогольная жировая болезнь печени и ее роль
в развитии сердечно-сосудистых заболеваний. Сибирский медицинский журнал (Иркутск), 2015. –1,
стр. 30–36
Tirikova O. V., Kozlova N. M., Eliseev S. M., Gumerov R. R. Non-alcoholic fatty liver disease and its role in the develop-
ment of cardiovascular diseases. Siberian medical journal
(Irkutsk). 2015, 1, pp. 30–36. 12. Свистунов А. А., Осадчук М. А., Киреева Н. В.,
Осадчук М. М. Оптимизация терапии заболеваний
печени, не ассоциированных с вирусной инфекци-
ей. Терапевтический архив, 2018, 90,2. – 94–99. doi:
10.26442/terarkh2018902105–111
Svistunov A. A., Osadchuk M. A., Kireeva N. V.,
Osadchuk M. M. Optimization of therapy for liver diseas-
es not associated with viral infection. Th erapeutic archive. 2018;90(2):94–99. doi: 10.26442 / terarkh2018902105–111 12. 6. Лаптева Е.А., Козлова И. В. Молекулярно-ге не ти-
чес кие предпосылки коморбидности жировой бо-
лезни печени и патологии толстой кишки (обзор). Саратовский научно-медицинский журнал, 2017. –13,
1, стр. 29–34
Lapteva E. A., Kozlova I. V. Molecular genetic prerequi-
sites for the comorbidity of fatty liver disease and colon
pathology (review). Saratov Journal of Medical Scientifi c
Research. 2017;13(1).:29–34. 6. Лаптева Е.А., Козлова И. В. Молекулярно-ге не ти-
чес кие предпосылки коморбидности жировой бо-
лезни печени и патологии толстой кишки (обзор). Саратовский научно-медицинский журнал, 2017. –13,
1, стр. 29–34 13. Ахмедов В. А., Мамедова Н. Ф., Гаус О. В. Неалкогольная жировая болезнь печени и комор-
бидность. Гастроэнтерология Санкт-Петербурга,
2019, 3, 4, стр. 47–52 93 экспериментальная и клиническая гастроэнтерология | выпуск 182 | № 10 2020 обзор | review Akhmedov V. A., Mamedova N. F., Gaus O. V. Non-alcoholic
fatty liver disease and comorbidity. Gastroenterology of
St. Petersburg. 2019;3(4):47–52. Gastrointestinal and Liver Diseases, 2019;28(4):483–493. Литература References Неалкогольная жи-
ровая болезнь печени и сердечно-сосудистый риск:
состояние проблемы.. Рациональная фармакотера-
пия в кардиологии, 2017, 13, 5. – стр. 645–650 doi:
10.20996/1819–6446–2017–13–5–645–650
Drapkina O. M., Yafarova A. A. Non-alcoholic fatty liver
disease and cardiovascular risk: scientifi c problem state. Rational Pharmacotherapy in Cardiology. 2017;13(5):645–
650. (In Russ.) https://doi.org/10.20996/1819–6446–2017–
13–5–645–650 53. Käräjämäki A. J., Pätsi O. P., Savolainen M.,
Kesäniemi Y. A., Huikuri H., Ukkola O. Non- Alcoholic
Fatty Liver Disease as a Predictor of Atrial Fibrillation
in Middle-Aged Population (OPERA Study). PLoS ONE,
2015;10(11):1–13. doi:10.1371/ journal.pone.0142937 54. Fargion S., Porzio M., Fracanzani A. Nonalcoholic fat-
ty liver disease and vascular disease: State-of-the-art. World Journal of Gastroenterology, 2014;20(37): 13306–
13324 doi: 10.3748/wjg.v20.i37.13306 42. Журавлёва А. К. Неалкогольная жировая болезнь пече-
ни как предиктор сердечно-сосудистых заболеваний
и сахарного диабета 2 типа. Экспериментальная и кли-
ническая гастроэнтерология, 2019, 165, 5. – стр. 144–
149 doi: 10.31146/1682–8658-ecg-165–5–144–149
Zhuravlyova A. K. Non-alcoholic fatty liver disease as a
predictor of cardiovascular diseases and type 2 diabetes. Experimental and Clinical Gastro entero logy. 2019;(5):144–
149. (In Russ.) https://doi.org/10.31146/1682–8658-
ecg-165–5–144–149 55. Серов И. С., Блохина И. И., Шагина В. Н. Не ал ко голь-
ная жировая болезнь печени как фактор риска сер-
дечно-сосудистых заболеваний. Молодой ученый. –
2019, 37, 275, стр. 112–114
Serov I. S., Blokhina I. I., Shagina V. N. Non-alcoholic fat-
ty liver disease as a risk factor for cardiovascular diseases. Young scientist. 2019;37(275): 112–114. 56. Wójcik-Cichy K., Koślińska-Berkan K., Piekarska A. Th e infl uence of NAFLD on the risk of atherosclero-
sis and cardiovascular diseases. Clin Exp HEPATOL. 2018;4(1);1–6. doi: 10.5114/ceh.2018.73155 43. Zhang Y., Xu J., Wang J. et al. Changes of intestinal bac-
terial microbiota in coronary heart disease complicated
with nonalcoholic fatty liver disease. BMC Genomics. 2019;20(1);1–12. doi: 10.1186/s12864–019–6251–7 57. Ховасова Н. О., Верткин А. Л. Сосудистая коморбид-
ность – новый тренд в амбулаторном звене. Терапия,
2015, 1, 1, стр. 38–44
Khovasova N. O., Vertkin A. L. Vascular comorbidity –
a new trend in the outpatient department. Therapy. 2015;1(1):38–44. 44. Lazar V., Ditu L. M., Pircalabioru G. G., Picu A., Petcu L.,
Cucu N., Chifiriuc M. C. Gut Microbiota, Host Organism,
and Diet Trialogue in Diabetes and Obesity. Front. Nutr. 2019;6(21):1–20. doi: 10.3389/fnut.2019.00021 45. Драпкина О. М. Печень и атеросклероз. Гастро-
энтерология. Эффективная фармакотерапия, 2015,
4, стр. 14–20
Drapkina O. M. Liver and atherosclerosis. Gastro-
enterology. Eff ective pharmacotherapy. 2015, No. 4, pp. 14–20. 58. Литература References et al. Non-alcoholic
fatty liver disease and cardiovascular disease: assessing the
evidence for causality. Diabetologia, 2020, 63, no. 2, pp. 253–260. doi: 10.1007/s00125–019–05024–3 25. Alkagiet S., Papagiannis A., Tziomalos K. Associations
between nonalcoholic fatty liver disease and ischemic
stroke. World J Hepatol, 2018;10(7):474–478. doi: 10.4254/
wjh.v10.i7.474 38. Tracey G. S., Maria Esther Perez Trejo, McClelland R.,
Bradley R. et al. Circulating Interleukin-6 is a Biomarker
for Coronary Atherosclerosis in Nonalcoholic Fatty
Liver Disease: Results from the Multi-Ethnic Study of 26. Ismaiel A., Colosi H., Rusu F. et al. Cardiac arrhyth-
mias and electrocardiogram modifi cations inon-alco-
holic fatty liver disease. A systematic review. Journal of 94 рдиоваскулярная коморбидность при неалкогольной жировой болезни печени | Cardiovascular comorbidity in non-alcoholic fatty liver disease 49. Chandra A., Li W., Stone C. et al. Th e cerebral circu-
lation and cerebrovascular disease I: Anatomy. Brain
circulation. Brain Circulation, 2017;3(1):35–40. doi:
10.4103/bc.bc Atherosclerosis. Int J Cardiol, 2018;129(1);77–86. doi:
10.1161/CIRCULATIONAHA.113.003625.Dyslipidemia Atherosclerosis. Int J Cardiol, 2018;129(1);77–86. doi:
10.1161/CIRCULATIONAHA.113.003625.Dyslipidemia 39. Xu Y., Zhao Z., Liu S. et al. Association of Nonalcoholic
Fatty Liver Disease and Coronary Artery Disease with
FADS2 rs3834458 Gene Polymorphism in the Chinese
Han Population. Gastroenterology Research and Practice,
2019, pp. 1–7. doi: 10.1155/2019/6069870 50. Dinani A., Sanyal A. Nonalcoholic fatty liver disease:
Implications for cardiovascular risk. Cardiovascular
Endocrinology, 2017;6(2);62–72. doi: 10.1097/
XCE.0000000000000126 40. Оганов Р. Г., Симаненков В. И., Бакулин И. Г. и др. Коморбидная патология в клинической практике. Алгоритмы диагностики и лечения. Кардио ва ску ляр-
ная терапия и профилактика. 2019, 18, 1, стр. 5–66. doi:
10.15829/1728–8800–2019–1–5–66
Oganov R. G., Simanenkov V. I., Bakulin I. G., et al. Comorbidities in clinical practice. Algorithms for di-
agnostics and treatment. Cardiovascular Th erapy and
Prevention. 2019;18(1):5–66. (In Russ.) https://doi. org/10.15829/1728–8800–2019–1–5–66 51. Назарова М. Б. Артериальная гипертензия и неалко-
гольная жировая болезнь печени// Фундаментальные
и прикладные научные исследования, 2019, стр. 173–174 51. Назарова М. Б. Артериальная гипертензия и неалко-
гольная жировая болезнь печени// Фундаментальные
и прикладные научные исследования, 2019, стр. 173–174
Nazarova M. B. Arterial hypertension and non-alcoholic
fatty liver disease. Fundamental and applied scientifi c
research. 2019, pp. 173–174. 52. Li H, Hu B, Wei L, Zhou L, Zhang L, Lin Y, Qin B, Dai Y,
Lu Z. Non-alcoholic fatty liver disease is associated with
stroke severity and progression of brainstem infarctions. Eur J Neurol. 2018, no. 25, pp. 577. doi: 10.1111/ene.13556 41. Драпкина О. М., Яфарова А. А. Литература References Golabi P., Fukui N., Paik J., Sayiner M., Mishra A.,
Younossi Z. Mortality Risk Detected by Atherosclerotic
Cardiovascular Disease Score in Patients With
Nonalcoholic Fatty Liver Disease. Hepatology
Communications, 2019;3(8):1050–1060. doi: 10.1002/
hep4.1387 46. Sao R., Aronow W. Association of non-alcoholic fatty
liver disease with cardiovascular disease and subclinical
atherosclerosis. Arch Med Sci, 2018, no.6, pp. 1233–1244. doi: 10.5114/aoms.2017.68821 59. Zhang Z., Wang P., Guo F. et al. Chronic heart fail-
ure in patients with nonalcoholic fatty liver disease:
prevalence, clinical features and relevance. Journal of
International Medical Research. 2018;46(9):3959–3969. doi: 10.1177/0300060518782780 47. И. Г. Бакулин, М. П. Абациева, М. И. Скалинская,
М. С. Журавлева. Клиническое и медико-социаль-
ное значение НАЖБП через призму коморбидности. Терапия, 2019, 6, 32, стр. 76–86 doi: 10.18565
I. G. Bakulin, M. P. Abatsiev, M. I. Skalinskaya,
M. S. Zhuravleva. Clinical and medico-social signifi cance
of NAFLD through the prism of comorbidity. Th erapy. 2019;6(32):76–86. doi: 10.18565 60. Bellentani S., Dalle G. R., Suppini A., Marchesini G. Behavior therapy for nonalcoholic fatty liver disease:
the need for a multidisciplinary approach. Hepatology. 2008, no.47, pp. 746–754. doi: 10.1002/hep.22009 61. Еганян Р. А. Роль неалкогольной жировой болезни
печени в развитии сердечно-сосудистых заболева-
ний. CardioСоматика, 2018, 9, 1, стр. 47–53. Eganyan R. A. Th e role of non-alcoholic fatty liver dis-
ease in the development of cardiovascular diseases. CardioSomatics. 2018;9(1):47–53. 48. Aronow W. Nonalcoholic fatty liver disease is associated
with coronary artery disease and subclinical atherosclero-
sis. Future Cardiology, 2016; 2(4): 393–396. doi: 10.2217/
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Older adults who receive homecare are at increased risk of readmission and mortality following a short ED admission: a nationally register-based cohort study
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Open Access Abstract Background: Older adults admitted to an emergency department (ED) who are dependent on homecare may
be especially challenged with respect to readmission and mortality. This study aimed to assess whether receiving
homecare prior admission was associated with readmission or mortality within 30 days of a short ED admission and to
explore whether the amount of homecare received was associated with an increased risk of readmission or mortality. Methods: This nationwide register-based cohort study included patients aged 65 or above who were admitted to
an ED at any Danish hospital from 1 December 2016 to 30 November 2017 and discharged within 48 h. Data were
extracted from national registers through Statistics Denmark. Homecare was categorized into groups; patients
without homecare and three groups according to the amount of homecare received per week. Logistic regression
analyses were used to explore the association between the four homecare groups and outcomes, readmissions and
mortality. Results: In total, 80,517 patients (51% female, median age 75 years) were included in the study. Overall, 64,886
patients without homecare, 15,631 (19%) patients received homecare (64% female, median age 83 years), of which
4938 patients received homecare ≤30 min, 4033 received > 30 min to ≤120 min and 6660 received > 120 min per
week. The risk of readmission and mortality increased concurrently with the minutes of homecare received: Patients
receiving homecare > 120 min per week had the highest odds ratios (ORs) for readmission within 30 days (OR 1.8 95%
CI: 1.7–1.9) and mortality within 30 days (OR 4.5 95% CI: 4.1–4.9) compared with patients without homecare. Conclusion: Receiving homecare was associated with an increased risk of readmission and death following a short
ED admission. Collaboration between the ED and primary health care sector in relation to rehabilitation and end-
of-life care is essential to improve quality of care for older adults who receive homecare, particularly those receiving
homecare > 2 h a week, because of their increased risk of readmission and mortality. Keywords: Primary health care, Older adults, Death, Acute illness, Acute hospitalisation, Multimorbidity,
Comorbidities, Emergency medicine Mette Elkjær1,2,3* , Donna Lykke Wolff2,4, Jette Primdahl2,5,6, Christian Backer Mogensen1,2,
Mikkel Brabrand2,7,8 and Bibi Gram2,3 Mette Elkjær1,2,3* , Donna Lykke Wolff2,4, Jette Primdahl2,5,6, Christian Backer Mogensen1,2,
Mikkel Brabrand2,7,8 and Bibi Gram2,3 © The Author(s) 2021. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativeco
mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Background *Correspondence: mette.elkjaer@rsyd.dk
1 Department of Emergency Medicine, University hospital of Southern
Denmark, Kresten Philipsens Vej 15, 6200 Aabenraa, Denmark
Full list of author information is available at the end of the article *Correspondence: mette.elkjaer@rsyd.dk
1 Department of Emergency Medicine, University hospital of Southern
Denmark, Kresten Philipsens Vej 15, 6200 Aabenraa, Denmark
Full list of author information is available at the end of the article *Correspondence: mette.elkjaer@rsyd.dk
1 Department of Emergency Medicine, University hospital of Southern
Denmark, Kresten Philipsens Vej 15, 6200 Aabenraa, Denmark
Full list of author information is available at the end of the article Admission at emergency department (ED) is especially
challenging for older adults aged 65 or above owing to
a high prevalence of multimorbidity [1–3]. One-fifth of Older adults who receive homecare are
at increased risk of readmission and mortality
following a short ED admission: a nationally
register-based cohort study Mette Elkjær1,2,3* , Donna Lykke Wolff2,4, Jette Primdahl2,5,6, Christian Backer Mogensen1,2,
Mikkel Brabrand2,7,8 and Bibi Gram2,3 Elkjær et al. BMC Geriatrics (2021) 21:696
https://doi.org/10.1186/s12877-021-02644-6 © The Author(s) 2021. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativeco
mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Elkjær et al. BMC Geriatrics (2021) 21:696 Elkjær et al. BMC Geriatrics (2021) 21:696 Elkjær et al. BMC Geriatrics (2021) 21:696 Page 2 of 9 all acutely admitted older adults are readmitted within
30 days, leading to a significant financial burden for
society [4]. Moreover, an acute admission is associated
with a critical increase in risk of mortality [5]. Among
acutely admitted older adults aged 65 or above who are
discharged, 20% will die within 1 year of discharge [5]. Although considerable research has been conducted on
older adults who are acutely admitted, there is a lack of
agreement on how to identify patients at risk of readmis-
sion and mortality. receive practical help, the majority of patients receiving
> 30 to ≤120 min per week receive some assistance with
personal care in addition to practical help and the major-
ity of the patients receiving > 120 min of homecare are
dependent on daily assistance for ADL. Thus, we hypoth-
esise that the amount of help received reflects the degree
of dependency on external help. Examination of whether older adults receive homecare
at the time of admission to the ED may be a simple way to
identify patients at high risk of readmission or mortality. Thus, this study aimed to assess whether receiving home-
care was associated with readmission or mortality within
30 days in older adults, after a short ED admission, and
to explore whether the amount of homecare received was
related to an increased risk of readmission or mortality. A 2015 study from Belgium reported that older adult
patients 75 years or above who were discharged from an
ED had a higher readmission rate compared with other
hospitalised patients [3]. ED care involves high activ-
ity, and the accelerated treatment processes and rapid
discharges might affect the readmission rate. A Danish
study concluded that 49% of readmissions were prevent-
able among older adults 75 years or above and these were
more likely to occur soon after hospital discharge [6]. In
addition, a study from the Netherlands found that (adults
median aged 71) the most common reason for prevent-
able readmission was a lack of coordination within the
health care system [7]. Identifying patients at risk for
readmission would allow health professionals to apply
target interventions to prevent readmissions among the
patients with the greatest needs. Study design and setting A retrospective register-based cohort study was con-
ducted. National data on acutely admitted patients were
extracted from Danish registers to construct a database
on readmission rates, mortality and associated variables. The Danish health care system is tax funded for all 5.8
million residents, and Danish patients do not bear any
additional financial costs for hospital care and treatment
or for homecare.h The Danish EDs are organised with hospital beds for
patients in need of a short admission and where the
discharge is planned directly from the ED. A short ED
admission is nationally defined as an admission less than
48 h. Acutely admitted older adults are often extraordinar-
ily fragile with multiple comorbidities, functional limita-
tions and cognitive impairments [1, 2, 8]. Municipalities
offer cost-free homecare to residents in Denmark for
those who find activities of daily living (ADL) chal-
lenging because of functional limitations or cognitive
impairments [9]. The probability of receiving homecare
increases with age, and two-thirds of those who receive
homecare are aged 65 or above [10]. In 2015, around 12%
of older adults aged 65 or above received homecare in
Denmark [9]. Homecare to support ADL consists of “personal care”,
which includes assistance with personal hygiene, dress-
ing, morning routines and mealtimes, and “practical
help”, which includes assistance with cleaning, laundry
and shopping. The type and amount of homecare allo-
cated to a resident is based on an individual assess-
ment, with the specific aim of restoring, maintaining and
improving mental and physical functionality [9]. Indi-
vidual needs are continually adjusted and are planned
by a specialist. Data on the type (personal/practical) and
amount of homecare are shared electronically between
the municipality of residence and local and regional hos-
pitals at admission and discharge. Around 35% of medical patients in a Danish ED aged
65 or above, receive homecare [11]. A population-based
cohort study from Denmark included 3775 medical
patients from a single municipality and reported that
receiving homecare before an acute admission was a
strong predictor of subsequent readmission and mortal-
ity [11]. However, it is not known whether these results
are transferable to an ED population and whether the
risk of readmission and mortality is associated with the
amount of homecare received. Exposure variableh The study population was categorised into one of the fol-
lowing four groups according to the proportion of home-
care received: 1) patients without homecare, 2) patients
receiving homecare ≤30 min per week, 3) patients receiv-
ing homecare between > 30 to ≤120 min per week and 4)
patients receiving homecare > 120 min per week.i The Danish Registration of Elderly contains informa-
tion about services supplied by the municipalities to resi-
dents. Information about health care use and homecare
services among acutely admitted older adult patients was
extracted [15].h Homecare is defined as personal and practical help
received and recorded in minutes per week. To assess
the total time of homecare, we merged time allocated
to practical help and time allocated to personal help. The homecare variable was assessed a month before the
index admission and was calculated as a mean (minutes)
of homecare received per week throughout the entire
month. Patients receiving homecare for less than 1 min
per week were categorised as patients without homecare. The Danish National Prescription Registry (NPR) con-
tains individual-level data on prescriptions dispensed
from pharmacies [16]. Information about the prescrip-
tion of medication for mental health Anatomical Thera-
peutic Chemical (ATC) codes (N05–N07) was extracted
and used to describe mental comorbidity.h The Income Statistics Register provides data on the
income composition of the entire Danish population. The patients’ disposable income was extracted from the
Income Statistics Register [17]. The Danish Registration of Elderly receives monthly
data from the municipalities. Unfortunately, data from
some municipalities are inadequate and there may be
variations over the year that are not recorded. If the
municipalities do not approve the data as valid, Statis-
tics Denmark uses the data delivered the month previ-
ously. Statistics Denmark provides information on those
months for which data might not be valid. Using this
information, we performed a sensitivity analysis (see
Appendix B). Data sources Data were extracted from the following registries in the
Statistics Denmark [12].h We hypothesise that the risk of readmission and mor-
tality among older adults receiving homecare is associ-
ated with their ADL difficulties, which is reflected in the
amount (in time) of homecare they receive per week. We
categorise homecare based on the assumption that the
majority of patients receiving ≤30 min per week only The Danish Civil Registration System (CRS) contains
individual-level information on all persons residing in
Denmark [13]. The unique 10-digit identification num-
ber assigned to all Danish citizens in the CRS at birth
or immigration enables linking data from different data Elkjær et al. BMC Geriatrics (2021) 21:696 Page 3 of 9 sources. We extracted information about marital status,
age, sex and the date of death among the study popula-
tion from this database. as the primary outcome as we do not consider them to
be outpatient appointments. Secondary outcomes were
readmission within 7 days and mortality within 30, 180
and 360 days. Primary and secondary outcome variables
were assessed from the day of discharge from the index
admission. The Danish National Patient Registry (DNPR) pos-
sesses longitudinal data on inpatient and outpatient con-
tacts, as well as discharge diagnosis codes according to
the International Classification of Diseases, Revision 10
(ICD10) [14]. The DNPR was used to define the study
population and obtain information about readmission
and comorbidity. Study population From 1 December 2016 to 30 November 2017, patients
aged 65 years or above with an admission to any Dan-
ish ED were included in the study population. The study
population was extracted from the DNPR. In the DNPR,
patients are registered as inpatients or outpatients
(patient type) and as admission type, acute or planned. As a proxy for ED admissions, we included all acute inpa-
tients (admissions) with a length of stay below 48 h in the
study population. Covariables Explanatory variables were selected based on their pos-
sible influence on readmission and mortality. We used
information about the patients’ age, sex and marital sta-
tus (unmarried/married) recorded on the date of their
index admission. Disposable income was included as a
socio-economic factor. Disposable income is defined as
the amount of money a person has available to spend
and save after accounting for income tax. We calculated
the median yearly disposable income over the past 5
years up to the index admission. The updated version of
the Charlson Comorbidity Index (CCI) [18] was used to
calculate and describe the number of patients’ chronic
diseases using ICD-10 diagnoses and included both A
(primary) and B (secondary) diagnoses. All registered
diagnoses from 5 years before the index admission were
included. Since the CCI contains little to no information
about mental disorders, we used information on medi-
cal prescriptions for mental disorders at any time within Since each medical specialty, department or hospital
contact is coded as an individual contact in the DNPR,
contacts of less than 3 h apart were merged into a single
contact. An additional file shows this in more detail (see
Additional file 1). We excluded patients registered as an
acute outpatient visit only, patients living in residential
care and patients without Danish residency. The patient’s
first contact at the hospital in the study period was regis-
tered as the index admission. The follow-up periods for
the study population were 30 days regarding readmission
and 360 days regarding mortality. Statistical methods Descriptive statistics were used to report demographic
and clinical characteristics for the following categories:
all patients, patients without homecare and patients with
homecare. Categorical data were reported as frequen-
cies and continuous variables as median and interquartile
range (IQR). The distribution of data was assessed with
Q-Q plots. Differences between groups were tested with
the Wilcoxon rank sum test or Pearson’s chi-square test,
depending on the distribution of the data. The associations between received homecare and out-
comes (readmission rate on day 7 and 30 and mortal-
ity on day 30, 180 and 360) were tested using logistic
regression analyses and presented as crude ORs with
95% confidence intervals (CIs). Furthermore, the regres-
sion analyses were preformed adjusting for age, Charlson
Comorbidity Index and income (as continuous variables)
and sex, marital status and treatment for mental disor-
der (as categorical variables) and presented as adjusted
ORs with 95% CIs. Finally, a margins plot calculating
the probability for mortality and readmission within the
homecare categories from the adjusted logistic regres-
sion analysis was created. Patients who died before read-
mission were excluded from the analyses calculating the
risk of readmission. Further, we repeated all the analy-
ses excluding the months with inadequate data from the
municipalities in sensitivity analyses. All analyses were
performed using Stata version 16.1 (StataCorp, College
Station, TX, USA). P-values of < 0.05 were considered
statistically significant. Fig. 1 Flowchart of study inclusions and exclusions Fig. 1 [0–2] vs. 0 [0–1]) compared with patients who did not
receive homecare (Table 1). Further, patients receiv-
ing homecare experienced a significant increased rate
of readmission and mortality after an acute admission
(Table 1). Outcome variablesh The primary outcome was readmission, which was
defined as an acute contact, occurring within 30 days of
the day of previous discharge. We included acute outpa-
tient contacts above 6 h equal to inpatients (admissions) Elkjær et al. BMC Geriatrics (2021) 21:696 Elkjær et al. BMC Geriatrics (2021) 21:696 Elkjær et al. BMC Geriatrics (2021) 21:696 Page 4 of 9 the year before the index admission as a proxy for men-
tal disorder (yes/no). Different types of medication for
mental disorders included antipsychotics, anxiolytics,
hypnotics and sedatives, antidepressants, and medica-
tion for dementia. Psychostimulants were rarely used
(< 0.03%) and were therefore not included. Type of medi-
cation was used to describe the cohort and to compare
patients receiving homecare with patients not receiving
homecare. Type of medication was not included in the
analyses. the year before the index admission as a proxy for men-
tal disorder (yes/no). Different types of medication for
mental disorders included antipsychotics, anxiolytics,
hypnotics and sedatives, antidepressants, and medica-
tion for dementia. Psychostimulants were rarely used
(< 0.03%) and were therefore not included. Type of medi-
cation was used to describe the cohort and to compare
patients receiving homecare with patients not receiving
homecare. Type of medication was not included in the
analyses. Fig. 1 Flowchart of study inclusions and exclusions Outcomesh The distribution of the amount of homecare was as fol-
lows: 4938 patients (32%) received ≤30 min (~ practical
help), 4033 patients (26%) received ≥31 and ≤ 120 min
(~ personal care in addition to practical help) and 6660
patients (42%) received ≥121 min per week (~ dependent
on daily assistance for ADL). Participants no homecare
Aged (year)
Median (IQR)
75 (70–82)
74 (70–80)
83 (76–88)
< 0.001
Marital status (married)
43,498 (54%)
39,725 (62%)
3773 (24%)
< 0.001
Sex (female)
40,882 (51%)
30,918 (48%)
9964 (64%)
< 0.001
In treatment for mental disorders
27,517 (34%)
19,243 (30%)
8274 (53%)
< 0.001
In treatment with *
Antipsychotics
1696 (2%)
1078 (2%)
618 (4%)
< 0.001
Anxiolytics
4311 (5%)
3125 (5%)
1186 (8%)
< 0.001
Hypnotics & sedative
9069 (11%)
6740 (10%)
2329 (15%)
< 0.001
Antidepressants
6706 (8%)
4558 (7%)
2148 (14%)
< 0.001
Medicine for dementia
1272 (2%)
628 (1%)
644 (4%)
< 0.001
Income after taxes (Euro)
median (IQR)
22,162
(17,756–29,300)
22,323
(17,513–30,435)
21,801
(18,710–25,796)
< 0.001
Charlson Comorbidity Index
median (IQR)
0 (0–2)
0 (0–1)
1 (0–2)
< 0.001
0
48,548 (60%)
41,358 (64%)
7190 (46%)
1
10,066 (12%)
7414 (11%)
2652 (17%)
2
13,562 (17%)
10,418 (16%)
3144 (20%)
> 3
8341 (11%)
5696 (9%)
2645 (17%)
Mortality
< 30 days
3010 (4%)
1790 (3%)
1220 (8%)
< 0.001
< 180 days
7022 (9%)
4320 (7%)
2702 (17%)
< 0.001
< 360 days
10,191 (13%)
6.325 (10%)
3866 (25%)
< 0.001
Readmission
< 7 days
5371 (7%)
4094 (6%)
1277 (8%)
< 0.001
< 30 days
10,895 (14%)
8127 (13%)
2768 (18%)
< 0.001 Table 1 Sociodemographic characteristics of the study population Note: IQR is interquartile range and n is numbers of patients. The difference between groups was tested with the Wilcoxon rank sum test
Pearson’s chi-squared test. *Patients can appear in more than one category Table 2 Association between homecare categories and readmission
Notes: OR is the odds ratio and CI is confidence intervals. The logistic regression analyses were adjusted for age, sex, marital status, income, Charlson Comorbidity
Index and treatment for mental disorder. Participants In total, 80,517 patients were included as the study popu-
lation (Fig. 1). Among the study population, 5371 patients (7%) were
readmitted within 7 days and 10,895 patients (14%) were
readmitted within 30 days. Table 2 shows the association
between amount of homecare received and risk of read-
mission. The risk of readmission within 30 days increased
with the amount of time for which patients received
homecare; patients receiving homecare for > 120 min Among the study population, 15,631 patients (19%)
received homecare. Patients receiving homecare before
the index admission were older (median [IQR]: age 83
[76–88] vs. 74 [70–80]) years, fewer were married (24%
vs. 62%), the majority were female (64% vs. 48%), a larger
proportion received treatment for mental disorders (53%
vs. 30%), and they had a higher CCI score (median [IQR]: Elkjær et al. BMC Geriatrics (2021) 21:696 Page 5 of 9 Table 1 Sociodemographic characteristics of the study population
Note: IQR is interquartile range and n is numbers of patients. The difference between groups was tested with the Wilcoxon rank sum test (unequal distribution) or
Pearson’s chi-squared test. *Patients can appear in more than one category
Variables
All patients
N = 80,517
Patients with no
homecare
n = 64,886
Patients receiving
homecare
n = 15,631
P-value
Homecare vs. Participants Significance levels with a p-value of < 0.05 are marked with * and significance levels with a p-value of < 0.001 are marked
with**
Variables
Patients with
no homecare
Patients receiving
homecare
≤ 30 min/week
Patients receiving
homecare
> 30 to ≤120 min/week
Patients receiving
homecare
> 120 min/week
Readmission < 7 days
Crude OR (95% CI)
Adjusted OR (95% CI)
1 (ref.)
1.26 (1.13–1.40)**
1.15 (1.02–1.29)*
1.26 (1.12–1.42)**
1.13 (1.00–1.29)
1.53 (1.40–1.68) **
1.30 (1.17–1.43) **
Readmission < 30 days
Crude OR (95% CI)
Adjusted OR (95% CI)
1 (ref.)
1.41 (1.30–1.52) **
1.22 (1.12–1.31) **
1.46 (1.34–1.59) **
1.24 (1.13–1.35) **
1.82 (1.70–1.94) **
1.43 (1.33–1.54) ** CI is confidence intervals. The logistic regression analyses were adjusted for age, sex, marital status, income, Charlson Comorbidity
l disorder. Significance levels with a p-value of < 0.05 are marked with * and significance levels with a p-value of < 0.001 are marked Notes: OR is the odds ratio and CI is confidence intervals. The logistic regression analyses were adjusted for age, sex, marital status, income, Charlson Comorbidity
Index and treatment for mental disorder. Significance levels with a p-value of < 0.05 are marked with * and significance levels with a p-value of < 0.001 are marked
with** mental disorders, patients receiving homecare > 120 min
a week still had significant increased odds for readmis-
sion – OR 1.43 (95% CI: 1.33–1.54) – compared with
patients without homecare (Table 2). The increased risk a week had the highest odds for readmission – OR 1.82
(95% CI: 1.70–1.94) – compared with patients without
homecare in the crude analysis (Table 2). When adjusting
for age, sex, marital status, income, CCI and treatment for Elkjær et al. BMC Geriatrics (2021) 21:696 Elkjær et al. BMC Geriatrics (2021) 21:696 Page 6 of 9 Page 6 of 9 The sensitivity analyses excluding the months with
inadequate data from the municipalities revealed no sig-
nificance for the results regarding readmission and mor-
tality. An additional file shows this results in detail (see
Additional file 2). of readmission within 30 days among patients receiving
homecare for ≤30 min and between > 30 and ≤ 120 min
was similar to that found in the crude analysis. In the study population, 3010 (4%) patients died within
30 days, 7022 (9%) within 180 days and 10,191 (13%)
within 360 days. Participants Table 3 shows the association between
amount of homecare received and mortality. The crude
risk for 30-days mortality increased related to the amount
of time for which patients received homecare (Table 3). The patients receiving homecare for > 120 min per week
had the highest OR for 30-days mortality – OR 4.51 (95%
CI: 4.12–4.93) – when comparing the three homecare
categories (Table 3). Discussion Overall, our study showed that older adults aged 65 or
above receiving homecare within the month prior to an
ED admission were at a significantly higher risk of read-
mission and a significantly higher risk of dying compared
with older adults not receiving homecare. Although we
adjusted for explanatory variables such as comorbidity,
sex and age, receiving homecare was a strong predictor
of readmission and early death. Older adults who were
dependent on daily assistance for ADL (receiving home-
care for > 2 h) were at the highest risk among the home-
care categories. When adjusting for age, sex, marital status, income,
CCI and treatment for mental disorders, patients
receiving homecare for > 120 min per week still had an
increased OR of 2.25 (95% CI: 2.01–2.50) for 30-days
mortality compared with patients without homecare
(Table 3). Among our study population, 19% received homecare,
which was fewer than found in other studies [1, 11]; how-
ever, our study population differs because it consists of
both medical and surgical complaints and solely com-
prises short ED admissions of < 48 h. Receiving homecare was associated with an increased
probability of readmission and mortality and patient’s
receiving homecare > 120 min per week had the high-
est probability within 30 days from the day of discharge
(readmission: 21% (95% CI: 20.1–22.1) and mortality:
11% (95% CI: 10.6–12.1)). For comparison, older adults
without homecare had a probability of readmission 13%
(95% CI: 12.5–13.1) and of mortality 3% (95% CI: 2.6–2.9)
within 30 days. Mortality and homecare We found that receiving homecare was a significant pre-
dictor of the risk of dying within 30 days of discharge. Moreover, older adults receiving homecare for more than
2 h a week had a nearly fourfold risk (OR 4.5) and prob-
ability (11% vs 3%), compared with patients who did not
receive homecare. Similarly, Tanderup et al. reported that Danish medi-
cal patients receiving homecare had an increased risk of
mortality within 30 days of an acute admission, with a HR
of 2.8, compared with patients not receiving homecare
[11]. In addition, we found different risks between the
homecare groups. Older adults receiving homecare for
> 120 min a week had a significantly higher risk of mortal-
ity compared with adults receiving homecare for ≤30 min
a week (OR 4.5 vs. OR 1.7). Thus, our study contributes Readmission and homecare BMC Geriatrics (2021) 21:696 Page 7 of 9 Fig. 2 Probability for readmission and mortality within 30 days for the categories of homecare. Note: Results show probability (%) with 95% CI for
readmission and mortality within 30 days calculated from the adjusted logistic regression analyses Fig. 2 Probability for readmission and mortality within 30 days for the categories of homecare. Note: Results show probability (%) with 95% CI for
readmission and mortality within 30 days calculated from the adjusted logistic regression analyses important results to the existing knowledge since older
adults dependent on daily assistance for ADL (i.e. receiv-
ing homecare for > 2 h) have a markedly increased risk of
dying after an ED admission compared to patients with-
out homecare. (≥ 75 years) reported no significant association between
readmission and homecare [3]. However, the study from
Belgium was relatively small, with only 97 patients [3]. Our study clearly demonstrates that older adult Dan-
ish residents receiving homecare are at increased risk of
readmission following an ED admission. We adjusted for
age, comorbidities, income, sex, marital status and treat-
ment for mental disorders. However, there might be some
overlooked confounding variables not included in the
analyses affecting to which extent homecare is an inde-
pendent predictor of an increased risk of readmission. A Spanish cohort study identified male sex, comor-
bidity, hospital admission and degree of pressure ulcers
as significant predictors of mortality among older adults
receiving homecare [19]. Male sex, age and comorbid-
ity were also identified as independent predictors of
one-year mortality in the Danish population of medical
patients admitted ≥65 years [11]. We adjusted for age,
comorbidities, income, sex, marital status and treatment
for mental disorders, and when comparing the crude
and the adjusted analyses, the results indicated that
some of the selected explanatory variables influenced
the results. However, further research is required to elu-
cidate the influence of the covariables (e.g. age, sex and
comorbidity). Readmission and homecare We found that receiving homecare was a significant
predictor of readmission within 30 days of discharge. Older adults receiving homecare > 2 h per week had an
increased risk (OR 1.8) corresponding to nearly doubled
probability, compared to older adults without homecare
(21% vs 13%). When adjusting for age, sex, marital status, income,
CCI and treatment for mental disorders, patients receiv-
ing homecare for > 120 min per week had a probability for
readmission within 30 days of 17% (95% CI: 16.3–18.2)
and 5% (95% CI: 4.3–5.3) for mortality compared to a
probability of readmission of 13% (95% CI: 12.5–13) and
2% (95% CI: 2.1–2.3) of mortality within 30 days among
older adults without homecare (Fig. 2). Tanderup et al. also reported that receiving homecare
was a strong predictor of readmission among Danish
medical patients (≥ 65 years) compared with medical
patients without homecare (HR for competing risk 1.8)
[11]. In contrast, a study from Belgium of ED patients Table 3 Association between homecare categories and mortality
Notes: OR is the odds ratio and CI is confidence intervals. The logistic regression analyses were adjusted for age, sex, marital status, income, Charlson Comorbidity
Index and treatment for mental disorder. Significance levels with a p-value of < 0.05 are marked with * and significance levels with a p-value of < 0.001 are marked
with**
Variables
Patients with
no homecare
Patients receiving
homecare
≤ 30 min/week
Patients receiving
homecare
> 30 to ≤120 min/week
Patients receiving
homecare
> 120 min/week
Mortality < 30 days
Crude OR (95% CI)
Adjusted OR (95% CI)
1 (ref.)
1.72 (1.50–1.99)**
1.08 (0.92–1.26)
2.18 (1.90–2.50)**
1.26 (1.07–1.47)*
4.51 (4.12–4.93)**
2.25 (2.01–2.50)**
Mortality < 180 days
Crude OR (95% CI)
Adjusted OR (95% CI)
1 (ref.)
1.71 (1.56–1.88) **
1.08 (0.97–1.20)
2.23 (2.03–2.45)**
1.31 (1.18–1.46)**
4.48 (4.20–4.77)**
2.28 (2.11–2.46) **
Mortality < 360 days
Crude OR (95% CI)
Adjusted OR (95% CI)
1 (ref.)
1.81 (1.67–1.96)**
1.14 (1.05–1.25) *
2.34 (2.16–2.54)**
1.39 (1.27–1.52) **
4.71 (4.45–4.99)**
2.45 (2.28–2.62)** Table 3 Association between homecare categories and mortality Notes: OR is the odds ratio and CI is confidence intervals. The logistic regression analyses were adjusted for age, sex, marital status, income, Charlson Comorbidity
Index and treatment for mental disorder. Significance levels with a p-value of < 0.05 are marked with * and significance levels with a p-value of < 0.001 are marked
with** Elkjær et al. Acknowledgments g
The authors thank Andreas Kristian Pedersen, Hospital Sønderjylland, Univer-
sity Hospital of Southern Denmark, for statistical support, and Caroline Mar-
garet Moss, Hospital Sønderjylland, University Hospital of Southern Denmark,
for providing language help. Further, we thank OPEN (Odense Patient data
Explorative Network), Region of Southern Denmark, for assisting with prepar-
ing the application for the data and with data management. Our study had some limitations. As described, there
is no specific registration of ED patients and we thus
had to develop a proxy for ED admissions. This cod-
ing may have imposed a risk of misclassification bias. However, this data management method is well known
and used in other register studies [22, 23]. We included
both primary and secondary diagnoses calculating
patients CCI but did not differentiate between acute
and chronic conditions. Furthermore, lifestyle factors Abbreviations
d ED: Emergency department; ADL: Activities of daily living; DNPR: Danish
National Patient Registry; NPR: National Prescription Registry; CRS: Danish
Civil Registration System; CCI: Charlsons Comorbidity Index; IQR: Interquartile
range; CI: Confidence interval; OR: Odds ratio; HR: Hazard ratio. Clinical implications Knowledge about the risk profile of patients receiving
homecare can be used to organise and coordinate ED
care and preventative treatment. To be able to identify
patients at high risk of readmission and death will allow
health professionals to implement supportive interven-
tions to ease transfer from the ED to primary health care
and prevent unnecessary readmission and early death. Elkjær et al. BMC Geriatrics (2021) 21:696 Elkjær et al. BMC Geriatrics (2021) 21:696 Page 8 of 9 Page 8 of 9 Early follow-up visits at home after hospital discharge
can reduce preventable readmissions among geriatric
patients [6]. Combining several rehabilitative interven-
tions before discharge (individual planning, geriatric
assessment and patient education) with follow-up after
discharge may further reduce readmissions [20]. In
Denmark, information about whether patients receive
homecare or not is easy to access from the electronic
communication between the municipality and local hos-
pitals, and it is relatively reliable and requires no addi-
tional training for use. such as smoking and overweight can be confounding
factors, but was not possible to included using registry
data. Further, we used data on marital status (married/
unmarried); thus, we could not tell whether the older
adults lived with adult children or cohabitants. How-
ever, the study population was aged 65 or above, so we
assumed that relatively few persons lived together with-
out being married according Danish culture. Finally, the
Danish municipalities had months where data transfer
was inadequate due to change of registrations system;
however, we completed sensitivity analyses excluding
these months, which confirmed the robustness of our
results. A study from Canada found that older adults receiving
homecare experienced at least one care transition (moves
between care settings such as a home nursing, home and
hospital) during the last 30 days before death, and one-
fifth experienced two or more hospitalisations [21]. If this
knowledge is combined with our results demonstrating a
nearly fourfold increased risk of dying within 30 days of
discharge among older adults receiving homecare, the
ED admission may be considered a time-limited window
of opportunity to offer help to fragile patients. Strengths and limitations Our study has important strengths. This is the first
study to investigate readmission rates after a short ED
admission comparing older adult patients related to the
amount of homecare received, in a large national cohort. We used the DNPR to identify our study population
and linked the patients between the registries using the
unique 10-digit identification number. Registry data have
high completeness and validity [12–17], and to supple-
ment the CCI, we added data from the Danish NPR to
describe the patients’ mental health to obtain a complete
picture of the patients’ total comorbidities. Conclusion
h Receiving homecare prior admission was associated
with an increased risk of readmission and death follow-
ing admission to an ED for older adults aged 65 or older. Older adults who received homecare for more than 2 h a
week were at the highest risk compared with those who
received less or no homecare. Collaboration between the
ED and primary health care facility in relation to reha-
bilitation and end-of-life care is essential to improve the
quality of care for older adults who receive homecare,
particularly those receiving homecare for more than 2 h a
week, because of their increased risk of readmission and
mortality. f
We suggest increased attention given to older adults
dependent on daily assistance for ADL (receiving home-
care for > 2 h). Care interventions could include evalu-
ation of their needs and preferences for rehabilitative
interventions or end-of-life care. Whether older adults
receive homecare or not and the amount of time allo-
cated to homecare can also be used to develop a plan for
future treatment and care and ensure that collaboration
between the ED and primary health care sector focuses
on preventative interventions. Supplementary Information The online version contains supplementary material available at https://doi.
org/10.1186/s12877-021-02644-6. Additional file 1. Additional file 2. Funding
h visits for geriatric patients discharged from hospital. Eur Geriatr Med. 2018;9(5):613–21. g
The Novo Nordisk Foundation and Hospital Sønderjylland, University Hospital
of Southern Denmark, supported the study financially but were not involved
in any aspect of study design, data collection, data analysis or interpretation
of the data. 7. Fluitman KS, van Galen LS, Merten H, Rombach SM, Brabrand M, Cooksley
T, et al. Exploring the preventable causes of unplanned readmissions
using root cause analysis: coordination of care is the weakest link. Eur J
Intern Med. 2016;30:18–24. Consent for publication
Not applicable. 13. Schmidt M, Pedersen L, Sorensen HT. The Danish civil registration system
as a tool in epidemiology. Eur J Epidemiol. 2014;29(8):541–9. 14. Schmidt M, Schmidt SA, Sandegaard JL, Ehrenstein V, Pedersen L,
Sorensen HT. The Danish National Patient Registry: a review of content,
data quality, and research potential. Clin Epidemiol. 2015;7:449–90. Availability of data and materialsi 8. Gray LC, Peel NM, Costa AP, Burkett E, Dey AB, Jonsson PV, et al. Profiles
of older patients in the emergency department: findings from the
interRAI multinational emergency department study. Ann Emerg Med. 2013;62(5):467–74. The data that support the findings of this study are available from Statistics
Denmark. However, data were used under licence for the current study and
are not publicly available. 9. Ministry of Health. Healthcare in Denmark: an overview. Copenhagen:
Ministry of Health; 2017. ISBN: 978-87-7601-365-3. Declarations 10. Wilson DM, Truman CD, Hewitt JA, Els C. Are chronically ill patients
high users of homecare services in Canada? Am J Manag Care. 2015;21(10):e552–9. Competing interests The authors declare that they have no competing interests. y
15. Danish Registration of Elderly [Web Page]. Statistics Denmark 2020 [cited
2020 2108]. Available from: https://www.dst.dk/da/Statistik/dokumentat
ion/Times/aeldredokumentation. Accessed 29 Mar 2021. Author details 1 Department of Emergency Medicine, University hospital of Southern
Denmark, Kresten Philipsens Vej 15, 6200 Aabenraa, Denmark. 2 Department
of Regional Health Research, University of Southern Denmark, Odense,
Denmark. 3 Research Unit of Health Sciences, Hospital of South West Jut-
land, Esbjerg, University hospital of Southern Denmark, Esbjerg, Denmark. 4 Department of Internal Medicine, University hospital of Southern Denmark,
Aabenraa, Denmark. 5 Sygehus Sønderjylland, University hospital of Southern
Denmark, Aabenraa, Denmark. 6 Danish Hospital for Rheumatic Diseases,
University hospital of Southern Denmark, Sønderborg, Denmark. 7 Department
of Emergency Medicine, University hospital of Southern Denmark, Esbjerg,
Denmark. 8 Department of Emergency Medicine, Odense University Hospital,
Odense, Denmark. 16. Pottegard A, Schmidt SAJ, Wallach-Kildemoes H, Sorensen HT, Hallas J,
Schmidt M. Data resource profile: The Danish National Prescription Regis-
try. Int J Epidemiol. 2017;46(3):798–f. y
p
17. Baadsgaard M, Quitzau J. Danish registers on personal income and trans-
fer payments. Scand J Public Health. 2011;39(7 Suppl):103–5. 18. Quan H, Li B, Couris CM, Fushimi K, Graham P, Hider P, et al. Updating and
validating the Charlson comorbidity index and score for risk adjustment
in hospital discharge abstracts using data from 6 countries. Am J Epide-
miol. 2011;173(6):676–82. 19. Badia JG, Santos AB, Segura JCC, Terén CA, González LC, Ramírez EL, et al. Predictors of mortality among elderly dependent home care patients. BMC Health Serv Res. 2013;13(1):316. Received: 14 April 2021 Accepted: 16 November 2021 Received: 14 April 2021 Accepted: 16 November 2021 20. Åhsberg E. Discharge from hospital – a national survey of transition to
out-patient care. Scand J Caring Sci. 2019;33(2):329–35. 21. Abraham S, Menec V. Transitions between care settings at the end of life
among older homecare recipients: a population-based study. Gerontol-
ogy & geriatric medicine. 2016;2:2333721416684400. References 22. Fløjstrup M, Bogh SB, Henriksen DP, Bech M, Johnsen SP, Brabrand M. Increasing emergency hospital activity in Denmark, 2005–2016: a nation-
wide descriptive study. BMJ Open. 2020;10(2):e031409. 1. Buurman BM, Frenkel WJ, Abu-Hanna A, Parlevliet JL, de Rooij SE. Acute
and chronic diseases as part of multimorbidity in acutely hospitalized
older patients. Eur J Intern Med. 2016;27:68–75. 1. Buurman BM, Frenkel WJ, Abu-Hanna A, Parlevliet JL, de Rooij SE. Acute
and chronic diseases as part of multimorbidity in acutely hospitalized
older patients. Eur J Intern Med. 2016;27:68–75. 1. Buurman BM, Frenkel WJ, Abu-Hanna A, Parlevliet JL, de Rooij SE. Acute
and chronic diseases as part of multimorbidity in acutely hospitalized
older patients. Eur J Intern Med. 2016;27:68–75. y
23. The Danish database for acute and emergency hospital contacts. Clin
Epidemiol. 2016;8:469–74. y
23. The Danish database for acute and emergency hospital contacts. Clin
Epidemiol. 2016;8:469–74. p
2. Kennelly SP, Drumm B, Coughlan T, Collins R, O’Neill D, Romero-Ortuno R. Characteristics and outcomes of older persons attending the emergency
department: a retrospective cohort study. QJM. 2014;107(12):977–87. 2. Kennelly SP, Drumm B, Coughlan T, Collins R, O’Neill D, Romero-Ortuno R. Characteristics and outcomes of older persons attending the emergency
department: a retrospective cohort study. QJM. 2014;107(12):977–87. Authors’ contributions BG, MB, JP and ME designed the study. BG, MB and JP supervised the research
project. DLW and ME performed the preparation of data for analysis. ME ana-
lysed the data. BG, MB, JP, CBM, DLW and ME contributed to data interpreta-
tion and the manuscript. All authors provided substantial contribution revising
the manuscript critically for important intellectual content and approved the
version to be published. Page 9 of 9 Elkjær et al. BMC Geriatrics (2021) 21:696 Elkjær et al. BMC Geriatrics (2021) 21:696 Ethics approval and consent to participate The study was reported to the Danish Data Protection Agency (file no. 2008-58-0035). In accordance with Danish law, register studies are exempted
from gaining informed consent from participants. The need for formal ethi-
cal approval was waived by the Regional Scientific Ethical Committee for
the Region of Southern Denmark (file no. 20182000–68) because the study
did not involve biomedical interventions. Reporting followed the STROBE
guidelines. 11. Tanderup A, Ryg J, Rosholm JU, Lassen AT. Association between the level
of municipality healthcare services and outcome among acutely older
patients in the emergency department: a Danish population-based
cohort study. BMJ Open. 2019;9(4):e026881. 12. Thygesen LC, Daasnes C, Thaulow I, Bronnum-Hansen H. Introduction
to Danish (nationwide) registers on health and social issues: structure,
access, legislation, and archiving. Scand J Public Health. 2011;39(7
Suppl):12–6. Publisher’s Note 3. Deschodt M, Devriendt E, Sabbe M, Knockaert D, Deboutte P, Boonen S,
et al. Characteristics of older adults admitted to the emergency depart-
ment (ED) and their risk factors for ED readmission based on compre-
hensive geriatric assessment: a prospective cohort study. BMC Geriatr. 2015;15:54. 3. Deschodt M, Devriendt E, Sabbe M, Knockaert D, Deboutte P, Boonen S,
et al. Characteristics of older adults admitted to the emergency depart-
ment (ED) and their risk factors for ED readmission based on compre-
hensive geriatric assessment: a prospective cohort study. BMC Geriatr. 2015;15:54. Springer Nature remains neutral with regard to jurisdictional claims in pub-
lished maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in pub-
lished maps and institutional affiliations. 4. Klinge M, Aasbrenn M, Öztürk B, Christiansen CF, Suetta C, Pressel E, et al. Readmission of older acutely admitted medical patients after short-
term admissions in Denmark: a nationwide cohort study. BMC Geriatr. 2020;20(1):203. 4. Klinge M, Aasbrenn M, Öztürk B, Christiansen CF, Suetta C, Pressel E, et al. Readmission of older acutely admitted medical patients after short-
term admissions in Denmark: a nationwide cohort study. BMC Geriatr. 2020;20(1):203. 5. Fløjstrup M, Henriksen DP, Brabrand M. An acute hospital admission
greatly increases one year mortality – getting sick and ending up in hos-
pital is bad for you: a multicentre retrospective cohort study. Eur J Intern
Med. 2017;45:5–7. 6. Pedersen LH, Brynningsen P, Foss CH, Gregersen M, Barat I, Damsgaard
EM. Avoidable readmissions seem to be reduced by early follow-up 6. Pedersen LH, Brynningsen P, Foss CH, Gregersen M, Barat I, Damsgaard
EM. Avoidable readmissions seem to be reduced by early follow-up
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Estudio contrastivo sobre los adverbios de actos de habla en español y sus paralelos en chino: una perspectiva de semántica de eventos
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ARTÍCULOS
Círculo de Lingüística Aplicada a la Comunicación
ISSN: 1576-4737
http://dx.doi.org/10.5209/CLAC.65657
Estudio contrastivo sobre los adverbios de actos de habla en español y
sus paralelos en chino: una perspectiva de semántica de eventos
Chen Chen 陈晨1
Recibido: 28 de mayo de 2019 / Aceptado: 17 de junio de 2019
Resumen. El presente estudio, basado en la semántica de eventos, profundiza en la diferencia de los
recursos lingüísticos utilizados en español y chino para expresar las semánticas conceptuales de eventos
de actos de habla con orientación hacia emisor o receptor, y observa la evolución diacrónica de los
adverbios de actos de habla española y sus paralelos en chino, con el fin de descubrir la motivación de la
diferencia inter-lingüística de las dos lenguas en contraste. El desarrollo diacrónico de los adverbios de
actos de habla en español y sus paralelos en chino muestra un patrón de evolución similar, pero las dos
expresiones en las dos lenguas, en contraste, se encuentran en diferentes etapas de lexicalización. La
razón de la diferencia del grado de lexicalización podría ser, que los dos idiomas son morfológicamente
diferentes. El español, rico en aspectos morfológicos, es más capaz de combinar varias semánticas de
eventos mediante recursos léxicos; los adverbios se encargan de la proyección de eventos de actos de
habla a la estructura superficial, pues, otras constituyentes semánticas conceptuales no necesitan
obligatoriamente presentarse, y especialmente, la entidad semántica de los verbos enunciados se puede
codificar implícitamente. Mientras el chino, como es una lengua que carece de aspectos morfológicos,
tiene que recurrir a los recursos sintácticos para codificar el mismo concepto de evento, las
constituyentes semánticas y, sobre todo, los verbos enunciados tienen que ser proyectados
explícitamente en la estructura superficial. Nuestro trabajo también pone de manifiesto la viabilidad y la
efectividad de la estructura conceptual compartida por las dos lenguas en contraste, que sirve como
tertium comparationis en el estudio inter-lingüístico y abre una nueva perspectiva del análisis contrastivo
entre los dos idiomas tipológicamente diferentes como el español y el chino.
Palabras clave: adverbios de actos de habla, evento de semánticas, semántica conceptual, verbo
enunciativo, lexicalización
[en] A contrastive study on the Speech-act Adverbs in Spanish and its
parallels in Chinese: An Event Semantics perspective
Abstract. The present study, based on the semantics of events, delves into the difference of the
linguistic resources used in Spanish and Chinese to express the conceptual semantics of events of speech
acts oriented towards transmitter or receiver, and observes the diachronic evolution of adverbs of
Spanish-speaking acts and their parallels in Chinese, in order to discover the motivation of the interlinguistic difference of the two languages in contrast. The diachronic development of adverbs of speech
acts in Spanish and their parallels in Chinese shows a similar pattern of evolution, but the two
expressions in the two languages, in contrast, are in different stages of lexicalization. The reason for the
difference in the degree of lexicalization could be that the two languages are morphologically different.
Spanish, rich in morphological aspects, is more capable of combining several semantics of events
through lexical resources; Adverbs are responsible for the projection of events of speech acts to the
_____________
1
Xiangtan University 湘潭大学 (China)/Instituto Confucio de la Universidad de León (Spain).
Correo electrónico: cche@unileon.es/ chenchenleon@163.com
CLAC 79: 217-256
217
218
Chen, C 陈晨. CLAC 79 2019: 217-256
surface structure, because other conceptual semantic constituents do not necessarily need to be
presented, and especially, the semantic entity of the verbs enunciated can be encoded implicitly. While
Chinese, as it is a language that lacks morphological aspects and therefore it has to resort to syntactic
resources to encode the same concept of event, the semantic constituents and, above all, the enunciated
verbs have to be explicitly projected in the surface structure. Our work also highlights the feasibility and
effectiveness of the conceptual structure shared by the two contrasting languages, which serves as
tertium comparationis in inter-linguistic study and opens a new perspective of contrastive analysis
between the two typologically different languages such as the Spanish and Chinese.
Keywords: adverbs of speech acts, semantic event, conceptual semantics, verb of speaking,
lexicalization
[ch] 西班牙语“言说行为副词”与其在汉语中对应表达的对比研究: 基
于事件语义学的视角
提要:本文基于事件语义学的视角,以西班牙语“言说行为副词”及其在汉语中的对应表达为
研究对象, 分析两者在语言表达方式上的差异,从历时角度考察了西汉语中言说行为表达的词
汇化和语法化过程,探究西汉语中言说行为表达方式差异的内在成因。西班牙语“言说行为
副词”及其在汉语中的对应表达的历时演化路径相似,但词汇化程度不一致,其主要成因在
于汉西两种语言的形态类型不同: 西班牙语的形态变化相对丰富,“言说行为副词”词汇化程
度较高,具备融合言说事件语义信息成分的能力,将言说行为事件投射到句法表层结构,其
他语义概念信息在语言表层则不必显性编码。与西班牙语相比,汉语形态手段不发达,言说
行为表达手段的词汇化程度较低,词汇融合言说事件语义能力较弱。因此,汉语更倾向于将
言说事件中各语义元素组合起来表达,其他语义概念信息尤其是言说动词在语言表层必须显
性编码。另外,本文还强调了概念语义结构在跨语言对比研究中的有效性和可行性,将西汉
语中共享的概念语义结构作为语际对比的基础,能为西班牙语和汉语这两种不同语言类型的
对比分析开辟新的研究视角。
关键词: 言说行为副词,事件语义学,概念语义,言说动词,词汇化
Cómo citar: Chen, Chen 陈晨 (2019). Estudio contrastivo sobre los adverbios de actos de habla en
español y sus paralelos en chino: una perspectiva de semántica de eventos. Círculo de Lingüística
Aplicada a la Comunicación 79, 217-256, http://dx.doi.org/10.5209/CLAC.65657
Índice. 1. Introducción. 2. Tertium comparationis y perspectiva del análisis. 2.1 Tertium
comparationis: Estructura conceptual. 2.2 Perspectiva del análisis: Teoría semántica de eventos.
2.3 Semántica de eventos de los actos de habla en español. 3. Los recursos lingüísticos asumidos
como los paralelos de los AAHs españoles en chino. 3.1 Las consultas de las posibles EAHs en el
corpus CCL. 3.2 Clasificación de las EAHs en chino. 4. Análisis y observaciones. 4.1 Las
correspondencias entre los AAHs y las EAHs no son bilaterales. 4.2 Dos tipos de recursos
lingüísticos: recursos léxicos versus recursos sintácticos. 5. Evolución de los AAHs y las EAHs en las
dos lenguas en contraste. 5.1 Evolución de los AAHs en español. 5.2 Evolución de las EAHs en
chino. 6. Conclusiones. Agradecimientos. Bibliografía. Anexo 1. Anexo 2.
1. Introducción
En español los adverbios oracionales francamente, sinceramente, honestamente,
honradamente pueden ser interpretados como adverbios de actos de habla (en
adelante, AAHs). Los adverbios oracionales que nos ocupamos en el presente trabajo,
que han recibido denominaciones muy diversas en la bibliografía: adverbios
orientados hacia el hablante Jackendoff (1972), Dik, Hengeveld, Vester y Vet (1990),
Ernst (2002), adverbios parentéticos, Bartsch (1976); adverbios performativos,
Borillo (1976), Egea (1979); modalizadores de la enunciación, Nef y Nølke (1982) ;
Chen, C. 陈晨 CLAC 79 2019: 217-256
219
adverbios pragmáticos, Bellert(1977), Conte (1988) ; adverbios disjuntos de estilo,
Greenbaum (1969), Quirk y otros (1985), Schreiber (1972), Koktová (1986) ;
cualificadores del decir, Kovacci (1986) ; adverbios de enunciación, Conte (1987),
Ducrot (1980), Berrendonner (1987), Fuentes (1991), González (1997) ; adverbios de
acto lingüístico, Lonzi (1991); adverbios ilocutivos, Wilson y Sperber(1993),
Nøjgaard (1992, 1995, 1995) ; satélites ilocutivos, Dik (1989, 1997a, 1997b) ;
adverbios de manera del decir, Rodríguez Ramalle (2003) ; adverbios orientados
hacia el emisor o el receptor, Kovacci (1999) , Torner Castell (2005). En el presente
trabajo nosotros tomamos la denominación de Lonzi (1995), Cinque (1999) y San
(2012): adverbios de actos de habla. Generalmente, los AAHs se orientan hacia el
hablante/emisor del enunciado en contextos declarativos, ocupan posiciones
periféricas con respecto a la predicación oracional, su semántica conceptual
(Jackendoff 1997) se puede parafrasear como: indicar una evaluación del
hablante/emisor sobre su propia actitud en cuanto enunciador, la actitud del
hablante/emisor ante lo que dice. Se trata de un grupo relativamente exiguo, que en
español cuenta tan sólo con cuatro unidades que acabamos de mencionar, y están
derivados de los siguientes cuatro adjetivos: franco, sincero, honesto, honrado.
El uso que de este grupo de adverbios son esperables, en función del significado
que poseen los adjetivos con que se forman. En primer lugar, todos ellos presentan
lecturas oracionales en las que se orientan hacia el hablante/emisor:
(1) Con que fuimos viendo todos los cuadros, y yo, francamente, no encontraba
ninguno en que pudieras estar tú. (Hidalgo Manuel, Azucena, que juega al tenis,
1988)
(2) Yo, sinceramente, creo que ya ha llegado el momento de que se largue.
(VV.AA. El club de la Comedia Presenta Ventajas de ser incompetente y otros
monólogos de humor,2001)
(3) Si tengo que elegir, prefiero cazar vampiros, honestamente, aunque todavía
siento el sofoco que me provocaban los corsés. (Fotogramas nº 1921, 11/2003)
(4) Y creo, honradamente, que los dos diarios tienen su parte de razón. (El
Mundo, 25/05/1996)
Paralelamente a este uso, los AAHs también pueden orientarse hacia el
oyente/receptor en contextos interrogativos o imperativos. Esto ocurre cuando, en un
turno de habla, un hablante pide o espera una respuesta del oyente/receptor y le
solicita que en ésta tenga la actitud denotada por el adverbio:
(5) {Francamente / honestamente / honradamente / sinceramente}, ¿crees que
esto es así? (Sergi 2005)
(6) {Francamente / honestamente / honradamente / sinceramente}, dime qué
opinas. (Sergi 2005)
En concreto, al orientarse hacia el hablante/emisor, los AAHs ponen de relieve que
este se compromete a cumplir la cualidad denotada por su base adjetiva a la hora de
proferir el enunciado. Si se orientan hacia el oyente/receptor, el hablante/emisor
exige a su interlocutor que cumpla la misma condición al responder (San,2012). De
hecho, los adverbios francamente, sinceramente, honestamente, honradamente no
solo aparecen como modificadores de actos de habla, sino también pueden actuar
como adverbios de manera orientados al sujeto. Véase los ejemplos de (7) a (8).
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220
(7) María respondió francamente que todo había sido mentira. (Rodríguez 2003)
(8) María honestamente devolvió todo el dinero. (Rodríguez 2003)
No es casual que existe la relación entre los adverbios de manera orientados al sujeto
y los AAHs orientados hacia el responsable de la enunciación, ya que las mismas
bases adjetivas franco, sincero, honesto, honrado pueden intervenir en la formación
de ambos adverbios, predicándose a los individuos en relación a la acción que
realizan y, por lo tanto, estos pueden llegar a expresar propiedades en las acciones
que realiza un individuo.
Cabe citar, los adverbios brevemente, sencillamente, escuetamente, que
caracterizan la forma en que expresa la proposición mediante su uso metalingüístico
(Bellert 1977), y que pueden considerarse como otro tipo de AAHs, pero no forman
parte del objetivo del presente estudio.
En el presente trabajo delimitamos estrictamente el empleo del término
orientación en el sentido que lo mencionábamos antes y resumimos las
clasificaciones y características de los AAHs en español en la tabla 1:
Los
AAHs en
español
Grupos de
adverbios
Contexto en lo que
aparecen
Semántica conceptual
A. Orientación
hacia el
emisor/hablante
Los contextos
declarativos
Indican una evaluación del hablante/emisor
sobre su propia actitud en cuanto
enunciador, la actitud del hablante/emisor
ante lo que dice.
B. Orientación
hacia el
receptor/oyente
Los contextos
interrogativos o
imperativos
El hablante/emisor pide o espera una
respuesta del oyente/receptor y le solicita
que en ésta tenga la actitud denotada por el
adverbio.
Tabla 1: Clasificaciones y características de los AAHs en español
En cuanto al chino, nos llaman la atención varios fenómenos lingüísticos. En
primer lugar, curiosamente, no encontramos los denominados adverbios de actos de
habla (Zhang 2000). Las expresiones subrayadas en los ejemplos (9) a (13) no son
correctas en chino:
(9) *坦率地 (Franco DE) ,……。
(10) *坦白(地) (Franco DE) ,……。
(11) *真诚地 (Sincero DE) ,……。
(12) *诚实地 (Honesto DE) ,……。
(13) *老实(地) (Honrado/Honesto/Sincero/Franco DE) ,……。
Generalmente, los elementos adjetivos 坦率, 坦白, 真诚, 诚实, 老实 no se usan
independientes, sino que se suelen combinar con los verbos enunciativos como 说
o 讲 (decir o contar), formándose una estructura ¨Adverbio + [ 地 ] + verbo
enunciativo ¨. En tal estructura, puede aparecer la partícula 地 (DE); pero es
evidente que las partículas estructurales ¨的¨ y ¨地¨(DE) tienen unas peculiaridades
sintácticas que hacen que se siga discutiendo sobre si se trata ¨的¨ y ¨地¨ de la
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221
misma partícula o se trata ¨的¨ como marcador de modificador adjetival y ¨地¨ de
marcador de modificador adverbial (Lu 1963, 1983; Lyu 1981, 2002; Zhang 2010,
2012; Chen 2016; Yang 2017).
Aceptamos la explicación que propone Lyu (2002) para la elección de una
misma partícula y no de dos partículas distintas, la aclaración es la siguiente:
La distinción de 的/地 no apareció hasta la época del Movimiento del Cuatro
de Mayo cuando se introdujeron muchas obras literarias extranjeras. Los
traductores descubrieron que en idiomas como inglés y francés la distinción
entre el adjetivo y el adverbio se representaba en el sufijo e intentaron mostrar
en el texto traducido al chino la distinción con 的 y 地 (Lyu, 1981).
En realidad, 的 y 地 son una misma palabra, y no se pueden utilizar para
calificar las categorías gramaticales de palabra en función de las dos formas de
escritura. Si por una parte se dice que se escribe 的 porque es adjetivo, mientras
se escribe 地 porque es adverbio, pero a su vez, se dice que es adjetivo porque
se escribe 的 mientras es adverbio porque se escribe 地, caeremos en una
petición de principio (Lyu, 2002).
Además, según los datos de la frecuencia de uso de las dos palabras 的 y 地 en el
corpus de CCL, también se indica que en la lengua moderna china no es
compatible con la idea de que las dos palabras son completamente diferentes
(Zhang 2000,2012).
Hay que sumar a este factor, el hecho de que 的 y 地 son una misma palabra, es
muy importante, según Yang (2017), poder calificar la categoría gramatical de los
elementos coordinados de DE. Pues, en dicha construcción verbal ¨Adverbio + [DE]
+ verbo enunciativo ¨, las palabras 坦率, 坦白, 真诚, 诚实, 老实 son originalmente
adjetivos que se convierten en adverbios al indicarnos la actitud del
hablante/emisor ante lo que dice, o hacia lo que se requiere al oyente/receptor en el
turno siguiente. Este es el caso de los llamados ¨adjetivos adverbializados¨. En
español, estos adjetivos ‘adverbializados’ pueden ser reemplazados por adverbios
terminados en –mente, han sido dominados por ¨adverbios adjetivales¨. Para saber
más sobre su definición se recomienda la lectura del trabajo de Kovacci (1999). Por
lo tanto, a nuestro juicio, será razonable que modifiquemos la denominación de
dicha construcción por ¨Adjetivo adverbializado + [DE] + verbo enunciativo ¨ que
se refleja claramente las funciones gramaticales de los constituyentes de los
adjetivos adverbializados y estatus sintáctica de la partícula estructural DE en ella.
Véase los ejemplos de (14) a (15).
(14) 坦率地讲,我认为这完全是偶合。 (CCL de chino moderno)
Glosa: Franco DE decir, yo creer esto en absoluto es coincidencia.
Trad.: Francamente, creo que esto es pura coincidencia.
(15) 老实说,你想不想出去看看? (CCL de chino moderno)
Glosa: Honesto [DE] decir, ¿tú querer no querer salir y ver?
Trad.: Honestamente/Francamente, ¿si quieres o no salir a ver mundo?
Como se observa en los datos españoles (1) y (6) y los datos chinos (14) y (15), se
nota otra diferencia, destacando los comportamientos sintácticos de los enunciados:
en las oraciones chinas se presentan sintácticamente los verbos enunciativos,
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mientras que, en español, no aparecen. Dejaremos, sin embargo, este tema aquí,
puesto que de los verbos enunciativos vamos a ocuparnos en el apartado 3.
Con todo esto, hemos ido viendo como surgen algunas dudas o preguntas sobre los
fenómenos lingüísticos de las dos lenguas que se nos muestran arriba, por ello, nos
preguntamos lo siguiente:
a) La comparación total o parcial entre dos lenguas distintas exige la existencia
de un terreno común que la haga posible. Es lo que se conoce como tertium
comparationis: the common ground on which two languages can be compared
to be able to establish (dis)similarities” (Ebelin 1998). Por tanto, ¿Cuál sería el
tertium comparationis de los AAHs en español y las EAHs en chino? Dado que,
aunque las dos expresiones en las dos lenguas son semánticamente equivalentes,
son sintácticamente diferentes.
b) Si en chino no se dispone de los AAHs, ¿cuáles son las posibles expresiones
de actos de habla (en adelante, las EAHs) del chino? Es decir, creemos que los
recursos lingüísticos típicos para la expresión de determinadas semánticas
conceptuales de actos de habla son distintos en las dos lenguas analizadas,
¿Cuáles son los recursos más representativos en chino?
c) ¿Por qué en las EAHs se representan los verbos enunciativos, pero en español
no se representan sintácticamente? En otros términos, ¿Por qué la entidad
semántica de los verbos enunciados se puede codificar implícitamente en
español y mientras, los verbos como ''说/讲/告诉(decir/hablar/contar)'' se deben
codificar explícitamente en chino? ¿Por qué la lengua española tiene capacidad
de proyectar la semántica conceptual del evento de actos de habla mediante
recursos léxicos, mientras que la lengua china dependería más de recursos
sintácticos?
d) ¿Tiene que ver esta diferencia intre-lingüística con la tipología morfológica?
¿Han alcanzado estos recursos lingüísticos el mismo grado de lexicalización en
las dos lenguas en contraste?
Con el propósito de responder a tales interrogantes, primero hay que determinar
cuál es el tertium comparationis (en adelante, TC) del presente análisis contrastivo
acerca de los distintos recursos lingüísticos en español y chino; para ello
recurriremos a la hipótesis de la Semántica Conceptual (en adelante, SC)
desarrollada por Jackendoff (1983, 1990, 2002, 2007 y 2010) y Pinker (1989) y
Pustejovsky (1995), que se centra en el estudio de la interfaz entra la semántica y
sintáctica. Ellos proponen la existencia de una Estructura Conceptual (en adelante,
EC), que es innata y común a todas las lenguas. Tomaremos como el TC la EC para
desarrollar la comparación entre dos lenguas analizadas. Para describir e interpretar
directamente de la EC de eventos de actos de habla en las dos lenguas analizadas,
acudiremos a la teoría semántica de eventos propuesta por Davidson (1967) y
desarrollada por Parsons (1990).
Para proceder al análisis de la distribución sincrónica y la evolución diacronía
de los AAHs y las EAHs, hemos acudido a tres corpus masivos: el Corpus de
Referencia del Español Actual (CREA) y Corpus de Referencia Diacrónico del
Español (CORDE) y Corpus del Centro de Investigación de la Lingüística China
de la Universidad de Pekín (CCL/北京大学中国语言学研究中心语料库). El
Corpus de CCL consta del corpus de chino moderno, el corpus de chino clásico y el
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corpus bilingüe chino-inglés. En el presente trabajo, consultaremos al corpus de
chino moderno y el clásico. Cabe mencionar, que el trabajo con el corpus requiere
un ¨factor humano¨, ya que las búsquedas de tales corpus, deben revisarse
manualmente, tanto por los errores en el etiquetado, que se producen de forma
automática, como para evitar que haya secuencias que no se corresponden con las
que buscamos (se detallará más adelante, en el apartado 3). Aparte de los corpus,
los ejemplos de obras de otros autores también nos servirán de orientación útil para
nuestro análisis.
El trabajo está organizado del siguiente modo. En el apartado 2 se introduce el
TC y la perspectiva del análisis del presente trabajo, con el fin de construir la forma
lógica de la EC de eventos de actos habla en español. En el apartado 3, basándose
en las representaciones obtenidas en el anterior apartado, se trata de deducir las
posibles expresiones de actos de habla en chino mediante la consulta avanzada o
compleja en el corpus CCL. En el apartado 4, se analizan las correspondencias
entre los AAHs y las EAHs y las diferencias de recursos lingüísticos utilizados en
las dos lenguas en contraste. En el apartado 5, se observa la evolución diacrónica
de los AAHs y las EAHs. Y finalmente en el último apartado se presentan las
conclusiones del estudio.
2. Tertium comparationis y perspectiva del análisis
2.1. El TC: Estructura conceptual
Tekin (2012) tiende a interpretar el TC como características universales, como se
puede leer en la siguiente cita:
“...was kann dann als t.c. angesetzt werden? Was ist allen Sprachen gemeinsam,
oder besser gefragt: Was die Vereinigungsmenge von Sprachen? ” (Tekin 2012,
énfasis: ÖT)
¿...qué podría entonces aplicarse como el tertium comparationis? ¿Qué tienen
todas las lenguas en común, o mejor aún: ¿cuál sería el conjunto en común de
las lenguas?” (Tekin 2012, énfasis: ÖT, traducción: ARGT)
Determinar cuál es el TC de un análisis contrastivo es uno de los principales
quebraderos de cabeza de este campo. Todo estudio contrastivo tiene que abordarse
desde algún modelo teórico. El estructuralismo toma como el TC la
correspondencia formal, en otras palabras, la estructura superficial en términos de
Chomsky (1957). Sin embargo, como argumenta Krzeszowski (1984), si solo se
tiene en cuenta el criterio formal, no sería posible realizar la comparación de un
recurso lingüístico de una lengua que no tiene su equivalente (formal) en otra
lengua. El generativismo propone como el TC la equivalencia en el nivel de la
estructura profunda, ¨equivalent constructions have identical deep structures even if
on the surface they are markedly different. ¨ (Krzeszowski 1971). Pero la estructura
profunda recupera solo el significado proposicional que solo es una parte del
significado de una expresión lingüística determinada (Halliday 1973, 1975), y no
proporciona un equivalente semántico adecuado que pueda usarse como el TC.
Para determinar cuál es el TC del presente análisis contrastivo acerca de los
distintos recursos lingüísticos en español y chino, recurriremos a la hipótesis de SC,
que es una de las propuestas semánticas más importantes de la gramática de los
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últimos años, donde plantea el léxico como un componente independiente, con sus
propios principios, que interactúa con la sintaxis. Es decir, la teoría SC radica en
estudiar la forma en que los conceptos, pensamientos o ideas se expresan en la
sintaxis del lenguaje natural, explora las relaciones existentes entre la semántica
léxica y la sintaxis desde un punto de vista semántico-céntrico, nos es
especialmente útil porque permite establecer qué aspectos estructurales de
significado comparten las unidades léxicas semánticamente relacionadas (Lieber
1992, Plag 1999, Gràcia et al, 2000). Los problemas que plantea la creatividad del
lenguaje y su adquisición, sobre los que se fundamenta la teoría sintáctica
generativista, se reflejan de igual manera en el dominio de la semántica conceptual.
Jackendoff (1983, 1987, 1990) justifica la existencia de una representación
mental, denominada estructura conceptual (en adelante, EC), que ejemplifica los
significados de las oraciones y sirve como base formal para la inferencia y la
conexión con el conocimiento, así como de la percepción mundial, que sería innata
y común a todas las lenguas y que sirve como la “sintaxis del pensamiento”
(Jackendoff 2010: 7). La hipótesis central de la SC es que, el inventario de
conceptos léxicos, potencialmente infinito, se construye a partir de una base innata
de conceptos posibles, que han de ser codificados por una mente finita. Esto nos
lleva forzosamente a la hipótesis de que la base innata de conceptos, consiste en un
conjunto de principios generativos: un conjunto de elementos primitivos y
principios combinatorios que determinan el conjunto de conceptos léxicos.
Figura 1. Relación inherente de Primitivos conceptuales, Semánticas conceptuales,
Estructura conceptual y Estructura sintáctica, tomado y adoptado de Jackendoff (2010)
A la vista de Figura 1, comprendemos rápidamente que la EC estaría en
correspondencia con unas ciertas reglas de formación, por un lado, con otros tipos
de representación mental (sistemas visual, auditorio, motor, etc.) por el medio de
los principios de proyección (mapping), y por otro, con el componente sintáctico
del lenguaje.
Cabe preguntarse, ¿cómo se forma la EC y dónde situamos la EC?
Jackendoff (1983, 1990) postula que los primitivos conceptuales que forman
parte del pensamiento, son iguales en todas las lenguas, por lo que cabe
considerarlos una especie de principios de clasificación del mundo, categorías
ontológicas que no son estrictamente lingüísticas. Para este autor, existe en el
análisis semántico un conjunto de categorías, que él denomina las “partes del
habla conceptuales”, tales como Cosa, Evento, Estado, Acción, Lugar, Camino,
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Propiedad y Cantidad. Dichos primitivos conceptuales pueden formar las ECs
mediante unas ciertas reglas de formación, las cuales corresponden a las
estructuras sintácticas. Cada constituyente sintáctico (exceptuando expletivos
vacíos, como it y there) se proyecta en uno conceptual, pues muchos
constituyentes conceptuales se encuentran contenidos dentro de las piezas
léxicas. Véase el ejemplo (16):
(16) Juan corrió hacia la casa. (Jackendoff 1991)
En esta oración, Juan y casa corresponden al constituyente Cosa, el sintagma
prepositivo hacia la casa indica un Camino, y la oración completa es un Evento. El
componente Camino no aparece en correr, pero si en adentrarse, que además iría
sujeto a un sintagma prepositivo indicativo de Lugar. Así, Jackendoff propone que
las ECs son previas a la sintaxis. Las reglas de correspondencia deben ir de una EC
universal a una sintaxis particular de una lengua, es decir, la sintaxis resulta de la
proyección de las ECs.
Concretamente, resumimos abajo las ideas básicas de la hipótesis SC que están
relacionadas con el presente trabajo:
a) Los primitivos conceptuales son innatos y tienen características universales
en el cerebro humano, forman parte del pensamiento y de las semánticas
conceptuales.
b) Mediante unas ciertas reglas de formación, las semánticas conceptuales
conectan con las ECs, que serán compartidas tanto por la lengua española como
por la lengua china.
c) Las ECs compartidas son innatas y comunes en las dos lenguas en contraste y
éstas sirven como “sintaxis del pensamiento”, corresponden a la estructura
sintáctica a través de los principios de proyección.
d) La EC es una estructura sintáctica más rica y está proyectada selectivamente
en la estructura sintáctica superficial.
Observando este último punto, nos damos en cuenta que tanto en el nivel
intralingüístico como en el inter-lingüístico la correspondencia entre el significado
y la forma es one to many (Chesterman1998).
En cuanto al nivel intralingüístico, hay que saber que una misma lengua cuenta
con múltiples posibilidades para expresar y realizar la proyección de un
determinado semántico conceptual, siendo unas más típicas o más predominantes
que otras. Por ejemplo, para realizar la proyección de un semántico conceptual de
acto de habla en español, a su vez aparte de los AAHs, también se acuden a otros
recursos lingüísticos:
a) Adverbios: francamente, sinceramente, honestamente, honradamente;
b) Otras expresiones adverbiales equivalentes: con (toda) franqueza, con
sinceridad, en confianza, etc.;
c) Cláusula: (Te) digo francamente / sinceramente / honestamente /
honradamente/, (Yo) Soy franco/sincero/ honesto/honrado al decirte, etc.;
Dado que el presente trabajo está enfocado en la investigación de los AAHs, no se
va a detallar acerca del análisis de otras expresiones de actos de habla en español.
(Véase el anexo 1.)
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Por otro lado, al tratarlo a nivel inter-lingüístico, y dado que, en las dos
lenguas en contraste, tanto el español como el chino, los AAHs y las EAHs que
nos ocupan en el presente trabajo poseen las mismas semánticas conceptuales y
comparten la misma EC, pero difieren en los recursos lingüísticos concretos
para realizar la proyección en las estructuras sintácticas superficiales;
tomaremos como el TC la equivalencia en el nivel de la EC, y a partir de allí,
analizaremos las diferencias y semejanzas de las expresiones de actos de habla
en ambas lenguas.
2.2. Perspectiva del análisis: Teoría semántica de eventos
Según Qin y Wang (2012), Kong (2014), la semántica de eventos es una forma
directa y efectiva de describir e interpretar la EC de la lengua, su forma lógica tiene
características universales e intre-lingüísticas, que pueden mostrar de manera
lógica y profunda la concordancia de los constituyentes semánticos conceptuales de
la EC y la correspondencia entre los constituyentes semánticos conceptuales de la
EC, así como también, los constituyentes sintácticos de la estructura superficial ,
tal y como se observará más adelante.
El término evento fue por primera vez utilizado en el campo de la filosofía.
Davidson (1967) es considerado como el primer autor en proponerlo en el campo
del análisis de la semántica de eventos (en adelante SE). En su clásico trabajo The
Logical Form of Action Sentences, Davidson (1967) propuso la existencia de una
variable de evento o argumento davidsoniano presente en la estructura argumental
de ciertos verbos. El término evento, que se considera como una entidad lingüística
y un argumento adicional(x) de los otros predicados (agente, paciente, tema…),
como se recoge en la cita a continuación:
The basic idea is that verbs of action-verbs that say ´what someone did´-should
be construed as containing a place, for singular terms or variables, that they do
not appear to. For example, we would normally suppose that ´Shem kicked
Shaun´ consists in two names and a two-place predicate. I suggest, though, that
we think of ´ kicked´ as a three-place predicate. This third argument is the event
(Davidson, 1967: 118).
Así, la representación de ES de la forma lógica de la oración ¨Pedro pateó a Juan
(Shem kicked Shaun) ¨ será:
(17) (∃x) (Pateó a (pedro, Juan x))
Davidson trata el evento como un elemento que contribuye a la forma lógica de una
oración, en el ejemplo (17), concretamente, como un argumento adicional (x)
paralelo a los otros dos argumentos (Pedro, Juan).
De acuerdo con este análisis, los predicados poseen un argumento extra dentro
de su estructura argumental reservado para el evento. Así, la entrada léxica de un
verbo como morir será (+V, -N, <1, e>), donde se representa la posición de evento.
La representación de la forma lógica de la oración en la que se proyecte este
predicado como Cesar murió será:
(18) (∃e) [morir(e) & Objeto (e, x)]
La interpretación (18) es ¨existe un e, tal que se denota un evento de morir, en el
que x es el objeto de e y x es César¨. En esta representación, el argumento
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seleccionado por el predicado principal se relaciona con el verbo indirectamente, a
través del vínculo que se establece entre el evento y los participantes que
intervienen en él.
El análisis de Davidson se basa en la idea de que la información eventiva,
está representada en la estructura argumental de los verbos que denotan acción
mediante una posición de argumento e implica que hay que introducir ¨los
eventos como entidades acerca de las cuales se puede decir un número
indefinido de cosas¨ (Davidson 1967: 119-120). Dicho análisis es dominado por
Análisis Davidsoniano y ha sido profundizado por Parsons. Además de incluir
un argumento de evento, Parsons (1990) también asigna papel temático a los
argumentos en función de ese argumento evento. En el trabajo de Parsons
(1990), el autor introduce 6 tipos de papeles temáticos que un Sintagma
Nominal (SN) puede desempeñar en inglés, que son: Agente, Tema, Meta,
Benefactivo, Instrumento, y Experimentes. Según Parsons, la forma lógica de
ES de la oración como:
(19) Brutus apuñaló a César por la espalda con un cuchillo.
Se puede interpretar como:
(20) (∃e) (Apuñalar (e) & Pasado (e) & Agente (e, Brutus) & Tema (e, César) &
por la espalda (e) & con un cuchillo (e)).
La interpretación (20) es ¨existe un evento de apuñalar en el que Brutus es el
agente, César el paciente, se realizó por la espalda y con un cuchillo¨.
El análisis de la estructura de los predicados de Parson ha sido dominado por
el ¨Análisis Neo-Davidsoniano¨ y una de las ventajas de dicho análisis reside en
que nos permite explicar las implicaciones que dan lugar los adverbios. Por
ejemplo, La forma lógica de ES de la oración ¨Brutus mató a Cécar violentamente¨
se expresaría de la siguiente manera:
(21) (∃e) (Apuñalar (e) & Pasado (e) & Agente (e, Brutus) & Tema (e, César) &
Adj (e, violento)).
En líneas generales, Higginbotham (1985) y (1989) sigue al Análisis Davidsoniano
y Análisis Neo-Davidsoniano. En lo que respecta a la modificación adverbial,
según Higginbotham (1989:476), está puede integrarse en el proceso de
identificación temática, uno de los cuatro modos de descarga temática que propone
él mismo. Véase un ejemplo de los adverbios modificadores del predicado.
(22) María se resbaló fatalmente. (Cresswell 1985)
Higginbotham (1989:476) propone que el adverbio fatalmente posee una red
temática propia con dos posiciones <1,2>, heredada del adjetivo base, fatal, en la
que posición 1 es un evento que se identifica con la posición E de evento del
predicado principal; mientras que la posición 2 se refiere al sujeto de la predicación
María y se identifica con la posición temática 1 del predicado principal:
(23) [V´ [fatalmente (1, 2)] [V´ resbaló (1, E]]
El resultado de estas relaciones de identificación es una interpretación representada
por la ES siguiente:
(24) a. ∃e [resbaló (María, e) & fatal (e, María)]
228
Chen, C 陈晨. CLAC 79 2019: 217-256
La interpretación de (24) es ¨ existe un evento (e) de resbalarse María, tal que fue
fatal para María¨.
Los adverbios oracionales han sido analizados generalmente como operadores
(Thomason y Stalnaker, 1973; Cresswell, 1985; Espinal, 1985 y 1987; Parsons,
1990:8). Según Higginbotham (1988), la representación de una oración debe
identificarse con la variable de evento (e), de una variable proposicional (P), y de
otra variable del acto de habla (E), restringidas a su vez por los operadores de
evento, proposicionales y de actos de habla o ilocutivos, respectivamente. De
acuerdo con esta línea, a continuación, analizamos la semántica de eventos de actos
de habla en español, y a partir de allí, pretenderemos deducir las posibles
expresiones de actos de habla en chino a través la consulta avanzada o compleja en
el corpus CCL.
2.3 Semántica de eventos de los actos de habla en español
Según Kovacci (1986), la semántica conceptual de oración (25) admite la paráfrasis
como (26):
(25) Francamente /honestamente / honradamente / sinceramente, creo que está
bien.
(26) (Yo) Soy franco / sincero / honesto / honrado al decirte que creo que está
bien.
Sin embargo, en el caso de eventos de actos de habla de orientación hacia al oyente,
su semántica conceptual sería un poco compleja de parafrasearse. Según el punto
de la vista de la hipótesis performativa, los AAHs en el ejemplo (27) deberían estar
modificando a un verbo enunciativo del tipo "preguntar". De ser esto cierto, se
puede parafrasear como "Te pregunto francamente qué piensas" y "Te pregunto
sinceramente cómo se te ocurrió hacer eso". Sin embargo, es obvio que, en estos
enunciados, los adverbios en cuestión, se encuentran orientados hacia el oyente, el
hablante espera de su interlocutor una respuesta franca y una respuesta sincera. Por
tanto, en la semántica conceptual de la oración (27) sería adecuado y razonable
parafrasear como vemos en el ejemplo (28).
(27) Francamente /honestamente / honradamente / sinceramente, ¿crees que
está bien?
(28) (Tú) Sé franco / sincero / honesto / honrado al contestarme si crees que está
bien.
Cabe, no obstante, la posibilidad de acudir a la descomposición léxica del verbo
enunciado "preguntar" e interpretarlo como " pedir + decir"(Schreiber, 1972).
La figura 2 representa tentativamente la estructura semotáctica (Kovacci 1986)
de (25) - (28). El nodo superior se puede interpretar como una coordinación o una
relación paratáctica o una proyección realizada. Se ven dos casos que en el primero,
el condicionamiento en (A) permite generar (26) / (28), y en el segundo, el
condicionamiento en (B) determina la estructura de (25) / (27).
Chen, C. 陈晨 CLAC 79 2019: 217-256
229
Figura 2: Tomado y adaptado de Kovacci (1994)
En el marco de la teoría de la SC, el semema s/franc/ se puede interpretar como
primitivo conceptual, pues, en dicho primer caso, se realiza con el lexema adjetivo
L
/franco/, mientras en el segundo, con el lexema adverbio L/francamente/.
Basándonos en el análisis arriba expuesto, ya podemos construir las formas
lógicas de los dos grupos de eventos de actos de habla con orientación al
hablante/oyente y leer sus interpretaciones.
Primero, analizamos el grupo de evento de actos de habla de orientación al
hablante. Tomaremos nuevamente los ejemplos (25) como (29):
(29) Francamente /honestamente / honradamente / sinceramente, creo que está
bien.
La oración (29) se representaría de la siguiente manera:
(30) (∃e) [E(e) & Agente (e, yo) & Tema (e, P)]& Franco / Sincero /Honesto /
Honrada (e*, yo)
Se puede leer: existe un evento del acto de habla(E), cuyo agente es yo, el
contenido es la proposición(P): creo que está bien, y cuando el agente(yo) realiza
la proposición, su característica es Franco / Sincero /Honesto / Honrada.
Pues, la forma lógica de la semántica de eventos de actos de habla de
orientación hacia al hablante, se puede interpretar de la siguiente manera:
(31) (∃e) [E(e) & Agente (e, emisor-hablante) & Tema (e, P)]& ADJ (e*,
emisor-hablante)
Ahora, vamos a analizar el grupo de evento de actos de habla de orientación hacia
al oyente. Retomaremos el ejemplo (27) como (32):
(32) {Francamente / honestamente / honradamente / sinceramente}, ¿crees que
esto es así? (Sergi, 2005)
Dado que el emisor/hablante pide o espera una respuesta del receptor/oyente, la
proposición está implicada por un operador imperativo. Por la tanto, la forma
lógica de la estructura de eventos de actos de habla de orientación hacia al oyente
puede ser representada de la siguiente manera:
(33) IMP(∃e) [E(e) [E´(e) & Agente (e, receptor-oyente) & Tema (e, P)] & ADJ
(e*, receptor-oyente)].
230
Chen, C 陈晨. CLAC 79 2019: 217-256
Pues, en términos más técnicos, la oración (33) debe ser reducible semánticamente
a una interpretación como: existe un evento del acto de habla(E) que consiste en un
sub-evento(E´)-un emisor/hablante que pide o espera una respuesta del
receptor/oyente-, siendo el contenido de la información la proposición(P): ¿crees
que está bien?, y cuando el agente (receptor) realiza la proposición, su
característica se requiere ser franco, sincero. honesto, honrado.
3. Los recursos lingüísticos asumidos como los paralelos de los AAHs
españoles en chino
A continuación, basándonos en las representaciones obtenidas en la sección 2.3,
pretenderemos deducir las posibles expresiones de actos de habla en chino a través
de la consulta avanzada en el corpus CCL, es decir, para saber cuáles son los
recursos lingüísticos expresivos de dichas determinadas semánticas conceptuales
en chino.
3.1 La consulta de las posibles EAHs en el corpus CCL
Para poder usar la consulta avanzada en el corpus CCL, en primer lugar, hay que
determinar las expresiones lógicas que consisten en grupos por caracteres
relacionados y puntuaciones entre sí mediante los operadores lógicos (SPACE, |, $,
#, +, -, ~, !, : ) y del operador de distancia. Gracias a las formas lógicas del EC
obtenidas en el anterior apartado, podemos delimitar los caracteres relacionados
que podrían formar las expresiones lógicas adecuadas de eventos de actos de habla
en chino.
Figura 3. La correspondencia entre los recursos lingüístico y la EC de actos de habla de
orientación al hablante/emisor
Figura 4. La correspondencia entre los recursos lingüísticos y la EC de actos de habla de
orientación al oyente/receptor
Chen, C. 陈晨 CLAC 79 2019: 217-256
231
Como se observa en la figura 3 y 4, podemos coger cinco grupos de los caracteres
relacionados de las expresiones lógicas:
a) Los pronombres ¨我(yo)¨/¨你(tú)¨ que corresponden a AGENTE;
b) Los adjetivos ¨老实/坦率/坦白/诚实/诚恳/真诚/诚恳¨ (franco, sincero.
honesto, honrado) que corresponden a ADJ.
c) Los verbos enunciativos ¨说/讲/告诉¨. Tal y como recoge C. Fuente (1987),
en realidad en todo enunciado existe una estructura implícita con un verbo
enunciativo, la diferencia tipológica entre las dos lenguas es que, en algunas
lenguas como el español los verbos enunciativos no representan sintácticamente
(Garrido 1999), pero en otras lenguas como el chino si aparecen
obligatoriamente (Zhang 2002).
d) El verbo ¨ 请¨ o los prenombres ¨ 给/ 跟 (con)¨ corresponden a IMP, los
denominamos como ¨marcadores imperativos¨(IMP).
e) Los sustantivos ¨实话/老实话/实在的/真的/真话/真心话¨ (las palabras
honestas/las palabras honestas y humildes/la verdad/las palabras verdaderas/las
palabras del corazón/las palabras sinceras del corazón) que conllevan los
adjetivos o morfemas adjetivos ¨实/老实/实在/真 (franco, sincero. honesto,
honrado) ¨.
Veamos algunos ejemplos ilustrativos de la manera de formular las primeras
consultas y las segundas consultas:
a) Expresión lógica A: (ADJETIVO| … |ADJETIVO) $1(VERBO| … |
VERBO)
Por ejemplo: (老实|坦率|诚恳|诚实|坦白|真诚|直率) $1(说|讲|告诉).
Lectura: los adjetivos y los verbos deben estar presentes en el documento, y los
adjetivos deben de aparecer a una distancia medida en carácter no superior a 1
del verbo, debido a que en esa construcción existe la posibilidad de aparecer la
partícula estructura DE.
b) Expresión lógica B: (VERBO | … | VERBO) $2(SUSTANTIVO| …
|SUSTANTIVO)
Por ejemplo: (说|讲|告诉) $1(实话|老实话|实在的|真的|真话|真心话).
Lectura: el verbo y el sustantivo deben estar presentes en el documento, y los
verbos deben de aparecer a una distancia medida en caracteres no superior a 1
de los sustantivos, debido a que tales sustantivos puedan llevar un clasificador
nominal ¨句(frase)¨ antepuesto.
c) Expresión lógica C: (IMP | … | IMP) $2(VERBO| … |VERBO)
$2(SUSTANTIVO| … |SUSTANTIVO)
Lectura: los marcadores imperativos, los verbos y los sustantivos deben estar
presentes en el documento, así como los marcadores imperativos, deben de
aparecer a una distancia medida en carácter no superior a 2 de los verbos,
debido a que en esa construcción existe la posibilidad de aparecer los
pronombres, por ejemplo: 我 (yo), 你 (tú), 您 (usted), 我 们 (nosotros), 你 们
(vosotros).
Chen, C 陈晨. CLAC 79 2019: 217-256
232
Por ejemplo, (请|跟|给) $2(说|讲|) $2(实话|老实话|实在的|真的|真话|真心话)
d) Expresión lógica D: Expresión lógica A/B/C…$0(,|!)
Lectura: Basándonos en los resultados de las primeras consultas, realizamos las
segundas consultas. Los caracteres conseguidos por las primeras consultas
deben estar antepuestos de ¨ ,¡¨o ¨ !¨ sin distancia. Así ya nos salen las
expresiones que ocupen posiciones periféricas con respecto a la predicación
oracional.
Las primeras consultas en el corpus
CCL
Las segundas consultas en
el corpus CCL
Expresión lógica D:
A/B/C…$0(,|!)
Expresión lógica A:
(ADJETIVO|…|ADJETIVO|$|VERBO
|…|VERBO)
Por ejemplo: (老实|坦率|诚恳|诚实|坦
白|真诚|直率) $1(说|讲|告诉).
(franco |sincero |honesto| honrado)
$1(decir |hablar | contar).
Los ejemplos registrados: 老实说, 老
实讲, 坦率地说, 坦率的说, 坦率地
讲, 坦率的讲, 坦白地说, 坦白的说,
坦白地讲, 坦白的讲, 诚实地说, 诚实
的说, 诚实讲, 真诚地说, 真诚的说,
真诚地讲, 真诚的讲, 诚恳地说, 诚恳
的说, 诚恳地讲, 诚恳的讲
Expresión lógica B:
(VERBO|…|VERBO)
$2(SUSTANTIVO|…|SUSTANTIVO)
Por ejemplo: (说|讲|告诉) $1(实话|老
实话|实在的|真的|真话|真心话).
(decir |hablar | contar) $1(las palabras
honestas | las palabras honestas y
humildes | la verdad)
Los ejemplos registrados: 说实话, 讲
实话, 说老实话, 讲老实话, 说实在
的, 讲实在的, 说真的, 讲真的, 说真
话, 讲真话, 说真心话, 讲真心话, 实
话实说, 坦诚相告, 实话告诉你/您,
实话告诉我
Las expresiones
representativas de
actos de habla en el
corpus CCL
Expresiones
lingüísticas
Casos
Expresiones
lingüísticas
老实说,[P]
993
老实说/讲,[P]
老实讲,[P]
88
说实话,[P]
2098
讲实话,[P]
184
说老实话,[P]
398
讲老实话,[P]
30
说实在的,[P]
625
说实在的,[P]
实话实说,[P]
114
实话实说,[P]
坦诚相告,[P]
17
坦诚相告,[P]
坦率 DE 说,
[P]
429
坦率 DE 说/讲,
[P]
坦率 DE 讲,
[P]
79
坦 白 ( DE )
说,[P]
343
坦 白 ( DE )
讲,[P]
36
诚 实 ( DE
(说,[P]
31
诚 实 ( DE )
讲,[P]
2
真诚 DE 说,
[P]
159
诚恳 DE 说,
288
说/讲实话,[P]
说/讲老实话,[P]
坦 白 ( DE ) 说 /
讲,[P]
诚实 DE 说/讲,
[P]
Chen, C. 陈晨 CLAC 79 2019: 217-256
Expresión lógica C:
(IMP|…|IMP|)$2(VERBO|…|VERBO)
$2(SUSTANTIVO|…|SUSTANTIVO)
Por ejemplo: (请|跟|给) $2(说|讲|告诉)
$2(实话|老实话|实在的|真的|真话|真
心话)
(IMP|IMP|IMP)
$2(decir
hablar|
contar) $2(las palabras honestas | las
palabras honestas y humildes | la
verdad)
Los ejemplos registrados: (我)坦率地
告诉你, 我坦白(DE)告诉你(吧), (我)
实话告诉你/您(吧), (你/您)实话告诉
我, (我)跟你/您说实话(吧), (你)给我
说实话, (你)跟我说实话, (我)老实告
诉你(吧)/您, (你)老实告诉我, (我)老
实跟你/您说(吧), (你)老实跟我说
48 expresiones lingüísticas, 9996 casos
233
[P]
说真的,[P]
766
说/讲真的,[P]
讲真的,[P]
2
说真话,[P]
595
讲真话,[P]
161
说真心话,[P]
51
说真心话,[P]
(我)坦率地告诉
你, [P]
1
我坦率地告诉你,
[P]
(我)坦白(DE)告
诉你(吧), [P]
10
我坦白(DE)告诉你
(吧), [P]
(我)实话告诉你
/您(吧),[P]
91
(我)实话告诉你/您
(吧),[P]
( 你/您) 实话告
诉我,[P]
5
(你/您)实话告诉
我,[P]
( 我) 跟你/您说
实话(吧),[P]
35
(我)跟你/您说实话
(吧),[P]
(你)给我说实
话,[P]
15
(你)给我说实话,
[P]
(你)跟我说实
话,[P]
26
(你)跟我说实话,
[P]
(我)老实告诉你
/您(吧),[P]
115
(我)老实告诉你/您
(吧),[P]
(你)老实告诉
我,[P]
33
(你)老实告诉我,
[P]
( 我) 老实跟你/
您说(吧),[P]
19
(我)老实跟你/您说
(吧),[P]
(你)老实跟我
说,[P]
2
(你)老实跟我说,
[P]
33 expresiones
lingüísticas
7841
23
expresiones
lingüísticas
说真话,[P]
Tabla 2. Los ejemplos registrados de las posibles EAHs en el corpus CCL
Como se observa en la tabla 2, a la izquierda vemos que, mediante las expresiones
lógicas A, B y C, nos salen 45 tipos de expresiones lingüísticas a las primeras
consultas, en toda son 9996 casos. En el medio, se puede ver que las expresiones
lógicas D nos han permitido recopilar los 23 tipos de expresiones lingüísticas que
ocupan posiciones periféricas con respecto a la predicación oracional, y sus
ejemplos registrados individuales, que en total son 7841 casos.
Sin embargo, como mencionábamos en el apartado 1, el trabajo con corpus
requiere un ¨factor humano¨, las búsquedas de tales corpus deben revisarse
234
Chen, C 陈晨. CLAC 79 2019: 217-256
manualmente. Una vez guardados todos los ejemplos de las segundas consultas,
leemos uno por uno y eliminamos los que no son válidos para el presente trabajo.
Después de la evaluación, como vemos a la derecha en la tabla, nos quedan 23
tipos de expresiones lingüísticas, que en total son 4186 casos.
3.2 Clasificación de las EAHs en chino
Una vez analizados los registros del corpus, se ha observado que, los 23 tipos de
las EAHs en chino, sintácticamente, se pueden dividir en 4 grupos (Véase la tabla 3.
y el anexo 1.):
1) Adjetivo adverbializado + [DE] + verbo enunciativo
(34)老实说,在你心目中,我是个怎样的皇帝?(CCL de chino moderno)
Glosa: Honesto hablar, ¿en tus ojos, yo soy cómo el emperador?
Trad.: Honestamente, en tu opinión, ¿qué tal soy cómo emperador?
(35)坦率地讲,我也有过同样的想法。(CCL de chino moderno)
Glosa: Franco DE decir, yo también he tenido la misma idea.
Trad.: Francamente, yo he tenido la misma idea que tú.
(36)坦白地说,你最不满意我的是什么? (CCL de chino moderno)
Glosa: Franco DE hablar, ¿tú lo más no satisfecha a mí es qué?
Trad.: Francamente, ¿qué es lo que te moleta de mí?
(37)诚实地讲,我现在还想再成就一番事业。(CCL de chino moderno)
Glosa: Honesto DE decir, yo ahora todavía quiero otra vez lograr un gran
carrera.
Trad.: Honestamente, aún no he perdido la ilusión por hacer la carrera.
2) Verbo enunciativo + NP
(38)说实话,你是想看老吕的笑话吧。(CCL de chino moderno)
Glosa: Dime las palabras honestas/Sé sincero, tú eres querer reírse del Sr. Lyu.
Trad.: Sinceramente, ¿es tu intención burlarte de Sr. Lyu?
(39)说实在的,一点不想不可能,想多了也不现实。(CCL de chino
moderno)
Glosa: Digo lo que es real, un poco no querer no es posible, pensar más
tampoco es real.
Trad.: Sinceramente, no puedo dejar de pensar en eso, pero si pienso demasiado
tampoco es conveniente.
(40)说真的,你怎么放这样的片?不怕没人看吗?(CCL de chino moderno)
Glosa: Digo la verdad, ¿tú cómo puedes poner este tipo de películas, no temes
que nadie la vea?
Trad.: Sinceramente, no entiendo cómo puedes escoger este tipo de películas.
¿No piensas que igual no viene nadie?
3) Locución verbal
Chen, C. 陈晨 CLAC 79 2019: 217-256
235
(41)实话实说,谁寻你开心了?(CCL de chino moderno)
Glosa: Hablas las palabras verdaderas, ¿quién te busca para ser feliz?
Trad.: Honestamente, ¿Quién te corteja?
(42)小兄弟,你我不是外人,务请坦诚相告,你是不是想回冰火岛去
Glosa: Hermanito, tú y yo no somos forasteros, por favor sé honesto al decirme,
¿quieres volver a la isla Icefire?
Trad.: Hermanito, tú y yo nos conocemos bien, honestamente, ¿quieres volver a
la isla Icefire?
4) Cláusula
(43)您实话告诉我,现在到底在怀疑谁啊?(CCL de chino moderno)
Glosa: Usted dígame las palabras honestas, ¿ahora al final sospechar a quién?
Trad.: Sinceramente, ¿De quién sospecha ahora?
(44)老实告诉你,我认为它们令人作呕。(CCL de chino moderno)
Glosa: Honestamente y humildemente te digo a ti, yo creo que ellos hacen que
las personas vomiten.
Trad.: Honestamente, me parecen repugnantes.
(45)赵鞅,你老实告诉我,你对我有没有意思?(CCL de chino moderno)
Glosa: Zhao Yang, tú dime honestamente y humildemente, ¿tú a mí tener no
tener significados?Trad.: Zhao Yang, honestamente, ¿significo algo para ti?
(46)不过,亲爱的,我老实跟您说,确实难受极了。(CCL de chino
moderno)
Glosa: Pero, querido, yo honestamente y humildemente le digo, de verdad me
siento muy mal.
Trad.: Pero querido, honestamente, me siento muy mal.
Recursos
lingüísticos
Las expresiones representativas
de actos de habla en chino
Casos en el corpus CCL
Recursos
léxicos
--
--
Recursos
sintácticos
20 tipos de expresiones
lingüísticas
Casos en el corpus CCL
(4186)
Adjetivo
adverbializado
+ Verbo
enunciativo
老实说/讲, [P]
870(21%)
坦率地说/讲,[P]
246
坦白(DE)说/讲,[P]
189
诚实地说/讲,[P]
6
说/讲实话,[P]
1039(25%)
说/讲老实话,[P]
267
1311
2550
Chen, C 陈晨. CLAC 79 2019: 217-256
236
说实在的,[P]
569
说/讲真的,[P]
588
说真话,[P]
60
说真心话,[P]
27
Locución
verbal
实话实说, [P]
57
坦诚相告, [P]
1
Cláusula
(我)坦率地告诉你, [P]
1
1
(我)坦白(DE)告诉你(吧), [P]
10
10
(我)实话告诉你/您(吧),[P]
87
87
(你/您)实话告诉我,[P]
2
2
(我)跟你/您说实话(吧),[P]
27
27
(你)给我说实话,[P]
9
9
(你)跟我说实话,[P]
18
18
(我)老实告诉你/您(吧),[P]
76
76
(你)老实告诉我,[P]
23
23
(我)老实跟你/您说(吧),[P]
12
12
(你)老实跟我说,[P]
2
2
Verbo
enunciativo +
NP
58
Tabla 3. Los 4 grupos de las EAHs en chino
Entre los 4 grupos de las EAHs del chino, en realidad, las estructuras de ¨Adjetivo
adverbializado + Verbo enunciativo ¨, ¨ Verbo enunciativo + NP ¨, ¨ Locución
verbal ¨ sintácticamente, pertenecen a la misma construcción verbal, que en total
son 3918 ejemplos registrados, ocupando 94% en el corpus CCL. Por tanto,
podemos decir, que en chino, las construcciones verbales son los principales
recursos lingüísticos para proyectar la semántica conceptual de eventos de actos de
habla a la estructura superficial.
Entre todas las variantes lingüísticas mostradas en la tabla 5, nos llaman la
atención que todas las cláusulas presentan 267 ejemplos registrados, ocupando
solamente 6% en el corpus CCL, mientras las expresiones más condensadas como ¨
老实说/讲¨ presentan 870 ejemplos registrados y ¨说/讲实话¨ 1039 ejemplos
registrados, ocupando 21% y 25 % en el mismo corpus, respectivamente. Los datos
de la distribución de tales variantes sincrónicas nos hacen pensar en dos aspectos.
Primero, la distribución de variaciones sincrónicas puede reflejar la evolución
de la lengua, en la que el principio de economía (economy principle) juega un
papel bastante importante. Según Hopper y Traugott (2003: 71-72), las expresiones
lingüísticas experimentan la lexicalización motivada por el principio de la
economía. Para aprovechar la ¨maximización de la economía¨ (maximization of
economy), los hablantes tienden a reducir la señal del habla (speech signal) para
lograr la máxima eficiencia de comunicación (communicating efficiency), lo que
implica una simplicidad de la señal (signal simplicity). Pues, impulsados por el
Chen, C. 陈晨 CLAC 79 2019: 217-256
237
principio de economía, las expresiones lingüísticas se desarrollarían en formas más
condensadas.
Segundo, la distribución de las variaciones sincrónicas, también pueden
interpretar la relación entre la frecuencia de uso y la lexicalización de las unidades
lengüisucias. Elvira (2006, 2007) señala:
Como en otro tipo de cambios lingüísticos, la frecuencia de uso es el factor que
está presente en la mayoría, si no en todos los casos de lexicalización. El uso
reiterado de una expresión favorece su acomodo y arraigo en la memoria y su
retención como un conjunto global e integrado más que como un todo analizable.
Según los ejemplos extraídos del corpus CCL, la estructura Verbo enunciativo +
NP¨说/讲实话¨ y Adjetivo adverbializado + Verbo enunciativo ¨老实说/讲¨ son las
dos expresiones más representadas entre los 23 tipos de EAHs del chino, pudiendo
ser las unidades lingüísticas que ya estén en el proceso de lexicalización, o ya estén
más lexicalizadas que las demás expresiones de actos de habla en chino.
4. Análisis y observaciones
4.1 Las correspondencias entre los AAHs y las EAHs no son bilaterales
Aunque todos los AAHs del español encuentran sus paralelos en el chino, las
correspondencias no son bilaterales, en muchos casos, se observan correlaciones
sintácticas entre un mismo adverbio español y varios posibles equivalentes del
chino. Sin ánimo de ser exhaustivos, tomamos el adverbio honestamente como un
ejemplo para manifestar estas correspondencias:
Semántica conceptual: Soy honesto al decirte que… ¨ / ¨Sé honesto al decirme que…¨
Forma lógica de estructura conceptual:
(∃e) [E(e) & Agente (e, yo) & Tema (e, P)]& Honesto (e*, yo)
IMP(∃e) [E(e) [E´(e) & Agente (e, yo) & Tema (e, P)] & Honesto (e*, yo)]
Adverbio en
español
Construcción verbal en chino
Honestamente
A. Adjetivo adverbializado + Verbo
enunciativo
老实说/讲
B. Verbo enunciativo + NP
说/讲实话
C. Locución verbal
实话实说
D. Cláusula
我老实告诉你/您
Posibles paralelos del chino
你老实告诉我
Tabla 4: El AAH Honestamente y sus paralelos del chino
Gracias a las correlaciones mostradas en la tabla 4 se ha podido comprobar
nuevamente que, como habíamos mencionado en el apartado 2, la correspondencia
entre el significado y forma es ¨one to many¨, tanto en el nivel intralingüístico
como en el inter-lingüístico.
238
Chen, C 陈晨. CLAC 79 2019: 217-256
En cuanto al nivel intralingüístico, al igual que el español (Véase el anexo 1.), el
chino también cuenta con múltiples posibilidades de expresiones para realizar la
proyección de ¨ Honesto (e*, yo)]¨, como se puede observar en la tabla 5, que son
los 4 grupos de variantes sincrónicas lingüísticas: A. Adjetivo adverbializado +
Verbo enunciativo¨ 老 实 说 / 讲 ¨, B. Verbo enunciativo + NP¨ 说 / 讲 实 话 ¨, C.
Locución verbal¨实话实说¨, D. Cláusula¨我老实告诉你/您¨ y ¨你老实告诉我¨.
Se sabe que, la coexistencia de variantes sincrónica lingüísticas no solo sirven
como un fósil viviente donde se puede observar el proceso de la evolución
diacrónica de la historia lingüística, sino que también puede ser un indicio de un
cambio lingüístico (Berta 1999, Zhang 2003), ya que todo el cambio es el resultado
de una variación, aunque no toda variación lingüística termina produciendo
cambios.
En cuanto al nivel inter-lingüístico, según la teoría SC, tanto el adverbio de
actos de habla honestamente como sus paralelos chinos ¨老实说/讲, 说/讲实话, 实
话 实 说 , 我 老 实 告 诉 你 / 您 , 你 老 实 告 诉 我 ¨ poseen la misma semántica
conceptual: ¨Soy honesto al decirte que… ¨ o ¨Sé honesto al decirme que…¨ y
comparten la misma estructura conceptual: ¨ (∃e) [E(e) & Agente (e, yo) & Tema (e,
P)]& Honesto (e*, yo) ¨ o ¨IMP(∃e) [E(e) [E´(e) & Agente (e, yo) & Tema (e, P)] &
Honesto (e*, yo)]¨, sin embargo, difieren en los recursos lingüísticos, que en
español es la forma léxica (adverbio), en chino la forma sintáctica (construcciones
verbales y cláusulas).
4.2 Dos tipos de recursos lingüísticos: recursos léxicos versus recursos
sintácticos
Hasta ahora, ya podemos afirmar que, para la expresión de determinadas
semánticas conceptuales de actos de habla, en español se pude recurrir a recursos
léxicos, y mientras en chino, a recursos sintácticos.
A continuación, tomamos como ejemplo, el adverbio honestamente y su
paralelo en chino, con el fin de demostrar la diferencia al realizar la proyección de
la semántica conceptual de eventos de actos de habla a la estructura superficial en
ambas lenguas. Véase la tabla 5 y 6 en la página siguiente.
Tanto en la oración ¨Honestamente, creo que está bien. ¨como en la
oración ¨Honestamente, ¿crees que está bien? ¨, la información de eventos de habla
se codifica mediante su descomposición en el (sub)evento de actos de habla. Es
decir, la oración completa es un Evento, y dicho evento está compuesto por unos
constituyentes que son Agente (yo o tú), Predicación (ser honesto), Paciente (tú o
yo), y Proposicional. Sin embargo, cuando se realiza la proyección de la semántica
conceptual a la estructura superficial en español, solamente se presenta el adverbio
honestamente. En otras palabras, a nivel de la estructura superficial, el adverbio
honestamente combina los constituyentes ¨Agente¨, ¨Predicación¨ y ¨Paciente¨.
En cuanto a las EAHs, bien sea una estructura de ¨ Adjetivo adverbializado +
Verbo enunciativo ¨, o bien sea una locución, o sea una cláusula, no son capaces de
combinar los constituyentes ¨Agente¨, ¨Predicación¨ y ¨Paciente¨. Para que lo vean
más claro, convertimos las tablas 5 y 6 a la figura 5, en la que nos indica
directamente la relación entre los constituyentes semánticos y la estructura
superficial.
Chen, C. 陈晨 CLAC 79 2019: 217-256
239
Honestamente, creo que está bien. 老实说(/说实话/实话实说),我认为挺好的。
Semántica
conceptual
(Yo) Soy honesto al decirte que creo que está bien.
Presentación
de forma lógica
de estructura
conceptual
(∃e) [E(e) & Agente (e, yo) & Tema (e, P)]& honesto (e*, yo)
Constituyentes
de eventos de
actos de habla
Agent
e
(YO)
Estructura
superficial en
español
Estructura
superficial en
chino
Predicación
SER
HONESTO
DECIR
Paciente
Proposicional
TÚ(TE)
P
creo que está
bien.
[Honestamente]
(WO)
[LAOSHI]
[SHUO/JIAN
G/GAOSU]
(NI)
我认为挺好
的。
Tabla 5. La realización de proyección de semántica conceptual de actos de habla de
orientación al emisor/hablante
Honestamente, ¿crees que está bien? 老实说(/说实话/实话实说),你觉得还行吗?
Semántica
conceptual
(Tú) Sé honesto al contestarme si crees que está bien.
Presentación de
forma lógica de
estructura
conceptual
IMP(∃e) [E(e) [E´(e) & Agente (e, tú) & Tema (e, P)] & honesto (e*,
tú]
Constituyentes
de eventos de
actos de habla
IMP
Agente
(TÚ)
Estructura
superficial en
español
Estructura
superficial en
chino
Predicación
SER
HONEST
O
DECIR
Paciente
Proposicional
YO(ME)
P
¿creo que está
bien?
[Honestamente]
(NI)
[LAOSHI]
[SHUO/JI
ANG/GA
OSU]
(WO)
你觉得还行
吗?
Tabla 6. La realización de proyección de semántica conceptual de actos de habla de
orientación al receptor/oyente
240
Chen, C 陈晨. CLAC 79 2019: 217-256
Tanto en la oración ¨Honestamente, creo que está bien. ¨como en la
oración ¨Honestamente, ¿crees que está bien? ¨, la información de eventos de habla
se codifica mediante su descomposición en el (sub)evento de actos de habla. Es
decir, la oración completa es un Evento, y dicho evento está compuesto por unos
constituyentes que son Agente (yo o tú), Predicación (ser honesto), Paciente (tú o
yo), y Proposicional. Sin embargo, cuando se realiza la proyección de la semántica
conceptual a la estructura superficial en español, solamente se presenta el adverbio
honestamente. En otras palabras, a nivel de la estructura superficial, el adverbio
honestamente combina los constituyentes ¨Agente¨, ¨Predicación¨ y ¨Paciente¨.
En cuanto a las EAHs, bien sea una estructura de ¨Adjetivo adverbializado +
Verbo enunciativo¨, o bien sea una locución, o sea una cláusula, no son capaces de
combinar los constituyentes ¨Agente¨, ¨Predicación¨ y ¨Paciente¨. Para que lo vean
más claro, convertimos las tablas 5 y 6 a la figura 5, en la que nos indica
directamente la relación entre los constituyentes semánticos y la estructura
superficial.
Figura 5. La relación entre los constituyentes semánticos y la estructura superficial
Lo expuesto arriba permite observar el proceso de composición de los
constituyentes semánticos de eventos de actos de habla en español. Así como el
adverbio honestamente se encarga de la proyección de dicho evento en la estructura
superficial, otros constituyentes semánticos, no necesitan obligatoriamente
presentarse explícitamente, y, sobre todo, comparado con sus paralelos chinos, el
verbo no tiene que aparecer sintácticamente. Según afirma Salvador (1996), los
adverbios no afectan directamente al ¨enunciado dictal¨, establecen con él una
relación indirecta a través del verbo oculto¨. Garrido (1999) también señala, ¨las
expresiones adverbiales aluden al proceso de decir, pero no lo representan
sintácticamente, es decir, no modifican a un verbo que supuestamente representara
el acto de decir, preguntar, etc. No hay este verbo porque no hace falta. ¨
Mientras en chino, es todo lo contrario, en todos los casos, tanto en las cláusulas
¨我老实告诉你/你老实告诉我¨ que se considera que no están nada lexicalizadas,
como en la estructura de ¨Adjetivo adverbializado + Verbo enunciativo ¨老实说¨
que se considera que está más lexicalizada (Li 2012), los verbos están siempre
explícitamente proyectados en la estructura superficial.
Cabe decir, que en cuanto al nivel inter-lingüístico, los adverbios de actos de
habla en español están más lexicalizados que sus paralelos chinos. Según
Banczerowski (1980), los adverbios son expresiones sintéticas, las construcciones
verbales son expresiones analíticas, y generalmente, se considera que la expresión
sintética es una expresión más lexicalizada, mientras que, la expresión analítica
está menos o nada lexicalizada. Como es sabido, en la tipología morfológica, la
lengua china se considera una lengua aislante y analítica, que carece de aspectos
Chen, C. 陈晨 CLAC 79 2019: 217-256
241
morfológicos, mientras que la lengua española constituye un ejemplo
representativo de lengua sintética y flexiva. Por tanto, suponemos que tiene que ver
la diferencia inter-lingüística en cuestión con la tipología morfológica, las
variaciones tipológicas nos pueden ayudar a explicar la diferencia o similitud del
grado de lexicalización y gramaticalización (Kong, Qin 2017).
5. Evolución de los AAHs y las EAHs en las dos lenguas en contraste
5.1 Evolución de los AAHs en español
Como señala Grandgent (1928) que la construcción endocéntrica adverbial latina
de ¨adjetivo+ mente ¨ se usó primero ¨para denotar un estado de ánimo, espíritu, o
disposición, como forti mente, obstinata mente, jocunda mente, firma mente. ¨ sin
embargo, ¨pasó a emplearse en un sentido más general: pari mente, mala mente. ¨
Más tarde, tal vez ya el período del latín vulgar, -mente se usó con algunos
adjetivos que podían formar un adverbio de modo, como sola mente, longa mente. ¨
Según la RAE (1973):
¨Los adverbios en –mente proceden del sustantivo feminino lation mensmentis… Delibitada la significación del sustantivo, los dos términos llegaron a
formar una unidad léxica con valor de adverbio de modo en la mayor parte de la
Romania. ¨
En cuanto a los adverbios en –mente que nos ocupamos en el presente trabajo,
podemos encontrar muchos casos con valor de adverbio de modo en el CORDE.
Véase los ejemplos de (47) a (50).
(47) Otrossí, damos e otorgamos a los de barrio de Francos, por merçet que les
fazemos, preuilegio de calle de Francos que vendan e compren francamente e
libremientre en sus casas sus pannos et sus merchandías en gros et a detal e a
varas, et toda cosa que quieran comprar et vender en
sus casas que lo puedan fazer, et que ayan hy pelligeros et alfayates assí commo
en Toledo, e que puedan tener camios en sus casas. (Privilegio que dio el rey
don Fernando a Sevilla cuando la ganó, 1251)
(48) Y estos son los principales capítulos de la confederación y paz entre Su
Majestad y el Duque Guillermo, los cuales se hicieron a siete días de septiembre
en el Real sobre Venlot, los cuales se profirieron á guardar sinceramente y sin
engaño alguno. (Crónica del Emperador Carlos V, 1550)
(49) Podemos dezir que justiçia es convenible disposiçión en cada una de las
cosas derechamente judgante; e así, justiçia es dante a cada uno lo suyo e su
derecho e bevir honestamente e non fazer daño a otro. (Catecismo, 1325)
(50) Esta concupiçençia se trasforma en figura de Escanio, queriendo ser vista
recta intinçión, e fingiéndolo, así como cuando uno pone su amor en las
riquezas e dize que lo non faze con cobdiçia sinon por mantenerse
honradamente. (Traducción y glosas de la Eneida, 1427)
El primer uso de los adverbios francamente, sinceramente, honestamente,
honradamente como adverbios de modo en el CORDE se remonta a los 1251s. Una
búsqueda del corpus (desde 1251s - 1602s) muestra que dichos adverbios denotan
242
Chen, C 陈晨. CLAC 79 2019: 217-256
una forma de acción. Durante este período, los adverbios se usaron solo como un
modificador del predicado, una cláusula interna adverbial.
Además, como adverbio de modo, los adverbios francamente, sinceramente,
honestamente, honradamente también se usan ocasionalmente juntos con los
verbos enunciativos, formándose la expresión ¨Agente + adverbio + verbo
enunciativo¨ o ¨Agente + verbo enunciativo + adverbio¨, como ¨fablar francamente
/ contar sinceramente / honestamente fabla / honradamente hablaron¨ en (51) - (54).
(51) ¿cómo fue ello sostenido que descendiese el señorío en personas privadas?
que usurpasen assí grant poder que davan en la corte fablar francamente, e de
fuera de la corte que ellos tiren del todo la palabra" (que quier dezir, que non
puede ninguno fablar con ellos). (Taducción de las Décadas de Tito Livio, 1400)
(52) Quien honestamente fabla entre estraños non deve fablar desonestamente
entre los suyos. (Floresta de philósophos,1430)
(53) Serenissimo principe: honradamente hablaron mis dos compañeros: cada
qual segund su juyzio. (Exemplario contra los engaños y peligros del mundo,
1493)
(54) Es narración contar sinceramente algún suceso bueno, con cuyo ejemplo
anima y esfuerza a los oyentes a emprender otro semejante, o malo, para que sea
escarmiento. (Cisne de Apolo, 1602)
Luego, en la década de 1729, la combinación ¨Agente + adverbio + verbo
enunciativo¨ o ¨Agente + verbo enunciativo + adverbio¨ comenzó a moverse hacia
la periferia izquierda de la oración, ocupando posiciones periféricas con respecto a
la proposición que ahora se ha convertido en la cláusula subordinada. En tal
posición sintáctica, esta combinación asumió la función de actos de habla, es decir,
pidiendo la respuesta del receptor/oyente cuando se usa con una oración
interrogativa (58-59), o expresando la manera de habla del emisor/hablante cuando
se usa con una oración declarativa (55-57). Este cambio implica un nuevo análisis
jerárquico de la combinación, lo que lleva a una nueva estructura con relaciones de
alcance modificadas, que es un proceso típico de gramaticalización.
En la cláusula de actos de habla, los adverbios francamente, sinceramente,
honestamente, honradamente son todavía adverbios de modo que modifican el
verbo enunciativo. Sin embargo, los verbos enunciativos ¨hablar, decir¨ en (55-59)
ya no se usan con la tercera persona, sino solo con la primera y segunda persona,
ya que solo aparecen en su forma básica sin cambios morfológicos con tiempo y
aspecto. Esto indica que los verbos enunciativos han sufrido una descategorización,
otra característica típica de la gramaticalización (Brinton, Traugott 2005). Además,
la cláusula de actos de habla ha obtenido una función pragmática. En este período,
algunas expresiones como ¨te hablo sinceramente / os diré sinceramente /
francamente le digo / dime sinceramente / decidme francamente¨ se utilizaron con
frecuencia para mostrar la actitud positiva del emisor/hablante en la comunicación.
(55) Y para que veas que te hablo sinceramente, haré aquí la justicia que debo a
uno de ellos. (Teatro crítico universal,1729)
(56) os diré sinceramente, que yo no conozco entre vuestros vassallos otro más
capaz, que cierto labrador mozo, que aún no está casado. (Teatro crítico
universal,1729)
Chen, C. 陈晨 CLAC 79 2019: 217-256
243
(57) Pero francamente le digo a V. mrd., que no admito sus reglas, porque no las
juzgo convenientes, por más que la común aceptación las haya hecho plausibles.
(Cartas eruditas y curiosas, 1742)
(58) ¿Gustarías más de llevar un vestido rico que otro
roto? Dime sinceramente tu sentir. (Eusebio, 1786)
(59) Decidme francamente, ¿por qué os interesa este desgraciado? (Voz de la
naturaleza, 1787)
En este período, los adverbios francamente, sinceramente, honestamente,
honradamente todavía se usaban como adverbios de modo, aunque se usaban en
una cláusula de actos de habla, pero encontramos que los adverbios también se
usaban como un elemento independiente, véase el ejemplo (60). Lo que indica una
tendencia hacia una relación más flexible entre el adverbio y el verbo que modifica.
(60) Por lo que confieso, y confesaré siempre, mi obligación y deuda, y estimaré
que vuestra merced, sinceramente, y como verdadero amigo, me informé de las
resultas, dándome exacta cuenta del bueno o malo concepto que de esa obra
hacen nuestros compañeros de la misma Academia, para quienes me tomé el
trabajo de hacer esas colecciones. (Carta a Rodríguez Campomanes, 1759)
A partir de la década de 1801, los adverbios francamente, sinceramente,
honestamente, honradamente se encontraron utilizando independientemente para
realizar el acto de habla, es decir, los verbos enunciativos ya no aparcaren
sintácticamente en la estructura superficial. Véase los ejemplos de (61) a (62).
(61) Y francamente, ¿qué se puede saber sobre tal cosa? ¿Con qué autoridad
fijarlo? La imaginacion es la única guia. (Cartas y disertaciones sobre la lengua
vascongada, 1801)
(62) Me alegro, porque en la ópera... francamente, me duermo. (Traducción de
Partir a tiempo, de Scribe, 1835)
Como analizábamos anteriormente en el apartado 2, los adverbios francamente,
sinceramente, honestamente, honradamente son una parte del evento de actos de
habla que cuenta con el emisor/hablante, el receptor/oyente, y el verbo enunciativo,
pues podemos decir que los adverbios de actos de habla surgen de la lexicalización
de las cláusulas semánticamente saturadas del acto de habla. Según esta línea, el
adverbio de acto de habla ¨francamente¨ en (61) es un adverbio lexicalizado de la
expresión ¨dime francamente¨; y ¨francamente¨ en (62) es un adverbio lexicalizado
de la expresión ¨te digo francamente¨. Los constituyentes semánticos del
emisor/hablante, del receptor/oyente, y del verbo enunciativo si están disponibles
en la estructura conceptual, pero no están codificados explícitamente en la
estructura superficial. En otros términos, Los constituyentes del evento de actos de
habla (el emisor/hablante, el receptor/oyente, el verbo enunciativo) se han ido
combinando gradualmente en una forma léxica de los adverbios ¨francamente /
sinceramente / honestamente / honradamente¨, que se han convertido en adverbios
de actos de habla, los cuales han ganado la fuerza ilocutiva, y ocupan posiciones
periféricas con respecto a la predicación oracional.
244
Chen, C 陈晨. CLAC 79 2019: 217-256
5.2 Evolución de las EAHs en chino
Aunque se suele considerar que las construcciones verbales son menos
lexicalizadas, las investigaciones también apoyan la afirmación de que la
estructura ¨Adverbio + verbo enunciativo ¨ha estado en el proceso de lexicalización
(Dong 2003). Por ejemplo, la estructura Adjetivo adverbializado + DE + Verbo
enunciativo¨老实说/讲¨ (honesto hablar/decir), ¨坦率/坦白 DE 说/讲¨ (franco DE
hablar/decir), en algunos contextos, han perdido su composicionalidad semántica y
los verbos enunciativos como ¨ 说 / 讲 ¨ (decir/hablar) han sufrido una
desclasificación, que se refleja en su uso no finito y la pérdida de su capacidad de
colocación junto con la tercera persona. A continuación, tomamos la estructura
Verbo enunciativo + NP ¨说实话¨ (Decir la verdad/ francamente/ sinceramente/
honestamente) ¨ como un ejemplo para ilustrar la evolución de las EAHs en chino.
La búsqueda de corpus muestra que el primer uso de ¨说实话¨ se remonta a la
Dinastía Song (antiguo mandarín). En ese momento, ¨说实话¨ era sintácticamente
una frase situada internamente en una cláusula, que se puede descomponer en
verbo ¨说¨ (hablar/decir) y su objeto ¨实话¨ (palabras verdaderas). El significado
de la frase es compositivo. El verbo ¨说¨ (hablar/decir) podría combinarse con un
sujeto de primera persona, segunda persona o tercera persona, y la frase puede ser
negada, por lo tanto, es una proposición semántica.
(63) 若是脱空诳诞, 不说实话 , 虽有两人相对说话, 如无物也。 (CCL del
chino clásico, Dinastía Song)
Glosa: Si hablan sin sentido, no hablan palabras verdaderas, su conversación
no tiene sentido.
Trad.:
Si no hablan la verdad, su conversación no tiene sentido.
Si las palabras carecen de peso, se las lleva el viento.
(64) 我为你带了二年重孝,受了千辛万苦,今日还 不说实话 ,待怎么?
(CCL del chino clásico, Dinastía Ming)
Glosa: Yo para ti llevo dos años de luto, y he sufrido muchas dificultades. Hoy
todavía no dices la verdad. ¿Qué estás esperando?
Trad.: Llevo dos años de luto y sufrimiento por ti, y aún no dices la verdad. ¿A
qué estás esperando?
El corpus muestra que después de la dinastía Song, en las novelas de la dinastía
Qing, ¨ 说实话¨ comenzó a aparecer en las oraciones imperativas, expresando
órdenes, peticiones y también prohibiciones. Por lo general, la mayoría de este tipo
de expresiones se estructuran después de oraciones interrogativas, indicando que el
emisor/hablante pide una respuesta del receptor/oyente y le solicita una actitud.
(65) 阮英、郑翠屏、郑梦熊来到贼人面前问道: “你这店住下的五个人哪里
去了?快说实话!若不实说,我就打你。” (CCL del chino clásico, Dinastía
Qing)
Glosa: Qi Ying, Zheng Cuiping y Zheng Mengxiong se acercaron al ladrón y le
preguntaron: "¿Dónde están las cinco personas que se alojaban en este hotel?
Díme la verdad. Si no me dices la verdad, te golpearé".
Chen, C. 陈晨 CLAC 79 2019: 217-256
245
Trad.: Qi Ying, Zheng Cuiping y Zheng Mengxiong se acercaron al ladrón y le
preguntaron: "¿Dónde están las cinco personas que se alojaban en este hotel?
Díme la verdad. Si no, te golpearé".
(66) 问说: “巡抚吴德往哪里去了你等急速快说实话!如要不然,我定然结
果你等性命!。” (CCL del chino clásico, Dinastía Qing)
Glosa: Preguntó: "¿Adónde va el gobernador Wu De? ¡Tú de prisa decir la
verdad! Si no, ¡te voy a matar!
Trad.: Preguntó: "¿Adónde va el gobernador Wu De? Dime rápidamente la
verdad, si no quieres que te mate.
Como se puede observar en los ejemplos (65) y (66), el significado de la expresión
¨说实话¨. sigue siendo compositivo, es decir, en esa época, todavía está combinado
por el verbo ¨说¨ (hablar/decir) y su objeto ¨实话¨ (palabras verdaderas), es el
contrario de la frase ¨说假话 (decir las mentiras) ¨.
Tambien nos damos en cuenta, que a partir de la dinastía Qing (mandarín
medio), ya aparecen algunos casos que tienen el uso inicial e independiente de la
expresión ¨说实话¨. Véase el ejemplo (67) y (68).
(67) 吴福说: “大太爷,饶命。我说实话,你说的秃子,他是我们:庄主爷,
叫吴元豹。” (CCL del chino clásico, Dinastía Qing)
Glosa: Wu Fu dijo :“Perdóname, mi señor. Digo palabras verdaderas, el calvo
al que te refieres es Wu Yuanbao, el jefe de nuestro pueblo.
Trad.: Wu Fu suplicó: “Perdóname, mi señor. Digo francamente que el calvo al
que te refieres es Wu Yuanbao, el jefe de nuestro pueblo”.
(68) 智爷微微一笑,说: “你说实话 罢,到底是怎么件事情?” (CCL del
chino clásico, Dinastía Qing)
Glosa: Zhiye sonrió y dijo: "¿di la verdad, qué demonios está pasando?
Trad.: Zhiye sonrió y dijo: “ Dime honestamente, ¿qué demonios está pasando?
Junto con su sujeto agente, la expresión ¨ 说实话¨ ha ganado fuerza ilocutiva
cuando se usa en la posición inicial de la oración. Al moverse a la posición inicial
de la oración, seguido del objeto del verbo enunciativo, la expresión cambia de un
componente interno de la cláusula al disyuntivo en una oración. Este cambio
implica un nuevo análisis jerárquico, con el alcance de la expresión ampliada. El
cambio de posición sintáctica es seguido por un cambio de comportamiento
gramatical. El verbo ¨说¨ ahora se vuelve no finito y ya no se puede usar con la
tercera persona (descategorización del verbo). El reanálisis jerárquico y la
descategorización son evidencia de la gramaticalización de la expresión. Junto con
el cambio de posición sintáctica y el comportamiento gramatical, también cambia
la semántica de la expresión. La expresión pierde gradualmente su composición
semántica, es decir, la expresión ya no es compositiva, o la suma del significado
del verbo ¨ 说¨ y su objeto ¨ 实话¨. Semánticamente, la expresión está en su
transición de ser compositivo a ser idiomático. Así que, podemos decir que la
expresión está en proceso de lexicalización. También se ha vuelto pragmáticamente
más significativo, con una fuerza ilocutiva que expresa la manera de hablar del
emisor/hablante cuando se usa antes de una oración declarativa (67), o exige la
forma de respuesta del receptor/oyente cuando se usa antes de una oración
246
Chen, C 陈晨. CLAC 79 2019: 217-256
interrogativa (68). La posición sintáctica prominente y la mejora de la función
pragmática proporcionan las condiciones necesarias para que la expresión se
convierta en un marcador pragmático.
En la primera mitad del siglo XX (principios del mandarín moderno), la
expresión se volvió más condensada en forma, con la pérdida del sujeto agente del
verbo. Véase el ejemplo (69).
(69) “说实话,紧不紧?” (CCL del chino moderno temprano, República de
China)
Glosa: Di palabras verdaderas, [¿está presionado (por dinero)]?
Trad.: Honestamente, ¿estás presionado (por dinero)?
El ejemplo (69) es uno de los casos que encontramos donde la expresión ¨说实话 ¨
se usa por separado en la posición inicial de una cláusula. En la oración (69), el
significado conceptual y la composición semántica de ¨说实话 ¨ se vuelven aún
más débiles, y su significado de procedimiento así como su función pragmática son
más importantes, lo que indica que se encuentra en proceso de pragmaticalización.
Con la pérdida de la composicionalidad semántica, la expresión, ahora se trata
como un todo no analizable, lo que implica fuertemente que la expresión ha estado
experimentando una lexicalización.
Al igual que la expresión ¨说实话¨, otras EAHs en chino, como ¨说真的¨
(hablar verdad), ¨老实说¨ (honesto decir) también siguen un camino de evolución
similar (Shen 2012; Kong 2017): al salir de la cláusula, se han sometido a la
gramaticalización, luego las formas gramaticalizadas se vuelven más pragmáticas e
idiomaticizadas. Sin embargo, estas expresiones aún no pueden considerarse como
palabras en chino, o al menos no son palabras típicas en chino, aunque pueden
comportarse sintácticamente como las palabras, por lo que se puede considerar que
están lexicalizados.
En definitiva, por lo visto hasta ahora en este apartado, los AAHs y las EAHs en
las dos lenguas en contraste, en términos generales, siguen un camino similar en su
evolución: primero experimentaron un proceso de gramaticalización: de los
elementos internos de la cláusula a los adverbios oracionales en español/a los
modificadores oracionales en chino; luego un proceso de lexicalización: de las
expresiones compositivas a las formas léxicas o expresiones idiomáticas. Y todos
ellos evolucionaron de formas no pragmáticas a formas pragmáticas (Fraser 1999,
Anderson 2001, Feng 2004).
Sin embargo, los AAHs en español y las EAHs en chino muestran diferentes
patrones de lexicalización. En español, es la elipsis la que conduce a la reducción
formal de una frase o una cláusula, que cuenta con varias palabras a un adverbio.
En la reducción, los componentes semánticos intersubjetivos de eventos (el emisor,
el receptor, el verbo enunciador y actos de habla) se representan por el adverbio a
través de la metonimia. Al contrario, en la lengua china, el patrón típico de
lexicalización es la pérdida de composicionalidad semántica (reanálisis de
constituyentes internos de una frase o una cláusula), pero este proceso no da como
resultado el producir una nueva palabra, como sucede en español. Teniendo en
cuenta esto, decimos que los AAHs en español y las EAHs en chino se encuentran
en diferentes etapas de lexicalización, y que las EAHs no están completamente
lexicalizados, sino que solo están idiomaticizados. Pero cabe decir, según
Chen, C. 陈晨 CLAC 79 2019: 217-256
247
Bussmann (1996) y Dong (2011), la idiomatización también es la etapa primaria de
la lexicalización.
Aparte de los AAHs, también nos llaman la atención que otros tipos adverbios
en –mente también están más lexicalizados que sus paralelos en chino. Por
ejemplo, en español, los adverbios evaluativos pueden recurrir a los recursos
lingüísticos léxicos, y mientras que, en chino, generalmente se recurren a los
recursos lingüísticos sintácticos (Kong 2018). Los equivalentes de los adverbios
evaluativos (–mente), afortunadamente, sorprendentemente, posiblemente,
asombrosamente, curiosamente, paradójicamente, comprensiblemente en chino
suelen estar encajados en una estructura ¨X 的是¨ (Chen, Mario 2019). Por lo
tanto, podemos especular que la razón de la diferencia del grado de lexicalización
entre los AAHs y sus paralelos en chino podría ser que los dos idiomas son
morfológicamente diferentes. El español, es rico en aspectos morfológicos, pues en
el caso de los adverbios en –mente, es más capaz de combinar varias semánticas de
eventos mediante recursos léxicos, y la entidad semántica de los verbos enunciados
se puede codificar implícitamente. Mientras que, en chino, por otro lado, carece de
aspectos morfológicos y, por lo tanto, no tiene capacidad de proyectar la semántica
conceptual de los actos de habla mediante recursos léxicos en la estructura
superficial, lo que significa que tiene que recurrir a los recursos sintácticos
(construcciones verbales o cláusulas) para codificar el mismo concepto de evento.
6. Conclusiones
En el presente estudio, basándose en la semántica de eventos, profundiza en la
diferencia de los recursos lingüísticos utilizados en español y chino para expresar
las semánticas conceptuales de evento de actos de habla de orientación al emisor o
receptor, y observa la evolución diacrónica de los adverbios de actos de habla en
español y sus paralelos en chino, con el fin de descubrir la motivación de la
diferencia inter-lingüística de las dos lenguas en contraste. Los principales
hallazgos del estudio son los siguientes:
a) En cuanto al nivel intralingüístico, tanto en el español como en el chino se
utilizan variados recursos lingüísticos para codificar determinadas semánticas
conceptuales de eventos de actos de habla.
b) En cuanto al nivel inter-lingüístico, para realizar la proyección de las mismas
semánticas conceptuales de eventos de actos de habla, las dos lenguas en
contraste, difieren en los recursos lingüísticos, que en español es la forma léxica
(adverbio), mientras que en el chino no dispone de los adverbios de actos de
habla, sino de la forma sintáctica (construcción verbal y cláusula). Gracias a las
consultas avanzadas en el corpus de CCL, se ha podido comprobar, que las
construcciones verbales, son recursos lingüísticos predominantes en chino, y
entre ellas, la estructura Verbo enunciativo + NP¨ 说 / 讲 实 话 ¨ y Adjetivo
adverbializado + Verbo enunciativo ¨老实说/讲¨ son las dos expresiones más
representativas entre los 23 tipos de EAHs del chino.
c) El desarrollo diacrónico de los AAHs en español y las EAHs en chino
muestra un patrón de evolución similar, primero los AAHs y las EAHs
experimentaron un proceso de gramaticalización, y luego un proceso de
lexicalización. Todos ellos evolucionaron de formas no pragmáticas a formas
248
Chen, C 陈晨. CLAC 79 2019: 217-256
pragmáticas. Sin embargo, los AAHs en español y las EAHs en chino se
encuentran en diferentes etapas de lexicalización y las EAHs no están
completamente lexicalizadas, sino que solo están idiomatizadas.
d) La razón de la diferencia del grado de lexicalización podría ser que los dos
idiomas son morfológicamente diferentes. El español, rico en aspectos
morfológicos, es más capaz de combinar varias semánticas de eventos mediante
recursos léxicos, los AAHs se encargan de la proyección de eventos de actos de
habla a la estructura superficial, pues, otros constituyentes conceptuales
semánticos no necesitan obligatoriamente presentarse, y la entidad semántica de
los verbos enunciados se puede codificar implícitamente. Mientras el chino,
carece de aspectos morfológicos y, por tanto, no tiene capacidad de proyectar la
semántica conceptual de los actos de habla mediante recursos léxicos en la
estructura superficial, lo que significa que tiene que recurrir a los recursos
sintácticos (construcciones verbales o cláusulas) para codificar el mismo
concepto del evento.
Cabe decir, que nuestro trabajo también pone de manifiesto la viabilidad y la
efectividad de estructura semántica conceptual compartida por las dos lenguas en
contraste, que sirve como tertium comparationis en el estudio inter-lingüístico y
abre una nueva perspectiva del análisis contrastivo entre dos idiomas
tipológicamente diferentes como el español y el chino.
Agradecimientos
Esta investigación está enmarcada en el proyecto 18CI08C financiado por la
Oficina Central del Instituto Confucio, China.
Un agradecimiento muy especial a Joaquín Garrido Medina por sus preguntas
teóricas, surgidas de la lectura en el II Congreso Internacional de Estudios
Contemporáneos sobre China (2019) ¨Diálogo y Contacto entre Oriente y
Occidente¨. A Mario García Mejías (Universidad de León) muchas gracias por su
cuidadosa revisión de este artículo. A Ni Maohua (Universidad de Estudios
Internacionales de Shanghai: SISU), Li Juyang (Universidad de lengua y cultura de
Beijing), Ji Yuanxin (Universidad de Autónoma de Madrid), y Xu Xiafei
(Universidad de León) por su ayuda en la realización de los cuestionarios. Los
desatinos y errores de análisis son, como se dice en estos casos, total
responsabilidad mía.
Bibliografía
Alija, Grande. 1996. Las modalidades de la enunciación. León: Universidad de León,
Facultad de Filosofía y Letras, tesis doctoral.
Anderson, Gisle. 2001. Pragmatic Markers and Sociolinguistic Variation: A Relevancetheoretic Approach to the Language of Adolescents. Amsterdam: John Benjamins
Publishing Company.
Bańczerowski, Jerzy. 1980. Some contrastive considerations about semantics in the
communication process. In Fisiak. (Eds.). Theoretical Issues in Contrastive
Linguistics. Amsterdam: John Benjamins B. V.
Chen, C. 陈晨 CLAC 79 2019: 217-256
249
Bartsch, Renate. 1976. The Grammar of Adverbials, Amsterdam. North-Holland Publishing
Company.
Bellert, Irena. 1977. On Semantic and Distributional Properties of Sentential Adverbs,
Linguistic Inquiry, 8, 337-351.
Berrendonner, Alain. 1987. Elementos de pragmática lingüística, Buenos Aires, Gedisa.
Berta, Tibor. 1999. La diacronía en la enseñanza de ELE, en Tomás Jiménez Juliá et al.
(eds.), Actas IX Congreso Internacional de ASELE. Español como Lengua Extranjera:
Enfoque comunicativo y Gramática, Santiago de Compostela, 339-344.
Borillo, Andrée. 1976. Les adverbes et la modalisation de l'assertion. Langue française, 30,
74-89.
Brinton, Laurel J.; Traugott, Elizabeth Closs. 2005. Lexicalization and language change.
Cambridge University Press.
Bussmann, Hadumod. 1996. Routledge Dictionary of Language and Linguistics, trans. by
Gregory P. Trauth & Kerstin Kazzazi, London & New York: Routledge.
Chen, Chen 陈晨 y Mario, García Mejías 马里奥·加利西亚. 2019. La traducción de los
adverbios evaluativos de español a chino. Congreso internacional ¨lenguas y
cognición¨, Dalian, China.
Chen, Zhi 陈芷. 2016. Aproximación al clítico 的 de en chino. Círculo de Lingüística
Aplicada
a
la
Comunicación
66,
23-50.
http://www.ucm.es/info/circulo/no66/chenzhi.pdf,http://revistas.ucm.es/index.php/CLA
C,http://dx.doi.org/10.5209/CLAC.52768.
Chesterman, Andrew. 1998. Contrastive Functional Analysis. Amsterdam/ Philadelphia:
John Benjamins.
Chomsky, Noam. 1957. Syntactic structures. La Haya: Mouton. Trad. cast.: Estructuras
sintácticas. México: Siglo XXI, 1974.
Cinque, Guglielmo. 1999. Adverbs and Functional Heads. A Cross-linguistic Perspective,
Oxford: Oxford University Press.
Conte, Maria Elisabeth. 1987. Semiotica dell’enunciazione, Paradigmi, 5, 49-63.
Conte, Maria Elisabeth. 1988. Metatestualità, en Condizioni di coerenza. Ricerche di
linguistica testuale, Florencia, La Nuova Italia, 45-48.
Cresswell, Maxwell John. 1985. Adverbial Modification. Interval Semantics and Its Rivals,
Dordrecht, D. Reidel, 13-39.
Davidson, Donald. 1967. The logical form of action sentences. Essays on actions and
events, 5, 105-148. Oxford: Clarendon Press.
Dik, Simon & Hengeveld, Kees. (1990): The hierarchical structure of the clause and the
typology of perception verb complements. Working papers in Functional Grammar 37.
Amsterdam: University of Amsterdam. Also in Linguistics 29 (1991), 231-259.
Dik, Simon. 1975. The semantic representation of manner adverbials, en A. Kraak (ed.)
Linguistics in the Netherlands 1972-1973, Assen / Amsterdam: Van Gorcum, 96-121.
Dik, Simon. 1989. The Theory of Functional Grammar, Part I: The Structure of the Clause,
Dordrecht, Foris.
Dik, Simon. 1990. The hierarchical structure of the clause and the typology of adverbial
satellites, en Nuyts J. y otros (eds.), Layers and Levels of Representation in Language
Theory, Amsterdam, John Benjamins, 25-70.
Dik, Simon. 1997a. The Theory of Functional Grammar, Part I: The Structure of the
Clause, Berlín y Nueva York, Mouton / de Gruyter.
250
Chen, C 陈晨. CLAC 79 2019: 217-256
Dik, Simon. 1997b. The Theory of Functional Grammar, Part II: Complex and Derived
Constructions, Berlín y Nueva York, Mouton / de Gruyter.
Dong, Xiufang 董秀芳. 2011. 词汇化 : 汉语双音词的衍生和发展 Lexicalización: el
origen y la evolución de las palabras disilábicas chinas Lexicalization. 北京 Beijing:
商务出版社 Editorial Shangwu.
Dong, Xiufang 董秀芳. 2003. “‘X 说’的词汇化” Sobre la lexicalización de ¨X shuo¨. 语言
科学 Linguistic Sciences, 2, 46-57.
Ducrot, Oswald. 1980. Analyses pragmatiques, Communications, 32, 11-60.
Ebeling, Jarle. 1998. Contrastive Linguistics, Translation, and Parallel Corpora. Meta,
XLIII, 4, 602-615.
Egea, Esteban Rafael. 1979. Los adverbios terminados en -mente en el español
contemporáneo, Bogotá: Publicaciones del Instituto Caro y Cuervo.
Elvira, Javier. 2006. Aproximación al concepto de lexicalización. En Diacronía, lengua
española y lingüística: actas del IV Congreso Nacional de la Asociación de Jóvenes
Investigadores de Historiografía e Historia de la Lengua Española (Madrid, 1, 2 y 3 de
abril de 2004). Síntesis, 21-42.
Elvira, Javier. 2007. Algo más que palabras: uso y significado en las locuciones del
español, Verba Hispánica XV/b, 109-125.
Ernst, Thomas. 2002. The Syntax of Adjuncts, Cambridge: Cambridge University Press.
Espinal, Maria Teresa. 1985. Análisis interpretatives i teoria lingüística. Tesi doctoral,
Bellaterra, Universitat Autònoma de Barcelona.
Espinal, Maria Teresa. 1987. Modal Adverbs and Modality Scales, Lingua, 72,293-314.
Feng, Guangwu 冯光武. 2004. 汉语语用标记语的语义、语用分析 La semántica y la
pragmática de los marcadores pragmáticos chinos. 现 代 外 语 Lenguas extranjeras
modernas, 27. 1, 24-31.
Fraser, Bruce. 1996. Pragmatic markers. Pragmatics, 6, 167-190.
Fraser, Bruce. 1999. What are discourse markers? Journal of Pragmatics, 31, 931-952.
García, Luis González. 1997. El Adverbio en español, La Coruña: Universidade da Coruña.
Garrido, Joaquín Medina. 1999. Los actos de habla: las oraciones imperativas. Gramática
descriptiva de la lengua española, coord. por Ignacio Bosque y Violeta Demonte, 3879928. Madrid: Espasa Calpe.
Gràcia, Lluïsa, et al. 2000. Configuración morfológica y estructura argumental: léxico y
diccionario. Bilbao: Universidad del País Vasco.
Grandgent, Charles Hall. 1928. Introducción al latín vulgar, traducción del inglés,
adicionada por el autor, corregida y aumentada con notas, prologo y una antología por
Francisco de B. Moll. Madrid.
Greenbaum, Sidney. 1969. Studies in English Adverbial Usage, Londres: Longman.
Halliday, Michael Alexander Kirkwood. 1973. Explorations in the Functions of Language.
Londres: Edward Arnolds.
Halliday, Michael Alexander Kirkwood. 1975. Learning How to Mean. Explorations in the
Development of Language. Londres: University Park Press.
Higginbotham, James. 1985. On Semantics, Linquistic Inquiry, 16. 4.
Higginbotham, James. 1989. Elucidation of Meaning, Linguistics and Philosophy, 12, 465-517.
Hopper, Paul & Traugott, Elizabeth CLOSS. 1993[2003]. Grammaticalization. Cambridge:
Cambridge University Press.
Chen, C. 陈晨 CLAC 79 2019: 217-256
251
Jackendoff, Ray. 1972. Semantic interpretation in generative grammar, Cambridge
(Mass.): MIT Press.
Jackendoff, Ray. 1983. Semantics and Cognition, Cambridge, MIT Press.
Jackendoff, Ray. 1990. Semantic Structures, Cambridge, MIT Press.
Jackendoff, Ray. 1991. The problem of reality. Nous, 25. 4, 411-433.
Jackendoff, Ray. 1997. The architecture of the language faculty, 28, MIT Press.
Jackendoff, Ray. 2002. Foundations of Language: Brain, Meaning, Grammar, and
Evolution. Oxford: Oxford University Press.
Jackendoff, Ray. 2007. Language, consciousness, culture: Essays on mental structure. MIT
Press.
Jackendoff, Ray. 2010. Meaning and the Lexicon: The Parallel Architecture 1975-2010.
Oxford: Oxford University.
Koktová, Eva. 1986. Sentence Adverbials in a Functional Description,
Amsterdam/Philadelphia: John Benjamins.
Kong, Lei 孔蕾 & Qin, Hongwu 秦洪武. 2017. The development of manner of speaking
markers in English and Chinese: Pragmaticalization, grammaticalization and
lexicalization. Journal of Pragmatics, 107, 16-30.
Kong, Lei 孔蕾 Wen, Qiufang 文秋芳 y Qin, Hongwu 秦洪武 .2018. 事件语义与语用标
记 词 汇 化 的 跨 语 言 考 察 Semántica de eventos y lexicidad de los marcadores
pragmáticos: una perspectiva lingüística cruzada. 外 语 与 外 语 教 学 Las lenguas
extranjeras y su enseñanza, 303. 6, 65-76.
Kovacci, Ofelia.1986. Estudios de gramática española, Buenos Aires, Hachette, S. A.
Kovacci, Ofelia. 1986. Notas sobre adverbios oracionales: dos clases de limitadores del
dictum, Revista argentina de lingüística, 2. 2, 299-316.
Kovacci, Ofelia. 1994. Sobre los adverbios oracionales. Estudios de gramática española,
163-178. Buenos Aires: Edicial.
Kovacci, Ofelia. 1999. El adverbio, Ignacio Bosque y Violeta Demonte, Gramática
descriptiva de la lengua española. Madrid: Colección Nebrija y Bello, Espasa, 705-786.
Krzeszowski, Tomasz Paweł. 1971. Equivalence, congruence and deep structure. In: G.
Nickel (ed.). Papers in Contrastive Linguistics. Cambridge: CUP.
Krzeszowski, Tomasz Paweł. 1984. Tertium comparationis. In: Jacek Ficiak (Hg.):
Contrastive Linguistics. Prospects and Problems. Berlin/New York/Amsterdam
(=Trends in Linguistics.Studies and Monographs 22), S. 301–312. Language Teaching
and Research Press, 2001.
Li, Sixu 李思旭.2012). 词汇化、语法化看话语标记的形成——兼谈话语标记的来源问
题. Sobre la formación y origen de los marcadores discursivos de la perspectivas de
lexicalización y gramaticalización. 世界汉语教学 Enseñanza chino en el mundo, 26. 3,
322-337.
Lieber, Rochelle. 1992. Deconstructing Morphology. Chicago: University of Chicago Press.
Lonzi, Lidia. 1991. II sintagma avverbiale, en L. Renzi y G. Salvi, Grande grammatica
italiana di consultazione, vol. II, Bolonia: il Mulino.
Lu, Jianming 陆俭明. 1983. “的” 字结构和 “所” 字结构 Estructura relativa a DE y SUO.
现代汉语虚词散论 Ensayos sobre las palabras vacías del chino. 北京 Beijing: 语文出
版社 Editorial de Yuwen.
Lu, Jianming 陆俭明.1963. “的” 的分合问题及其他 Cuestiones sobre la separación y la
adhesión de DE. 语言学论丛 Foro sobre la lingüística, 5.
252
Chen, C 陈晨. CLAC 79 2019: 217-256
Lyu, Shuxiang 吕叔湘. 1981.关于“的、地、得” 和 “做、作” Sobre 的 DE, 地 DE, 得 DE
y 做 ZUO y 作 ZUO. 语文学习 Estudio del chino, 3.
Lyu, Shuxiang 吕叔湘. 2002.再论“的” 和 “地” 的分合问题 Otra vez sobre el problema de
la separación y la adhesión de ¨的 DE¨ y ¨地 DE¨. 吕叔湘全集 Las obras completas de
Lyu Shuxiang. 沈阳 Shenyang: 辽宁教育出版社 Editorial de Educación Liaoning.
Nef, Frédéric & Nolke, Henning. 1982. À propos des modalisateurs d’énonciation, Revue
Romane, 17. 2, 34-54.
Packard, Jerome. 2000. The Morphology of Chinese: A Linguistic and Cognitive Approach.
Cambridge University Press, 2000.
Parsons, Terence. 1990. Events in the Semantics of English. A Study in Subatomic
Semantics. Cambridge, MA: MIT Press.
Pinker, Steven. 1989. Learnability and cognition: The acquisition of argument structure.
Cambridge, MA: MIT PRESS.
Plag, Ingo, Christiane Dalton Puffer, AND Harald Baayen. 1999. Morphological
productivity across speech and writing. English Language & Linguistics 3. 2, 209-228.
Pustejovsky, James (1995): The Generative Lexicon: A theory of computational lexical
semantics. Cambridge (Mass.) / Londres: MIT Press.
Qin, Hongwu 秦洪武 y Wang, Kefei 王克非.2012. 基于语言运用的体动词逻辑转喻分析
Un análisis basado en el uso de metonimias lógicas con verbos de aspect. 外国语
Revista de lenguas extranjeras, 35. 5, 16-23.
Quirk, R., Greenbaum, S., Leech, G. & Suarvik, J.1985. A Comprehensive Grammar of the
English Language, Londres y Nueva York: Longman.
Real Academia Española. 1973. Esbozo de una Nueva Gramática de la Lengua Española.
Madrid, Espasa Calpa.
Rodríguez Ramalle, Teresa María. 2003. La gramática de los adverbios en -mente o cómo
expresar maneras, opiniones y actitudes a través de la lengua, Madrid: Ediciones de la
Universidad Autónoma de Madrid.
Rodríguez, Catalina Fuentes. 1987. El verbo de enunciación, Verba, 14, 149-167.
Rodríguez, Catalina Fuentes. 1991. Adverbios de modalidad, Verba, 18, 275-321.
Salvador, Gutiérrez Ordóñez. 1992. Estructuras predicativas de verbo ausente. E. Alarcos et
alii (éds.), Gramams-temas I. León: Universidad de León, 117-143.
San Yoon Kim (2012): Una explicación formal de la orientación y distribución de los
adverbios de actos de habla, Revista Española de Lingüística, 42. 2, 127-152.
Schreiber, Peter A. 1972. Stile Disjuncts and the Performative Analysis, Linguistic Inquiry,
3, 321-347.
Sergi, Torner Castells. 2005. Aspectos de la semántica de los adverbios de modo en
español. Universitat Pompeu Fabra.
Shen, Zhongping 沈中平. 2012. “老实说” 的话语功能及其语法化 La función del
discurso de ¨laoshi shuo¨ y su gramaticalización. 九 江 学 院 学 报 Revista de la
Universidad de Jiujiang, 166. 3, 90-94.
Tekin, Özlem. 2012. Grundlagen der Kontrastiven Linguistik in Theorie und Praxis.
Tübingen: Stauffenburg.
Thomason, Richmond & Robert Stalnaker. 1973. A Semantic Theory of Adverbs.
Linguistic inquiry, 4, 195-220.
Wilson, Deirdre & Dan, Sperber. 1993. Linguistic form and relevance. Lingua, 90. 1, 1-25.
Chen, C. 陈晨 CLAC 79 2019: 217-256
253
Yang, Jing 杨 静.2017. 句位压制与汉 语形容 词的副 词化 Prosodia de oraciones y
adverbización de adjetivos chinos. 汉语学报 Lingüística china, 57. 1, 82-87.
Zhang, Yisheng 张谊生.2000. 现代汉语副词研究 Investigación sobre el adverbio del
chino moderno. 上海 Shanghai, 学林出版社 Editorial de Xuelin.
Zhang, Yisheng 张谊生. 2003. “副+是” 的历时演化和共时变异——兼论现代汉语“副+
是”的表达功用和分布范围 En las conexiones entre los cambios diacrónicos y las
variaciones sincrónicas de ¨adverbio + shi¨ en chino. 语言科学 Ciencias lingüisticas, 2.
3, 34-49.
Zhang, Yisheng 张 谊 生 . 2012. 现 代 汉 语 副 词 状 语 的 标 记 选 择 Aproximación a la
selección de marcadores adverbiales en chino moderno. 汉语学报 Lingüística china,40.
4, 32-43.
Chen, C 陈晨. CLAC 79 2019: 217-256
254
Anexo 1. Los recursos lingüísticos de las expresiones adverbiales del evento
de actos de habla de orientación hacia el emisor/hablante en español y
chino.
Expresiones adverbiales del evento de actos de habla de orientación hacia el
emisor/hablante
Semántica
conceptual y su
paráfrasis
Indican una evaluación del hablante/emisor sobre su propia
actitud en cuanto enunciador, la actitud del hablante/emisor ante
lo que dice.
P.E: (Yo) Soy franco / sincero / honesto / honrado al decirte que
creo que está bien.
Forma lógica de
estructura
conceptual y su
interpretación
(∃e) [E(e) & Agente (e, emisor-hablante) & Tema (e, P)]& ADJ
(e*, emisor-hablante)
Existe un evento del acto de habla(E), cuyo agente es yo, el
contenido es la proposición(P), y cuando el agente(yo) realiza la
proposición, su característica es ADJ.
Estructura
superficial en
español
Estructura
superficial en chino
Recursos
léxicos
(AAHs)
Adverbios
Francamente, [P] Sinceramente,
[P] Honestamente, [P]
Honradamente, [P]
Recursos
sintácticos
Otras
expresiones
adverbiales
equivalentes
Con (toda) franqueza, [P]
Con sinceridad, [P]
En confianza, [P]
…
Cláusula
Digo francamente/sinceramente/
honestamente/honradamente, [P]
…
Recursos
léxicos
--
--
Recursos
sintácticos
(EAHs)
Adjetivo
adverbializad
o + Verbo
enunciativo:
老实说/讲, [P]
坦率地说/讲, [P]
坦白(DE)说/讲, [P]
诚实地说/讲, [P]
Verbo
enunciativo +
NP
说/讲实话, [P]
说/讲老实话, [P]
说实在的, [P]
说/讲真的, [P]
说真话, [P]
说真心话, [P]
Locución:
实话实说, [P]
坦诚相告, [P]
Cláusula
(我)坦率地告诉你, [P]
Chen, C. 陈晨 CLAC 79 2019: 217-256
255
(我)坦白(DE)告诉你(吧), [P]
(我)实话告诉你/您(吧), [P]
(你/您)实话告诉我, [P]
(我)跟你/您说实话(吧), [P]
(你)给我说实话, [P]
(你)跟我说实话, [P]
(我)老实告诉你/您(吧), [P]
(你)老实告诉我, [P]
(我)老实跟你/您说(吧), [P]
(你)老实跟我说, [P]
Anexo 2. Los recursos lingüísticos de las expresiones adverbiales del evento
de actos de habla de orientación hacia el receptor/oyente en español y chino.
Expresiones adverbiales del evento de actos de habla de orientación hacia el
receptor/oyente
Semántica
conceptual y su
paráfrasis
El hablante/emisor pide o espera una respuesta del
oyente/receptor y le solicita que en ésta tenga la actitud denotada
por el adverbio.
P.E: (Tú) Sé franco / sincero / honesto / honrado al contestarme
si crees que está bien.
Forma lógica de
estructura
conceptual y su
interpretación
IMP(∃e) [E(e) [E´(e) & Agente (e, receptor-oyente) & Tema (e,
P)] & ADJ (e*, receptor-oyente)]
Existe un evento del acto de habla(E) que consiste un sub-evento
de pedir la información (E´)-un emisor/hablante pide o espera
una respuesta del receptor/oyente, el contenido de la información
es la proposición(P), y cuando el agente (receptor) realiza la
proposición, su característica se requiere ser ADJ.
Estructura
superficial en
español
Estructura
superficial en chino
Recursos
léxicos
(AAHs)
Adverbios
Francamente, [P] Sinceramente,
[P] Honestamente, [P]
Honradamente, [P]
Recursos
sintácticos
Otras
expresiones
adverbiales
equivalentes
Con (toda) franqueza, [P]
Con sinceridad, [P]
En confianza, [P]
…
Cláusula
Digo francamente/sinceramente/
honestamente/honradamente, [P]
…
Recursos
léxicos
--
--
Recursos
Adjetivo
老实说/讲, [P]
Chen, C 陈晨. CLAC 79 2019: 217-256
256
sintácticos
(EAHs)
adverbializa
do + Verbo
enunciativo:
坦率地说/讲, [P]
坦白(DE)说/讲, [P]
诚实地说/讲, [P]
Verbo
enunciativo
+ NP
说/讲实话, [P]
说/讲老实话, [P]
说实在的, [P]
说/讲真的, [P]
说真话, [P]
说真心话, [P]
Locución:
实话实说, [P]
坦诚相告, [P]
Cláusula
(我)坦率地告诉你, [P]
(我)坦白(DE)告诉你(吧), [P]
(我)实话告诉你/您(吧), [P]
(你/您)实话告诉我, [P]
(我)跟你/您说实话(吧), [P]
(你)给我说实话, [P]
(你)跟我说实话, [P]
(我)老实告诉你/您(吧), [P]
(你)老实告诉我, [P]
(我)老实跟你/您说(吧), [P]
(你)老实跟我说, [P]
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https://openalex.org/W2110677442
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http://publikationen.ub.uni-frankfurt.de/files/31712/InTech-Refinement_of_protein_tertiary_structure_by_using_spin_spin_coupling_constants_from_nuclear_magnetic_resonance_measurements.pdf
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Refinement of Protein Tertiary Structure by Using Spin-Spin Coupling Constants from Nuclear Magnetic Resonance Measurements
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Refinement of Protein Tertiary Structure by
Using Spin-Spin Coupling Constants from
Nuclear Magnetic Resonance Measurements Jürgen M. Schmidt1 and Frank Löhr2
1School of Biosciences, University of Kent,
Canterbury, Kent
2Institute of Biophysical Chemistry,
Center for Biomolecular Magnetic Resonance,
Goethe-University, Frankfurt am Main
1United Kingdom
2Germany 4
Refinement of Protein Tertiary Structure by
Using Spin-Spin Coupling Constants from
Nuclear Magnetic Resonance Measurements
Jürgen M. Schmidt1 and Frank Löhr2
1School of Biosciences, University of Kent,
Canterbury, Kent
2Institute of Biophysical Chemistry,
Center for Biomolecular Magnetic Resonance,
Goethe-University, Frankfurt am Main
1United Kingdom
2Germany 4 1. Introduction Modelling protein structure seems a challenging enterprise because the number of structure
parameters required ordinarily exceeds the amount of independent data points available
from experimental observations. Expressing the predominant conformation of a protein in
terms of a geometry model, a polypeptide chain consisting of N atoms would command 3N – 6
Cartesian coordinates be fixed. Even for small proteins, this becomes a daunting number. Fortunately, so-called holonomic constraints limit the number of variables, leaving
substantially fewer, truly relevant parameters for folding the polypeptide chain into its
native tertiary structure. For example, adjusting bond lengths and the many angles between
the covalent bonds connecting the atoms is of little concern and appropriate standard values
can be inserted from tableworks (Pople & Gordon, 1967; Engh & Huber, 1991, 2006). Table 1
exemplifies for the 147-residue protein Desulfovibrio vulgaris flavodoxin how the number of
truly independent internal rotational degrees of freedom amounts to less than one-tenth of the
Cartesian coordinate set size. IUPAC-IUB conventions (1970) define three mainchain torsions for the polypeptide
backbone. Protein structure determination primarily seeks to adjust the values of those two
mainchain torsion angles that chiefly determine the fold of the chain, that is, and in each
amino-acid residue. Peptide-bond geometry, as described by mainchain torsion angle , is
normally assumed to be trans- or cis-planar, fixed at 180° or 0° angles, respectively, and thus
does not give rise to rotational variability. In a next instance, the sidechain torsion angle 1 is
of interest. Nuclear magnetic resonance (NMR) spectroscopy is uniquely positioned to help determine
internal orientational constraints in a molecule, be these atom-atom distances (Wüthrich,
1986; Neuhaus & Williamson, 1989), relative bond orientations (Reif et al., 1997, 2000; www.intechopen.com 96 Protein Structure Schwalbe et al., 2001), relative protein domain orientations (Tjandra & Bax, 1997; Fischer et
al., 1999) or rotational states of torsion angles (Pachler, 1963, 1964; Hansen et al., 1975;
Bystrov, 1976; Ejchart, 1999). Especially powerful at measuring short-range interaction,
NMR thus complements X-ray crystallography that is stronger at determining correlations
over longer distances. Approach
Parameters Approach
Parameters h
Parameters
Items
Coord’s
n
Cartesian coordinates (3N – 6)
6411
less bond length constraints (N – 1)
– 2138
4273
less bond angle constraints
– at tetrahedral centers (5 bond angles to fix)
– 417×5
2188
— N-terminus
(1)
— mainchain C (all residues)
(147)
— sidechain C (all residues excl Gly)
(129)
— sidechain C (select residues)
(85)
— sidechain C (select residues)
(47)
— sidechain C (Met, Lys) and N (Lys)
(8)
– at planar centers (3 bond angles to fix)
– 450×3
838
— mainchain N’ and C’ (excl N- but incl C-terminus)
(293)
— sidechain nitrogen and carbon
(157)
– at angled centers (1 bond angle to fix)
– 24×1
814
— sidechain hydroxyl / thiol groups / sulfide bonds
(24)
less fixed or irrelevant torsion angles
— mainchain of peptide bonds
– 146
668
— sidechain methyl
– 84
584
— sidechain amide / guanidinium groups
– 26
558
— sidechain hydroxyl / thiol groups
– 24
534
— N-/C-termini
– 2
532
up
Variable torsion angles of relevance
— mainchain and (2R – 2)
292
292
— sidechain 1 (all residues excl Gly, Ala)
+ 112
404
— sidechain 2 (select residues)
+ 84
488
— sidechain 3 (select residues)
+ 30
518
— sidechain 4 (Arg, Lys, Pro)
+ 14
532 We here focus on high-field NMR in aqueous solution which yields best resolution of the
protein signals. Concentrated at around 1 mM, the dissolved protein is exposed to strong Table 1. Coordinate statistics for D. vulgaris flavodoxin (R = 147 residues, N = 2139 atoms) 1. Introduction Approach
Parameters
Items
Coord’s
top-down
Cartesian coordinates (3N – 6)
6411
less bond length constraints (N – 1)
– 2138
4273
less bond angle constraints
– at tetrahedral centers (5 bond angles to fix)
– 417×5
2188
— N-terminus
(1)
— mainchain C (all residues)
(147)
— sidechain C (all residues excl Gly)
(129)
— sidechain C (select residues)
(85)
— sidechain C (select residues)
(47)
— sidechain C (Met, Lys) and N (Lys)
(8)
– at planar centers (3 bond angles to fix)
– 450×3
838
— mainchain N’ and C’ (excl N- but incl C-terminus)
(293)
— sidechain nitrogen and carbon
(157)
– at angled centers (1 bond angle to fix)
– 24×1
814
— sidechain hydroxyl / thiol groups / sulfide bonds
(24)
less fixed or irrelevant torsion angles
— mainchain of peptide bonds
– 146
668
— sidechain methyl
– 84
584
— sidechain amide / guanidinium groups
– 26
558
— sidechain hydroxyl / thiol groups
– 24
534
— N-/C-termini
– 2
532
bottom-up
Variable torsion angles of relevance
— mainchain and (2R – 2)
292
292
— sidechain 1 (all residues excl Gly, Ala)
+ 112
404
— sidechain 2 (select residues)
+ 84
488
— sidechain 3 (select residues)
+ 30
518
— sidechain 4 (Arg, Lys, Pro)
+ 14
532 top-down
Cartesian coordinates (3N – 6) bottom-up — mainchain and (2R – 2) Table 1. Coordinate statistics for D. vulgaris flavodoxin (R = 147 residues, N = 2139 atoms) We here focus on high-field NMR in aqueous solution which yields best resolution of the
protein signals. Concentrated at around 1 mM, the dissolved protein is exposed to strong www.intechopen.com Protein Structure from NMR Coupling Constants 97 fields of 11.7-23.4 T magnetic flux density, giving rise to nominal resonance frequencies in
the proton band (1H) of 500-1000 MHz. Other biologically relevant stable isotopes 13C and
15N, respectively, resonate at roughly one-quarter and one-tenth of 1H at a given field. fields of 11.7-23.4 T magnetic flux density, giving rise to nominal resonance frequencies in
the proton band (1H) of 500-1000 MHz. Other biologically relevant stable isotopes 13C and
15N, respectively, resonate at roughly one-quarter and one-tenth of 1H at a given field. NMR experiments then consist of radio-frequency pulse trains that generate controlled
transitions of spin states (Ernst et al., 1987). These transitions manifest in resonance lines
whose spectrum location and detailed shape reveal information about the molecular
environment in which the probed atoms are embedded. Rotatory states of torsion angles are accessible through measurement of so-called J-coupling
constants which lend NMR signals a splitting fine structure due to bond-electron mediated
pair interactions between NMR active nuclei. Put simply, the presence of each neighbouring
(coupled) spin splits the resonance line of the observed spin into two. This splitting is field-
independent (hence coupling ‘constant’) but does depend on local molecular geometry. Of particular interest to structure determination are three-bond 3JXY coupling constants as
their magnitudes relate to dihedral angles subtended by the three covalent bonds
connecting the coupled pair of nuclei X and Y, which can be any combination of 1H, 15N, or
13C, prevalent in the topology of the torsion considered (Fig. 1). Ci+1
α
HΝ
Hβ
N
Cα
Cβ
C’
Cγ
Hβ
ψ
φ
χ1
χ2
ω
C’
Ni+1
i-1
Hα
HΝ
Hβ
N
Cα
Cβ
C’
Cγ
Hβ
ψ
φ
χ1
χ2
ω
C’
i-1
Hα
HΝ
Hβ
N
Cα
Cβ
C’
Cγ
Hβ
ψ
φ
χ1
χ2
ω
C’
Ni+1
i-1
Hα
3J(φ)
3J(ψ)
3J(χ1)
Ni+1
HΝ
HΝ
HΝ
Fig. 1. 3J spin-spin coupling topologies in 13C,15N enriched polypeptides. Arrows denote
three-bond connectivities, grouped by conformational relevance to , , and torsions. HΝ Fig. 1. top-down
Cartesian coordinates (3N – 6) 3J spin-spin coupling topologies in 13C,15N enriched polypeptides. Arrows denote
three-bond connectivities, grouped by conformational relevance to , , and torsions. Fig. 1. 3J spin-spin coupling topologies in 13C,15N enriched polypeptides. Arrows denote
three-bond connectivities, grouped by conformational relevance to , , and torsions. Fig. 1. 3J spin-spin coupling topologies in 13C,15N enriched polypeptides. Arrows denote
three-bond connectivities, grouped by conformational relevance to , , and torsions. Multiple J data collected for a given torsion angle overdetermine that angle and thus allow its
value to be retrieved. Six coupling constants, 3JHNH, 3JHNC’, 3JHNC, 3JC’H, 3JC’C’, and 3JC’C, www.intechopen.com www.intechopen.com 98 Protein Structure determine torsion angle (C’i–1–N’i–C
i–C’i) of residue i (Wang & Bax, 1996; Blümel et al.,
1998). Another three couplings, 3JHN’, 3JCN’, and 3JN’N’, would yield (N’i–C
i–C’i–N’i+1). Of
qualitative concern only, the planar trans- or cis-configured peptide bonds at torsion angle
(C
i–C’i–N’i+1–C
i+1) can be verified by two couplings, 3JCHN and 3JCC, which appear to
reflect geometry also (Hennig et al., 2000). Of numerous sidechain torsions encountered in
amino acids, 1(N’i–C
i–C
i–C
i) impacts most on the spatial orientation of the sidechain. Up
to nine distinct coupling constants are accessible in amino acids (Pérez et al., 2001). Karplus (1963) suggested the dependence of 3J on dihedral angle subtended by the three
bonds that connect the coupled nuclei follow the empirical relation 3J() = C0 + C1 cos + C2 cos 2
3J() = C0 + C1 cos + C2 cos 2 3J() = C0 + C1 cos + C2 cos 2 where Cm are Karplus coefficients in Hz empirically calibrated for the 3J types encountered
in amino acids (Bystrov, 1976; Wang & Bax, 1995, 1996; Hu & Bax, 1996, 1997; Schmidt et al.,
1999, Pérez et al., 2001). Multiples of 60° increments to establish the phase relation between
the actual internuclear dihedral angle and the IUPAC-defined torsion , , or 1 (Fig. 2). –150
–120
–90
–60
–30
0
30
60
90
120
150
1
2
3
4
5
6
7
8
9
3JHNHα
3JHNCβ
3JHNC'
3JC'Hα
3JC'Cβ
3JC'C'
φ (deg)
J (Hz)
Fig. 2. Angular dependence of the protein -torsion related 3J coupling constants. 3J are at
maximum when the bonds between the coupled nuclei are trans-oriented, and at minimum
for perpendicular orientations. www.intechopen.com top-down
Cartesian coordinates (3N – 6) For 3JHNH, the panels show from left to right the internuclear
angle HNH = – 60° in the situations ±180°, –90°, ±0°, and +90°. –150
–120
–90
–60
–30
0
30
60
90
120
150
1
2
3
4
5
6
7
8
9
3JHNHα
3JHNCβ
3JHNC'
3JC'Hα
3JC'Cβ
3JC'C'
φ (deg)
J (Hz) Fig. 2. Angular dependence of the protein -torsion related 3J coupling constants. 3J are at
maximum when the bonds between the coupled nuclei are trans-oriented, and at minimum
for perpendicular orientations. For 3JHNH, the panels show from left to right the internuclear
angle HNH = – 60° in the situations ±180°, –90°, ±0°, and +90°. www.intechopen.com 99 Protein Structure from NMR Coupling Constants The coefficients C0 signify mean J values obtained for a complete torsion-angle revolution,
also referred to as conformation averaged J coupling constants. The differences (C2 – C1) are the
largest deflections in J from the mean, where primary and secondary maxima of the curves at
±180° and ±0°, respectively, differ by 2C1. Given sets of up to six 3J parameters per torsion, the challenge is now to find that angle
value in best agreement with the experimental data. Numerical methods exploiting the
redundance present in large data pools permit the self-consistent calibration of Karplus
coefficients during the course of the angle refinement (Schmidt et al., 1999). This obviates the
need for traditional referencing of conformations derived from X-ray data. We previously collected for flavodoxin values for the six possible coupling constants 3J()
and determined the protein’s mainchain torsion angles (Schmidt et al., 1999). Discrepancy in between our NMR solution structure and comparison coordinates from
X-ray crystallography (Walsh et al., 1998; Artali et al. 2002) is only 5° on average, which is
smaller than the molecular dynamical angular libration due to thermal effects, indicating
that both NMR solution and X-ray crystal structures of flavodoxin are very similar
indeed. Here, we record 3J data for the enzyme Ribonuclease T1, a 104-residue protein (11 kDa) from
Aspergillus oryzae (RNase T1, EC 3.1.27.3) that cleaves single-stranded RNA 3’-side of
guanine nucleotides, and determine the majority of the torsion angles in the enzyme. 2. Materials and methods One stringent requirement for efficient protein NMR analysis is that the protein sample be
artifically enriched in the stable non-radioactive isotopes 15N and 13C, a process nowadays
commonly applied in protein expression by recombinant technologies (Kainosho, 1997). Whilst oxygen does not play any role in protein NMR practice, the 1H isotope offering
greatest sensitivity is ubiquitous and abundant. Sometimes, it is being depleted by 2H
replacement in order to alleviate adverse signal relaxation effects occuring in large protein
samples (above approximately 250 amino acids) exhibiting slow rotational tumbling rates
(longer than approximately 10 ns rad–1). 2.1 Protein sample Uniformly 13C,15N-labeled RNase T1 (Lys25 isoenzyme) was obtained following established
protocols (Quaas et al. 1988a,b; Spitzner et al., 2001) and used at 2-mM concentration in
aqueous solution of pH 5.5 (containing 10% D2O). All NMR spectra were recorded at 308 K. Prerequisite to any protein NMR analysis is the assignment of resonance signals to
individual nuclei, not unlike a fingerprint of the molecule. Values quoted are chemical shifts
in parts per million (ppm) from the respective 1H, 13C, or 15N band base frequency. Resonance assignments for RNase T1 (Fig. 3) are available from the BioMagRes database for
1H (BMRB-133; Hoffmann & Rüterjans, 1988) and for 15N (BMRB-1658; Schmidt et al., 1991),
and 13C chemical shifts were given by Pfeiffer et al. (1996b). Comparison torsion angles
were calculated from crystal coordinates, resolved at 0.15 nm, of RNase T1 complexed with
Ca2+ (PDB-9RNT; Martinez-Oyanedel et al., 1991). www.intechopen.com 100 Protein Structure 5.5
6
6.5
7
7.5
8
8.5
9
9.5
10
10.5
100
105
110
115
120
125
130
F2 / 1HN (ppm)
F1 / 15N (ppm)
C2
D3
Y4
T5
C6
G7
S8
N9
C10
Y11
S12
S13
S14
D15
V16
S17
T18
A19
Q20
A21
A22
G23
Y24
K25
L26
H27
E28
D29
G30
E31
T32
V33
G34
S35
N36
S37
Y38
H40
K41
Y42
N43
N44
Y45
E46
G47
F48
D49
F50
S51
V52
S53
S54
Y56
Y57
E58
W59
I61
L62
S63
S64
G65
D66
V67
Y68
S69
G71
S72
G74
A75
D76
R77
V78
V79F80
N81
E82
N83
N84
Q85
L86
A87
G88
V89
I90
T91
H92
T93
G94
A95
S96
G97
N98
N99
F100
V101
E102
C103
T104
Fig. 3. 1H,15N-chemical shift correlation spectrum of RNase T1 at 900 MHz and 308 K. Fig. 3. 1H,15N-chemical shift correlation spectrum of RNase T1 at 900 MHz and 308 K. 2.3 Data evaluation Whichever the chosen approach, the particular method applied to extract J values as
structure parameters from NMR spectra must be considered an integral part of the analysis
also. The authors gathered experience with both methods, albeit with an undeniable
preference for E.COSY-type spectra which perform particularly robust in connection with
computer-assisted lineshape analysis (Schmidt, 1997a; Löhr et al., 2000). Contour plots of NMR signals for J analysis recorded in E.COSY mode show characteristic
tilts (Griesinger et al., 1987), where a prominent large one-bond coupling spreads out the
multiplet along the vertical spectrum dimension, so as to permit reading the sought smaller
3J coupling off the frequency difference between the two multiplet halves in the horizontal
dimension. In the example of Fig. 4, the 1JCH of typically 143 Hz is exploited to split the signal into two
halves along the F1 dimension, given here by the 13C resonance frequency, and the small
3JC’H coupling results from the frequency difference between both halves along the
perpendicular F2 dimension, given here by the 13C’ carbonyl resonance. The parameter record lists optimized values for coupling constants 1JCH and 3JC’H as the
primary E.COSY components responsible for the tilted appearance of the signal shape in
vertical and horizontal directions, respectively. Other parameters include, apart from
amplitude scaling, line widths and line asymmetries in both dimensions, a second
unresolved splitting pair. F2 / CO [Hz]
F1 / Cα [Hz]
RNase T1 - Asn44 @ F1=53.78, F2=175.38 ppm, F3=5.73 ppm
LogScale= 6.0195
LW(Ca)= 11.00 Hz
LW(CO)= 7.21 Hz
dLW(Ca)= 3.79 Hz
dLW(CO)= 1.69 Hz
seco. ECOSY
J(Ca,Ha) = 4.73 Hz
J(CO,Ha) = 7.08 Hz
prim. ECOSY
J(Ca,Ha) = 131.12 Hz
J(CO,Ha) = 6.67 Hz
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40
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–80
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0
40
80
120
160
Experiment
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0
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40
Simulation
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0
20
40
Difference
3JC'Hα
1JCαHα
Fig. 4. Contour plot of a 500-MHz H(N)CA,CO[HA]-E.COSY multiplet recorded for RNase
T1. Example analysis for extracting the 3JC’H coupling constant from the 2D 13C,13C’
correlation signal (F1,F2) taken at the resonance of the amide 1HN proton in the third
dimension (F3). The three nuclei eliciting the three spectrum dimensions all couple with the
1H spin (Fig. 1.), whose presence, following the E.COSY principle, is seen only as splittings,
not as another frequency dimension. 2.2 Data collection The focus of this chapter lies on protein structure and interpretation of NMR data. The
reader interested in the details of NMR pulse-sequence design and the setup of multi-
dimensional NMR experiments is referred to specialist textbooks (Roberts, 1993; Evans,
1995; Keeler, 2005; Hoch & Stern, 1996; Cavanagh et al., 2007) and to the literature including
contained bibliography on the measurement of each of the six protein related 3J coupling
constants, as given in the separate NMR Experiments section at the end of the chapter. Measurements of J coupling constants are subject to two principal concepts. One family of
NMR experiments exploits frequency modulation, such as COSY, DQF-COSY, and E.COSY
(Griesinger et al., 1987), giving rise to characteristic multiplet line splittings (Fig. 4). The
other technique uses amplitude modulation, subdivided into J-modulation (Billeter et al., 1992)
and J-correlation (Bax et al., 1994), encoding J in time-dependent signal intensity. Both
approaches naturally have their pros and cons. While frequency-modulation schemes
produce NMR signals of weaker intensity and larger space requirement, at times leading to
signal overlap, amplitude-modulation schemes chiefly fail to measure small coupling
constants. To minimize signal overlap, protein NMR spectra are often recorded in 3D mode by
exploiting the resonance of an auxiliary spin and selecting 2D projections at that frequency. Example graphs in Fig. 4 show such an experimental multiplet pattern, together with its
best-fit least-squares lineshape reconstruction and the residual error signal. www.intechopen.com www.intechopen.com 101 Protein Structure from NMR Coupling Constants 3.1 RNase T1 Using a uniformly 15N and 13C stable-isotope labeled sample of the enzyme RNase T1, a
total 512 3J values were collected, related to the polypeptide mainchain torsion angles in 82
out of the total 104 amino-acid residues. Even without fitting quantitative torsion angles to the 3J data, qualitative inspection of the J
values permits insights into some details of the protein’s secondary structure already. For
example, residue Asn44 in RNase T1 exhibits a very large 3JC’H coupling of 6.67 Hz (Fig. 4),
second only to that seen in Asn84. This is irreconcilable with a torsion in the negative
value range (Fig. 2). In addition, the 1JCH coupling of only 131 Hz (Fig. 4) falls well short of
the expected average and supports a positive torsion, too. Consequently, Asn44 must
exhibit a positive value for its torsion. Signals for consecutive residues Asn43 and Asn44 in RNase T1 could hardly be more
different. A value of 2.94 Hz for 3JHNC in Asn43 (Fig. 5A) contrasts the lowly 0.47 Hz in
Asn44 (Fig. 5B). Very different 1JCC couplings also suggest differing backbone geometries. While the near-average 1JCC coupling of 35.8 Hz in Asn43 is common with negative
torsions, the unusually large 43.7-Hz coupling in Asn44 agrees better with a positive value
(Schmidt et al., 2009). Both being asparagines, this cannot be a residue-type specific effect on
the J couplings (Schmidt, 2007a). The above-average value of 2.66 Hz seen for 3JC’C in Tyr45 (Fig. 5C) is consistent with a
type-I turn spanning both Tyr45 and Glu46. This tyrosine’s aromatic ring system is a
critical component in nucleotide recognition and binding. The consecutive residues Ala87 and Gly88 in RNase T1 form a bulge (Chan et al., 1993). An unusually small 3JHNC' coupling near zero in Ala87 (Fig. 5D) and an unusually large 2.9-
Hz 3JC’C’ coupling in Gly88 (Fig. 5E) hint at torsion angles near +90°/–90° and 180° (Fig. 2),
respectively, corroborating the distorted geometry in the central portion of a strand. Coupling type
C0
C1
C2
trans J(180°)
gauche J(±60°)
(deg)
(Hz)
(Hz)
(Hz)
(Hz)
(Hz)
3JHNH
–60°
5.67
–0.71
3.37
9.74
3.63
3JHNC’
180°
1.79
–0.75
1.56
4.09
0.64
3JHNC
60°
2.32
–1.64
1.91
5.86
0.54
3JC’H
120°
3.21
–2.17
2.05
7.43
1.10
3JC’C’
0°
1.43
–0.96
0.76
3.15
0.58
3JC’C
–120°
1.33
–0.51
0.91
2.75
0.62
Table 2. 2.3 Data evaluation F2 / CO [Hz]
F1 / Cα [Hz]
RNase T1 - Asn44 @ F1=53.78, F2=175.38 ppm, F3=5.73 ppm
LogScale= 6.0195
LW(Ca)= 11.00 Hz
LW(CO)= 7.21 Hz
dLW(Ca)= 3.79 Hz
dLW(CO)= 1.69 Hz
seco. ECOSY
J(Ca,Ha) = 4.73 Hz
J(CO,Ha) = 7.08 Hz
prim. ECOSY
J(Ca,Ha) = 131.12 Hz
J(CO,Ha) = 6.67 Hz
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0
20
40
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–120
–80
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0
40
80
120
160
Experiment
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0
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Simulation
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0
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Difference
3JC'Hα
1JCαHα Fig. 4. Contour plot of a 500-MHz H(N)CA,CO[HA]-E.COSY multiplet recorded for RNase
T1. Example analysis for extracting the 3JC’H coupling constant from the 2D 13C,13C’
correlation signal (F1,F2) taken at the resonance of the amide 1HN proton in the third
dimension (F3). The three nuclei eliciting the three spectrum dimensions all couple with the
1H spin (Fig. 1.), whose presence, following the E.COSY principle, is seen only as splittings,
not as another frequency dimension. www.intechopen.com 102 Protein Structure e 2. Karplus coefficients for Eq. 1, optimized against experimental 3J data for RNase T1 3.1 RNase T1 Karplus coefficients for Eq. 1, optimized against experimental 3J data for RNase T1 www.intechopen.com 103 Protein Structure from NMR Coupling Constants F2 / HN [Hz]
F1 / Cα [Hz]
RNase T1 - Asn43 @ F1=62.71, F2=8.53 ppm, F3=125.32 ppm
LogScale= 6.6491
LW(Ca)= 14.47 Hz
LW(HN)= 13.11 Hz
dLW(Ca)= 0.91 Hz
dLW(HN)= 0.75 Hz
seco. ECOSY
J(Ca,Cx) = 0.98 Hz
J(HN,Cx) = 6.29 Hz
prim. ECOSY
J(Ca,Cb) = 35.80 Hz
J(HN,Cb) = 2.94 Hz
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0
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Experiment
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Simulation
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0
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Difference
A
3JHNCβ
1JCαCβ
F2 / HN [Hz]
F1 / Cα [Hz]
RNase T1 - Asn44 @ F1=61.82, F2=5.69 ppm, F3=113.92 ppm
LogScale= 6.8681
LW(Ca)= 10.62 Hz
LW(HN)= 19.91 Hz
dLW(Ca)= 0.08 Hz
dLW(HN)= 0.41 Hz
seco. ECOSY
J(Ca,Cx) = 0.69 Hz
J(HN,Cx) = 3.62 Hz
prim. ECOSY
J(Ca,Cb) = 43.67 Hz
J(HN,Cb) = 0.47 Hz
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0
20
40
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0
20
40
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Experiment
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Simulation
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0
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Difference
B
3JHNCβ
1JCαCβ
Cα [Hz]
RNase T1 - Tyr45 @ F1=59.79, F2=177.47 ppm, F3=8.58 ppm
LogScale= 6.4622
LW(Ca)= 9.03 Hz
LW(CO)= 4.93 Hz
dLW(Ca)= 0.23 Hz
dLW(CO)= 0.10 Hz
seco. ECOSY
J(Ca,Cx) = 1.05 Hz
J(CO,Cx) = 3.46 Hz
i
0
20
40
60
Experiment
Simulation
Difference
C
1JCαCβ F2 / HN [Hz]
F1 / Cα [Hz]
RNase T1 - Asn43 @ F1=62.71, F2=8.53 ppm, F3=125.32 ppm
LogSca
LW(Ca)
LW(HN)
dLW(Ca
dLW(HN
seco. J(Ca,C
J(HN,C
prim. J(Ca,C
J(HN,C
–40 –20
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20
40
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0
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Experiment
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Simulation
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Difference
A
3JHNCβ
1JCαCβ A F2 / HN [Hz]
F1 / Cα [Hz]
g
LW(Ca)= 14.47 Hz
LW(HN)= 13.11 Hz
dLW(Ca)= 0.91 Hz
dLW(HN)= 0.75 Hz
seco. ECOSY
J(Ca,Cx) = 0.98 Hz
J(HN,Cx) = 6.29 Hz
prim. ECOSY
J(Ca,Cb) = 35.80 Hz
J(HN,Cb) = 2.94 Hz
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0
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Experiment
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3JHNCβ
1JCαCβ
F2 / HN [Hz]
F1 / Cα [Hz]
RNase T1 - Asn44 @ F1=61.82, F2=5.69 ppm, F3=113.92 ppm
LogScale= 6.8681
LW(Ca)= 10.62 Hz
LW(HN)= 19.91 Hz
dLW(Ca)= 0.08 Hz
dLW(HN)= 0.41 Hz
seco. ECOSY
J(Ca,Cx) = 0.69 Hz
J(HN,Cx) = 3.62 Hz
prim. 3.1 RNase T1 ECOSY
J(Ca,Cb) = 43.67 Hz
J(HN,Cb) = 0.47 Hz
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0
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40
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Experiment
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Simulation
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0
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Difference
B
3JHNCβ
1JCαCβ
F2 / CO [Hz]
F1 / Cα [Hz]
RNase T1 - Tyr45 @ F1=59.79, F2=177.47 ppm, F3=8.58 ppm
LogScale= 6.4622
LW(Ca)= 9.03 Hz
LW(CO)= 4.93 Hz
dLW(Ca)= 0.23 Hz
dLW(CO)= 0.10 Hz
seco. ECOSY
J(Ca,Cx) = 1.05 Hz
J(CO,Cx) = 3.46 Hz
prim. ECOSY
J(Ca,Cb) = 34.00 Hz
J(CO,Cb) = 2.66 Hz
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0
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C
3JC'Cβ
1JCαCβ F2 / HN [Hz]
F1 / Cα [Hz]
RNase T1 - Asn44 @ F1=61.82, F2=5.69 ppm, F3=113.92 ppm
LogScale= 6.8681
LW(Ca)= 10.62 Hz
LW(HN)= 19.91 Hz
dLW(Ca)= 0.08 Hz
dLW(HN)= 0.41 Hz
seco. ECOSY
J(Ca,Cx) = 0.69 Hz
J(HN,Cx) = 3.62 Hz
prim. ECOSY
J(Ca,Cb) = 43.67 Hz
J(HN,Cb) = 0.47 Hz
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B
3JHNCβ
1JCαCβ B F2 / CO [Hz]
F1 / Cα [Hz]
RNase T1 - Tyr45 @ F1=59.79, F2=177.47 ppm, F3=8.58 ppm
LogScale= 6
LW(Ca)= 9. LW(CO)= 4. dLW(Ca)= 0. dLW(CO)= 0. seco. ECOSY
J(Ca,Cx) =
J(CO,Cx) =
prim. ECOSY
J(Ca,Cb) =
J(CO,Cb) =
–40 –20
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C
3JC'Cβ
1JCαCβ C www.intechopen.com 104 Protein Structure F2 / HN [Hz]
F1 / Cα [Hz]
RNase T1 - Ala87 @ F1=52.38, F2=9.08 ppm, F3=110.78 ppm
LogScale= 6.8253
LW(Ca)= 0.00 Hz
LW(HN)= 10.69 Hz
dLW(Ca)= 0.72 Hz
dLW(HN)= 0.10 Hz
seco. ECOSY
J(Ca,CO) = 0.36 Hz
J(HN,CO) = 9.04 Hz
prim. ECOSY
J(Ca,CO) = 52.98 H
J(HN,CO) = 0.16 H
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D
1JCαC'
3JHNC' D E F2 / CO [Hz]
F1 / Cα [Hz]
RNase T1 - Gly88 @ F1=63.54, F2=177.03 ppm, F3=7.06 ppm
LogScale= 6.1999
LW(Ca)= 0.00 Hz
LW(CO)= 3.78 Hz
dLW(Ca)= 0.12 Hz
dLW(CO)= 0.07 Hz
seco. ECOSY
J(Ca,CO) = 1.28 Hz
J(CO,CO) = 2.29 Hz
prim. 3.1 RNase T1 ECOSY
J(Ca,CO) = 50.61 Hz
J(CO,CO) = 2.93 Hz
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0
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40
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–60
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0
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40
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80
Experiment
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E
3JC'C'
1JCαC'
Fig. 5. Example 2D E.COSY multiplet sections from 3D NMR spectra recorded for RNase T1. Panels A-C (previous page): 3JHNC and 3JC’C evaluations exploiting the 1JCC coupling of
typically 35 Hz; Panels D-E: 3JHNC' and 3JC’C' evaluations exploiting the 1JCC' coupling of
typically 53 Hz. Solid and dotted lines are positive and negative contours, respectively. E F2 / CO [Hz]
F1 / Cα [Hz]
RNase T1 - Gly88 @ F1=63.54, F2=177.03 ppm, F3=7.06 ppm
LogScale= 6.1999
LW(Ca)= 0.00 Hz
LW(CO)= 3.78 Hz
dLW(Ca)= 0.12 Hz
dLW(CO)= 0.07 Hz
seco. ECOSY
J(Ca,CO) = 1.28 Hz
J(CO,CO) = 2.29 Hz
prim. ECOSY
J(Ca,CO) = 50.61 Hz
J(CO,CO) = 2.93 Hz
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40
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E
3JC'C'
1JCαC' RNase T1 - Gly88 @ F1=63.54, F2=177.03 ppm, F3=7.06 ppm Fig. 5. Example 2D E.COSY multiplet sections from 3D NMR spectra recorded for RNase T1. Panels A-C (previous page): 3JHNC and 3JC’C evaluations exploiting the 1JCC coupling of
typically 35 Hz; Panels D-E: 3JHNC' and 3JC’C' evaluations exploiting the 1JCC' coupling of
typically 53 Hz. Solid and dotted lines are positive and negative contours, respectively. Eventually, the 82 torsion angles were fitted simultaneously to the pool of all 512 3J data. Self-consistently optimized in conjunction with the torsion-angle values, the Karplus
curves shown in Fig. 6 and respective coefficients summarized in Table 2 represent the
best fit to the 3J data available for RNase T1 exclusively, yet, would be similar with other
proteins also. www.intechopen.com www.intechopen.com Protein Structure from NMR Coupling Constants 105 φ (deg)
J (Hz)
0
3
6
9
XR (initial)
0
2
4
6
0
2
4
6
0
2
4
6
0
1
2
3
–120 –60
0
60
120
0
1
2
3
3JHNHα
SC (final)
3JHNC'
3JHNCβ
3JC'Hα
3JC'C'
–120 –60
0
60
120
3JC'Cβ
→
→
→
Fig. 6. Optimization of protein torsions on the basis of 3J coupling constants. XR panels
Experimental data for RNase T1 (dots) plotted against initial torsion values calculated fr
crystal structure coordinates (PDB-9RNT). 3.1 RNase T1 SC panels: The same data plotted against torsi
values iteratively optimized by referring exclusively and simultaneously to all 3J data,
adjusting both torsion angles and Karplus coefficients in a self-consistent manner (Schm
et al., 1999). Arrows point at Asn44 data that appear to be outliers initially. SC (final) Fig. 6. Optimization of protein torsions on the basis of 3J coupling constants. XR panels:
Experimental data for RNase T1 (dots) plotted against initial torsion values calculated from
crystal structure coordinates (PDB-9RNT). SC panels: The same data plotted against torsion
values iteratively optimized by referring exclusively and simultaneously to all 3J data,
adjusting both torsion angles and Karplus coefficients in a self-consistent manner (Schmidt
et al., 1999). Arrows point at Asn44 data that appear to be outliers initially. www.intechopen.com 106 Protein Structure –120
–60
0
60
120
–120
–60
0
60
120
D3
T4
T5C6
S8 N9
C10
Y11
S12
S14
D15
V16
S17
T18
A19
Q20
A21
A22
Y24
K25
L26
H27
E28
D29
E31
T32
V33
S37
Y38
H40
K41
Y42
N43
N44
Y45
E46
F48
D49
F50
S51
V52
S53
S54
Y56
Y57
E58
W59
I61
L62
S63
S64
D66
V67
Y68
S69
A75
D76
R77
V78
V79
F80
N81
E82
N83
N84
Q85
L86
A87
V89
I90
T91
H92
T93
A95
S96
N98N99
F100
V101
E102
C103
T104
φNMR (deg)
φX-ray (deg)
Fig. 7. Comparison of mainchain torsions in RNase T1 as inferred from self-consistent J
coupling analysis and from crystallographic data (PDB-9RNT) by Martinez-Oyanedel et al. (1991). The majority of items agree within a tolerance of ±30° (dashed bounds). In the final
optimized set, the Asn44 torsion angle has flipped from –86° to +37°. –120
–60
0
60
120
–120
–60
0
60
120
D3
T4
T5C6
S8 N9
C10
Y11
S12
S14
D15
V16
S17
T18
A19
Q20
A21
A22
Y24
K25
L26
H27
E28
D29
E31
T32
V33
S37
Y38
H40
K41
Y42
N43
N44
Y45
E46
F48
D49
F50
S51
V52
S53
S54
Y56
Y57
E58
W59
I61
L62
S63
S64
D66
V67
Y68
S69
A75
D76
R77
V78
V79
F80
N81
E82
N83
N84
Q85
L86
A87
V89
I90
T91
H92
T93
A95
S96
N98N99
F100
V101
E102
C103
T104
φNMR (deg)
φX-ray (deg) Fig. 7. Comparison of mainchain torsions in RNase T1 as inferred from self-consistent J
coupling analysis and from crystallographic data (PDB-9RNT) by Martinez-Oyanedel et al. 3.1 RNase T1 (1991). The majority of items agree within a tolerance of ±30° (dashed bounds). In the final
optimized set, the Asn44 torsion angle has flipped from –86° to +37°. Two facts rationalize the markedly reduced scatter seen in the right-hand-side 3JHH panel
in Fig. 6 compared with the other five coupling types: Firstly, being larger than 3JHC or 3JCC
on an absolute scale, 3JHH values dominate the fit and, secondly, torsion values in regular
protein structure typically fall on the steep slope of the 3JHH curve, making regression
sensitive to small changes in 3JHH. The residual scatter is due to unaccounted substituent
effects in the different amino-acid types (Schmidt, 2007a), unaccounted torsion-angle
dynamics (Brüschweiler & Case, 1994; Pérez et al., 2001), and random experimental error. Two facts rationalize the markedly reduced scatter seen in the right-hand-side 3JHH panel
in Fig. 6 compared with the other five coupling types: Firstly, being larger than 3JHC or 3JCC
on an absolute scale, 3JHH values dominate the fit and, secondly, torsion values in regular
protein structure typically fall on the steep slope of the 3JHH curve, making regression
sensitive to small changes in 3JHH. The residual scatter is due to unaccounted substituent
effects in the different amino-acid types (Schmidt, 2007a), unaccounted torsion-angle
dynamics (Brüschweiler & Case, 1994; Pérez et al., 2001), and random experimental error. Assigned to Asn44 in RNase T1, the solitary data point in the left-hand-side 3JC'H() panel in
Fig. 6, near the upper border, is elevated by around 3 Hz above the crowd. Apparently,
other large 3JC'H coupling constants around 6-7 Hz connect with positive torsion angles. Contrasting the negative value found for Asn44 in crystal structure PDB-9RNT (Martinez-
Oyanedel et al., 1991), the conformation in solution that emerged from our J coupling
analysis differs from that in the solid state (Fig. 7). Similarity between relative J coupling
values for Asn44 and those residues that exhibit positive angles clearly suggest that 44 be
rotated to a positive value also. Indeed, self-consistent optimization of torsions referencing
the set of six -related coupling types converges at +37° for Asn44, while improving
dramatically the error between observed coupling constants and those predicted from the
crystal-structure angles. The region around residues 42-48 of the enzyme engages in the recognition and binding of
the substrate nucleotide (Fig. 8). 3.1 RNase T1 Inspection of eight crystal structures of RNase T1 in a
variety of complexes reveals that Asn44 adopts a negative value in only those structures www.intechopen.com www.intechopen.com 107 Protein Structure from NMR Coupling Constants presenting a free binding site or, rather, a calcium, zinc, or vanadate metal ion bound to the
apo-enzyme (9RNT, 8RNT, 3RNT). Similarly, the inadequate adenosine nucleotide complex
(6RNT) also resembles the apo-enzyme. Even though the distant ribose phosphate interacts
with catalytic residues His40 and Glu58 in this latter structure, the nucleobase is directed
away from the enzyme, so as to leave the recognition loop unoccupied, for RNase T1
binding is G not A specific. presenting a free binding site or, rather, a calcium, zinc, or vanadate metal ion bound to the
apo-enzyme (9RNT, 8RNT, 3RNT). Similarly, the inadequate adenosine nucleotide complex
(6RNT) also resembles the apo-enzyme. Even though the distant ribose phosphate interacts
with catalytic residues His40 and Glu58 in this latter structure, the nucleobase is directed
away from the enzyme, so as to leave the recognition loop unoccupied, for RNase T1
binding is G not A specific. However, four other crystal structures of RNase T1 in various complexes, notably those with
a bound guanine nucleotide (1RLS, 1RNT, 2RNT, 5RNT), do exhibit positive angles for
Asn44 (Fig. 7). Also angles in the adjacent positions Asn43 and Tyr45 differ between the
two groups, by approximately 40° and 10°, respectively. The observations suggest that binding of the correct substrate elicits a concerted
conformation change involving torsion 44, and likely 44, too, as well as torsions 43 and 45
in the preceding and subsequent residue, respectively. Yet, the NMR evidence tells a
different story: Torsion angle 44 is positive already in our sample of the free enzyme in
aqueous solution that was subjected to NMR measurement! Conformational variability of
the Asn44 backbone, such as continual flips between positive and negative values, can be
ruled out on the basis of the large 3JC'H coupling value observed, as such conformational
averaging would reduce the J value towards its mean of about half the size (Table 2). A likely explanation for the negative angle value in some of the crystal structures would be
packing effects through molecules in adjacent grid cells distorting the conformation of the
rather exposed 42-48 loop region at the protein surface. 3.1 RNase T1 Another possible explanation could
be that the metal agents added to aid the crystallization process obstruct the binding site
differently than the natural substrate would do. Fig. 8. Stereo view of residues 42-48 in the crystal structure of the RNase T1:2’GMP inhibitor
complex (PDB-1RNT, Arni et al., 1988). Involved in nucleotide recognition and binding,
Asn43 and Asn44 backbone amide groups interact with the guanine five- and six-ring,
respectively, while the Glu46 sidechain carboxylate probes the presence of the correct
hydrogen bonding capacity at the Watson-Crick edge of the guanine. Tyr42 and Tyr45
sandwich the guanine ring plane. Fig. 8. Stereo view of residues 42-48 in the crystal structure of the RNase T1:2’GMP inhibitor
complex (PDB-1RNT, Arni et al., 1988). Involved in nucleotide recognition and binding,
Asn43 and Asn44 backbone amide groups interact with the guanine five- and six-ring,
respectively, while the Glu46 sidechain carboxylate probes the presence of the correct
hydrogen bonding capacity at the Watson-Crick edge of the guanine. Tyr42 and Tyr45
sandwich the guanine ring plane. 3.2 Flavodoxin 3J coupling data from a similar study targeting backbone torsion angles in flavodoxin
suggested subtle differences between the structures of this protein in aqueous solution www.intechopen.com www.intechopen.com 108 Protein Structure (NMR) and in the crystalline solid state (X-ray). For example, on the basis of J coupling
constants the orientation of peptide plane Ala39/Ser40 shown in the X-ray structure needed
to be adjusted by about +10° in order to fulfil the experimental data (Löhr et al., 2001). (NMR) and in the crystalline solid state (X-ray). For example, on the basis of J coupling
constants the orientation of peptide plane Ala39/Ser40 shown in the X-ray structure needed
to be adjusted by about +10° in order to fulfil the experimental data (Löhr et al., 2001). A conformational hot spot is found in flavodoxin’s so-called “60-loop”, the region protruding
around the isoalloxazine ring system, made up of Gly61-Asp62-Asp63-Ser64. Results from our
analysis on the exclusive basis of J-coupling constants agree with what has been known for
some time already from X-ray studies on flavodoxin (Watenpaugh et al., 1976). These crystal
structures of flavodoxin can be grouped according to 2FX2, 3FX2, 1J8Q, and ‘WFX2’1, on one
side, and 4FX2, 5FX2, 1BU5A, and 1BU5B, on the other. The former group represents oxidized
species of the FMN cofactor, the latter includes reduced (5FX2) and semi-reduced (4FX2)
quinone forms. 1BU5A and 1BU5B (Walsh et al., 1998) are two chains in an asymmetric unit of
apo-flavodoxin-riboflavin complex lacking the ribose phosphate. Conformations of torsions 61 and 62 in flavodoxin differ by almost 180° between both
structure sets, implying a flip of the intervening peptide plane with connected changes in
the hydrogen bonding network. Our NMR data on the oxidized species support the torsion
angles derived from the first group. Most notably, Asp62 adopts a rare positive torsion
angle responsible for an elevated 3JC'H coupling constant of 5.1 Hz. As it is also connected
with an unusual negative torsion, this data point stands out in a graph of 3JC'H() (not
shown). Albeit a non-glycine residue, Asp62 exhibits a secondary-structure feature normally
characteristic of glycine as frequently found in a type-II’ turn motif (Creighton, 1993). But
then, the surrounding torsion angles are too distorted to form a proper reverse turn. Variability in this loop region is also corroborated by an analysis of coupling constants
related to the sidechain 1 torsion angle (Schmidt, 2007b). 4. Discussion, conclusion and scope Complete determination of a protein fold from scratch is inherently impossible on the sole
basis of J coupling restraints alone, owing to their short-range nature of interaction. Even
though torsion angles can be determined fairly accurately, and values of can at least be
narrowed to plausible ranges, while fixing torsions at the planar 180° value, the chaining
of the distinct amino-acid fragments is likely to cause errors to accumulate in the process. A
few long-range restraints, such as those provided by the measurement of NOE effects, will
normally be required to ensure the correct fold over the whole polypeptide chain. In fact,
the present results derived from our J-coupling data are consistent with an independent
previous investigation into the RNase T1 solution structure by means of the traditional
measurement of NOE effects that were subsequently converted into proton-proton distance
constraints (Pfeiffer et al., 1996a). 1 ‘WFX2’ signifies a preliminary X-ray coordinate set of D. vulgaris flavodoxin not available from the
PDB and kindly provided by Martin Walsh, University College Galway, Ireland. 2 Diagonal: mean and standard deviation (square-root of variance, in Hz). Upper triangle: standard
deviation attributed to joint variation in both J types (square-root of covariance, in Hz), negative signs
indicating antivariance. Lower triangle: pair-correlation coefficients. 4.1 Data correlation and redundance The torsion angle in each amino-acid residue is supported by up to six 3J coupling
constants, which, in aggregate, determine just one internal rotational degree of freedom of
the molecular model, the value of . Even though the J data are all independent www.intechopen.com Protein Structure from NMR Coupling Constants 109 observations, they do not represent six independent structure parameters. Owing to their
simultaneous dependence on the same torsion, their values are highly correlated, or anti-
correlated, for that matter (Table 3). Somewhat limited by pairs of couplings exhibiting
correlated angle dependence (Fig 2), the amount of independent structure information
available reduces to effectively 3 or 4, rather than 6, yet still exceeds the single rotational
degree sought to be fixed. Precisely this redundance, however, is key to determining torsion
angles accurately. 3JHNH
3JHNC’
3JHNC
3JC’H
3JC’C’
3JC’C
3JHNH
6.77 ± 2.12
–0.82
–1.20
1.18
0.81
–1.13
3JHNC’
–44%
0.89 ± 0.74
–0.11
0.27
0.27
–0.19
3JHNC
–79%
–2%
1.62 ± 0.85
–0.82
–0.62
0.77
3JC’H
54%
8%
–61%
2.32 ± 1.29
0.47
–0.84
3JC’C’
58%
16%
–76%
30%
0.97 ± 0.58
–0.59
3JC’C
–79%
–6%
89%
–69%
–77%
1.83 ± 0.78
Table 3.Variance-covariance matrix for 512 -related 3J coupling constants in RNase T12 4.2 Molecular dynamics effects At times, the excess information contained in a set of observables can give insights into
dynamic effects that may prevail in the molecular structure (Schmidt, 1997b). Conformational dynamics frequently complicate the analysis of amino-acid sidechain
torsion angles 1 and need be taken into account for satisfactory interpretation of
experimental J data related to that angle type. A variety of angular-mobility models can be
applied to cases in which a single fixed torsion does not explain the observed data
satisfactorily. Analyses commonly assume the 1 torsion either to dwell preferentially in
energetically favourable staggered states (Pachler, 1963, 1964; Hansen et al., 1975) or to
librate about a mean value according to a Gaussian probability profile (Jardetzky, 1980;
Karimi-Nejad et al., 1994; Brüschweiler & Case, 1994). In the first approach, amino-acid sidechain torsions are analyzed assuming the presence of
interconverting staggered-rotamer conformations of 1 = –60°, ±180° and +60° to solve for
the respective populations, p1, p2, and p3, by linear combinations of so-called trans and gauche
coupling values (Table 2). The Gaussian model, however, typically limits the torsion to one
predominant conformation, yet, allowing for larger angular variability, at times. To this end,
angular standard deviations of approximately 60° can be considered to represent a fully
revolving torsion. Both models are somewhat complementary, the staggered-rotamer one
being easier to apply, whereas the Gaussian one usually fits the data better (Schmidt, 1997b). 2 Diagonal: mean and standard deviation (square-root of variance, in Hz). Upper triangle: standard
deviation attributed to joint variation in both J types (square-root of covariance, in Hz), negative signs
indicating antivariance. Lower triangle: pair-correlation coefficients. www.intechopen.com 110 Protein Structure 4.3 1J and 2J couplings in protein structure analysis Interest is arising in short-range 1J and 2J coupling constants (Wienk et al., 2003; Löhr et al.,
2011) as these are comparatively easier to measure than 3J, albeit less well understood
regarding their conformational dependence (Schmidt et al., 2009, 2010). However, by simply
recognizing qualitative classes of small, medium, and large magnitudes for the respective
parameters, it was feasible to pinpoint the boundaries of secondary-structure elements in a
protein (Schmidt et al., 2011). The suggested procedure of J-indexing also exploits data
redundance as each torsion angle is surrounded by large numbers of 1J and 2J coupling
constants (Fig. 9). Fig. 9. The ten types of 2J coupling constants encountered in the protein backbone. Fig. 9. The ten types of 2J coupling constants encountered in the protein backbone. Fig. 9. The ten types of 2J coupling constants encountered in the protein backbone. Protein 1J-, 2J-, and 3J-coupling constant data related to one-, two-, and three-bond
interaction, respectively, continue being deposited by NMR spectroscopists with the
Biological Magnetic Resonance Data Bank (BMRB, Ulrich et al., 2008) (Fig. 10). 4.4 Accuracy issues Quantitative 3J-coupling analysis in proteins appears to have reached a level of detail and
accuracy at which a change of a few degrees in a torsion angle, comparable to thermal
librational amplitudes, makes a noticeable difference, allowing, for example, genuine
differences between NMR-based solution and X-ray based crystal structures to be detected. The process of defining useful conformational constraints on the basis of J coupling
constants usually requires, first, extracting accurate values for the spin-system related
property J from NMR spectra and, second, translating these values into molecular-geometry
related dihedral-angle values within the framework of a specified model of molecular
structure and possibly dynamics. Naturally, both these stages come with their inherent
inaccuracies which will impact on the final result (Fig. 11). www.intechopen.com www.intechopen.com Protein Structure from NMR Coupling Constants 111 1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
0
5000
10000
15000
20000
25000
30000
Year
Data
Fig. 10. Cumulative data volume submitted to the BMRB in category protein J coupling
constants. The current number of deposited sets is around 350, totaling more than 25,000
values, the majority of which are 3JHNH coupling constants. Recent leaps reflect large-scale
depositions of hitherto less popular 1J and 2J parameters which the authors of this chapter
have set out to explore regarding utility in protein structure determination (Schmidt et al.,
2009, 2010). 1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
0
5000
10000
15000
20000
25000
30000
Year
Data Data Fig. 10. Cumulative data volume submitted to the BMRB in category protein J coupling
constants. The current number of deposited sets is around 350, totaling more than 25,000
values, the majority of which are 3JHNH coupling constants. Recent leaps reflect large-scale
depositions of hitherto less popular 1J and 2J parameters which the authors of this chapter
have set out to explore regarding utility in protein structure determination (Schmidt et al.,
2009, 2010). g. 10. Cumulative data volume submitted to the BMRB in category protein J coupling
nstants. The current number of deposited sets is around 350, totaling more than 25,000 p
,
g
,
he majority of which are 3JHNH coupling constants. Recent leaps reflect large-scale
ons of hitherto less popular 1J and 2J parameters which the authors of this chapter
out to explore regarding utility in protein structure determination (Schmidt et al.,
10). Fig. 11. 5.1 3J(H,H) coupling constants 3JHNH coupling constants originated from 3D-HA[HB,HN](CACO)NH quantitative
J correlation spectra recorded at 500 MHz (Löhr et al., 1999). The coupling constant for
residue i was evaluated in spectrum planes at the resonance Ni+1 by summing the data
points comprising the HNi,HNi+1 cross peak and referring its intensity to the H
i,HNi+1 auto
peak according to Icross/Iauto = –tan2(J), with the magnetization-transfer delay, , set at
17 ms. Raw coupling constants were corrected for H/D exchange by an average factor of
1.049, due to scaling all Icross/Iauto ratios for the 10-% D2O solvent component needed for
field-frequency locking. Both datasets yielded 77 values of corrected 3JHNH averaging 6.77 ±
2.17 ± 0.24 Hz. 4.4 Accuracy issues Progression of procedural errors and random uncertainties into molecular structure. ogression of procedural errors and random uncertainties into molecular structure. 112 Protein Structure A word of caution is advised though. Even if both above mentioned evaluation stages as
well as the recording of NMR spectra were void of systematic error, i.e., not limited by their
technical approach, molecules don’t always do us the favour of revealing an unambiguous
structure. If conformational dynamics are at play, such ambiguity is not to be confused with
lack of accuracy or precision, and the geometry of the molecule must not be squeezed into a
‘strait-jacket’, as it were. Rather we need to develop our understanding of molecular
structure, if not re-define the term, in a way that integrates both dynamic as well as static
aspects of conformation. Research into partially or intrinsically disordered protein
structures is witness to such development (Dyson & Wright, 1998). 5. NMR Experiments J coupling measurements were carried out on NMR spectrometers manufactured by Bruker,
Rheinstetten, Germany, with nominal fields ranging from 500 to 900 MHz proton frequency. All instruments were fitted with cryogenically cooled triple-resonance z-axis pulsed-field-
gradient probes, except the 500-MHz instruments were equipped with room-temperature
triple-resonance three-axis pulsed-field-gradient probes. Experiment names of the exclusive correlation spectroscopy (E.COSY) follow a convention
that identifies by uppercase lettering those protein nuclei that are active in generating the
spectrum dimensions, in round parentheses those used for magnetization relay only, and in
square brackets the presence of those passive spins that give rise to the sought J coupling
interaction (Wang & Bax, 1995). Each coupling constant was measured at least twice, and mean values quoted carry two
standard deviations, the former denoting the intra-spectrum, i.e., variation across all amino-
acid residues, and the latter denoting the standard error or inter-spectrum rms variation
between the repeat experiments, i.e., a measure of reproducibility. 5.2 3J(H,C’) coupling constants 3JHNC' coupling constants were determined by least-squares fitting 2D projections of
E.COSY-type C,H multiplets (Schmidt et al., 1997a) recorded at 900 MHz using a [15N,1H]-
TROSY variant (Pervushin et al., 2000) of 3D-(H)CANNH[CO] spectra (Löhr & Rüterjans,
1995). To minimize transverse relaxation effects during the constant-time period, C www.intechopen.com Protein Structure from NMR Coupling Constants 113 chemical shifts and 1JCC' couplings were simultaneously evolved in a 1H,13C multiple-
quantum constant-time t1 period while spin-locking 1H magnetization using a 3-kHz spin-
lock field. Insufficient to cover the complete H shift range uniformly, poorly decoupled C
resonances near the excitation band edges were omitted from evaluation. Glycine patterns
were disregarded entirely as the NMR experiment is not optimized for their twin-H spin
topology. The highly reproducible results comprised 70 values of 3JHNC' averaging 0.75 ± 0.71
± 0.06 Hz. For many of those residues that needed to be ignored in (H)CANNH evaluations
for reasons of lineshape distortion or overlap, 3JHNC' coupling constants were obtained using
a simpler 3D-heteronuclear relayed-E.COSY approach at 500 MHz in combination with
more sophisticated antiphase 2D-multiplet line-shape analysis (Schmidt et al., 1996). The 76
values averaged 0.86 ± 0.72 ± 0.17 Hz, slightly larger than those from (H)CANNH. Additional values were extracted from a [15N,1H]-TROSY version of ct-HNCA[CO]-E.COSY
spectra (Wang & Bax, 1995) recorded at 600 MHz, averaging 0.81 ± 0.79 ± 0.21 Hz and
bringing the total number of items to 92, including data for glycine. Rmsd between all six
spectra was 0.22 Hz. chemical shifts and 1JCC' couplings were simultaneously evolved in a 1H,13C multiple-
quantum constant-time t1 period while spin-locking 1H magnetization using a 3-kHz spin-
lock field. Insufficient to cover the complete H shift range uniformly, poorly decoupled C
resonances near the excitation band edges were omitted from evaluation. Glycine patterns
were disregarded entirely as the NMR experiment is not optimized for their twin-H spin
topology. The highly reproducible results comprised 70 values of 3JHNC' averaging 0.75 ± 0.71
± 0.06 Hz. For many of those residues that needed to be ignored in (H)CANNH evaluations
for reasons of lineshape distortion or overlap, 3JHNC' coupling constants were obtained using
a simpler 3D-heteronuclear relayed-E.COSY approach at 500 MHz in combination with
more sophisticated antiphase 2D-multiplet line-shape analysis (Schmidt et al., 1996). The 76
values averaged 0.86 ± 0.72 ± 0.17 Hz, slightly larger than those from (H)CANNH. 5.3 3J(H,C) coupling constants 3JHNC coupling constants were determined by simulating 2D projections of C,H multiplets
resulting from a [15N,1H]-TROSY version of the 3D-HNCA[CB]-E.COSY experiment (Wang
& Bax, 1996) carried out at 800 MHz. Glycines generally lacking the C nucleus were
ignored. Overlapping C
i and C
i–1 resonances prevented a few coupling constants from
being obtained. Coincident C and C chemical-shift ranges in serine and threonine residues
precluded selective excitation of either nucleus and respective data were disregarded. Thus,
the two recordings yielded only 58 values, averaging 1.50 ± 0.94 ± 0.09 Hz. Additional 3JHNC
coupling constants resulted however from 3D [15N,1H]-TROSY-HNCB quantitative J
correlation experiments (F. Löhr, unpublished) performed at 600 and 800 MHz. Dephasing
of 1HN coherence due to passive 3JHNH couplings during J evolution delay , which was set
at either 40 or 45 ms, was avoided by employing BIRD refocusing elements (Garbow et al.,
1982) in the centre of the period. Three spectra yielded 68 values of 3JHNC averaging 1.71 ±
0.79 ± 0.18 Hz between quantitative J correlation data. Between all five sets, 81 values were
determined at 1.62 ± 0.85 ± 0.14 Hz. 5.4 3J(C'i–1,H
i) coupling constants 3JC’H coupling constants resulted from fitting 2D projections of C
i,C'i–1 multiplets in 3D-
H(N)CA,CO[HA]-E.COSY spectra (Löhr & Rüterjans, 1997; Löhr et al., 1997) recorded at 500
MHz. The total 81 values collected averaged 2.33 ± 1.29 ± 0.16 Hz. 5.2 3J(H,C’) coupling constants Additional values were extracted from a [15N,1H]-TROSY version of ct-HNCA[CO]-E.COSY
spectra (Wang & Bax, 1995) recorded at 600 MHz, averaging 0.81 ± 0.79 ± 0.21 Hz and
bringing the total number of items to 92, including data for glycine. Rmsd between all six
spectra was 0.22 Hz. 5.6 3J(C'i–1,C
i) coupling constants 3JC’C coupling constants were measured at 500 MHz by H(N)CA,CO[CB]-E.COSY (Löhr et
al., 1997), yielding only 59 values averaging 1.96 ± 0.86 ± 0.16 Hz. As with 3JHNC,
determining 3JC’C coupling constants with these E.COSY-type experiments fails for serine,
threonine, and some leucine residues, all exhibiting downfield-shifted 13C resonances, so as
to overlap with C chemical-shift ranges, preventing selective excitation. In contrast,
HN(CO)CB quantitative J correlation (Hu & Bax, 1997) provides values for all residue types
as long as the active coupling magnitude exceeds a certain threshold determined primarily
by the signal-to-noise ratio. Spectra were acquired at 500 MHz with delays set at either
37.5 or 38.5 ms to match 2/1J(C',C). The 13C carrier frequency was positioned at either 26 or
60 ppm. Quantitative J correlation yielded 74 data, averaging 1.83 ± 0.75 ± 0.10 Hz. Additional 3JC’C values including those in Ser and Thr residues were obtained from C
i,C'i–1
multiplet projections in H(N)CO,CA[CA]-E.COSY recorded at 800 MHz (F. Löhr,
unpublished). The 76 values averaged 1.66 ± 0.80 ± 0.20 Hz, and the grand average over all
ten sets was 1.82 ± 0.78 ± 0.20 Hz, totaling 82 values. 5.5 3J(C'i–1,C’i) coupling constants 3JC’C’ coupling constants resulted from fitting 2D projections of C
i,C'i–1 multiplets in 3D-
H(N)CA,CO[CO]-E.COSY spectra (Löhr et al., 1997) recorded at 500 MHz. Glycine
couplings included, the two datasets comprised 90 3JC’C’ values averaging 0.84 ± 0.65 ± 0.16
Hz. Additional 3JC’C’ coupling constants resulted from quantitative J-correlation experiments www.intechopen.com 114 Protein Structure using a [15N,1H]-TROSY version of the 3D HN(CO)CO pulse sequence (Hu & Bax, 1996). Two spectra were acquired at 500 MHz with the J-evolution period set at either 50 or 60
ms. The spectra allowed both sequential coupling constants 3J(C’i–2,C’i–1) and 3J(C’i–1,C’i) to
be evaluated, yielding 78 values averaging 1.03 ± 0.61 ± 0.23 Hz. The final set comprised 98
coupling constants of 0.95 ± 0.63 ± 0.26 Hz. 7. Acknowledgements Norman Spitzner (Frankfurt university) is thanked for preparing a doubly-labelled RNase
T1 sample. Robert Pritchard (graduate from Kent university) is thanked for helping evaluate
RNase T1 spectra in the course of his undergraduate final-year project. Financial support by
the Access to Research Infrastructures activity in the 7th Framework Programme of the EC
(Project number: 261863, Bio-NMR) is gratefully acknowledged. 6. Supplementary material 3J coupling constants related to the -torsion angles in RNase T1 as determined in the
present work are deposited with the BioMagRes Database (accession number BMRB-16469),
available at http://www.bmrb.wisc.edu/cgi-bin/explore.cgi?format=raw&bmrbId=16469 8. References Arni, R., Heinemann, U., Maslowska, M., Tokuoda, R. & Saenger, W. (1988) Restrained least-
squares refinement of the crystal structure of the ribonuclease T1*2'-guanylic acid
complex at 1.9 Å resolution. Acta Crystallographica Section B, Vol. 43, pp. 534-554,
ISSN 0108-7681 (p) 1600-5740 (e) www.intechopen.com Protein Structure from NMR Coupling Constants 115 Artali, R., Bombieri, G., Meneghetti, F., Gilardi, G., Sadeghi, S.J., Cavazzini, D. & Rossi, G.L. (2002) Comparison of the refined crystal structure of wild-type (1.34 Å) flavodoxin
from Desulfovibrio vulgaris and the S35C mutant (1.44 Å) at 100 K. Acta
Crystallographica Section D, Vol. 58, pp. 1787-1792, ISSN 0907-4449 (p) 1399-0047 (e) Bax, A., Vuister, G.W., Grzesiek, S., Delaglio, F., Wang, A.C., Tschudin, R. & Zhu, G. (1994)
Measurement of homo- and heteronuclear J couplings from quantitative J
correlation. Methods in Enzymology, Vol. 239, pp. 79-105, ISBN 0-12-182140-4 Billeter, M., Neri, D., Otting, G., Qian, Y.Q. & Wüthrich, K. (1992) Precise vicinal coupling
constants 3JHN from nonlinear fits of J-modulated [15N,1H]-COSY-experiments. Journal of Biomolecular NMR, Vol. 2, pp. 257-274, ISSN 0925-2738 (p) 1573-5001 (e) Blümel, M., Schmidt, J.M., Löhr, F. & Rüterjans, H. (1998) Quantitative torsion angle
analysis in Desulfovibrio vulgaris flavodoxin based on six related 3J couplings. European Biophysics Journal, Vol. 27, pp. 321-334, ISSN 0175-7571 (p) 1432-1017 (e) Brüschweiler, R. & Case, D.A. (1994) Adding harmonic motion to the Karplus relation for
spin-spin coupling. Journal of the American Chemical Society, Vol. 116, pp. 11199-
11200, ISSN 0002-7863 (p) 1520-5126 (e) (p)
( )
Bystrov, V.F. (1976) Spin-spin coupling and the conformational states of peptide systems. Progress in NMR Spectroscopy, Vol. 10, pp. 41-81, ISSN 0079-6565 Cavanagh, J., Fairbrother, W.J., Palmer III, A.G., Rance, M. & Skelton, N.J. (2007) Protein
NMR spectroscopy: principles and practice, Academic Press, San Diego, California,
ISBN 978-0-12-164491-8 / 0-12-164491-X Chan, A.W.E., Hutchinson, E.G. & Harris, D. (1993) Identification, classification, and
analysis of beta-bulges in proteins. Protein Science, Vol. 2, 1574-1590, ISSN 0961-8368
(p) 1469-896x (e) Creighton, T.E. (1993) Proteins: structures and molecular properties, 2nd ed., W. H. Freeman
and Co., New York, ISBN 0-7167-7030-X Dyson, H.J. & Wright, P.E. (1998) Equilibrium NMR studies of unfolded and partially
folded proteins. Nature Structural Biology, Supplement, Vol. 5, pp. 499-503, ISSN
1072-8368 Ejchart, A. (1999) Scalar couplings in structure determination of proteins. Bulletin of the Polish
Academy of Sciences-Chemistry, Vol. 47, pp. 1-19, ISSN 0239-7285 Engh, R.A. & Huber, R. 8. References (1991) Accurate bond and angle parameters for X-ray protein
structure refinement. Acta Crystallographica Section A, Vol. 47, pp. 392-400, ISSN
0108-7673 (p) 1600-5724 (e) Engh, R.A. & Huber, R. (2006) Structure quality and target parameters in International Tables
for Crystallography Vol. F, Chapter 18.3, pp. 382–392, ISBN 978-1-4020-4969-9 Ernst, R.R., Bodenhausen, G. & Wokaun, A. (1987) Principles of nuclear magnetic resonance in
one and two dimensions, Oxford University Press, Oxford, ISBN 0-19-855629-2 Evans, J.N.S. (1995) Biomolecular NMR spectroscopy, Oxford University Press, Oxford, ISBN 0-
19-854766-8 Fischer, M.W.F., Losonczi, J.A., Weaver, J.L. & Prestegard, J.H. (1999) Domain orientation
and dynamics in multidomain proteins from residual dipolar couplings. Biochemistry, Vol. 38, pp. 9013-9022, ISSN 0006-2960 (p) 1520-4995 (e) www.intechopen.com www.intechopen.com 116 Protein Structure Garbow, J.R., Weitekamp, D.P. & Pines, A. (1982) Bilinear rotation decoupling of
homonuclear scalar interactions. Chemical Physics Letters, Vol. 93, pp. 504-509, ISSN
0009-2614 Griesinger, C., Sørensen, O.W. & Ernst, R.R. (1987) Practical aspects of the E. COSY
technique. Measurement of scalar spin-spin coupling constants in peptides. Journal
of Magnetic Resonance, Vol. 75, pp. 474-492, ISSN 0022-2364 Hansen, P.E., Feeney, J. & Roberts, G.C.K. (1975) Long range 13C-1H spin-spin coupling
constants in amino acids. Conformational applications. Journal of Magnetic
Resonance, Vol. 17, pp. 249-261, ISSN 0022-2364 Hennig, M., Bermel, W., Schwalbe, H. & Griesinger, C. (2000) Determination of torsion
angle restraints from 3J(C,C) and 3J(C,HN) coupling constants in proteins. Journal
of the American Chemical Society, Vol. 122, pp. 6268–6277, ISSN 0002-7863 (p) 1520-
5126 (e) Hoch, J.C. & Stern, A.S. (1996) NMR data processing, John Wiley and Sons, New York, ISBN
978-0-471-03900-6 Hoffmann, E. & Rüterjans, H. (1988) Two-dimensional
1H-NMR investigation of
ribonuclease T1. European Journal of Biochemistry, Vol. 177, pp. 539-560, ISSN 0014-
2956 (p) 1432-1033 (e) Hu, J.-S. & Bax, A. (1996) Measurement of three-bond 13C-13C J couplings between
carbonyl and carbonyl/ carboxyl carbons in isotopically enriched proteins. Journal of the American Chemical Society, Vol. 118, pp. 8170-8171, ISSN 0002-7863
(p) 1520-5126 (e) Hu, J.-S. & Bax, A. (1997) Determination of and 1 angles in proteins from 13C-13C three-
bond couplings measured by three-dimensional heteronuclear NMR. How planar
is the peptide bond? Journal of the American Chemical Society, Vol. 119, pp. 6360-6368,
ISSN 0002-7863 (p) 1520-5126 (e) IUPAC-IUB Commision on Biochemical Nomenclature (1970) Abbreviations and symbols
for the description of the conformation of poplypeptide chains. Tentative rules
(1969). Biochemistry, Vol. 9, pp. 8. References 3471-3479, ISSN 0006-2960 (
)
y
pp
Jardetzky, O. (1980) On the nature of molecular conformations inferred from high-resolution
NMR. Biochimica et Biophysica Acta, Vol. 621, pp. 227-232, ISSN 0006-3002 Kainosho, M. (1997) Isotope labelling of macromolecules for structural determinations. Nature Structural Biology, Vol. 4, Suppl. S, pp. 858-861, ISSN 1072-8368 Karimi-Nejad, Y., Schmidt, J.M., Rüterjans, H., Schwalbe, H. & Griesinger, C. (1994)
Conformation of valine side chains in ribonuclease T1 determined by NMR studies
of homonuclear and heteronuclear 3J coupling constants. Biochemistry, Vol. 33, pp. 5481-5492, ISSN 0006-2960 (p) 1520-4995 (e) Karplus, M. (1963) Vicinal proton coupling in nuclear magnetic resonance. Journal of the
American Chemical Society, Vol. 85, pp. 2870-2871, ISSN 0002-7863 (p) 1520-5126 (e) Keeler, J. (2005) Understanding NMR spectroscopy, John Wiley and Sons, Chichester, West
Sussex, England, ISBN 0-470-01787-2 www.intechopen.com www.intechopen.com Protein Structure from NMR Coupling Constants 117 Löhr, F. & Rüterjans, H. (1995) (H)NCAHA and (H)CANNH experiments for the
determination of vicinal coupling constants related to the -torsion angle. Journal of
Biomolecular NMR, Vol. 5, pp. 25-36, ISSN 0925-2738 (p) 1573-5001 (e) Löhr, F. & Rüterjans, H. (1997) A sensitive method for the measurement of three-bond C’,H
J coupling in uniformly 13C- and 15N-enriched proteins. Journal of the American
Chemical Society, Vol. 119, pp. 1468-1469, ISSN 0002-7863 (p) 1520-5126 (e) Löhr, F., Blümel, M., Schmidt, J.M. & Rüterjans, H. (1997) Application of H(N)CA,CO-
E.COSY experiments for calibrating the -angular dependences of vicinal J(C’i-
1,H
i), J(C’i-1,C’i), and J(C’i-1,C
i) in proteins. Journal of Biomolecular NMR, Vol. 10, pp. 107-118, ISSN 0925-2738 (p) 1573-5001 (e) Löhr, F., Schmidt J.M. & Rüterjans, H. (1999) Simultaneous measurement of 3JH,H and
3JH,H coupling constants in 13C,15N-labeled proteins. Journal of the American
Chemical Society, Vol. 121, pp. 11821-11826, ISSN 0002-7863 (p) 1520-5126 (e) Löhr, F., Pérez, C., Köhler, R., Rüterjans, H. & Schmidt, J.M. (2000) Heteronuclear relayed
E.COSY revisited: Determination of 3J(H,C) couplings in Asx and aromatic
residues in proteins. Journal of Biomolecular NMR, Vol. 18, pp. 13-22, ISSN 0925-2738
(p) 1573-5001 (e) Löhr, F., Schmidt, J.M., Maurer, S. & Rüterjans, H. (2001) Improved measurement of 3J(H
i,
Ni+1) coupling constants in H2O dissolved proteins. Journal of Magnetic Resonance,
Vol. 153, pp. 75-81, ISSN 1090-7807 Löhr, F., Reckel, S., Stefer, S., Dötsch, V. & Schmidt, J.M. (2011) Improved accuracy in
measuring one-bond and two-bond 15N,13C coupling constants in proteins by
double-inphase/antiphase (DIPAP) spectroscopy. Journal of Biomolecular NMR, Vol. 50, pp. 8. References 167-190, ISSN 0925-2738 (p) 1573-5001 (e) pp
(p)
( )
Martinez-Oyanedel, J., Choe, H.W., Heinemann, U. & Saenger, W. (1991) Ribonuclease T1
with free recognition and catalytic site: Crystal structure analysis at 1.5 Å
resolution. Journal of Molecular Biology, Vol. 222, pp. 335-352, ISSN 0022-2836 f
gy
Neuhaus, D. & Williamson, M.P. (1989) The nuclear Overhauser effect in structural and
conformational analysis, VCH Publishers, New York, ISBN 0-89573-343-9 Pachler, K.G.R. (1963) Nuclear magnetic resonance study of some -amino acids—I. Coupling constants in alkaline and acidic medium. Spectrochimica Acta, Vol. 19, pp. 2085-2092, ISSN 0371-1951 Pachler, K.G.R. (1964) Nuclear magnetic resonance study of some -amino acids—II. Rotational isomerism. Spectrochimica Acta, Vol. 20, pp. 581-587, ISSN 0371-1951 Pérez, C., Löhr, F., Rüterjans, H. & Schmidt, J.M. (2001) Self-consistent Karplus
parametrization of 3J couplings depending on the polypeptide sidechain torsion . Journal of the American Chemical Society, Vol. 123, pp. 7081-7093, ISSN 0002-7863 (p)
1520-5126 (e) Pervushin, K. (2000) Impact of transverse relaxation optimized spectroscopy (TROSY) on
NMR as a technique in structural biology. Quarterly Reviews of Biophysics, Vol. 33,
pp. 161–197, ISSN 0033-5835 www.intechopen.com www.intechopen.com 118 Protein Structure Pfeiffer, S., Karimi-Nejad, Y. & Rüterjans, H. (1996a) Limits of NMR structure determination
using variable target function calculations: ribonuclease T1, a case study. Journal of
Molecular Biology, Vol. 266, pp. 400-423, ISSN 0022-2836 Pfeiffer, S., Engelke, J. & Rüterjans, H. (1996b) Complete 1H, 15N and 13C resonance
assignment of ribonuclease T1: Secondary structure and backbone dynamics as
derived from the chemical shifts. Quarterly Magnetic Resonance in Biological Medicine,
Vol. 3, pp. 69-87 Pople, J.A. & Gordon, M. (1967) Molecular orbital theory of the electronic structure of
organic compounds. I. Substituent effects and dipole moments. Journal of the
American Chemical Society, Vol. 89, pp. 4253-4261, ISSN 0002-7863 (p) 1520-5126 (e) Quaas, R., McKeown, Y., Stanssens, P., Frank, R., Blöcker, H. & Hahn, U. (1988) Expression
of the chemically synthesized gene for ribonuclease T1 in Escherichia coli using a
secretion cloning vector. European Journal of Biochemistry, Vol. 173, pp. 617-622, ISSN
0014-2956 (p), 1432-1033 (e) Quaas, R., Grunert, H.-P., Kimura, M. & Hahn, U. (1988) Expression of ribonuclease T1 in
Escherichia coli and rapid purification of the enzyme. Nucleosides & Nucleotides,
Vol. 7, pp. 619-623, ISSN 0732-8311 pp
Reif, B., Hennig, M. & Griesinger, C. (1997) Direct measurement of angles between bond
vectors in high resolution NMR. Science, Vol. 276, pp. 8. References 1230-1233, ISSN 0036-8075 (p)
1095-9203 (e) Reif, B., Diener, A., Hennig, M., Maurer, M. & Griesinger, C. (2000) Cross correlated
relaxation for the measurement of angles between tensorial interactions, Journal of
Magnetic Resonance, Vol. 143, pp. 45-68, ISSN 1090-7807 Roberts, G.C.K. (ed.) (1993) NMR of macromolecules: A practical approach, Oxford University
Press, Oxford, ISBN 978-0199632244 Schmidt, J.M., Thüring, H., Werner, A., Rüterjans, H., Quaas, R. & Hahn, U. (1991) Two-
dimensional 1H,15N-NMR-investigation of uniformly 15N-labeled ribonuclease T1 –
Complete assignment of 15N resonances. European Journal of Biochemistry, Vol. 197,
pp. 643-653, ISSN 0014-2956 (p) 1432-1033 (e) Schmidt, J.M., Löhr, F. & Rüterjans, H. (1996) Heteronuclear relayed E.COSY applied to the
determination of accurate 3J(H,C’) and 3J(H,C’) coupling constants in Desulfovibrio
vulgaris flavodoxin. Journal of Biomolecular NMR, Vol. 7, pp. 142-152, ISSN 0925-2738
(p) 1573-5001 (e) Schmidt, J.M. (1997a) Conformational equilibria in polypeptides. I. Determination of
accurate 3JHC coupling constants in antamanide by 2D NMR multiplet simulation. Journal of Magnetic Resonance, Vol. 124, pp. 298-309, ISSN 1090-7807 Schmidt, J.M. (1997b) Conformational equilibria in polypeptides. II. Dihedral-angle
distribution in antamanide based on three-bond coupling information. Journal of
Magnetic Resonance, Vol. 124, pp. 310-322, ISSN 1090-7807 Schmidt, J.M., Blümel, M., Löhr, F. & Rüterjans, H. (1999) Self-consistent 3J coupling
analysis for the joint calibration of Karplus coefficients and -torsion angles. Journal
of Biomolecular NMR, Vol. 14, pp. 1-12, ISSN 0925-2738 (p) 1573-5001 (e) www.intechopen.com www.intechopen.com Protein Structure from NMR Coupling Constants 119 Schmidt, J.M. (2007a) A versatile component-coupling model to account for substituent
effects. Application to polypeptide and 1 torsion related 3J data. Journal of
Magnetic Resonance, Vol. 186, pp. 34-50, ISSN 1090-7807 Schmidt, J.M. (2007b) Asymmetric Karplus curves for the protein side-chain 3J couplings. Journal of Biomolecular NMR, Vol. 37, pp. 287-301, ISSN 0925-2738 (p) 1573-5001 (e) Schmidt, J.M., Howard, M.J., Maestre-Martínez, M., Pérez, C.S. & Löhr, F. (2009) Variation in
protein C-related one-bond J couplings. Magnetic Resonance in Chemistry, Vol. 47,
pp. 16-30, ISSN 0749-1581 Schmidt, J.M., Hua, Y. & Löhr, F. (2010) Correlation of 2J couplings with protein secondary
structure. Proteins, Vol. 78, pp. 1544-1562, ISSN 0887-3585 Schmidt, J.M., Zhou, S., Rowe, M.L., Howard, M.J., Williamson, R.A. & Löhr, F. (2011) One-
bond and two-bond J couplings help annotate protein secondary-structure motifs:
J-coupling indexing applied to human endoplasmic reticulum protein ERp18. Proteins, Vol. 79, pp. f
gy
Wienk, H.L.J., Martínez, M.M., Yalloway, G.N., Schmidt, J.M., Pérez, C., Rüterjans, H. &
Löhr, F. (2003) Simultaneous measurement of protein one-bond and two-bond
nitrogen-carbon coupling constants using an internally referenced quantitative J-
correlated [15N,1H]-TROSY-HNC experiment. Journal of Biomolecular NMR, Vol. 25,
pp. 133-145, ISSN 0925-2738 (p) 1573-5001 (e) Watt, W., Tulinsky, A., Swenson, R.P. & Watenpaugh, K.D. (1991) Comparison of the crystal
structures of a flavodoxin in its three oxidation states at cryogenic temperatures.
Journal of Molecular Biology, Vol. 218, pp. 195-208, ISSN 0022-2836 Wüthrich, K. (1986) NMR of proteins and nucleic acids, John Wiley and Sons, New York, ISBN
0-471-82893-9 8. References 428-443, ISSN 0887-3585 Schwalbe, H., Carlomagno, T., Hennig, M., Junker, J., Reif, B., Richter, C. & Griesinger, C. (2001) Cross-correlated relaxtion for measurement of angles between tensorial
interactions. Methods in Enzymology, Vol. 338, pp. 35-81, ISBN 0-12-182239-7 y
gy
Spitzner, N., Löhr, F., Pfeiffer, S., Koumanov, A., Karshikov, A. & Rüterjans, H. (2001)
Ionization properties of titratable groups in ribonuclease T1 – pKa values in the
native state determined by two-dimensional heteronuclear NMR spectroscopy. European Journal of Biochemistry, Vol. 30, pp. 186-195, ISSN 0014-2956 (p) 1432-
1033 (e) Tjandra, N. & Bax, A. (1997) Direct measurement of distances and angles in biomolecules by
NMR in a dilute liquid crystalline medium. Science, Vol. 278, pp. 1111-1114, ISSN
0036-8075 (p) 1095-9203 (e) Ulrich, E.L., Akutsu, H., Doreleijers, J.F., Harano, Y., Ioannidis, Y.E., Lin, J., Livny, M.,
Mading, S., Maziuk, D., Miller, Z., Nakatani, E., Schulte, C.F., Tolmie, D.E., Wenger,
R.K., Yao, H. & Markley, J.L. (2008) BioMagResBank. Nucleic Acids Research, Vol. 36,
pp. D402-D408, ISSN 0305-1048 (p) 1362-4962 (e) Walsh, M.A., McCarthy, A., O’Farrell, P.A., McArdle, P., Cunningham, P.D., Mayhew, S.G. & Higgins, T.M. (1998) X-ray crystal structure of the Desulfovibrio vulgaris
(Hildenborough)
apoflavodoxin-riboflavin
complex. European
Journal
of
Biochemistry, Vol. 258, pp. 362-371, ISSN 0014-2956 (p) 1432-1033 (e) Wang, A.C. & Bax, A. (1995) Reparametrization of the Karplus relation for 3J(H-N) and
3J(HN-C’) in peptides from uniformly 13C/15N-enriched human ubiquitin. Journal
of the American Chemical Society, Vol. 118, pp. 1810-1813, ISSN 0002-7863 (p) 1520-
5126 (e) Wang, A.C. & Bax, A. (1996) Determination of the backbone dihedral angle in human
ubiquitin from reparametrized empirical Karplus equations. Journal of the American
Chemical Society, Vol. 118, pp. 2483-2494, ISSN 0002-7863 (p) 1520-5126 (e) Watenpaugh, K.D., Sieker, L.C. & Jensen, L.H. (1976) A crystallographic structural study of
the oxidation states of Desulfovibrio vulgaris flavodoxin in Flavins and Flavoproteins
(T.P. Singer ed.), pp. 405-410, Elsevier, Amsterdam, ISBN 0-444-41458-8 www.intechopen.com www.intechopen.com 120 Protein Structure Watt, W., Tulinsky, A., Swenson, R.P. & Watenpaugh, K.D. (1991) Comparison of the crystal
structures of a flavodoxin in its three oxidation states at cryogenic temperatures. Journal of Molecular Biology, Vol. 218, pp. 195-208, ISSN 0022-2836 Wienk, H.L.J., Martínez, M.M., Yalloway, G.N., Schmidt, J.M., Pérez, C., Rüterjans, H. &
Löhr, F. (2003) Simultaneous measurement of protein one-bond and two-bond
nitrogen-carbon coupling constants using an internally referenced quantitative J-
correlated [15N,1H]-TROSY-HNC experiment. Journal of Biomolecular NMR, Vol. 25,
pp. www.intechopen.com 8. References 133-145, ISSN 0925-2738 (p) 1573-5001 (e) Wüthrich, K. (1986) NMR of proteins and nucleic acids, John Wiley and Sons, New York, ISBN
0-471-82893-9 www.intechopen.com www.intechopen.com Protein Structure
Edited by Dr. Eshel Faraggi Protein Structure
Edited by Dr. Eshel Faraggi ISBN 978-953-51-0555-8
Hard cover, 396 pages
Publisher InTech
Published online 20, April, 2012
Published in print edition April, 2012 Published in print edition April, 2012 Since the dawn of recorded history, and probably even before, men and women have been grasping at the
mechanisms by which they themselves exist. Only relatively recently, did this grasp yield anything of
substance, and only within the last several decades did the proteins play a pivotal role in this existence. In this
expose on the topic of protein structure some of the current issues in this scientific field are discussed. The
aim is that a non-expert can gain some appreciation for the intricacies involved, and in the current state of
affairs. The expert meanwhile, we hope, can gain a deeper understanding of the topic. How to reference In order to correctly reference this scholarly work, feel free to copy and paste the following: Jürgen M. Schmidt and Frank Löhr (2012). Refinement of Protein Tertiary Structure by Using Spin-Spin
Coupling Constants from Nuclear Magnetic Resonance Measurements, Protein Structure, Dr. Eshel Faraggi
(Ed.), ISBN: 978-953-51-0555-8, InTech, Available from: http://www.intechopen.com/books/protein-
structure/refinement-of-protein-tertiary-structure-by-using-spin-spin-coupling-constants-from-nuclear-magnetic InTech China
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Arte Nova e Eclectismo no palacete projectado por Ernesto Korrodi para a família Bouhon
|
Anais do Museu Paulista
| 2,013
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cc-by
| 18,506
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Arte Nova e Eclectismo no palacete
projectado por Ernesto Korrodi para a
família Bouhon Ana Mónica Pereira Reis de Matos
Romãozinho1 Ana Mónica Pereira Reis de Matos
Romãozinho1 1. Licenciada
em
Arquitectura, Mestre e
Doutorada em Design pela
Faculdade de Arquitectura
da Universidade Técnica de
Lisboa; docente da Escola
Superior de Artes Aplicadas
do Instituto Politécnico de
Castelo Branco. Integra
desde
2009
a
rede
i n t e r n a c i o n a l
d e
investigadores Réseau Art
Nouveau Network. E-mail:
<monica.romaoz@gmail. com>. RESUMO: No início do século XX, o design de interiores resultava do trabalho desenvolvido por
arquitectos, decoradores, pintores ou entalhadores. Embora então integrado no universo das artes
decorativas, acreditamos que já existia como prática profissional regulada por uma rede coerente
de princípios de concepção e pelo entendimento do espaço interior como teia global de relações
que se estabelece entre planos, ornamento, iluminação e mobiliário. No final do século anterior,
perante a necessidade de proceder a uma reforma do ensino industrial, o governo português abrira
um concurso para contratação de professores estrangeiros. Evidenciamos o papel de Ernesto Kor
rodi (1870-1944). As suas obras decorrem de uma atitude paradoxalmente ecléctica e moderna,
apoiando-se por um lado, numa reinterpretação de soluções referenciadas no período medieval ou
na Renascença; por outro, em fórmulas sediadas nos movimentos Arts and Crafts, Arte Nova (Art
Nouveau) ou Secessão. Nos seus projectos persistem determinadas dependências e hierarquias,
mas estas se cruzam com as necessidades despertadas pelas inovações técnicas, o que faz com
que se preocupe também com a resposta à eclosão de novas funções e mobiliário na casa, a par
das exigências higienistas do momento. O presente artigo consiste na análise da casa da família
Bouhon, localizada na cidade da Covilhã, Portugal. Se a Arte Nova marca as suas fachadas,
no interior deparamo-nos com espaços mais depurados, marcados por apontamentos decorativos,
incorporados na azulejaria e nos tectos estucados ou em caixotões. O ornamento contribui, deste
modo, para a dignificação dos planos das paredes, lambris e tectos, assumindo um papel funda
mental na composição espacial. PALAVRAS-CHAVE: Arte Nova (Art Nouveau). Design de Interiores. Eclectismo. Funcionalidade. Or
namento. Portugal. ABSTRACT: In the early twentieth century, Interior Design resulted from the work of architects, decora
tors, painters and carvers. Anais do Museu Paulista. São Paulo. N. Sér. v.21. n.2. p. 79-124. jul.- dez. 2013. 3. Cf. Maria João Rocha
Simões Fernandes (1985,
p.43). 2. Cf. Rui Afonso Santos
(1995, p.144). Arte Nova e Eclectismo no palacete
projectado por Ernesto Korrodi para a
família Bouhon Although then integrated into the world of decorative arts, we believe that
already existed as a profession regulated by a coherent network design principles and the under
standing of interior space as global web of relationships established between plans, ornament, light
ing and furniture solutions. At the end of the previous century, before the need for a reform of industrial
training, the Portuguese Government opened a tender for hiring of foreign teachers. We emphasize 79 the role of Ernesto Korrodi (1870-1944). His works arise from an attitude paradoxically modern and
eclectic, leaning one hand on a reinterpretation of solutions referenced in the medieval period or
the Renaissance, on the other, based on formulas from Arts and Crafts movement, Art Nouveau or
Secession. In his projects certain rooms and hierarchies remain, but these are intersect with the needs
aroused by technical innovations, which causes an attempt to answer to the emergence of new func
tions and features in the house, along with the hygienists demands of the moment. This article consists
in the analysis of Bouhon home, located in the city of Covilhã, Portugal. If Art Nouveau is visible in
the elevations, inside we find a cleaner space, marked by decorative notes which we can find in tiles
and embedded in the stucco or coffered ceilings. The ornament thus contributes to the dignity of the
walls, wainscots and ceiling plans, assuming a key role in the spatial composition. KEYWORDS: Art Nouveau Interior Design Eclecticism Functionality Ornament Portugal YWORDS: Art Nouveau. Interior Design. Eclecticism. Functionality. Ornament. Portugal. KEYWORDS: Art Nouveau. Interior Design. Eclecticism. Functionality. Ornament. Portugal. Introdução No final do século XIX, a procura de originalidade dependia da
composição mais ou menos inventiva criada a partir de vocabulários de estilos
anteriores e, consoante o cliente, o lugar e restantes condicionantes programáticas,
o projecto poderia seguir uma linguagem Renascença (revivalismo sobretudo
abraçado pela Inglaterra e Alemanha), próxima aos modelos de Luís XV ou Luís XVI,
neo-românica e cada vez mais raramente neo-manuelina ou neo-gótica à medida que
avançamos no séc. XX. As obras associadas à Arte Nova (Art Nouveau), assinalam
o início de um processo de viragem, simbolizando uma ruptura com um século XIX,
marcado por imitações e formas estrangeiradas, em que as “as artes menores
caminhavam ao acaso, hesitantes entre o tradicionalismo estafado [os chamados
“estilos históricos”] e um mal disciplinado naturalismo”2. Observa-se então, em Portugal, uma atitude projectual diferenciada
consoante a formação académica de cada arquitecto, decorador, pintor ou
entalhador. Se por exemplo, Ventura Terra (1866–1919), Norte Júnior (1878-1962)
ou Adães Bermudes (1864-1947) estudaram em França, já Raul Lino (1879-1974)
ou Ernesto Korrodi (1870-1944) fizeram um percurso afastado dos modelos franceses. De acordo com Maria João Fernandes, num núcleo de carácter mais erudito
encontraremos José Coelho, Miguel Nogueira, Adães Bermudes, Norte Júnior, Ernesto
Korrodi e Ventura Terra, “que a par de exemplos de arquitectura historicista produziram
obras marcadas pela nova estética Arte Nova segundo a particular expressão de
cada”; e acrescenta ainda a este grupo autores consagrados na região de Aveiro,
como José de Pinho, Jaime Inácio dos Santos e Francisco Augusto da Silva Rocha
(1864-1957)3. Parece-nos, contudo, pertinente acrescentar que alguns destes autores
“de carácter mais erudito”, nomeadamente Ernesto Korrodi e Raul Lino, combinaram
nas suas arquitecturas uma linguagem chã mais portuguesa marcada por soluções
tradicionais da arquitectura portuguesa e por apontamentos Arte Nova mais
sintetizados que os aproximam de uma Arte Nova inglesa e/ou Secessão vienense
e do espírito da corrente Arts and Crafts sobretudo no caso do design de interiores. Por outro lado, a difusão dos princípios e conceitos proclamados por
movimentos internacionais seria reforçada pelo contributo dos arquitectos e 80 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. decoradores estrangeiros que se instalaram em Portugal no final do século XIX, na
sequência do concurso para contratação de professores estrangeiros, promovido
pelo Governo Português. Introdução O processo de análise de estudos nacionais sobre a
temática Arte Nova e a consulta de imprensa e de documentação dos Arquivos
Municipal e Distrital de Leiria, levou-nos a constatar que os interiores domésticos
projectados por Ernesto Korrodi, arquitecto e designer de origem suíça, contratado
para leccionar no ensino industrial, constituíam fontes de análise não exploradas. O
seu percurso e obra arquitectónica foram primeiramente analisados nos estudos
pioneiros intitulados Ernesto Korrodi: 1889-1944: arquitectura, ensino e restauro do
património4 e Rota de arquitectura Korrodi: contributo para o conhecimento da vida
e obra do arquitecto (1870-1944)5. Em 1889, Korrodi seria colocado na Escola
Industrial de Braga e mais tarde, em 1894, na Escola Domingos Sequeira, em Leiria,
onde foi professor da disciplina de Desenho Ornamental e Modelação. Ernesto
Korrodi nascera em Zurique em 30 de Janeiro de 1870 e, aos quinze anos,
ingressara na Escola de Arte Industrial, onde concluiu os cursos de escultor-decorador
e de professor de desenho6. Em 1898, publicou um primeiro estudo intitulado
Estudos de Reconstrucção sobre o Castello de Leiria: Reconstituição graphica de um
notável exemplo de construcção civil e militar portuguesa7, graças aos quais lhe seria
atribuído, sob a proposta do Ministro e Secretário de Estado das Obras Públicas,
Comércio e Indústria, o título de Comendador da Real Ordem do Mérito Civil. Em
1905, Korrodi foi nomeado director interino da Escola Domingos Sequeira e, em
1906, assumiu a direcção efectiva da escola, cargo que exerceu até 1917. No
mesmo ano, montou uma oficina de cantaria junto à sua casa de Leiria, a Villa
Hortênsia, que oferecia cantarias de calcário e lioz. Projectou obras para todo o
país: Paços de Concelho, Sedes de Bancos, Garagens, Hotéis, Prédios de
Rendimento e Habitações Unifamiliares. Duas obras da sua autoria receberiam o
Prémio Valmor: a Casa do Dr. António Macieira (Avenida Fontes Pereira de Melo,
Lisboa) em 1910 e o Prédio de Rendimento da viúva Estefânia Macieira (Rua Viriato,
Lisboa) em 1917. Em 1926, foi-lhe atribuído o Diploma de Arquitecto pela Escola
de Belas Artes de Lisboa. 4. Ver Lucília Verdelho da
Costa (1997). 4. Ver Lucília Verdelho da
Costa (1997). 5. Ver Maria Genoveva
Moreira Oliveira (2005). 6. Ver Sousa Viterbo (1899,
p.46). 7. “Contém 26 estampas, de
r e p r o d u c ç õ e s
photolithographicas dos
desenhos
originaes
(plantas, perspectivas,
apontamentos do estado
actual, etc)”, cf. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. 9. Em França, entre 1890 e
1900, toda uma geração de
designers arquitectos ou
escultores lançava-se no
aprofundamento de novas
soluções no âmbito do
Design: Tony Selmersheim
(1871-1971),
Charles
Plumet (1861-1928), Hector
Guimard
(1867-1942), 4. Ver Lucília Verdelho da
Costa (1997). Introdução carta
autobiográfica de Ernesto
Korrodi,
apud
Sousa
Viterbo (1899, p.47). 7. “Contém 26 estampas, de
r e p r o d u c ç õ e s
photolithographicas dos
desenhos
originaes
(plantas, perspectivas,
apontamentos do estado
actual, etc)”, cf. carta
autobiográfica de Ernesto
Korrodi,
apud
Sousa
Viterbo (1899, p.47). 8. Em meados de 1850,
alguns artistas ingleses
pretenderiam a renascença
de uma arte mais próxima
do gótico e dos primitivos. Para John Ruskin (1819-
1900),
o
teórico
do
movimento Arts and Crafts,
as descobertas científicas e
industriais seriam a causa
da decadência artística. Avanços tecnológicos como
os caminhos-de-ferro e os
telégrafos eram inimigos do
progresso no âmbito da
produção criativa. Mas um
dos contributos inegáveis
seria
a
criação
de
corporações
do
tipo
medieval, à cabeça das
quais surgiriam operários
excepcionais tais como
William Morris e Walter
Crane (1845-1915). Madsen
(1923-2007)
defende
precisamente que a Arte
Nova
apareceu
em
Inglaterra e atribuí-lhe a
designação de Proto-Art
Nouveau, no fundo uma
derivação do movimento
Arts and Crafts com ênfase
na decoração linear e floral. Ver S. Tschudis Madsen
(1967, p.14). As suas obras revelam-nos, por um lado, registos apoiados numa
reinterpretação de soluções referenciadas no período medieval ou na Renascença,
por outro fórmulas sediadas nos movimentos Arts and Crafts ou Proto-Arte Nova8,
Arte Nova e Secessão vienense9. Korrodi assinava revistas da especialidade,
nomeadamente a Academy Architecture and Annual Architectural Review (1895-
1922) ou a Schweizerishe Bauzeitung (1900-1935), veículos difusores daquilo que
se passava lá fora10. Os seus estudos arqueológicos permitiram-lhe criar obras
particularmente fundamentadas sob o ponto de vista do léxico decorativo nacional
e do uso cuidado de materiais e técnicas tradicionais11. Algumas das suas obras,
representativas da influência da corrente Arte Nova em Portugal, não tinham sido
visitadas ou estudadas e, neste sentido, pretendemos demonstrar, por meio da leitura
de um estudo de caso inédito, que a sua atitude projectual, essencialmente ecléctica,
denuncia um sentido de modernidade, presente em apontamentos decorativos sua 9. Em França, entre 1890 e
1900, toda uma geração de
designers arquitectos ou
escultores lançava-se no
aprofundamento de novas
soluções no âmbito do
Design: Tony Selmersheim
(1871-1971),
Charles
Plumet (1861-1928), Hector
Guimard
(1867-1942), 81 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. autoria, soluções industriais, novas funcionalidades e espacialidades mais fluídas,
resultante da influência exercida pelos padrões estéticos e funcionais propagados
quer pela imprensa internacional quer por obras literárias de referência12. 13. Informação cedida pelo
Eng.º Miguel Korrodi,
bisneto de Ernesto Korrodi. Introdução Eugène Gaillard (1862-
1933), George de Feure
(1868-1943),
Eugène
Colonna,
Alexandre
Charpentier (1859-1909),
entre outros. Émile Gallé
(1846-1904) impulsionava
este novo movimento a
partir da procura de
elementos de inspiração
renovada na natureza, a Art
Nouveau. Na Bélgica,
d e s t a c a v a - s e
a
experimentação formal
desenvolvida por Victor
Horta (1861-1947), Paul
Hankar
(1859-1901),
Gustave Serrurier-Bovy
(1858-1910) e Henry Van de
Velde (1863-1957). Por fim,
na Áustria, no âmbito da
Secessão
vienense,
explorava-se um estilo
rectilíneo e apesar de
incorporar
elementos
essenciais da Art Nouveau,
a sua repulsa face à
ornamentação opõe-se
inteiramente ao espírito
desta corrente, conduzindo
a uma abstracção crescente
dos próprios motivos que
integravam o design de
interiores e respectivo
mobiliário e abrindo o
caminho ao movimento
modernista; destacam-se
Otto Wagner (1841-1918),
Joseph Hoffmann (1870-
1956), Adolf Loos (1870-
1933) e Joseph Olbrich
(1867-1908). No âmbito do presente estudo, evidenciamos não só a literatura relevante,
como o trabalho de campo, possível graças à disponibilidade da família Carneiro
(actuais proprietários) e a elaboração de uma ficha analítica de projecto no âmbito
da qual procedemos a uma sistematização do levantamento fotográfico e análise
escrita/desenhada das soluções ornamentais, construtivas e de mobiliário. Estamos
perante uma tipologia de habitação unifamiliar situada na Covilhã, centro industrial
então em franca expansão e resultado de uma encomenda por parte do belga
Joseph Bouhon, proprietário da Fábrica do Sineiro. Korrodi conheceu Bouhon em
1895, pois Frida Korrodi, a irmã mais velha de Ernesto, casara-se com Camille
Bouhon (1872-1952), irmão de Joseph e químico que trabalhava numa fábrica de
tecidos na Covilhã13. Por sua vez, a filha de Joseph Bouhon, Susana (1908-1991),
casar-se-ia em 1929 com Ernesto Camilo Korrodi (1905-1985), filho de Ernesto
Korrodi, também arquitecto (Figura 1). A casa da família Bouhon terá sido projectada entre 1919 e 1922. A
fachada revela a influência exercida pelos modelos renascentistas, embora nem Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Figura 1 – Vista da fachada principal do palacete. Fotografia de Mónica Romãozinho. 10. Ver Lucília Verdelho da
Costa (1997, p.302). 10. Ver Lucília Verdelho da
Costa (1997, p.302). 11. Ver, José Manuel
Pedreirinho (1981, p. 60). 12. Ver Ana Mónica
Romãozinho (2013). Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Figura 1 – Vista da fachada principal do palacete. Fotografia de Mónica Romãozinho. 82 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Introdução todos os vãos sigam alinhamentos rígidos: o aparelho rusticado do soco, a
demarcação dos pisos através de frisos de pedra, as cantarias dos vãos simples ou
tripartidos com os seus medalhões. No entanto, são notáveis os apontamentos Arte
Nova que vêm ritmar a composição destes planos exteriores: o recurso a arcos
abatidos com remates em voluta presentes na varanda de ângulo, no medalhão da
janela do salão ou no vão tripartido da sala de almoços orientada a tardoz; o
arqueamento de alguns lintéis; os planos de azulejaria com rosas damascenas e
caules em movimento ou rostos femininos emoldurados por cercaduras como os
mesmos motivos, sempre em tonalidades pastel. A serralharia artística surge também
inspirada na natureza, mas de modo mais sintetizado, obedecendo, contudo, a uma
composição simétrica. As fachadas encontram-se revestidas a ladrilho branco e o
coroamento a ladrilhos cor marfim e preto, dispostos de modo alternado. Ao longo
desta faixa final, os ladrilhos pretos formam cruzes que recebem azulejos Arte Nova
com acantos de contorno linear. Toda a azulejaria que reveste o exterior terá sido
importada da Bélgica14. As soluções afastam-se aqui de uma arquitectura de raízes
portuguesas e, deste modo, Korrodi enfatiza a vertente mais internacional desta
obra, em resposta ao gosto do cliente belga que se enquadrava numa burguesia
emergente. Contudo, é-nos impossível tipificar o seu perfil de cliente, pois o mesmo
autor projectou para industriais e estrangeiros como é o caso, além de comerciantes,
políticos (António Macieira, por exemplo), médicos (Egas Moniz, a quem seria
atribuído um Prémio Nobel pelas suas descobertas no campo da neocirurgia), entre
outros clientes portugueses, sendo a influência da Arte Nova transversal a muitas
destas encomendas independentemente da nacionalidade do cliente. 14. “Korrodi pôde dar
provas do seu entendimento
graças à encomenda de um
estrangeiro – como ele
também o era, afinal -, que
para a sua moradia mandou
vir da Bélgica os azulejos
dos painéis decorativos das
paredes, de estilizações
Arte Nova”; cf. Lucília
Verdelho da Costa (1997,
p.282). Na perspectiva da sua volumetria arquitectónica, constatamos que a
casa Bouhon projecta-se numa planta em forma de “L”, destacando-se dois volumes
salientes: a varanda com o pequeno alpendre e a bow-window. 14. “Korrodi pôde dar
provas do seu entendimento
graças à encomenda de um
estrangeiro – como ele
também o era, afinal -, que
para a sua moradia mandou
vir da Bélgica os azulejos
dos painéis decorativos das
paredes, de estilizações
Arte Nova”; cf. Lucília
Verdelho da Costa (1997,
p.282). Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Introdução Existe uma
separação clara entre esfera social e privada da casa que apresenta quatro pisos:
sub-cave (garagem, lavagem de carros e garrafeira); cave (bilhar, armazéns,
cozinha e dependências complementares); rés-do-chão (funções de recepção e
convívio familiar); primeiro andar (quartos da família e de hóspedes) e último piso
em águas furtadas (alojamento do pessoal doméstico e da preceptora). Os próprios
acessos verticais permitem a separação no âmbito da circulação de pessoal
doméstico e da própria família. As plantas desenhadas denunciam a influência que os modelos clássicos
exercem não só ao nível das volumetrias sólidas e bem definidas, mas também na
definição de uma geometria reguladora de todo o projecto. Korrodi explora mais
uma vez estratégias históricas de composição espacial como a axialidade e a
simetria, respondendo às exigências funcionais e programáticas (Figura 2). O hall é definido como espaço gerador da casa, apresentando uma
forma octogonal, seccionada no piso de recepção e completa no piso privado, que
se aproxima dos modelos do Renascimento italiano. A entrada faz-se através de um
pequeno vestíbulo (Figura 3) que integra uma escadaria de acesso ao hall de
distribuição. Este projecto difere de todos os outros não só esteticamente mas também 83 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figura 2 – Planta do piso térreo. Acervo do Arquivo Distrital de Leiria. Figura 2 – Planta do piso térreo. Acervo do Arquivo Distrital de Leiria. ao nível funcional e o vestíbulo é exemplo disso, pois apresenta uma pequena porta
lateral que conduz a uma escada exterior de serviço que dá acesso à rouparia. Debaixo do tapete que antecede a escadaria, encontra-se um alçapão onde era
largada a lenha, para depois ser recolhida ao nível da cave e transportada para o
respectivo compartimento. O vestíbulo encontra-se ainda hoje pintado de azul
petróleo, que contrasta com o lambril e o tecto claro em cor marfim. O tratamento do tecto reporta-se essencialmente ao estilo Luís XVI, pela
sua cor mas também pelos apontamentos dourados e léxico decorativo como os
acantos visíveis nas mísulas e as molduras com óvulos e dardos, embora o centro
se apresente pintado de azul, enfatizando a leitura do lampião que segue o mesmo
estilo. Uma faixa de papel com rosas vermelhas e folhas de louro estilizadas, atadas
por fitas, antecede a cornija. Introdução Os caixotões apresentam faixas de papel com rosas,
caules e folhas estilizadas em cores esbatidas (rosa e verde) sobre fundo dourado,
que correspondem a apontamentos Arte Nova, também visíveis ao nível do lambril,
que apresenta superiormente vasos com rosas e acantos, executados em estuque e
pintados de creme. A verticalidade surge acentuada pelas pilastras pintadas de
verde, que acabam por ritmar o lambril e que estabelecem uma relação de
continuidade com as ombreiras e lintéis das portas, da mesma cor. O desenho da
porta encontra-se sediado numa linguagem Renascença, pelo seu traçado rectilíneo,
pela canelura das suas ombreiras, pelo seu lintel que se eleva sob a forma de frontão 84 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. rectangular, pelo jogo geométrico formado pelos pinázios que se traduz numa
composição de quadrados e quadrados chanfrados. Na casa Bouhon, o hall (Figura 4) não apresenta uma vocação como
espaço de permanência e a sua linguagem compensa a maior exuberância
habitualmente presente nas salas ou salões, à semelhança do que era aconselhado
em certos manuais e tratados de savoir vivre, publicados na França no mesmo
período: “(…) é aqui que ocorrem os empregados a fim de receberem as ordens
dos donos ou para anunciarem as visitas; a sua decoração é geralmente sóbria e
severa”15. Nesta altura, estes espaços adoptavam frequentemente cânones estéticos
da Renascença ou do Gótico e a primeira tendência é observável neste caso, ao
nível do tecto com os seus caixotões, do lambril com as suas pilastras, das portas
e respectivos puxadores, assim como dos próprios pavimentos. Motivos florais
marcam cada um dos caixotões de fundo azul do tecto, sob a forma de festões que
estabelecem uma ligação visual entre os vários apainelados e que surgem animados
por rosas e fitas entrelaçadas em movimento. Estes apainelados surgem emoldurados
por frisos com óvulos e dardos, dando continuidade à solução adoptada na
pequena antecâmara. O caixotão central, demarcado nos seus cantos por pinhas salientes,
reveste-se de particular valor simbólico, apresentando três cartelas emolduradas por Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figura 3 – Vestíbulo de chegada: vista da escada e porta de acesso ao hall; pormenor do óculo com
serralharia Arte Nova e tecto. Fotografias de Mónica Romãozinho. Figura 3 – Vestíbulo de chegada: vista da escada e porta de acesso ao hall; pormenor do óculo com
serralharia Arte Nova e tecto. Fotografias de Mónica Romãozinho. 15. “(…) là que se tiennent
les domestiques pour
répondre aux ordres de
leurs maîtres ou pour
annoncer les visiteurs; sa
décoration est généralement
sobre et sévère. (…)”; cf.
Ris-Paquot (1894, p.194). 15. “(…) là que se tiennent
les domestiques pour
répondre aux ordres de
leurs maîtres ou pour
annoncer les visiteurs; sa
décoration est généralement
sobre et sévère. (…)”; cf.
Ris-Paquot (1894, p.194). Introdução 85 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. coroas entrelaçadas, lendo-se na cartela central AD. Gloria Belgivm. Anno Domini. MCMXXIII e nas laterais Labor e Honor, mensagens respectivamente complementadas
pelas imagens de um fuso e de uma palma, também conhecida como acácia
maçónica16, símbolo da imortalidade. O fuso constitui uma referência simbólica à
profissão de Joseph Bouhon, ligada aos lanifícios17. A cornija revela um trabalho de
entalhe rigoroso e apresenta um friso de contas douradas. Acantos, volutas e rosas
seguem movimentos assimétricos. Um friso de papel, com rosas abertas, destaca-se
sobre o azul das paredes. No desenho técnico respeitante à Decoração do hall, a
decoração geométrica seria executada em estuque a imitar madeira e constituída
por pequenos motivos quadrados idênticos aos do papel da sala de jantares. 16. Símbolo de vitória, de
ascensão, da imortalidade
da alma: “É o que acontece
com o ramo de ouro de
Eneias e com os mistérios
de Elêusis; com o salgueiro
chinês, com o sakaki
japonês; com a acácia
maçónica; com o visco
druídico; com, mais uma
vez, os ramos de Salgueiro,
de que fala o Pastor de
Hermas; com o buxo que
em França se planta nos
túmulos no domingo de
Ramos. As palmas de
Ramos
prefiguram
a
Ressurreição de Cristo,
após o drama do calvário
(…) A coroa de espinhos de
Cristo teria sido entrançada
com espinhos de acácia. Por fim, no ritual maçónico,
um ramo de acácia é
colocado sobre o manto do
recipiendário, para recordar
aquele que foi plantado no
túmulo do Hirão.”; cf. Jean
Chevalier
e
Alain
Cheerbrandt (1994, p.37,
502). O lambril que percorre todo o hall surge revestido a papel oleado com
relevo, eventualmente proveniente da fábrica britânica Lincrusta, ainda hoje existente. A primeira opção teria correspondido a um trabalho de estuque a imitar madeira,
de acordo com o desenho respeitante à decoração do hall. É importante relembrar
que o período vitoriano alimentara toda uma indústria de produção de revestimentos
decorativos. A planta de pavimentos, em mosaico cerâmico e de origem certamente
belga, desdobra-se em dois tapetes, o central que se inscreve na forma poligonal,
e outro, de configuração rectangular, que antecede o lance de escadas de acesso
ao piso inferior. Introdução O pavimento central, idêntico ao do vestíbulo de entrada, é constituído
por mosaicos quadrados com padrão formado por folhas e volutas que obedecem
a uma simetria absoluta, ao mesmo tempo em que simulam mosaicos romanos de
pequena escala e formato irregular. Uma rica cercadura, constituída por três frisos,
remata esta composição, apresentando na faixa central mosaicos similares com
volutas e, nos frisos de menor espessura, um jogo de linhas curvas e contracurvas. No tapete que demarca o arranque da escadaria, observamos uma composição
central idêntica à anterior, emoldurada por um friso igual aos menos espessos da
composição anterior. À volta deste tapete, sucedem-se mosaicos com o padrão de
uma estrela e formas quadrifoliadas. As cores dominantes são a terracota, sangue-
de-boi, verde e marfim. Este mesmo pavimento cerâmico pode ter sido importado
da Bélgica, pois a fábrica Gilliot Hemiksen produzia padrões similares18. 17. Joseph estudou até aos
16 anos num colégio na
Bélgica, de onde regressou
para a Covilhã com o curso
de tintureiro. Tanto ele
como o irmão Camille
estudaram em Liège e em
vários documentos são
descritos como “Quimicos”. Em Dezembro de 1921
houve um incêndio na
fábrica e Joseph morreu de
ataque cardíaco, tendo sido
a casa posteriormente
vendida ao Dr.Fernando
Carneiro. Informações
cedidas pelo Eng.º Miguel
Korrodi, bisneto de Korrodi
e de Joseph Bouhon. As portas do hall apresentam novamente frontões estilo Renascença, mas
neste caso com remates laterais curvos, revelando festões que pendem verticalmente
ao longo das suas folhas ou em arco no caso dos frontões, assim como conchas
explodidas, elementos que surgem evidenciados pelo Rococó e que persistiriam no
período de Luís XVI. Os puxadores em bronze remetem-nos para o período Barroco,
com os seus movimentos ondulantes, conchas explodidas, acantos, uma pequena
flor no remate inferior, mas ainda dominados pela simetria. O manípulo da porta
da antecâmara diferencia-se dos outros pelo jogo de cubos, paralelepípedos, discos
e elementos esféricos. 18. Encontrámos
um
exemplo similar da marca
G i l l i o t
H e m i k s e n ,
pertencente a uma casa
próxima de Namur na
Bélgica. C.1910. Disponível
e m :
h t t p : / / w w w . theantiquefloorcompany. com. Acesso em: 11 ago. 2011. Todas as portas que confinam com o hall seriam pormenorizadas no
respectivo mapa de vãos (Figura 5), elaborado à escala 1:10 (versão inicial datada
de 1920). Introdução Apresentam-se neste mapa quatro modelos de porta: tipo A (porta para 86 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Figura 4 – Vista do hall e pormenor da serralharia Arte Nova da escadaria principal. Fotografias de
Mónica Romãozinho. Figura 4 – Vista do hall e pormenor da serralharia A
h Figura 4 – Vista do hall e pormenor da serralharia Arte Nova da escadaria principal. Fotografias de
Mónica Romãozinho. a divisão do monta-pratos), tipo B (porta de dois batentes para o corredor e armário)
e tipo D (quatro portas de dois batentes correspondentes aos vãos mais largos). Com
excepção do modelo C (porta de um só batente para o salão e escada de serviço)
que aparece representado no desenho da decoração do hall, seriam sempre
desenhados cortes horizontais e verticais à escala natural de cada um dos vãos,
com as respectivas orientações assinaladas (lado do hall ou lado das salas) onde
surgem legendadas componentes fundamentais como o pinázio, com a indicação
pregado depois da aplicação do vidro, ou o vidro biselado. A escada destaca-se pelo trabalho elaborado da serralharia Arte Nova,
visível quer no corrimão quer no suporte para vasos que demarca o seu arranque. Os caules orgânicos inscrevem-se numa malha ortogonal demarcada por suportes
verticais, afastando-se do movimento mais livre associado a este trabalho no caso
dos interiores franceses ou belgas. O janelão, com três batentes e encimado por
bandeira em arco de volta perfeita, é uma solução recorrente nas habitações
projectadas por Korrodi. O hall corresponde à única dependência detalhada (Figura 6), o que
enfatiza a sua importância como espaço cénico que deveria impressionar pelo seu 87 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. carácter mais pesado, massivo e simples, sendo encarado como um espelho da
dignidade familiar apregoada pelo dono da casa19. A preocupação relativa à
unidade espacial é inclusivamente evidente quando constatamos que a própria
geometria octogonal do espaço se estende ao desenho dos caixilhos dos vidros das
portas que, por sua vez, seguem o alinhamento do lambril. Introdução Na planta desta divisão,
Korrodi não desenhou nenhuma peça de mobiliário específica, mas os tratados da
época aconselhavam “uma arca em madeira esculpida ou coberta de tapeçaria,
algumas cadeiras, cabides, um bengaleiro para pendurar os casacos, um porta-
guarda-chuvas, uma consola com tudo o que é necessário para escrever, um espelho
para que as senhoras possam reparar a desordem da sua toilette, eis o mobiliário
que comporta uma antecâmara”20. 19. Ver Juliet Kinchin
(2008, p.169). 19. Ver Juliet Kinchin
(2008, p.169). 20. “(…) un coffre à bois
sculpté ou recouvert de
tapisserie,
quelques
chaises, des patères, un
porte-manteau
pour
accrocher les vêtements, un
porte-parapluie, une table
avec tout ce qu’il faut pour
écrire, une glace pour que
les dames puissent réparer
le désordre de leur toilette,
voilà tout l’ameublement
q u e
c o m p o r t e
l’antichambre.” ; cf. Ris-
Paquot (1894, p.194). Nos dois cantos chanfrados do hall, emergem os pontos de acesso quer
ao escritório quer à sala de almoços, complementada por um zonamento de serviços,
constituído pela copa, um pequeno WC e um lava-mãos (canto superior esquerdo
da sala). Neste projecto, a copa integra um monta-pratos e um móvel trinchante que
se destina a apoiar a recepção das travessas. 21. À semelhança da bay-
window que consistia numa
reentrância de planta
poligonal, também muito
frequente nas salas ou
quartos de tipologias
habitacionais inglesas. Ao contrário de outros projectos, vemos aqui emergir duas salas de
refeições, inter-comunicantes e que seguem, na sua disposição, uma lógica de
axialidade. Embora a planta aponte para uma relação de total fluidez entre elas,
na fase construtiva foi inserida uma porta envidraçada, que Korrodi designa de
“guarda-vento”. A sala de jantar é iluminada quer por uma janela de sacada que conduz
a uma pequena varanda de ângulo quer por uma bow-window de planta semi-
circular, solução espacial importada da Inglaterra21, que em planta correspondia à
varanda principal e que comunicaria com o interior através de duas portas simétricas
de dupla folha, entre as quais estava prevista uma mesa de apoio (Figura 7). É
interessante confirmar através da planta do “pavimento nobre” que as colunas dessa
varanda foram já executadas em betão. 22. Azulejaria Arte Nova na
varanda de Casa em
Blankenberge, Bélgica.
Disponível em: http://
matinlumineux.blogspot.
com/2011/08/art-nouveau.
html. Acesso em: 11 ago.
2011. Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Introdução A bow-window acabaria por funcionar
como extensão da sala de jantares mas os zonamentos continuariam a ser
diferenciados através do próprio tratamento do pavimento: soalho de madeira no
caso da zona de refeições, mosaico com padrão geometrizado (castanho, marfim,
sangue-de-boi) no caso da bow-window. Relativamente à varanda, é de evidenciar
o valor plástico dos seus painéis de azulejaria Arte Nova, cuja temática naturalista
e paleta cromática os aproxima de uma casa situada em Blankenberge na Bélgica22. O lambril que percorre toda a sala, surge demarcado por elementos verticais e
revestido a papel castanho oleado que imita o couro, fabricado em Inglaterra pela
Lincrusta, também ele marcado por divisões verticais, ao longo das quais de dispõe
sempre o mesmo motivo floral geometrizado colocado a alturas diferentes, atribuindo
ritmo a este mesmo plano. Regras de higiene mais pesadas aplicavam-se então mais à sala de
jantar do que a qualquer outro espaço de recepção e enfatizava-se a importância
de revestimentos laváveis, a exemplo do que ocorria na França: “a sala de jantar
deve ter de preferência paredes pintadas a óleo, podendo ter também as suas 88 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. paredes revestidas com tapeçaria de cor neutra, panneaux decorativos representando
assuntos simples: paisagens ou naturezas mortas”23. O embasamento apresenta
maior profundidade com as suas almofadas e a cimalha, mais alta do que era
comum, integra quer um friso marcado por linhas horizontais quer uma faixa
composta de elementos florais, trabalhados em stencil e com a paleta pastel
característica do movimento Arte Nova (azul, salmão, vermelho em pequenas
quantidades). 23. “(…) la salle a manger
doit avoir, de préférence,
des murs peints à l’huile,
elle peut aussi avoir ses
murs
tendus
d’une
tapisserie de teinte neutre,
ou mieux de panneaux
décoratifs représentant de
très simples sujets :
paysages
ou
natures
mortes”; cf. Monique Eleb e
Anne
Debarre
(1995,
p.110). 23. “(…) la salle a manger
doit avoir, de préférence,
des murs peints à l’huile,
elle peut aussi avoir ses
murs
tendus
d’une
tapisserie de teinte neutre,
ou mieux de panneaux
décoratifs représentant de
très simples sujets :
paysages
ou
natures
mortes”; cf. Monique Eleb e
Anne
Debarre
(1995,
p.110). A parede, pintada de castanho, integra frisos com trevos pintados a
castanho e creme (em stencil novamente), de grande abstracção. Introdução É o caso de Julian
Guadet, que criticava a
iluminação zenital; ver
Monique Eleb e Anne
Debarre (1995, p.108). 24. É o caso de Julian
Guadet, que criticava a
iluminação zenital; ver
Monique Eleb e Anne
Debarre (1995, p.108). 25. Argentários que se
destinam à exposição das
pratas. 26. “La mode française de
l’emploi généralisé des
grandes surfaces de verre
est venu avec l’Art nouveau,
ou ‘Modern Style’, comme
ils l’appellent” ; cf. Peter
Thornon (1986, p.315). O mobiliário consistia nas seguintes peças: um móvel trinchante, um bufete
integrado na parede contígua à varanda da frontaria, outro bufete de desenho
similar, dois argentiers25 de dimensão idêntica que ocupam a parede lateral esquerda,
uma mesa centralizada com seis lugares previstos e mais uma mesa ou aparador de
apoio. A Arte Nova revela-se ainda nos cachorros que sustentam a grande viga. Estes suportes revelam uma composição escultórica de troncos e caules secos
entrelaçados, parecendo os mesmos caules assumir a forma de ossos na parte frontal
numa linguagem que os aproxima de certos pormenores manuelinos (Figura 8). Uma
porta envidraçada, atravessada em toda a sua extensão por um arco abatido
invertido e que apresenta quatro batentes com pequenos vidros quadrados verdes e
superfícies espelhadas, separa a sala de jantares da sala de almoços, seguindo
tendência internacional: “A moda francesa do emprego generalizado de grandes
superfícies envidraçadas chegou com a Art Nouveau ou Modern Style”26. Cada
batente da porta é pontuado superiormente por um arco de volta perfeita e os
puxadores em bronze apresentam um contorno orgânico e fechado sediado na Arte
Nova (Figura 8). A relação de maior fluidez entre espaços foi bastante propiciada
pela Arte Nova assim como o recurso ao vidro colorido ou ao vitral. Neste caso, o
vidro colorido verde apresentava um acabamento martelado que se relacionava de
modo harmonioso com a paleta cromática escolhida em ambas as salas de refeições. À À semelhança do que Korrodi fizera em outras casas, são trabalhadas
alternâncias cromáticas de divisão para divisão e essa diferenciação revela-se desde
logo nos vãos de acesso. Neste caso, a mesma porta apresenta os batentes em
madeira com cores diferentes de um lado e do outro: envernizadas no lado que
confina com a sala de jantares, e pintadas de marfim e rosa no lado que confina
com a sala de almoços. 26. “La mode française de
l’emploi généralisé des
grandes surfaces de verre
est venu avec l’Art nouveau,
ou ‘Modern Style’, comme
ils l’appellent” ; cf. Peter
Thornon (1986, p.315). Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. 25. Argentários que se
destinam à exposição das
pratas. Introdução Mísulas de recorte
quadrado, pontuadas no meio por uma roseta e inferiormente por uma sequência
de esferas, prolongam-se sob a forma de frisos nervurados em direcção ao tecto,
atribuem-lhe ritmo e quando se intersectam dão origem a pequenos quadrados que a 5 – Detalhes de portas interiores da casa da família Bouhon, Covilhã (mapa de vãos). Esc.1:10 e escala natural. Abril de 1922
o do Arquivo Distrital de Leiria. Figura 5 – Detalhes de portas interiores da casa da família Bouhon, Covilhã (mapa de vãos). Esc.1:10 e escala natural. Abril de 1922. Acervo do Arquivo Distrital de Leiria. gura 5 – Detalhes de portas interiores da casa da família Bouhon, Covilhã (mapa de vãos). Esc.1:10 e escala natural. Abril de 1922. d
A
D
l d
L ores da casa da família Bouhon, Covilhã (mapa de vãos). Esc.1:10 e escala natural. Abril de 192 89 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. gura 6 – Decoração do hall (vistas de porta de duplo batente e lambril, porta simples e corte construtivo). Esc.1:10. Acervo do Arquivo
istrital de Leiria. s de porta de duplo batente e lambril, porta simples e corte construtivo). Esc.1:10. Acervo do Arqu Figura 6 – Decoração do hall (vistas de porta de duplo batente e lambril, porta simples e corte construtivo). Esc.1:10. Acervo do Arquivo
Distrital de Leiria. Figura 6 – Decoração do hall (vistas de porta de duplo batente e lambril, porta simples e corte construtivo). Esc.1:10. Acervo do Arquivo
Distrital de Leiria Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. 90
Figura 7 – Bow-window da
sala de jantar. Fotografia
de Mónica Romãozinho. 90 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. acolhem os quatro pontos de iluminação e que se inscrevem em formas circulares
demarcadas a estuque. Estes mesmos frisos, marcados por sucessivas linhas
horizontais, definem a cimalha. O dourado faz a sua aparição quer nas mísulas
quer nos quadrados do tecto, pormenores que se evidenciam deste modo face à
cor dominante que é o marfim. As proporções da sala também favorecem a
integração da mesa de refeições e respectivas cadeiras e, deste modo, os espaços
residuais seriam minimizados. Por outro lado, críticos da época aconselhavam
também a que a sala de jantar se desenvolvesse em profundidade a fim de evitar
criar sombra sobre si mesma24. 24. Introdução A madeira envernizada dá lugar à madeira pintada de
marfim com pormenores pintados a rosa velho, nomeadamente frisos ao nível dos
aros das portas e de contorno às próprias almofadas dos batentes e dos envidraçados
(em vidro biseauté) e ainda nos limites superiores do rodapé e do lambril. Os
envidraçados assumem aqui uma maior verticalidade e os cantos dos seus losangos
alinham com o friso superior do lambril, também este em rosa velho e marfim. Na sala de almoços, o papel que reveste o lambril é o mesmo da sala
de jantares, mas agora pintado de casca de ovo, o que parece evidenciar mais os
seus motivos que consistem em folhas com caules rectilíneos e interligados assim 91 como pequenos quadrados subdivididos, todos inscritos nas listas verticais da
composição (Figura 9). Também o castanho das paredes dá lugar a um azul
pontuado logo acima do limite do lambril, por frisos em papel com rosas (cor de
mel) e folhas de pétalas azuis e verdes sobre vermelho, e acima da verga da porta
por apontamentos mais pequenos (lírios azuis e folhas em dois tons de verde). Esta
prática de substituir motivos escultóricos em estuque por aplicações de papel era
comum na Inglaterra e Escócia no séc. XIX como podemos ver na figura anexada. O pavimento da sala de jantares é em soalho corrido de pinho e o da sala de
almoços é mais delicado, em solho à inglesa, com uma cercadura em parquet e
mosaico de madeira, num jogo enriquecedor de molduras e de tonalidades. Na
sala de almoços, implantou um bufete e outro móvel trinchante. gura 8 – Pormenores: cachorros que sustentam o vigamento da sala de jantar e manípulo da porta que separa as salas de refeições. esenho e fotografia de Mónica Romãozinho. Figura 8 – Pormenores: cachorros que sustentam o vigamento da sala de jantar e manípulo da po
Desenho e fotografia de Mónica Romãozinho. e manípulo da porta que separa as salas de refeições. Figura 8 – Pormenores: cachorros que sustentam o vigamento da sala de jantar e manípulo da porta que separa as salas de refeições. Desenho e fotografia de Mónica Romãozinho. Figura 8 – Pormenores: cachorros que sustentam o vigamento da sala de jantar e manípulo da porta que separa as salas de refeições. Desenho e fotografia de Mónica Romãozinho. 92 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Anais do Museu Paulista. Introdução v. 21. n.2. Jul.- Dez. 2013. Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Há que apontar um pormenor funcional, um pedal localizado no
pavimento que acciona a campainha, permitindo chamar as criadas à hora das
refeições segundo padrões em voga na França: “Nos apartamentos burgueses, uma
campainha localizada na sala de jantar permite chamar a criada encarregue do
serviço de refeições. O contacto pode ser feito por um interruptor, ou de modo mais Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figura 9 – Sala de almoços: porta de ligação à sala de jantar (em cima) e vão tripartido com varanda
(em baixo). Fotografias de Mónica Romãozinho. Figura 9 – Sala de almoços: porta de ligação à sala de jantar (em cima) e vão tripartido com varanda
(em baixo). Fotografias de Mónica Romãozinho. Figura 9 – Sala de almoços: porta de ligação à sala de jantar (em cima) e vão tripartido com varanda
(em baixo). Fotografias de Mónica Romãozinho. 93 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. discreto, por um pedal de parquet. Estas invenções permitidas pelos progressos
técnicos, respondem a uma exigência dos habitantes, a da eficácia do serviço do
pessoal doméstico ‘invisível’ ”27. 27. “Dans les appartements
bourgeois, une sonnette
placée dans la salle à
manger permet d’appeler le
domestique chargé du
service du repas. Le contact
peut être donné par une
poire ou, de façon plus
discrète, par une pédale de
parquet. Ces inventions,
permises par le progrès
techniques, répondent à une
demande des habitants,
celle de l’efficacité du
service de domestiques
‘invisibles’ ”; cf. Monique
Eleb e Anne Debarre (1995,
p.402). 27. “Dans les appartements
bourgeois, une sonnette
placée dans la salle à
manger permet d’appeler le
domestique chargé du
service du repas. Le contact
peut être donné par une
poire ou, de façon plus
discrète, par une pédale de
parquet. Ces inventions,
permises par le progrès
techniques, répondent à une
demande des habitants,
celle de l’efficacité du
service de domestiques
‘invisibles’ ”; cf. Monique
Eleb e Anne Debarre (1995,
p.402). Embora o tecto da sala de almoços apresente um desenho similar ao
anterior, surge aqui complementado por faixas pintadas, com motivos e cores que
estabelecem uma relação de continuidade temática em relação aos frisos florais das
paredes (roseiras com rosas na sua cor natural e também amarelas, complementadas
pelos seus caules espinhosos e folhas). Introdução Mais uma vez, verificamos que os próprios
frisos lineares partem do alinhamento das ombreiras das portas ou da respectiva
mediatriz. Em ambas as salas, surgem desenhados em planta dois rectângulos a
tracejado que corresponderiam a duas mesas, o que significa que Korrodi terá
pensado num conjunto de salas suficientemente versátil ao ponto destas funcionarem
como uma só sempre que a família Bouhon reunisse um maior número de convidados. O lava-mãos de apoio não chegaria a ser inserido, dando lugar a uns arrumos. Existe, indiscutivelmente, um contraste entre estas duas dependências, diferença que
se faz sentir no acabamento dos materiais e uso da cor e padrões e que podemos
associar à alternância entre domínio masculino e feminino que se fazia sentir de
modo particular no design de interiores. A influência exercida pelos modelos ingleses
evidencia-se novamente no modo como tradição e novas soluções surgem
articuladas, salvaguardando sempre os valores específicos que se pretendia
comunicar no âmbito da concepção de um espaço de recepção: 28. “By long tradition the
English dining-room is
serious and dignified in
character, its colour-scheme
rather dark than light, its
furniture heavy and made of
polish mahogany; it has a
Turkish carpet on the floor
and oil-paintings, preferably
family portraits, in heavy gilt
frames, on the walls. But in
recent times a more joyful
atmosphere has entered this
room also. Here too the
decoration is becoming ever
lighter; furniture modeled
on that of Chippendale and
Sheraton period has become
light and pleasing; the heavy
curtains in dark material
have given way to curtains
of a lighter and brighter
material.”; cf. Hermann
Muthesius (2007 [1904],
p.206). Na sequência de uma longa tradição, a sala de jantar inglesa é séria e digna no seu
carácter, a sua composição de cores é mais escura do que leve, a sua mobília é pesada e
feita de nogueira polida, apresenta um tapete turco no pavimento e pinturas a óleo,
preferencialmente retratos familiares, em pesadas molduras douradas nas paredes. Nos
tempos mais recentes, uma atmosfera mais alegre invadiu também esta dependência. Também
aqui a decoração se está a tornar mais leve; o mobiliário baseado no período de Chippendale
e Sheraton tornou-se mais mais leve e aprazível; as pesadas cortinas em material escuro
deram lugar a cortinas de material mais leve e luminoso28 (Figura 10). 29. Desenho original da
fábrica
alemã
Grohn
(c.1905), ainda hoje sediada
em Bremen. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Introdução Existia então
uma forte cooperação entre
as suas fábricas e muitos
padrões
da
Helman
Céramique correspondem a
desenhos da fábrica Grohn. Disponível em: http://cgi. ebay.com.sg/ ORIGINAL-
ANTIQUE-Art-Nouveau-
Majolica-tile-150-PCS-
/220684921022? pt=
A r c h i t e c t u r a l _
G a r d e n & h a s h =
item3361d8a8be. Acesso
em: 11 ago. 2011. Três portas laterais dão acesso a um pequeno corredor, copa com
monta-pratos e arrumos de apoio. O WC social revela uma escolha cuidadosa
de acabamentos. O branco é a cor dominante, pontuado apenas por detalhes
a dourado associados à faiança monocromática com decoração moldada e
vidrada, importada da Bélgica e fabricada pela Helman Céramique Sint -
Agatha - Berchem Belgium29. A parede divide-se em três níveis: um rodapé de
azulejo com festões, uma faixa de azulejo com folhas enroladas, o corpo central
revestido a ladrilho vidrado (solução utilizada na Bélgica de que são exemplo
os projectos de Victor Horta), um friso de azulejos de padrão idêntico ao
seguido no WC que se lhe sobrepõe no piso dos quartos (conjunto simétrico
de folhas e rosas estilizadas, circunscritas em círculo, que lembram os padrões
de Mackintosh), encimado pela última faixa composta por contas, rosetas 94 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Figura 10 – Soluções decorativas empregues no tecto e paredes da sala de almoços. Fotografia de
Mónica Romãozinho. Exemplo similar de aplicação de frisos em papel na cimalha e tecto. Drawing-
room de casa situada em Hatfield Drive, Kelvinside, Glasgow. Fonte: Academy Architecture and Annual
A hit
t
l R
i
L
d
29
93 j
j l 1909 Figura 10 – Soluções decorativas empregues no tecto e paredes da sala de almoços. Fotografia de
Mónica Romãozinho. Exemplo similar de aplicação de frisos em papel na cimalha e tecto. Drawing-
room de casa situada em Hatfield Drive, Kelvinside, Glasgow. Fonte: Academy Architecture and Annual
Architectural Review, London, v.29, p.93, jan.-jul. 1909. 95 também integradas em círculos e por um novo alinhamento de folhas enroladas
(Figura 11). 30. Numa planta datada de
1919,
não
constava
nenhuma
divisória
envidraçada. O vão aparece
desenhado em plantas
posteriores, mas era menor
e consistia numa porta
ladeada de duas janelas
simétricas,
surgindo
posteriormente alterado no
mapa de vãos final. 31. Informação que figura
n o
d e s e n h o
d e
pormenorização do guarda-
vento da sala e do salão que
integra o mapa de vãos do
projecto. 32. Informação cedida por
Andy Sarson (Lincrusta
Technical Manager). Introdução O pavimento apresenta um plano central de mosaicos coloridos
similares aos das varandas (em castanho, marfim, azul, sangue de boi e ocre)
que formam desenhos geométricos como uma roza-cruz ou um trevo de quatro
folhas. A moldura deste plano apresenta geometrismos a duas cores e o plano
rectangular junto à janela dá continuidade à mesma paleta (castanho escuro e
marfim). 31. Informação que figura
n o
d e s e n h o
d e
pormenorização do guarda-
vento da sala e do salão que
integra o mapa de vãos do
projecto. 31. Informação que figura
n o
d e s e n h o
d e
pormenorização do guarda-
vento da sala e do salão que
integra o mapa de vãos do
projecto. A saleta e a sala ou salão, como aparece designado no desenho de
pormenorização, comunicam entre si através de um guarda-vento, de duplo
batente, idêntica à que separa as salas de refeições. O arco de circunferência
que determina um das travessas curvas, apresenta o seu centro no alinhamento
dos dois arcos superiores e termina no ponto de partida da linha do lambril. Esta
relação métrica dos caixilhos e lambris manifesta-se em todas as dependências
e também ao nível das janelas de sacada cujas curvaturas não são aleatórias30. As suas paredes apresentam um lambril em tela relevada e pintada de
casca de ovo da marca Lincrusta31, igualmente ritmado por linhas verticais em
relevo, mas agora fragmentadas e alternadas com sequências de pequenos
pontos que também encimam o motivo integrado em cada uma dessas faixas
fragmentadas, constituído por uma folha. No canto superior direito do desenho Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Figura 11: Pormenores: monta-pratos localizado na copa e azulejaria / ladrilho vidrado do WC social. Fotografias de Mónica Romãozinho. Figura 11: Pormenores: monta-pratos localizado na copa e azulejaria / ladrilho vidrado do WC social. Fotografias de Mónica Romãozinho. 96 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. em vista da porta envidraçada e de parte do lambril, observa-se a pormenorização
do arranque deste último. Aparece representado em vista ampliada e também
seccionado horizontalmente, vendo-se a cantoneira assim como uma baguette
que seria aplicada após a aplicação do revestimento (Figura 12). Introdução ‘Art for art’s
sake’ was its battle cry, a
slogan that originated with
the French poet Théophile
Gautier.”;
cf. Fiona
Maccarthy (2011). 33. O Aesthetic movement,
dedicado à Beleza no seu
estado mais puro, eclodiria
n o s
a n o s
1 8 6 0 ,
correspondendo a uma
corrente de transição para
o movimento Arts and
Crafts,
amplamente
influenciada pelo Oriente. Entre os seus seguidores
encontravam-se
Dante
Gabriel Rossetti (1828-
1882) e William Morris:
“The aesthetic movement
stood
in
stark
and
sometimes
shocking
contrast to the crass
materialism of Britain in the
19th century. ‘Art for art’s
sake’ was its battle cry, a
slogan that originated with
the French poet Théophile
Gautier.”;
cf. Fiona
Maccarthy (2011). Mais uma vez, Korrodi opta por duas fontes de luz simetricamente
posicionadas ao invés de uma em posição centralizada (o que já acontecera na
sala de almoços). Esses pontos de iluminação demarcam o centro de semi-
circunferências divididas em oito partes, parecendo evocar a visão de pérgolas
vistas de baixo, ao longo das quais se entrelaçam rosas com corolas pontuadas a
dourado e os seus caules e folhas dispostos num movimento orgânico. Duas
molduras enquadram toda a composição: a mais interior formada por nervuras e
quadrados com motivos nos pontos de intersecção (como na sala de almoços), a
exterior por um friso com rosas silvestres brancas, caules e folhas. O tecto da sala
ou salão revela o mesmo tipo de enquadramento e linguagem: quartos de
circunferências com rosas, caules e espinhos que rematam os cantos dos tectos,
frisos com rosas silvestres vermelhas, caules e folhas. Embora este tipo de frisos
apareça com o movimento Arts and Crafts, estes são valorizados e integrados em
interiores Estéticos33 ou Arte Nova. A sala (Figuras 15 a 17) encontra-se estruturada em duas zonas: a de
maior área, que integra uma lareira e que se destinava à família, assim como um
recanto ao fundo, separado da área anterior por uma arcada, constituída por um
arco central abatido e por dois laterais com balaustrada, onde as crianças da
família Carneiro tocavam pianola. Esta última zona assumia uma vocação de
espaço de encenação e apresentava um banco fixo de apoio, em continuidade
com a linha do lambrim da sala. De acordo com a planta, esta pequena área
receberia inicialmente um sofá fixo e perfeitamente ancorado na métrica da arcada,
mas esta solução seria abandonada. Introdução Segundo informações cedidas pela fábrica em causa o papel com em vista da porta envidraçada e de parte do lambril, observa-se a pormenorização
do arranque deste último. Aparece representado em vista ampliada e também
seccionado horizontalmente, vendo-se a cantoneira assim como uma baguette
que seria aplicada após a aplicação do revestimento (Figura 12). Segundo informações cedidas pela fábrica em causa, o papel com Segundo informações cedidas pela fábrica em causa, o papel com
relevo, da marca Lincrusta, teria sido primeiramente aplicado através de uma cola
(goma arábica n.º1 ou dextrina) e posteriormente oleado e envernizado segundo
o seguinte processo: lubrificação da superfície, aplicação de primário à base de
óleo, aplicação de uma ou duas camadas de pigmento misturado com óleo (neste
caso uma base de casca de ovo misturada com linhaça ou terebentina), uma
demão muito fina de verniz opaco (scumble glaze) enquanto a tinta ainda está
molhada e, no final, uma camada de verniz tradicional a fim de proteger a base
oleada32. O papel de parede que cobre a restante parede até à sanca apresenta of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. 97
2 – Pormenorização do guarda-vento da sala de jantar e salão. Esc. 1:10. Acervo do Arquivo Distrital de Leiria. Figura 12 – Pormenorização do guarda-vento da sala de jantar e salão. Esc. 1:10. Acervo do Arquivo Distrital de Leiria. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. 97 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. motivos florais dourados simetricamente dispostos sobre fundo azul, cuja
linguagem faz lembrar alguns papéis de William Morris (1834-1896), em particular
o padrão St. James. A saleta (Figuras 13 e 14) evidencia-se ainda pela sua planta
de tectos e pela originalidade dos seus estuques, referenciados numa tradição
clássica mas contrariados por aplicações de papel de parede e interpretações
orgânicas de flora. 33. O Aesthetic movement,
dedicado à Beleza no seu
estado mais puro, eclodiria
n o s
a n o s
1 8 6 0 ,
correspondendo a uma
corrente de transição para
o movimento Arts and
Crafts,
amplamente
influenciada pelo Oriente. Entre os seus seguidores
encontravam-se
Dante
Gabriel Rossetti (1828-
1882) e William Morris:
“The aesthetic movement
stood
in
stark
and
sometimes
shocking
contrast to the crass
materialism of Britain in the
19th century. Introdução A
droite et à gauche de la
cheminée, surmontée d’une
glace, un canapé et des
fauteuils” ; cf. Ris-Paquot
(1894, p.195). O branco começa-se a generalizar sobretudo uma tendência para o marfim mas ele não foi
somente utilizado por Voysey, Mackintosh e progressistas desta geração, pois, por exemplo,
certos móveis da rainha Alexandra em Sandrigham, eram pintados em branco – quase
sempre ligeiramente pontuados a dourado - e os estilos “Luís XVI” e “Adam” pintados de
branco tinham-se tornado uma realidade inegável no final do século36. 35. “The oak is man, in
firmness drest, / With
strength of fondness in his
breast, / Delighting in the
lie:-/the ivy is the gentle
wife.”; cf. Scots Magazine
(Marc.1789), apud, Juliet
Kinchin (2008, p.170). O conjunto formado pelas salas obedece também a uma orientação
solar cuidadosa. Já Raul Lino37 expressara essas preocupações na sua obra
escrita: “Casas de estar ficam bem quando recebam bastante luz do sol durante
a tarde, por isso se orientam de preferência com suas janelas ao Sudoeste ou
Oeste”38. 36. “Le blanc commence à
se généraliser, souvent avec
une tendance vers l’ivoire,
mais il ne fut pas seulement
utilisé
par
Voysey,
Mackintosh
et
les
progressistes de cette
génération, puisque, par
exemple, certains meubles
du Sandringham de la reine
Alexandra étaient peints en
blanc en blanc – légèrement
rechampis d’or toutefois –
et que les styles ‘Louis
Seize’ et ‘Adam’ peints en
blanc étaient devenus une
réalité indéniable à la fin du
siècle” ; cf. Peter Thornon
(1986, p.312). 36. “Le blanc commence à
se généraliser, souvent avec
une tendance vers l’ivoire,
mais il ne fut pas seulement
utilisé
par
Voysey,
Mackintosh
et
les
progressistes de cette
génération, puisque, par
exemple, certains meubles
du Sandringham de la reine
Alexandra étaient peints en
blanc en blanc – légèrement
rechampis d’or toutefois –
et que les styles ‘Louis
Seize’ et ‘Adam’ peints en
blanc étaient devenus une
réalité indéniable à la fin du
siècle” ; cf. Peter Thornon
(1986, p.312). O escritório segue o então chamado estilo Renascença, tendência que
é visível ao nível do remate superior do lambril, ritmado por pequenos quadrados
com volutas ou apainelados quadrados ou rectangulares, pontualmente em ponta
de diamante, que se integram na malha de almofadas pré-estabelecida. Quer os
cachorros, pontuados por acantos, quer a cimalha que apresenta um trabalho de
relevo com sucessivos arabescos executados a estuque, reflectem o mesmo tipo
de linguagem. Introdução O tecto segue a linha formal dos dois tectos
anteriores, mas aqui as semi-circunferências dão lugar a uma composição mais
rectilínea, mas igualmente decorada por roseiras, em que os seus caules e folhas
transgridem pontualmente as molduras geometrizadas que regulam a composição. Se observarmos atentamente a planta de tectos do conjunto de recepção formado
pelas várias salas, é-nos possível arriscar em associá-los à Arte Nova, não só pela
criatividade das suas composições inspiradas na natureza que oscilam entre um
registo mais orgânico ou mais linear, mas também pelo afastamento em relação a
outros estilos que eram então reinterpretados ou simplesmente copiados. Em ambas as salas, observamos pavimentos de mosaicos de madeira,
que formam uma composição alternada de formas quadrangulares e quadradas. O tapete central formado por este jogo é envolvido por uma cercadura em parquet
espinhado. A restante integração do mobiliário no salão segue também algumas
“modas” ditadas na altura e divulgada pela literatura internacional de especialidade:
“Em relação à lareira, coloca-se à sua frente uma mesa de centro, ornada com um 98 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figuras 13 e 14 – Perspectiva e tecto da saleta. Fotografias de Mónica Romãozinho. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figuras 13 e 14 – Perspectiva e tecto da saleta. Fotografias de Mónica Romãozinho. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figuras 13 e 14 – Perspectiva e tecto da saleta. Fotografias de Mónica Romãozinho. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figuras 13 e 14 – Perspectiva e tecto da saleta. Fotografias de Mónica Romãozinho. Figuras 13 e 14 – Perspectiva e tecto da saleta. Fotografias de Mónica Romãozinho. 99 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. relógio e dois candelabros; de cada lado múltiplas cadeiras. À direita e à esquerda
da lareira, complementada por um espelho, um canapé e poltronas”34. Os tons
dominantes são claros e o branco marfim ou casca de ovo, paleta mais suave e
feminina35, voltam a invadir os lambris e tectos desta sucessão de espaços sociais
destinados à família, aqui como no estrangeiro: 34. “Vis-à-vis la cheminée,
lui faisant face, se place la
table de milieu, ornée d’une
pendule
et
de
deux
candélabres ; de chaque
côté plusieurs sièges. Introdução O tratamento atribuído às paredes, neste caso pintadas de verde,
é similar ao da sala de jantar, tendo sido pintado um friso através de stencil, cuja
temática são os trevos. O próprio interruptor foi integrado no lambril. Dois tons
de madeira são alternados quer no lambril quer nas almofadas das folhas da
porta. 37. Raul Lino e Ernesto
Korrodi cruzam-se em 1926
no dia em que ser-lhes-ia
atribuído o título de
arquitecto, na sequência da
saída de um decreto de lei
(1925) que determinava
que ninguém podia usar a
designação de arquitecto
sem ter o diploma oficial de
uma das Escolas de Belas-
Artes do país. E será Raul
Lino, como presidente da
Academia das Belas-Artes
que elaborará o discurso
póstumo quando Korrodi
morre. Raul Lino estudou
em
Inglaterra
e
na
Alemanha, onde frequentou
a Technische Hochschule e
trabalhou no atelier do
Prof. Albrecht Haupt. Neste
sentido compreende-se a
proximidade da sua obra
aos
modelos
anglo- Dois dos cantos do escritório são chanfrados, recebendo um deles a
porta e correspondendo o outro a um nicho em arco de volta perfeita, pintado
de azul que acolheria um móvel classeur (arquivador). Entre estes cantos, desenha-
se na parede uma grande reentrância em arco destinada a um sofá ladeado de
duas pequenas mesas. Aqui, o fogão não apresenta uma coifa e apresenta-se
absolutamente integrado no desenho do lambril. O tecto, em caixotões de
madeira, apresenta as suas superfícies reentrantes pintadas na cor das paredes
e contornadas por frisos Arte Nova. O caixotão central recebe a base circular
de fixação da fonte de luz, elemento que segue a mesma linguagem Renascença,
com o seus acantos simetricamente posicionados. Dada à localização, dimensão e nobreza do tratamento decorativo de
superfícies, bem como maior contenção decorativa, subentende-se que este
escritório e biblioteca assumiriam também a vocação de espaço de convívio do
domínio fundamentalmente masculino, tendência que também era observada na
Inglaterra: “Nas grandes casas que possuíam uma biblioteca, tem-se a impressão
que esta dependência servia mais como sala de estar do que como local para 100 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Figura 15 – Pequeno recanto que se forma para lá da arcada tripartida e que podia funcionar como
espaço de representação para a família ou convidados. Fotografia de Mónica Romãozinho. saxónicos apreciados na
Alemanha
e
também
determinantes
para
Korrodi. 38. Cf. Raul Lino (1992
[1941], p.35). Introdução Figura 15 – Pequeno recanto que se forma para lá da arcada tripartida e que podia funcionar c
espaço de representação para a família ou convidados. Fotografia de Mónica Romãozinho. Figura 15 – Pequeno recanto que se forma para lá da arcada tripartida e que podia funcionar como
espaço de representação para a família ou convidados. Fotografia de Mónica Romãozinho. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figura 16 – Plantas de tecto do salão e recanto. Desenhos de Mónica Romãozinho. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figura 16 – Plantas de tecto do salão e recanto. Desenhos de Mónica Romãozinho. 101 101 “Dans les grandes
ons qui possédaient
bibliothèque, on a
ression que cette pièce
t tellement de la salle
éjour que la personne
souhaitait lire ou
er devait probablement
tirer ailleurs, l’homme
son « antre » peut-être,
a femme dans son
oir” ; cf. Peter Thornon
6, p.316). O Dr. Fernando
eiro utilizaria esta
ão como escritório que
unicava
com
o
azém dos tecidos
vés de um pequeno
bulo que, por sua vez,
sentava uma segunda
da acessível através do
m. Deste modo, a a
da e saída de clientes
-se sem que a esfera de
lho jamais se cruzasse
a da família. Figura 17 – Recanto do salão. Fotografia
de Mónica Romãozinho. Figura 17 – Recanto do salão. Fotografia
de Mónica Romãozinho. Figura 17 – Recanto do salão. Fotografia
de Mónica Romãozinho. 39. “Dans les grandes
maisons qui possédaient
une bibliothèque, on a
l’impression que cette pièce
tenait tellement de la salle
de séjour que la personne
qui souhaitait lire ou
étudier devait probablement
se retirer ailleurs, l’homme
dans son « antre » peut-être,
et la femme dans son
boudoir” ; cf. Peter Thornon
(1986, p.316). 40. O Dr. Fernando
Carneiro utilizaria esta
divisão como escritório que
comunicava
com
o
armazém dos tecidos
através de um pequeno
vestíbulo que, por sua vez,
apresentava uma segunda
escada acessível através do
jardim. Deste modo, a a
entrada e saída de clientes
fazia-se sem que a esfera de
trabalho jamais se cruzasse
com a da família. Figura 17 – Recanto do salão. Fotografia
de Mónica Romãozinho. onde se retirava quem quisesse ler ou estudar, o homem no seu “antro” talvez, e a
mulher no seu boudoir”39 (Figuras 18 a 20). Introdução No piso inferior (planta do subsolo), encontra-se localizada a sala de
bilhar, precisamente sob o escritório, mas que na realidade acabaria por assumir
mais tarde a função de escritório, eventualmente ainda no tempo de Joseph Bouhon40. Uma porta com um pequeno postigo (que não figura na planta) estabelecia a
passagem desta divisão para um pequeno corredor ligado a um vestíbulo que, por
sua vez, conduzia ao armazém dos tecidos e apresentava uma segunda escada em
madeira de acesso ao jardim (Figura 21). O pavimento deste pequeno vestíbulo é
em mosaicos quadrados pretos, sangue de boi e brancos. A entrada e saída de
clientes ocorriam sem que a esfera do trabalho se cruzasse com a esfera da família. Em obra, o lavatório rodaria 90º no seu posicionamento e o espaço inferior das
escadas acabaria por dar lugar a uns arrumos. O nicho destinava-se a um sofá,
enquanto a área central seria ocupada pela mesa de jogo. O pavimento, em mosaico
cerâmico, apresenta flores e acantos enquadrados numa composição geometrizada
e assente num paleta de cinzas e azuis animados por contornos a preto. No mesmo piso e quase simetricamente colocada relativamente à sala
de bilhar, situa-se a cozinha, assim como a casa de banho de serviço, que se
desdobra em dois compartimentos: o primeiro destinado ao lava-mãos e acessível 102 102 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. através da cozinha, outro que integra ainda hoje a banheira em pedra lioz e que
é acessível através do vestíbulo. Este último destinava-se às criadas, preocupação
que começava a assolar alguns projectistas portugueses de então, como Raul Lino: “Quando o tamanho e categoria da casa o permitam, não devemos esquecer o quarto de
banho para as criadas. (…) É fácil neste capítulo estabelecer um mínimo de comodidades –
pelo menos a água fria e o despejo da tina encanados; para a água quente, onde não a
possa haver encanada directamente da caldeira, depressa se transportam uma ou duas
cafeteiras desde o fogão da cozinha”41. A cozinha (Figuras 22 e 23) apresenta-se revestida em toda a altura por
ladrilho vidrado, apresentando três secções fundamentais: a mais baixa, delimitada
por faixas de ladrilho cinzento e azul (rodapé) e definida no meio por alternâncias de
ladrilhos brancos dispostos no sentido horizontal ou vertical; a intermédia formada pelo
mesmo tipo de mosaico aplicado horizontalmente; a cimalha, constituída por uma faixa
de azulejos de “Delft”. 41. Cf. Raul Lino (1992,
p.45). Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Introdução Estes últimos surgem dispostos de modo pontuado e enquadrados
por ladrilhos colocados nos sentidos vertical e horizontal, delimitada inferiormente por
um friso liso em azul e superiormente por uma cercadura azul composta por motivos
fitomórficos mais abstractos. A azulejaria azul e branca, em faiança de “Delft” ou
inspirada na mesma, retrata temáticas de um quotidiano doméstico em família ligado
ao campo e à pesca. Avós, pais com crianças ou crianças de colo, camponeses ou
pescadores, personificam aquelas vivências, correspondendo cada azulejo a uma nova
“história” que encantava as crianças da casa já no tempo da família Carneiro. No Figura 18 – Lareira do escritório, integrada em lambril estilo Renascença. Fotografia de Mónica
Romãozinho. Figura 18 – Lareira do escritório, integrada em lambril estilo Renascença. Fotografia de Mónica
R
ã
i h Figura 18 – Lareira do escritório, integrada em lambril estilo Renascença. Fotografia de Mónica
Romãozinho. 103 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figura 19 – Vista do escritório e respectivo tecto em caixotões. Fotografia de Mónica Romãozinho. gura 19 – Vista do escritório e respectivo tecto em caixotões. Fotografia de Mónica Romãozinho Figura 20 – Decoração de tecto (em relevo). Professor J.Regl., Zurique. Fonte: Academy Architecture
and Annual Architectural Review, London, v.23 , p.144, Jan./June 1913. Figura 20 – Decoração de tecto (em relevo). Professor J.Regl., Zurique. Fonte: Academy Architecture
and Annual Architectural Review, London, v.23 , p.144, Jan./June 1913. projecto original, a cozinha apresentava uma copa de dimensões e localização
idênticas às da copa do piso superior, mas na fase construtiva, seria apenas
implementado o monta-pratos, com quadrados envidraçados e guarnição em madeira
pintada de cinzento, com o telefone e campainha. Foi construído um lava-mãos na
mesma prumada do da sala de jantar, com um pequeno armário pintado de cinzento. A cozinha é iluminada por uma composição simétrica de janelas com pequenos 104 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. quadrados envidraçados, em que a janela central assume uma altura mais elevada
através da introdução de uma bandeira. O pavimento dos nichos das janelas laterais
corresponde a um novo tapete de mosaicos policromos, dotado de cercadura. Persiste
ainda hoje o forno de lenha e respectiva prateleira que ocupava um dos cantos da
cozinha. Introdução Existe uma saída para uma conduta vertical junto ao forno o que significa que
o calor que este libertava seria rentabilizado no âmbito do aquecimento da água da
banheira do WC do piso superior. Lateralmente ao forno, situavam-se barras que
sustentavam os talheres de cozinhar, assim como o saleiro. O nicho existente na
cozinha, que correspondia em planta a uma janela, recebia uma estrutura em traves
de madeira onde eram pendurados os tachos, panelas e frigideiras. Uma mesa com
tampo de mármore completava este conjunto. 42. Pintor e retratista
nascido
na
Covilhã. Conquistou em 1936 o
Prémio Columbano, e no
ano seguinte, a medalha de
ouro
da
Exposição
Internacional de Paris. Frequentou a Escola de
Belas Artes do Porto. Ainda
aparentado com o escultor
Manuel Morais, e com o
escritor Raul Brandão. Fez
a instrução primária na sua
terra, e, embora a família se
tivesse fixado no Porto, foi
em 1921 na Covilhã que
desenhou os cenários para
a revista “o País da
Guedelha”. Retratou
personalidades
como
Teixeira de Pascoais,
Aquilino Ribeiro e Augusto
de Castro. Os retratos de
Salazar e do Cardeal
Cerejeira, da sua autoria,
pertencem ao Instituto
Nacional de Estatística. O
Presidente do Brasil Getúlio
Vargas e o político espanhol
José António Primo de
Rivera, posaram para ele. Escreveu as obras Do Meu
Ofício de Pintar e Retratos
e Retratados. Disponível
em:
http://www.cm-
covilha.pt/simples/?f=2395. Acesso em: 15 maio 2011. A cozinha encontra-se directamente ligada à dispensa e à rouparia,
ambas acessíveis pelo pequeno vestíbulo ligado ao corredor e, no segundo caso,
foi também prevista uma acessibilidade directa pelo exterior. Na rouparia, de planta
semi-circular e integrada na bow-window, a parede recta incorpora uma fila de
armários encimados por vãos em vidrinhos que iluminam e ventilam a despensa. A
parede surge revestida pelo mesmo ladrilho branco, mas agora inserido na posição
vertical até 1,50 m de altura aproximadamente e rematado superiormente por um
friso de azulejaria igual ao do WC social e inferiormente por um rodapé em mosaico
branco. O pavimento é composto por geometrismos nas cores laranja, castanho e
branco. Apesar de, em planta, não existir nenhuma comunicação entre a despensa
e a cave, acabaria por ser aberta uma porta que permite aceder a uma estreita
escada que conduz à garagem localizada numa segunda cave e não em anexo
(situado a Poente) como nos sugerem os desenhos. Introdução O espaço privado começa, de certo modo, a adivinhar-se a partir do
patamar da escadaria. É precisamente ao nível deste patamar que nos é possível
contemplar uma pintura de Eduardo Malta (1900-1967)42, que retrata um cenário
pastoril, temática recomendada pelos tratados e manuais da época (Figura 24). A
pintura não corresponde a um elemento pontual que fixamos na parede, mesmo que
segundo uma lógica de centralidade ou alinhamento, passando a ocupar toda a
parede e tornando-se deste modo mais uma componente integrante do design de
interiores como também ocorria na Inglaterra: 43. “The picture painter will
be the first to admit that the
beauty of the picture
depends on the relation of
its parts; but if the relation
of one colour to another is
so important, the logical
inference is that the picture
itself must depend for its
beauty in the scheme of
things. And so one finds in
the earlier ages of painting
the painter at his best was
a
wall
decorator.(...)
Pictures, then, in the house,
it may be said, should
possess a decorative quality
which should be brought
into harmony with the
whole scheme of which
they form a part”; cf. M.H. Baillie Scott (1906, p.52-
53). O pintor de quadros será o primeiro a admitir que a beleza da pintura depende da relação
entre as suas partes; mas se a relação entre uma cor e outra cor é tão importante, a lógica
dedução é a de que a pintura em si própria deve depender da beleza da composição de
tudo. E encontramos, de facto, nos primórdios da pintura, o pintor no seu melhor como
decorador mural. (...) Nesta perspectiva, podemos constatar que as pinturas, numa casa,
deveriam possuir qualidades decorativas que façam com que estas se relacionem em
harmonia com a composição global da qual fazem parte43. Por outro lado, a própria temática da pintura relacionava-se com as
necessidades psicológicas do dono da casa, que retornava a casa após um dia de
trabalho nos moldes das sociedades burguesas que se generalizavam na Europa 105 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. their surroundings will at
once enfold him as in an
atmosphere which soothes
and charms like harmonious
music.”; cf. M.H. Baillie
Scott (1906, p.53). Introdução Ocidental: A meta desejada, simplesmente estabelecida, era a criação de um reino
pastoral para o relaxamento físico e mental em que o decor contribuiria para, mais
do que cansar, o refrescar do cérebro cansado do trabalhador44.O universo do
trabalho era então uma questão do domínio masculino e cabia à dona de casa,
responsável pela decoração, garantir a harmonia e tranquilidade no lar: 44. “The desired goal,
simply stated, was the
creation of a pastoral realm
for physical and mental
reflection in which the
décor contributed to, rather
than detracted from, the
refreshing of the weary
brain-worker.”; cf. Joyce
Henry Robinson (2008,
p.297). Se nós imaginarmos, por um instante, o homem de negócios cansado retornando à sua casa
de subúrbios no final do dia, dificilmente se esperará que esteja preparado para desenvolver
um esforço mental especial na análise dos seus quadros; mas qualquer que seja a qualidade
decorativa que expressam em conjunto com a sua envolvente, irão pelo menos envolvê-lo
numa atmosfera que transmite doçura e charme como uma música harmoniosa45. 45. “If we imagine, for
instance, the tired man of
business returning to his
suburban home in the
evening, it can hardly be
supposed that he will be
prepared to make the
special
mental
effort
involved in an inspection of
his pictures; but whatever
decorative quality they
express in conjunction with O tecto correspondente à escadaria, em estuque pintado de branco,
apenas visível ao olhar de quem sobe em direcção ao piso dos quartos, consiste
numa moldura percorrida por uma sucessão de linhas e rematada em ambos os
topos por semi-círculos que demarcam o eixo central do tecto e que aparecem
ladeados por pequenas contra-curvas. Figura 21 – Planta do primeiro subsolo: versão quase final apesar de alguns desajustes relativos ao construído. Acervo do Arquivo
Distrital de Leiria. Figura 21 – Planta do primeiro subsolo: versão quase final apesar de alguns desajustes relativos ao construído. Acervo do Arquivo
Distrital de Leiria. Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. 106 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Figura 22 – Vista da cozinha. Vê-se o monta-pratos em primeiro plano (lado esquerdo). Fotografia
de Mónica Romãozinho Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figura 23: – Interior da cozinha, na qual se encontra Maria Rita, criada que trabalhara 20 anos
para a família Bouhon. Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Introdução Coleção privada de João Korrodi. Figura 22 – Vista da cozinha. Vê-se o monta-pratos em primeiro plano (lado esquerdo). Fotografia
de Mónica Romãozinho. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figura 23: – Interior da cozinha, na qual se encontra Maria Rita, criada que trabalhara 20 anos
para a família Bouhon. Coleção privada de João Korrodi. Figura 22 – Vista da cozinha. Vê-se o monta-pratos em primeiro plano (lado esquerdo). Fotografia
de Mónica Romãozinho. Figura 22 – Vista da cozinha. Vê-se o monta-pratos em primeiro plano (lado esquerdo). Fotografia
de Mónica Romãozinho. Figura 22 – Vista da cozinha. Vê-se o monta-pratos em primeiro plano (lado esquerdo). Fotografia
de Mónica Romãozinho. Figura 23: – Interior da cozinha, na qual se encontra Maria Rita, criada que trabalhara 20 anos
para a família Bouhon. Coleção privada de João Korrodi. 107 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. A supressão quase geral de todo o ornamento aproxima esta solução
das propagadas quer pelos progressistas austríacos e alemães quer pelos franceses
inspirados pelo estilo Império. A luminária de parede, em ferro, não integra mais as
tulipas de vidro ou globos, mas subsiste a sua serralharia Arte Nova, composta por
linhas ondulantes e folhagens assimétricas (Figura 25). Contudo, é invulgar a
introdução de uma janela geminada em madeira escurecida, associada a um ponto
poético de contemplação da escadaria principal. O próprio arco abatido que une
os dois arcos de volta perfeita das janelas, apresenta novamente uma sucessão de
frisos que atravessam as paredes, formando uma sanca de altura considerável e
suscitando, ao mesmo tempo, uma continuidade de linguagem em relação às linhas
da moldura do tecto. Porém, a planta sugeria um vão tripartido de largura equivalente
à do janelão (Figuras 26 e 27). Figura 24 – Patamar de chegada. À esquerda: Quadro de Eduardo Malta.Fotografia de
Mónica Romãozinho. Figura 24 – Patamar de chegada. À esquerda: Quadro de Eduardo Malta.Fotografia de
Mónica Romãozinho. 108 108 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Figura 25 – Luminária do hall, similar a outros modelos internacionais, de que é exemplo a luminária
na Casa de Victor Horta, Bruxelas, 1898 (à direita). Fotografias de Mónica Romãozinho. Figura 25 – Luminária do hall, similar a outros modelos internacionais, de que é exemplo a luminária
na Casa de Victor Horta, Bruxelas, 1898 (à direita). Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Introdução Fotografias de Mónica Romãozinho. Como fora referido anteriormente, o hall assume aqui a sua forma
completa de um octógono e o seu tecto segue a mesma técnica e linguagem do
tecto da escadaria, embora os frisos sejam complementados por conchas explodidas
e festões e apresente, neste caso, um elemento central constituído por uma roseta e
por alinhamentos radiais que recebe a luminária. As rosas continuam a constituir um
elemento decorativo dominante no tema do papel de parede (rosas vermelhas e
azuis) que, à semelhança dos frisos dos tectos da área social, se enquadram no
movimento Arts and Crafts, como pudemos constatar assim que comparámos o
padrão em causa com outro da autoria de William Morris, o padrão Trellis. Quer
o lambril quer as portas com os seus lintéis de remates quadrangulares, seguem
novamente um estilo Renascença. O lambril é dominado pela sucessão de pilastras
nervuradas e revestido por papel em cor neutra. O pavimento em soalho não
obedece a nenhuma composição em particular, revelando apenas uma cercadura
que acompanha a forma do hall. Os pavimentos das restantes dependências seguem a mesma solução
construtiva, mas sem molduras envolventes. No lado interno das dependências, as
molduras das portas simplificam-se e a cor natural da madeira é substituída por 109 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figura 26 – Vista do hall do piso dos quartos e respectiva loggia. Fotografia de Mónica Romãozinho. l
lh
d h ll
l
d
l
d
d
d
d Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Figura 26 – Vista do hall do piso dos quartos e respectiva loggia. Fotografia de Mónica Romãozinho. Exemplo semelhante de hall com janela geminada, contextualizado em interior da autoria de Ed.Cuypers. Fonte: Academy Architecture and Annual Architectural Review, London, v.44 p.136, july/dec. 1913. Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Figura 26 – Vista do hall do piso dos quartos e respectiva loggia. Fotografia de Mónica Romãozinho. Exemplo semelhante de hall com janela geminada, contextualizado em interior da autoria de Ed.Cuypers. Fonte: Academy Architecture and Annual Architectural Review, London, v.44 p.136, july/dec. 1913. Figura 26 – Vista do hall do piso dos quartos e respectiva loggia. Fotografia de Mónica Romãozinho. Exemplo semelhante de hall com janela geminada, contextualizado em interior da autoria de Ed.Cuypers. Fonte: Academy Architecture and Annual Architectural Review, London, v.44 p.136, july/dec. 1913. 110 Anais do Museu Paulista. v. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Introdução 21. n.2. Jul.- Dez. 2013. 7 – Planta do segundo pavimento à escala 1:50. Acervo do Arquivo Distrital de Leiria. Figura 27 – Planta do segundo pavimento à escala 1:50. Acervo do Arquivo Distrital de Leiria. acabamentos em branco ou por um jogo cromático de marfim e ocre. Há sempre
um sentido de diferenciação ou hierarquização entre espaços de passagem e
espaços mais íntimos. À semelhança do que acontecera com a planta do piso
social, mais uma vez Korrodi propõe a localização precisa de todas as peças de
mobiliário essenciais para cada actividade ou tarefa. O quarto dos donos da casa ocupa uma localização privilegiada, pois
não só usufrui de uma orientação solar a sudeste, usufruindo-se deste modo do
nascer do sol, mas também integra a varanda semi-circular que se sobrepõe à
bow-window da sala de jantar. Reunia fundamentalmente todos os requisitos
necessários em termos de área, iluminação natural e ventilação, segundo ditames
em voga na época: “A condição essencial para que um quarto de dormir seja 111 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. saudável, sobretudo quando é ocupado por duas pessoas, é que este seja vasto e
espaçoso, bem iluminado e bem arejado: que o ar se possa renovar facilmente. Devem-se evitar as alcovas, que têm o inconveniente de diminuir a massa de ar
respirável ao longo da noite”46. Nesta mesma perspectiva, uma reentrância, situada
entre as duas portas de acesso, destina-se à cama e a duas mesas-de-cabeceira
colocadas simetricamente. 46. “La
condition
essentielle, pour qu’une
chambre à coucher soit
saine, surtout quand on
doit l’habiter à deux, c’est
qu’elle soit vaste et
spacieuse, bien éclairée et
bien aérée ; que l’air puisse
s’y renouveler facilement. On doit éviter les alcôves,
qui ont l’inconvénient de
diminuer la masse d’air
respirable pendant la
nuit.” ; cf. Ris-Paquot (1894,
p.206). 46. Já Mackay Hugh Baillie Scott (1865-1945)47 sugeria que se abandonasse
a solução da cama em ferro trabalhado ou em latão moldado, constatando que
esta deveria ser, sempre que possível colocada num recesso, ou pelo menos numa
posição em que parecesse uma parte integrante do quarto48. O vão tripartido é
similar ao que ilumina e ventila quer a cozinha quer a sala de almoços (Figura 28). O plano inferior das janelas apresenta-se revestido a apainelado almofadado que
dá continuidade ao das portadas quando fechadas. 48. Cf. M.H. Baillie Scott
(1897). Figura 28 – Vão tripartido
que ilumina o quarto dos
pais. Fotografia de Mónica
Romãozinho. Introdução Por outro lado, a colocação
da cama em frente à janela evitava receber o ar que entra pelas frestas e permitia 47. Acreditamos que Baillie
Scott estaria na génese
daquilo
que
Madsen
classifica de Proto-Arte
Nova e que os seus
trabalhos correspondem a
verdadeiros projectos Arte
Nova que se anteciparam
aos de Victor Horta. O
modo como interpreta o
ornamento orgânico como
elemento plástico capaz de
interligar superfícies e
mobiliário, fazem de Baillie
Scott
um
verdadeiro
precursor da Arte Nova e
também uma referência
para os progressistas
alemães. Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. ram
. O
ta o
omo
z de
s e
aillie
eiro
va e
ncia
stas
cott
Figura 28 – Vão tripartido
que ilumina o quarto dos
pais. Fotografia de Mónica
Romãozinho. Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. 48. Cf. M.H. Baillie Scott
(1897). Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Figura 28 – Vão tripartido
que ilumina o quarto dos
pais. Fotografia de Mónica
Romãozinho. Figura 28 – Vão tripartido
que ilumina o quarto dos
pais. Fotografia de Mónica
Romãozinho. 112 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. receber luz quando se pretendesse ler49. A planta sugeria ainda a localização de
um sofá e de várias cadeiras, situação que se repetirá nos outros quartos e que
demonstra que estes continuavam a assumir, ainda nesta altura, uma função de estar. Um grande guarda-fato, uma cómoda e um armário integrado no vão central,
eventualmente um toucador (que daria lugar a uma janela de sacada) a fim de que
houvesse luz suficiente para a senhoras se pentearem, completam este conjunto. As
portas e guarnições de madeira estão pintadas de branco, contrastando mais uma
vez com as paredes, neste caso cobertas de branco. O tecto, referenciado
fundamentalmente no Estilo Império, apresenta grinaldas nos quatro cantos, formadas
por folhas de louro e acantos que circunscrevem uma composição formada urnas
com flores e novamente acantos. Frisos constituídos por uma sequência de linhas ou
por óvulos e dardos, emolduram o tecto que apresenta um motivo central com flores
e uma bordadura também composta por alinhamentos paralelos. Introdução O quarto era,
aliás, uma das dependências onde o leque de estilos variava mais, de acordo com
a moda de então: “Todos os estilos se acomodam na perfeição para a decoração
de um quarto de dormir, desde do gótico, a Renascença, o Luís XIV, o Luís XV, o
Luís XVI até ao estilo Império”50. 49. Ver Monique Eleb e
Anne
Debarre
(1995,
p.156). 49. Ver Monique Eleb e
Anne
Debarre
(1995,
p.156). 50. “Tous
les
styles
s ’ a c c o m m o d e n t
parfaitement
pour
la
décoration d’une chambre à
coucher,
depuis
le
gothique, la Renaissance, le
Louis XIV, le Louis XV, le
Louis XVI jusqu’au style
Empire.”; cf. Ris-Paquot
(1894, p.197). 51. “Il est un des signes du
statut de l’habitant et aussi
de son rapport à la
propreté, élément de la
respectabilité. Il n’est pas
une pièce de service et
encore moins un espace
fonctionnel” ; cf. Monique
Eleb e Anne Debarre (1995,
p.224). 51. “Il est un des signes du
statut de l’habitant et aussi
de son rapport à la
propreté, élément de la
respectabilité. Il n’est pas
une pièce de service et
encore moins un espace
fonctionnel” ; cf. Monique
Eleb e Anne Debarre (1995,
p.224). 52. “Il semble, selon les
rares traités de savoir-vivre
qui abordent cette question,
que la plupart d’entre eux
utilisent le cabinet de
toilette de leur épouse, le
matin,
avant
elle. Cependant, chacun des
époux a son service spécial
sur la même table de
toilette.” ; cf. Monique Eleb
e Anne Debarre (1995,
p.225). No gabinete de toilette, o gomil e a bacia dão lugar a um armário
lavatório. Encontra-se revestido a ladrilho vidrado marfim, com um friso de azulejaria
Arte Nova, idêntico ao do WC social. Dada a profundidade das peças de mobiliário,
tudo indica que Korrodi optou por dois guarda-fatos, que permitem a separação do
vestuário do casal, restando uma peça que certamente corresponderia a um toucador. Um sofá, não uma chaise longue como era habitual em França, completa este
conjunto. O Gabinete de toilette assume, como na França, um duplo papel: “Ele é
um dos signos do estatuto do habitante e também da sua ligação à limpeza, elemento
de respeitabilidade. Não é uma dependência de serviço, muito menos um espaço
funcional”51. “facilita o serviço e representa inapreciáveis comodidades, pois assim que se sai da
dependência afectada à higiene do corpo, a toilette é terminada sem que se tenha perdido
tempo nem apanhado frio ao passar para outro lugar53. Toilette, banhos e WC formam então
uma verdadeira entidade, não justificada pela aproximação de funções, mas sim, da bem
mais material que diz respeito à conduta de água”54. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Introdução Deparamo-nos com uma única toilette: “Parece, segundo os raros
tratados de savoir-vivre que abordam esta questão, que a maior parte utiliza o
gabinete de toilette das suas esposas, de manhã antes delas. No entanto, cada um
dos cônjuges tem o seu serviço especial sobre a mesma mesa de toilette”52. A toilette
encontra-se ligada ao quarto dos donos e tem também acesso directo pelo pequeno
vestíbulo iluminado pelos arcos geminados. Na viragem do séc. XIX para o séc. XX,
a ligação entre quarto e casa de banho torna-se um princípio, relembrando a
disposição do séc. XVIII em que em torno do quarto se reuniam as várias dependências. Contudo, estas opções decorrem cada vez mais do desejo de conforto e
funcionalidade e menos da vontade de exibir simplesmente um estatuto social,
associado à quantidade destes compartimentos complementares. A Condessa de
Gencé reconhece que a sala de banho ligada ao gabinete de toilette 53. “(…) facilite le service
et présente d’inappréciables
commodités
puisque,
lorsque l’on sort de la pièce
affectée à tous les soins du
corps, la toilette est
terminée sans qu’il y ait à
perdre de temps ni à
prendre froid pour passer
dans un autre local” ; cf. Comtesse de Gence (1909,
p.25). A Condessa de Gencé
também escreveria a obra
Tratado de Civilidade e
Etiqueta (1909). 54. “Toilette, bains, w.c. et
cuisine forment alors
souvent une véritable
entité, non justifiée par le
rapprochement
des
fonctions, mais par celui,
plus matériel, des conduites
d’eau” ; cf. Monique Eleb e
Anne
Debarre
(1995,
p.417). 54. “Toilette, bains, w.c. et
cuisine forment alors
souvent une véritable
entité, non justifiée par le
rapprochement
des
fonctions, mais par celui,
plus matériel, des conduites
d’eau” ; cf. Monique Eleb e
Anne
Debarre
(1995,
p.417). 113 No WC, destacam-se os azulejos de linguagem neoclássica, que
apresentam uma composição policroma formada por medalhões, festões, rosas e
malmequeres e rematada superiormente por um friso idêntico ao do WC social, com
dois motivos dominantes, a roseta e as folhas enroladas, mas neste caso em azul
claro. O banho apresenta um nicho original de forma semi-circular que se destinava
a receber a plataforma circular do duche (Figuras 29 a 31). De acordo com os
actuais proprietários, as loiças sanitárias apresentariam ornamentos florais relevados. Ao fundo do compartimento, localiza-se a banheira. Um sofá e uma mesa de encosto
completavam o conjunto de mobiliário. Introdução Quer a azulejaria do banho, com as suas
glicínias, quer os puxadores utilizados em todo o piso são Arte Nova, à semelhança
dos das portas envidraçadas do piso inferior, obedecendo também a um processo
de sintetização profunda que os aproxima dos modelos difundidos na Alemanha. O
modelo de toalheiro de cristal com ferragens em níquel seria, do mesmo modo,
aplicado nas toilettes dos quartos e nas casas de banho do palacete. 55. Em 1897 casou-se com
Henriette Lecloux, também
belga. Joseph e Henriette
tiveram dois filhos na
Covilhã: Emma (1900-1989)
e Camilo (1902-1980). Henriette faleceu e Joseph
voltou a casar em 1905 com
uma
prima,
Virginie
Marguerite Lemouche e
deste casamento nasceriam
Susana
e
Augusto. Informação gentilmente
cedida pelo Eng. Miguel
Ritto, bisneto de Korrodi e
de Joseph Bouhon. 56. Encontrámos motivos
similares numa pintura de
Van den Abeele que retrata
o interior da Villa Paolina
em Viareggio, propriedade
que Paolina Borghese
deixou em testamento ao
seu sobrinho Luís Napoleão
(mais tarde Napoleão III)
que a cedeu à sua irmã
Zenaïde; ver Mario Praz
(2008, p.215). O quarto da filha, Susana Bouhon, embora seja o menos espaçoso de
todos, surge complementado por um boudoir (Figura 32). O quarto integraria a cama
e respectiva mesa-de-cabeceira, um sofá, um guarda-fato e, por fim, uma cómoda ou
toucador. A meia-irmã, Emma (1900-1989), casara-se em 1919, o que explica a
ausência do seu quarto55. Em obra, o quarto acabaria por ser estreitado, dando
origem a um recesso revestido a azulejaria com um lavatório incorporado (sendo
suprimido o previsto para o boudoir), à semelhança do que acontece com os outros
quartos. A linha formal dos azulejos do friso, pela sua abstracção e pelo recurso ao
dourado sobre branco, leva-nos a acreditar que advêm novamente da fábrica belga
referida anteriormente. No tecto, Korrodi recorre às mesmas grinaldas que encontrámos
no tecto do quarto dos donos, colocadas simetricamente e enquadradas em círculos
definidos por contornos lineares ou frisos com óvulos e dardos. Dada a omissão do
dourado e a simplicidade dos frisos nervurados assim como o motivo central do tecto,
de influência oriental (chinoiserie), em forma de leque, constatamos que este tecto
evoca o estilo Império56. O boudoir, lugar de socialização feminina e qualificado de frívolo ao
longo do século XIX, reaparece na viragem do séc. XX, mas unicamente na habitação
de luxo57. 57. Ver Monique Eleb e
Anne
Debarre
(1995,
p.315). Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Introdução Neste caso, assume uma localização privilegiada no ângulo do edifício e
integra uma secretária destinada à escrita, a respectiva cadeira, o toucador e uma
poltrona ou uma bérgere. Na varanda, encontramos painéis de azulejaria Arte Nova,
de forte verticalidade, reforçada pela representação de fitas, gerbérias, folhas e caules
invertidos. O fundo apresenta uma gradação tonal, que varia desde o azul-escuro ao
verde de água, em que as mesmas flores, dispostas de modo profuso no topo dos
painéis, se vão libertando e caindo em direcção à tonalidade mais clara. No quarto dos filhos, Camilo e Augusto, repete-se a solução do tecto em
caixotões de madeira mais clara, adoptada no escritório do piso inferior. O papel de
parede apresenta uma composição mais sintetizada do que o papel que cobre o hall,
mais próximo a um estilo vitoriano e eventualmente aplicado posteriormente, já no
tempo da família Carneiro. Neste caso, o desenho centra-se numa sucessão de rosas 114 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figura 29 – Entrada da casa de banho completa. Fotografia de Mónica Romãozinho. Figura 29 – Entrada da casa de banho completa. Fotografia de Mónica Romãozinho. 115 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figura 30 – Pormenor da azulejaria da casa de banho. Fotografia de Mónica Romãozinho. Figura 30 – Pormenor da azulejaria da casa de banho. Fotografia de Mónica Romãozinho. Figura 31 – Exemplo de loiça sanitária com pormenores decorativos. Fonte: A Construcção Moderna,
Lisboa, Anno VII, n.211, p.505, 20 jan. 1907. À direita: manípulo Arte Nova na Casa Bouhon. Fotografia de Mónica Romãozinho. Figura 30 – Pormenor da azulejaria da casa de banho. Fotografia de Mónica Romãozinho. Figura 30 – Pormenor da azulejaria da casa de banho. Fotografia de Mónica Romãozinho. Figura 30 – Pormenor da azulejaria da casa de banho. Fotografia de Mónica Romãozinho. Figura 31 – Exemplo de loiça sanitária com pormenores decorativos. Fonte: A Construcção Moderna,
Lisboa, Anno VII, n.211, p.505, 20 jan. 1907. À direita: manípulo Arte Nova na Casa Bouhon. Fotografia de Mónica Romãozinho. Figura 31 – Exemplo de loiça sanitária com pormenores decorativos. Fonte: A Construcção Moderna,
Lisboa, Anno VII, n.211, p.505, 20 jan. 1907. À direita: manípulo Arte Nova na Casa Bouhon. Fotografia de Mónica Romãozinho. Figura 31 – Exemplo de loiça sanitária com pormenores decorativos. Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. 58. “Un bon lit, une table de
toilette formant commode,
un secrétaire, une table,
deux fauteuils, plusieurs
chaises, un tapis, une
garniture de cheminée,
voilà son ameublement
complet.” ; cf. Ris-Paquot
(1894, p.211). 58. “Un bon lit, une table de
toilette formant commode,
un secrétaire, une table,
deux fauteuils, plusieurs
chaises, un tapis, une
garniture de cheminée,
voilà son ameublement
complet.” ; cf. Ris-Paquot
(1894, p.211). Introdução Fonte: A Construcção Moderna,
Lisboa, Anno VII, n.211, p.505, 20 jan. 1907. À direita: manípulo Arte Nova na Casa Bouhon. Fotografia de Mónica Romãozinho. 116 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. e lírios azuis enquadrados numa malha de fitas entrelaçadas. Korrodi criou novamente
uma reentrância, localizada entre as portas, que se destina a receber as duas camas
simples. O canto residual resultante de um dos chanfros da dependência seria
equipado com um lavatório e um armário que ocupa o espaço sobrante inferior à
escada, revelando certas preocupações higienistas transversais a todos os aposentos
(Figura 33). O lavatório enquadra-se no estilo Arte Nova, devido aos seus suportes
em ferro que apresentam movimentos ondulantes (Figura 34). l
d
h
d
l
d O último quarto, o de hóspedes, apresenta-se iluminado por mais um
vão tripartido e revestido a papel cinzento no caso do lambril e florido ao nível da
restante parede. O desenho do tecto aproxima-se da linguagem dos da escadaria
e do hall, mas aqui o ornamento floral é totalmente abolido. Korrodi parece ter
seguido, mais uma vez, as tendências que se faziam sentir desde os finais do séc. XIX, prevendo a colocação de duas camas, mesa de cabeceira, cadeiras ou
fauteuils, uma cómoda, uma secretária com o respectivo assento, um guarda-fato
e uma mesa (simples ou de toilette)58. Integra também uma zona com lavatório que, Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Figura 32 – Quarto da
filha. Vê-se o acesso ao
boudoir e a zona de
lavatório. Fotografia de
Mónica Romãozinho. Figura 32 – Quarto da
filha. Vê-se o acesso ao
boudoir e a zona de
lavatório. Fotografia de
Mónica Romãozinho. 117 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. à semelhança dos outros, corresponde ao modelo de origem e surge sustentado
em dois perfis de ferro. Do hall octogonal, parte a escada de serviço em direcção ao sótão, onde
se localizam as dependências de apoio ao pessoal doméstico da casa. A dependência
mais valorizada ao nível do sótão corresponde ao quarto da professora, localizado
acima da escadaria e iluminado por um lanternim que garante um pé-direito mais
elevado. O quarto, anteriormente referido, integra um vão tripartido que dá acesso a
uma pequena varanda orientada a tardoz. Introdução Esta dependência é visível na secção
transversal A-B que nos mostra inclusivamente a reentrância chanfrada onde se
localizaria a cama (Figura 35). No lado oposto, encontra-se o quarto das criadas que
surge iluminado por um grande óculo. Outra dependência, sobreposta em relação às
zonas húmidas dos pisos inferiores, acolheria o depósito de abastecimento de água
e uma latrina em madeira que se destinava às criadas. Por fim, costurava-se num último
compartimento e por vezes no patamar de chegada ao sótão. Figura 33 – Vista da toilette ligada ao quarto dos filhos. Fotografia de Mónica
Romãozinho. Figura 33 – Vista da toilette ligada ao quarto dos filhos. Fotografia de Mónica
Romãozinho. 118 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Figura 34 – Lavatório integrado nas toilettes dos quartos, com suportes em
ferro trabalhado. Toalheiro em cristal que surge aplicado nas mesmas
dependências e no wc. Fotografias de Mónica Romãozinho. Figura 34 – Lavatório integrado nas toilettes dos quartos, com suportes em
ferro trabalhado. Toalheiro em cristal que surge aplicado nas mesmas
dependências e no wc. Fotografias de Mónica Romãozinho. Figura 34 – Lavatório integrado nas toilettes dos quartos, com suportes em
ferro trabalhado. Toalheiro em cristal que surge aplicado nas mesmas
dependências e no wc. Fotografias de Mónica Romãozinho. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Conclusões O processo de obra, consultado no Arquivo Distrital de Leiria, é vasto e
inclui plantas dos pisos principais já com a localização específica de todo o
mobiliário, não apenas das peças fixas, e que corresponde, neste sentido, a uma
verdadeira planta de design de interiores na medida em que Korrodi procedia à
cotagem de todo o mobiliário, não só da cozinha ou do WC, mas também mesas
ou armários de diversas tipologias. Os próprios desenhos evidenciavam já uma
definição rigorosa de todos os espaços interiores e respectiva colocação de
mobiliário, revelando uma preocupação com a funcionalidade desses mesmos,
com a exploração de novas relações espaciais, conforto, iluminação ou ventilação
e com a própria estandardização de materiais e acabamentos escolhidos. Korrodi
dedicou uma especial atenção à pormenorização dos respectivos interiores através
da execução de cortes detalhada mapas de vãos e desenho de mobiliário. 119 Figura 35 – Corte transversal A-B, à escala 1:50. Acervo do Arquivo Distrital de Leiria. Figura 35 – Corte transversal A-B, à escala 1:50. Acervo do Arquivo Distrital de Leiria. No âmbito dos espaços interiores, é sobretudo assinalável o modo como
o autor aborda as várias soluções decorativas e a paleta cromática, atribuindo
tratamentos diferenciados de dependência para dependência. Mesmo no contexto
da Primeira República portuguesa, assistimos a uma certa persistência de
determinadas dependências e hierarquias espaciais assim como à distinção dos
papéis do género masculino e feminino, que condiciona a localização das
dependências, a sua relação de proximidade ou contiguidade e a caracterização
das mesmas. Quer a cor, mais intensa (castanho) ou mais suave (branco, marfim),
quer os padrões florais mais ou menos abstractos, mais escultóricos ou planos,
contribuem para a clarificação dos espaços ligados à sociabilidade e aos negócios
(no caso do género masculino) ou a uma sociabilidade mais privada, educação
dos filhos e exigências domésticas (no caso do género feminino). Quer a saleta 120 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. quer o boudoir figuram como espaços de escala mais acolhedora que se destinavam
à sociabilidade no feminino. As madeiras são pintadas de branco ou os papéis
oleados de casca de ovo no caso da saleta, salão e sala de almoços que
correspondem a espaços do domínio feminino e de convívio familiar, mas também
nos quartos dos pais e da filha Susana. Em oposição, uma paleta mais escura surge
associada ao escritório, à sala de jantar e ao quarto dos rapazes. Conclusões As opções
cromáticas contribuem, do mesmo modo, para a clarificação dos espaços de
permanência ou de passagem: os batentes das portas apresentam-se pintados em
marfim ou em madeira aparente consoante a divisão com que confinam. A organização funcional e hierárquica do projecto evoca soluções
inglesas publicadas em revistas, da autoria não só de Baillie-Scott, mas também
Richard Norman Shaw (1831-1912) ou do escocês Arnold Mitchell (1863-1944),
entre outros, presente na valorização de compartimentos meramente funcionais
como copas, engomadorias ou rouparias, cozinhas e wc’s. A exaltação das
varandas abertas sobre os jardins ou do hall como espaço simultaneamente de
circulação e de estar, sempre antecedido de uma antecâmara, reflecte igualmente
opções seguidas nos cottages ou country houses publicadas pela imprensa
internacional. Soluções como bay windows ou bow windows aproximam, do
mesmo modo, os interiores dos modelos ingleses, assim como o forte sentido de
individualidade e intimidade associado às distintas espacialidade. Entradas e
escadas denunciam uma separação entre áreas de circulação destinadas à família
ou visitas e pessoal doméstico que resulta da mesma vontade de salvaguardar a
privacidade da própria família. Contudo a Arte Nova impulsionou mudanças significativas ao nível dos
seguintes pressupostos: relação de maior fluidez entre as dependências (entre as
da esfera da sociabilidade, em particular) ou separação estabelecida através de
vastos guardaventos em arco abatido; aproximação entre dependências até então
dissociadas (entre a cozinha e a sala de jantar, por exemplo); integração e
valorização de compartimentos funcionais como as copas de apoio, as casas de
banho ou a própria cozinha. No presente caso, assistimos a uma forte interligação
entre salas de refeições, à substituição de corredores por amplos vestíbulos e
observam-se compartimentos mais amplos resultantes do recurso a uma estrutura
mista, composta por vigamentos de betão. Os próprios gabinetes de toilette dos
donos da casa fundem-se num só compartimento, denunciando uma mentalidade
mais aberta por parte do cliente e constrastando com a divisão segundo o género
habitualmente presente em outras encomendas, inclusivamente no contexto da
habitação colectiva de que é exemplo o prédio de rendimento de Mendonça &
Costa, situado na Rua Braancamp em Lisboa (1914). Alguns destes interiores testemunham não só programas de interiores e
opções construtivas e estéticas que acompanham os padrões de gosto internacional,
como incorporam componentes tecnológicas inovadoras que davam resposta ao
desejo de conforto, designadamente os elevadores. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Conclusões Na Casa da família Bouhon,
multiplicam-se os compartimentos destinados aos serviços domésticos e mecanismos 121 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. que visam uma maior eficácia do serviço doméstico, como o monta-pratos que facilita
a circulação dos alimentos ou as campainhas eléctricas. Ao nível do aquecimento das
dependências, este era sobretudo providenciado por lareiras ou fogões, solução que
contrasta com a modernidade das anteriores soluções. 59. Com 18 anos, Korrodi
partiu para Itália numa visita
de estudo com um colega de
curso. De acordo com um
diário de viagem da sua
autoria, patente no Arquivo
Distrital de Leiria, no Verão
de 1939, dá-se a última
grande viagem de Ernesto e
de Quitéria, que partem para
Itália, a fim de se encontrar
com a sua família em S. Giulio de Orta. Passam por
S. Moritz até chegarem a
Zurique e pelas Baleares e
Tanger, onde Ernesto
participa numa excursão
organizada na véspera. Por último, a Arte Nova faz-se sentir ao nível do detalhe e continuamos a
vê-la relacionada com outros modelos franceses e sobretudo ingleses, em elementos
isolados ou composições que exprimem a natureza verdadeiramente ecléctica da obra
de Ernesto Korrodi: pormenores escultóricos, padrões da azulejaria e de papéis de
parede presentes nas paredes, tectos ou lambris, nos desenhos dos tectos em caixotões
ou estucados, nas curvas e contracurvas dos vãos, nas cores presentes nas molduras
ou vidros texturados das portas e janelas que suscitam diferentes ambiências. Assiste-
se à divisão da parede em várias secções horizontais e introdução de frisos lineares
que contornam os planos superiores das paredes e que formam autênticas molduras
desenhadas a stencil, constituídas por motivos fitomórficos mais abstractos Há que
salientar o papel dos materiais ou soluções, produzidas pelas manufacturas alemãs,
inglesas ou belgas, designadamente papéis de parede simples ou oleados, faianças,
ladrilhos, vidros, ferragens, iluminação, técnicas de aplicação de soalhos de madeira
ou loiças sanitárias cerâmicas. Algumas destas fórmulas industriais assumiam não só
um papel estético mas também funcional no sentido de dar resposta a uma higienização
progressiva da habitação. p g
A atitude de Korrodi consiste em projectar em função do seu tempo e do
perfil de cada cliente, retirando do passado e do presente todas as soluções que
possam dar resposta às funções pretendidas. Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013. Conclusões Desconhecemos quais seriam os seus
livros de cabeceira, mas sabemos que se cruzou com Raul Lino e que assinava
algumas revistas internacionais, responsáveis pela publicação de projectos de autores
com obras literárias determinantes, nomeadamente Baillie Scott. Revistas portuguesas
de especialidade, designadamente A Architectura Portugueza (1908-1958) e A
Construcção moderna (1900-1919), publicavam também projectos, entre eles alguns
da autoria do próprio Korrodi, contribuindo ao mesmo tempo para a divulgação de
concursos públicos, Prémios Valmor, Regulamentos, dando a conhecer aos profissionais
o que se passava lá fora, por meio de artigos críticos e actas de congressos
internacionais. As deslocações ao estrangeiro foram também certamente determinantes
para as suas opções projectuais59. A sua obra reflecte a influência exercida por uma
Art Nouveau que é cruzada com reinterpretações de fórmulas decorativas e espaciais
do Renascimento, Barroco, Rococó ou medievalizantes, adivinhando-se, contudo,
preocupações como a racionalidade, funcionalidade, padronização e integração de
produtos industriais. Por outro lado, os pressupostos subjacentes a este e a outros
projectos da autoria de Korrodi, ainda hoje estão na base da concepção na prática
do design de interiores, concluindo-se que a Art Nouveau contribuiu, de modo
incontornável, para a afirmação desta área, provocando mudanças no espaço que
ultrapassaram a escala do elemento decorativo. 122 FONTES IMPRESSAS GENCÉ, Comtesse de. Le Cabinet de toilette d’une honnête femme. Paris: P.Pancier, 1909. GENCÉ, Condessa de. Tratado de civilidade e etiqueta. Tradução de Luiz Cardoso. Lisboa:
Guimarães & C.a, 1909. KORRODI, Ernesto. Estudos de reconstrucção sobre o Castello de Leiria: Reconstituição
graphica de um notável exemplo de construcção civil e militar portuguesa. Zurique: Instituto
Polygraphico, 1898. LINO, Raul. Casas portuguesas: apontamentos sobre o arquitectar das casas simples, 11ª ed. Lisboa: Cotovia, 1992. [Lisboa: Valentim de Carvalho, 1941]. MUTHESIUS, Hermann. The English House. Tradução de Janet Seligman. London: Frances
Lincoln Publishers, 2007. [Das English Haus. Berlim: Wasmuth, 1904]. RIS-PAQUOT, L’Art de batir, meubler et entretenir sa maison ou manière de surveiller et d’ètre
soi-même. 4ª. ed.. Paris: Henri Laurens, 1894. SCOTT BAILLIE, M.H. On the Choise of Simple Furniture. The Studio, Londres, v. 10, p.152-
157, abr. 1897. SCOTT BAILLIE, M.H. Houses and Gardens. London: George Newnes Limited Southampton
St. Strand, 1906. Disponível em http://www.archive.org/details/cu31924015400298. Acesso
em: 23 abr. 2010. VITERBO, Sousa. Dicionário histórico e documental dos arquitectos, engenheiros e
construtores portugueses. V. II. Lisboa: Imprensa Nacional-Casa da Moeda, 1899. LIVROS, ARTIGOS E TESES CHEVALIER, Jean; CHEERBRANDT, Alain. Dicionário dos símbolos. Tradução de Cristina
Rodriguez e Artur Guerra. Lisboa: Teorema, 1994. COSTA, Lucília Verdelho da. Ernesto Korrodi, 1889-1944: Arquitectura, ensino e restauro do
património. Lisboa: Ed. Estampa, 1997. ELEB, Monique; DEBARRE, Anne. L’Invention de l’ habitation moderne: Paris 1880-1914. Bruxelles: A.A.M., 1995. FERNANDES, Maria João Rocha Simões. Francisco da Silva Rocha (1864-1957): arquitectura
arte nova, uma primavera eterna. Tese (Mestrado) - Faculdade de Ciências Sociais e Humanas
da Universidade Nova de Lisboa, Lisboa, 1985. KINCHIN, Juliet. Interiors: Nineteenth-Century Essays on the “Masculine” and the “Feminine”
Room. In: TAYLOR, Mark; PRESTON, Julieanna (ed.). Intimus Space: Interior Design Theory
Reader. 2a ed.. West Sussex: John Wiley & Sons Ltd., 2008. MACCARTHY, Fiona. The Aesthetic Movement. The Guardian, Londres, 26 mar. 2011. 123 Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. Annals of Museu Paulista. v. 21. n.2. Jul.-Dec. 2013. ADSEN, S.Tschudis. Art Nouveau. Tradução de Ângelo de Sousa. Porto: ED.Inova, 1967. OLIVEIRA, Maria Genoveva Moreira. Rota de arquitectura Korrodi: contributo para o
conhecimento da vida e obra do arquitecto (1870-1944). Dissertação (Mestrado) - Faculdade
de Letras da Universidade de Lisboa, Lisboa, 2005. PEDREIRINHO, José Manuel. Dicionário dos arquitectos activos em Portugal do século I à
actualidade. Porto: Edições Afrontamento, 1994. PRAZ, Mario. An Illustrated History of Interior Decoration from Pompeii to Art Nouveau. 3a
ed. New York: Thames & Hudson Inc., 2008. ROBINSON, Joyce Henry. Hi Honey, I’m Home. In: TAYLOR, Mark; PRESTON, Julieanna (ed.). Intimus Space: Interior Design Theory Reader. 2a ed.. West Sussex: John Wiley & Sons Ltd.,
2008. ROMÃOZINHO, Ana Mónica Romãozinho. Design de interiores domésticos no início do
século XX: Apontamentos de Arte Nova na obra de Ernesto Korrodi. Tese (Doutoramento) -
Faculdade de Arquitectura da Universidade Técnica de Lisboa, Lisboa, 2013. SANTOS, Rui Afonso. O design e a decoração em Portugal, 1900-1994. In: PEREIRA, Paulo
(dir.). História da arte portuguesa, do barroco à contemporaneidade, v.III. Barcelona: Círculo
de Leitores, 1995. THORNON, Peter. L’époque et son style. Tradução de Jean-François Allain. Paris: Flammarion,
1986. SÍTIOS Câmara Municipal da Covilhã. Disponível em: http://www.cm-covilha.pt/simples/?f=2395. Acesso em: 15 maio 2011. Ebay. http://cgi.ebay.com.sg/ORIGINAL-ANTIQUE-Art-Nouveau-Majolica-tile-150-PCS-
/220684921022?pt=Architectural_Garden&hash=item3361d8a8be. Acesso em: 11 ago. 2011. Matin Lumineux. Disponível em: http://matinlumineux.blogspot.com/2011/08/art-nouveau. html. Acesso em: 11 ago. 2011. The Antique Floor Company. Disponível em: http://www.theantiquefloorcompany.com. Acesso em: 11 ago. 2011. Artigo apresentado em 04/05/2012. Aprovado em 19/07/2013. Artigo apresentado em 04/05/2012. Aprovado em 19/07/2013. 124 124 Anais do Museu Paulista. v. 21. n.2. Jul.- Dez. 2013.
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